Author: "O’Connor, Brian D." - Searchworks@Jio Institute Digital Library Search Results

Your search keyword '"O’Connor, Brian D."' showing total 116 results

Start Over Author "O’Connor, Brian D."

116 results on '"O’Connor, Brian D."'

1. A Framework for the Interoperability of Cloud Platforms: Towards FAIR Data in SAFE Environments

Author: Grossman, Robert L., Boyles, Rebecca R., Davis-Dusenbery, Brandi N., Haddock, Amanda, Heath, Allison P., O’Connor, Brian D., Resnick, Adam C., Taylor, Deanne M., and Ahalt, Stan
Published: 2024
Full Text: View/download PDF

2. A Framework for the Interoperability of Cloud Platforms: Towards FAIR Data in SAFE Environments

Author: Grossman, Robert L., Boyles, Rebecca R., Davis-Dusenbery, Brandi N., Haddock, Amanda, Heath, Allison P., O'Connor, Brian D., Resnick, Adam C., Taylor, Deanne M., and Ahalt, Stan
Subjects: Computer Science - Distributed, Parallel, and Cluster Computing, D.2.11, D.2.12, E.0
Abstract: As the number of cloud platforms supporting scientific research grows, there is an increasing need to support interoperability between two or more cloud platforms, as a growing amount of data is being hosted in cloud-based platforms. A well accepted core concept is to make data in cloud platforms Findable, Accessible, Interoperable and Reusable (FAIR). We introduce a companion concept that applies to cloud-based computing environments that we call a Secure and Authorized FAIR Environment (SAFE). SAFE environments require data and platform governance structures and are designed to support the interoperability of sensitive or controlled access data, such as biomedical data. A SAFE environment is a cloud platform that has been approved through a defined data and platform governance process as authorized to hold data from another cloud platform and exposes appropriate APIs for the two platforms to interoperate., Comment: 16 pages with 2 figures
Published: 2022

3. A user guide for the online exploration and visualization of PCAWG data.

Author: Goldman, Mary J, Zhang, Junjun, Fonseca, Nuno A, Cortés-Ciriano, Isidro, Xiang, Qian, Craft, Brian, Piñeiro-Yáñez, Elena, O'Connor, Brian D, Bazant, Wojciech, Barrera, Elisabet, Muñoz-Pomer, Alfonso, Petryszak, Robert, Füllgrabe, Anja, Al-Shahrour, Fatima, Keays, Maria, Haussler, David, Weinstein, John N, Huber, Wolfgang, Valencia, Alfonso, Park, Peter J, Papatheodorou, Irene, Zhu, Jingchun, Ferretti, Vincent, and Vazquez, Miguel
Subjects: Humans, Neoplasms, Computational Biology, Genomics, Mutation, Genome, Human, Internet, Software, User-Computer Interface, Databases, Genetic, Chromothripsis, Whole Genome Sequencing, Data Analysis, Genome, Human, Databases, Genetic
Abstract: The Pan-Cancer Analysis of Whole Genomes (PCAWG) project generated a vast amount of whole-genome cancer sequencing resource data. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we provide a user's guide to the five publicly available online data exploration and visualization tools introduced in the PCAWG marker paper. These tools are ICGC Data Portal, UCSC Xena, Chromothripsis Explorer, Expression Atlas, and PCAWG-Scout. We detail use cases and analyses for each tool, show how they incorporate outside resources from the larger genomics ecosystem, and demonstrate how the tools can be used together to understand the biology of cancers more deeply. Together, the tools enable researchers to query the complex genomic PCAWG data dynamically and integrate external information, enabling and enhancing interpretation.
Published: 2020

4. Pan-cancer analysis of whole genomes

Author: Campbell, Peter J, Getz, Gad, Korbel, Jan O, Stuart, Joshua M, Jennings, Jennifer L, Stein, Lincoln D, Perry, Marc D, Nahal-Bose, Hardeep K, Ouellette, BF Francis, Li, Constance H, Rheinbay, Esther, Nielsen, G Petur, Sgroi, Dennis C, Wu, Chin-Lee, Faquin, William C, Deshpande, Vikram, Boutros, Paul C, Lazar, Alexander J, Hoadley, Katherine A, Louis, David N, Dursi, L Jonathan, Yung, Christina K, Bailey, Matthew H, Saksena, Gordon, Raine, Keiran M, Buchhalter, Ivo, Kleinheinz, Kortine, Schlesner, Matthias, Zhang, Junjun, Wang, Wenyi, Wheeler, David A, Ding, Li, Simpson, Jared T, O'Connor, Brian D, Yakneen, Sergei, Ellrott, Kyle, Miyoshi, Naoki, Butler, Adam P, Royo, Romina, Shorser, Solomon I, Vazquez, Miguel, Rausch, Tobias, Tiao, Grace, Waszak, Sebastian M, Rodriguez-Martin, Bernardo, Shringarpure, Suyash, Wu, Dai-Ying, Demidov, German M, Delaneau, Olivier, Hayashi, Shuto, Imoto, Seiya, Habermann, Nina, Segre, Ayellet V, Garrison, Erik, Cafferkey, Andy, Alvarez, Eva G, Maria Heredia-Genestar, Jose, Muyas, Francesc, Drechsel, Oliver, Bruzos, Alicia L, Temes, Javier, Zamora, Jorge, Baez-Ortega, Adrian, Kim, Hyung-Lae, Mashl, R Jay, Ye, Kai, DiBiase, Anthony, Huang, Kuan-lin, Letunic, Ivica, McLellan, Michael D, Newhouse, Steven J, Shmaya, Tal, Kumar, Sushant, Wedge, David C, Wright, Mark H, Yellapantula, Venkata D, Gerstein, Mark, Khurana, Ekta, Marques-Bonet, Tomas, Navarro, Arcadi, Bustamante, Carlos D, Siebert, Reiner, Nakagawa, Hidewaki, Easton, Douglas F, Ossowski, Stephan, Tubio, Jose MC, De La Vega, Francisco M, Estivill, Xavier, Yuen, Denis, Mihaiescu, George L, Omberg, Larsson, Ferretti, Vincent, Sabarinathan, Radhakrishnan, Pich, Oriol, Gonzalez-Perez, Abel, Weiner, Amaro Taylor, Fittall, Matthew W, Demeulemeester, Jonas, Tarabichi, Maxime, and Roberts, Nicola D
Subjects: Biological Sciences, Biomedical and Clinical Sciences, Bioinformatics and Computational Biology, Genetics, Oncology and Carcinogenesis, Cancer Genomics, Biotechnology, Human Genome, Cancer, Prevention, 2.1 Biological and endogenous factors, Cell Proliferation, Cellular Senescence, Chromothripsis, Cloud Computing, DNA Mutational Analysis, Evolution, Molecular, Female, Genome, Human, Genomics, Germ-Line Mutation, High-Throughput Nucleotide Sequencing, Humans, Information Dissemination, Male, Mutagenesis, Mutation, Neoplasms, Oncogenes, Promoter Regions, Genetic, RNA Splicing, Reproducibility of Results, Telomerase, Telomere, ICGC/TCGA Pan-Cancer Analysis of Whole Genomes Consortium, General Science & Technology
Abstract: Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale1-3. Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4-5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter4; identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation5,6; analyses timings and patterns of tumour evolution7; describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity8,9; and evaluates a range of more-specialized features of cancer genomes8,10-18.
Published: 2020

5. Inverting the model of genomics data sharing with the NHGRI Genomic Data Science Analysis, Visualization, and Informatics Lab-space

Author: Baumann, Alexander, Rula, Andrew, Kovalsy, Anton, Bernard, Clare, Caetano-Anollés, Derek, Van der Auwera, Geraldine A., Canas, Justin, Yuksel, Kaan, Herman, Kate, Taylor, M. Morgan, Simeon, Marianie, Baumann, Michael, Wang, Qi, Title, Robert, Munshi, Ruchi, Chaluvadi, Sushma, Reeves, Valerie, Disman, William, Thomas, Salin, Hajian, Allie, Kiernan, Elizabeth, Gupta, Namrata, Vosburg, Trish, Geistlinger, Ludwig, Ramos, Marcel, Oh, Sehyun, Rogers, Dave, McDade, Frances, Hastie, Mim, Turaga, Nitesh, Ostrovsky, Alexander, Mahmoud, Alexandru, Baker, Dannon, Clements, Dave, Cox, Katherine E.L., Suderman, Keith, Kucher, Nataliya, Golitsynskiy, Sergey, Zarate, Samantha, Wheelan, Sarah J., Kammers, Kai, Stevens, Ana, Hutter, Carolyn, Wellington, Christopher, Ghanaim, Elena M., Wiley, Ken L., Jr., Sen, Shurjo K., Di Francesco, Valentina, s Yuen, Deni, Walsh, Brian, Sargent, Luke, Jalili, Vahid, Chilton, John, Shepherd, Lori, Stubbs, B.J., O’Farrell, Ash, Vizzier, Benton A., Jr., Overbeck, Charles, Reid, Charles, Steinberg, David Charles, Sheets, Elizabeth A., Lucas, Julian, Blauvelt, Lon, Cabansay, Louise, Warren, Noah, Hannafious, Brian, Harris, Tim, Reddy, Radhika, Torstenson, Eric, Banasiewicz, M. Katie, Abel, Haley J., Walker, Jason, Schatz, Michael C., Philippakis, Anthony A., Afgan, Enis, Banks, Eric, Carey, Vincent J., Carroll, Robert J., Culotti, Alessandro, Ellrott, Kyle, Goecks, Jeremy, Grossman, Robert L., Hall, Ira M., Hansen, Kasper D., Lawson, Jonathan, Leek, Jeffrey T., Luria, Anne O’Donnell, Mosher, Stephen, Morgan, Martin, Nekrutenko, Anton, O’Connor, Brian D., Osborn, Kevin, Paten, Benedict, Patterson, Candace, Tan, Frederick J., Taylor, Casey Overby, Vessio, Jennifer, Waldron, Levi, Wang, Ting, and Wuichet, Kristin
Published: 2022
Full Text: View/download PDF

6. GA4GH: International policies and standards for data sharing across genomic research and healthcare

Author: Rehm, Heidi L., Page, Angela J.H., Smith, Lindsay, Adams, Jeremy B., Alterovitz, Gil, Babb, Lawrence J., Barkley, Maxmillian P., Baudis, Michael, Beauvais, Michael J.S., Beck, Tim, Beckmann, Jacques S., Beltran, Sergi, Bernick, David, Bernier, Alexander, Bonfield, James K., Boughtwood, Tiffany F., Bourque, Guillaume, Bowers, Sarion R., Brookes, Anthony J., Brudno, Michael, Brush, Matthew H., Bujold, David, Burdett, Tony, Buske, Orion J., Cabili, Moran N., Cameron, Daniel L., Carroll, Robert J., Casas-Silva, Esmeralda, Chakravarty, Debyani, Chaudhari, Bimal P., Chen, Shu Hui, Cherry, J. Michael, Chung, Justina, Cline, Melissa, Clissold, Hayley L., Cook-Deegan, Robert M., Courtot, Mélanie, Cunningham, Fiona, Cupak, Miro, Davies, Robert M., Denisko, Danielle, Doerr, Megan J., Dolman, Lena I., Dove, Edward S., Dursi, L. Jonathan, Dyke, Stephanie O.M., Eddy, James A., Eilbeck, Karen, Ellrott, Kyle P., Fairley, Susan, Fakhro, Khalid A., Firth, Helen V., Fitzsimons, Michael S., Fiume, Marc, Flicek, Paul, Fore, Ian M., Freeberg, Mallory A., Freimuth, Robert R., Fromont, Lauren A., Fuerth, Jonathan, Gaff, Clara L., Gan, Weiniu, Ghanaim, Elena M., Glazer, David, Green, Robert C., Griffith, Malachi, Griffith, Obi L., Grossman, Robert L., Groza, Tudor, Guidry Auvil, Jaime M., Guigó, Roderic, Gupta, Dipayan, Haendel, Melissa A., Hamosh, Ada, Hansen, David P., Hart, Reece K., Hartley, Dean Mitchell, Haussler, David, Hendricks-Sturrup, Rachele M., Ho, Calvin W.L., Hobb, Ashley E., Hoffman, Michael M., Hofmann, Oliver M., Holub, Petr, Hsu, Jacob Shujui, Hubaux, Jean-Pierre, Hunt, Sarah E., Husami, Ammar, Jacobsen, Julius O., Jamuar, Saumya S., Janes, Elizabeth L., Jeanson, Francis, Jené, Aina, Johns, Amber L., Joly, Yann, Jones, Steven J.M., Kanitz, Alexander, Kato, Kazuto, Keane, Thomas M., Kekesi-Lafrance, Kristina, Kelleher, Jerome, Kerry, Giselle, Khor, Seik-Soon, Knoppers, Bartha M., Konopko, Melissa A., Kosaki, Kenjiro, Kuba, Martin, Lawson, Jonathan, Leinonen, Rasko, Li, Stephanie, Lin, Michael F., Linden, Mikael, Liu, Xianglin, Liyanage, Isuru Udara, Lopez, Javier, Lucassen, Anneke M., Lukowski, Michael, Mann, Alice L., Marshall, John, Mattioni, Michele, Metke-Jimenez, Alejandro, Middleton, Anna, Milne, Richard J., Molnár-Gábor, Fruzsina, Mulder, Nicola, Munoz-Torres, Monica C., Nag, Rishi, Nakagawa, Hidewaki, Nasir, Jamal, Navarro, Arcadi, Nelson, Tristan H., Niewielska, Ania, Nisselle, Amy, Niu, Jeffrey, Nyrönen, Tommi H., O’Connor, Brian D., Oesterle, Sabine, Ogishima, Soichi, Ota Wang, Vivian, Paglione, Laura A.D., Palumbo, Emilio, Parkinson, Helen E., Philippakis, Anthony A., Pizarro, Angel D., Prlic, Andreas, Rambla, Jordi, Rendon, Augusto, Rider, Renee A., Robinson, Peter N., Rodarmer, Kurt W., Rodriguez, Laura Lyman, Rubin, Alan F., Rueda, Manuel, Rushton, Gregory A., Ryan, Rosalyn S., Saunders, Gary I., Schuilenburg, Helen, Schwede, Torsten, Scollen, Serena, Senf, Alexander, Sheffield, Nathan C., Skantharajah, Neerjah, Smith, Albert V., Sofia, Heidi J., Spalding, Dylan, Spurdle, Amanda B., Stark, Zornitza, Stein, Lincoln D., Suematsu, Makoto, Tan, Patrick, Tedds, Jonathan A., Thomson, Alastair A., Thorogood, Adrian, Tickle, Timothy L., Tokunaga, Katsushi, Törnroos, Juha, Torrents, David, Upchurch, Sean, Valencia, Alfonso, Guimera, Roman Valls, Vamathevan, Jessica, Varma, Susheel, Vears, Danya F., Viner, Coby, Voisin, Craig, Wagner, Alex H., Wallace, Susan E., Walsh, Brian P., Williams, Marc S., Winkler, Eva C., Wold, Barbara J., Wood, Grant M., Woolley, J. Patrick, Yamasaki, Chisato, Yates, Andrew D., Yung, Christina K., Zass, Lyndon J., Zaytseva, Ksenia, Zhang, Junjun, Goodhand, Peter, North, Kathryn, and Birney, Ewan
Published: 2021
Full Text: View/download PDF

7. Author Correction: Mutations in PYCR1 cause cutis laxa with progeroid features

Author: Reversade, Bruno, Escande-Beillard, Nathalie, Dimopoulou, Aikaterini, Fischer, Björn, Chng, Serene C., Li, Yun, Shboul, Mohammad, Tham, Puay-Yoke, Kayserili, Hülya, Al-Gazali, Lihadh, Shahwan, Monzer, Brancati, Francesco, Lee, Hane, O’Connor, Brian D., Kegler, Mareen Schmidt-von, Merriman, Barry, Nelson, Stanley F., Masri, Amira, Alkazaleh, Fawaz, Guerra, Deanna, Ferrari, Paola, Nanda, Arti, Rajab, Anna, Markie, David, Gray, Mary, Nelson, John, Grix, Arthur, Sommer, Annemarie, Savarirayan, Ravi, Janecke, Andreas R., Steichen, Elisabeth, Sillence, David, Haußer, Ingrid, Budde, Birgit, Nürnberg, Gudrun, Nürnberg, Peter, Seemann, Petra, Kunkel, Désirée, Zambruno, Giovanna, Dallapiccola, Bruno, Schuelke, Markus, Robertson, Stephen, Hamamy, Hanan, Wollnik, Bernd, Van Maldergem, Lionel, Mundlos, Stefan, and Kornak, Uwe
Published: 2022
Full Text: View/download PDF

8. SeqWare Query Engine: storing and searching sequence data in the cloud

Author: O’Connor, Brian D, Merriman, Barry, and Nelson, Stanley F
Abstract: Abstract Background Since the introduction of next-generation DNA sequencers the rapid increase in sequencer throughput, and associated drop in costs, has resulted in more than a dozen human genomes being resequenced over the last few years. These efforts are merely a prelude for a future in which genome resequencing will be commonplace for both biomedical research and clinical applications. The dramatic increase in sequencer output strains all facets of computational infrastructure, especially databases and query interfaces. The advent of cloud computing, and a variety of powerful tools designed to process petascale datasets, provide a compelling solution to these ever increasing demands. Results In this work, we present the SeqWare Query Engine which has been created using modern cloud computing technologies and designed to support databasing information from thousands of genomes. Our backend implementation was built using the highly scalable, NoSQL HBase database from the Hadoop project. We also created a web-based frontend that provides both a programmatic and interactive query interface and integrates with widely used genome browsers and tools. Using the query engine, users can load and query variants (SNVs, indels, translocations, etc) with a rich level of annotations including coverage and functional consequences. As a proof of concept we loaded several whole genome datasets including the U87MG cell line. We also used a glioblastoma multiforme tumor/normal pair to both profile performance and provide an example of using the Hadoop MapReduce framework within the query engine. This software is open source and freely available from the SeqWare project (http://seqware.sourceforge.net). Conclusions The SeqWare Query Engine provided an easy way to make the U87MG genome accessible to programmers and non-programmers alike. This enabled a faster and more open exploration of results, quicker tuning of parameters for heuristic variant calling filters, and a common data interface to simplify development of analytical tools. The range of data types supported, the ease of querying and integrating with existing tools, and the robust scalability of the underlying cloud-based technologies make SeqWare Query Engine a nature fit for storing and searching ever-growing genome sequence datasets.
Published: 2010

9. A deep learning system accurately classifies primary and metastatic cancers using passenger mutation patterns

Author: Jiao, Wei, Atwal, Gurnit, Polak, Paz, Karlic, Rosa, Cuppen, Edwin, Al-Shahrour, Fatima, Bailey, Peter J, Biankin, Andrew V, Boutros, Paul C, Campbell, Peter J, Chang, David K, Cooke, Susanna L, Deshpande, Vikram, Faltas, Bishoy M, Faquin, William C, Garraway, Levi, Getz, Gad, Grimmond, Sean M, Haider, Syed, Hoadley, Katherine A, Kaiser, Vera B, Kato, Mamoru, Kübler, Kirsten, Lazar, Alexander J, Li, Constance H, Louis, David N, Margolin, Adam, Martin, Sancha, Nahal-Bose, Hardeep K, Nielsen, G Petur, Nik-Zainal, Serena, Omberg, Larsson, P’ng, Christine, Perry, Marc D, Rheinbay, Esther, Rubin, Mark A, Semple, Colin A, Sgroi, Dennis C, Shibata, Tatsuhiro, Siebert, Reiner, Smith, Jaclyn, Stein, Lincoln D, Stobbe, Miranda D, Sun, Ren X, Thai, Kevin, Wright, Derek W, Wu, Chin-Lee, Yuan, Ke, Zhang, Junjun, Danyi, Alexandra, de Ridder, Jeroen, van Herpen, Carla, Lolkema, Martijn P, Steeghs, Neeltje, Morris, Quaid D, Aaltonen, Lauri A, Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Amin, Samirkumar B, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Bader, Gary D, Baez-Ortega, Adrian, Bailey, Matthew H, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Ken, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshwar, Amit G, Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C, Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Fan, Daiming, Fan, Yu, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A, Fink, J Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Fonseca, Nuno A, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garred, Øystein, Garrison, Erik, Garsed, Dale W, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstein, Mark, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hess, Julian M, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose MG, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Johnson, Rory, Johnson, Todd A, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin-Subero, Jose I, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, Morten Muhlig, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Shackleton, Mark, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Sieuwerts, Anieta M, Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weischenfeldt, Joachim, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Mark H, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: In cancer, the primary tumour’s organ of origin and histopathology are the strongest determinants of its clinical behaviour, but in 3% of cases a patient presents with a metastatic tumour and no obvious primary. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, we train a deep learning classifier to predict cancer type based on patterns of somatic passenger mutations detected in whole genome sequencing (WGS) of 2606 tumours representing 24 common cancer types produced by the PCAWG Consortium. Our classifier achieves an accuracy of 91% on held-out tumor samples and 88% and 83% respectively on independent primary and metastatic samples, roughly double the accuracy of trained pathologists when presented with a metastatic tumour without knowledge of the primary. Surprisingly, adding information on driver mutations reduced accuracy. Our results have clinical applicability, underscore how patterns of somatic passenger mutations encode the state of the cell of origin, and can inform future strategies to detect the source of circulating tumour DNA.
Published: 2023
Full Text: View/download PDF

10. Combined burden and functional impact tests for cancer driver discovery using DriverPower

Author: Shuai, Shimin, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Bandopadhayay, Pratiti, Barenboim, Jonathan, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Brunak, Søren, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Dhingra, Priyanka, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Getz, Gad, Guo, Qianyun, Gut, Ivo G, Haan, David, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Izarzugaza, Jose MG, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kahraman, Abdullah, Kellis, Manolis, Khurana, Ekta, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Larsson, Erik, Lawrence, Michael S, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Paczkowska, Marta, Park, Keunchil, Park, Kiejung, Pedersen, Jakob Skou, Pons, Tirso, Pulido-Tamayo, Sergio, Raphael, Benjamin J, Reimand, Jüri, Reyes-Salazar, Iker, Reyna, Matthew A, Rheinbay, Esther, Rubin, Mark A, Rubio-Perez, Carlota, Sahinalp, S Cenk, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shrestha, Raunak, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Stuart, Joshua M, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Valencia, Alfonso, Vazquez, Miguel, Verbeke, Lieven PC, Wadelius, Claes, Wadi, Lina, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wheeler, David A, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, von Mering, Christian, Gallinger, Steven, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Boutros, Paul C, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chalmers, Don, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Dhalla, Noreen, Dhani, Neesha C, Dhir, Rajiv, DiBiase, Anthony, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Han, Leng, Hanna, George B, Hansmann, Martin, Harismendy, Olivier, Harliwong, Ivon, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jihoon, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reis-Filho, Jorge, Reuter, Victor, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warren, Anne Y, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: The discovery of driver mutations is one of the key motivations for cancer genome sequencing. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumour types, we describe DriverPower, a software package that uses mutational burden and functional impact evidence to identify driver mutations in coding and non-coding sites within cancer whole genomes. Using a total of 1373 genomic features derived from public sources, DriverPower’s background mutation model explains up to 93% of the regional variance in the mutation rate across multiple tumour types. By incorporating functional impact scores, we are able to further increase the accuracy of driver discovery. Testing across a collection of 2583 cancer genomes from the PCAWG project, DriverPower identifies 217 coding and 95 non-coding driver candidates. Comparing to six published methods used by the PCAWG Drivers and Functional Interpretation Working Group, DriverPower has the highest F1 score for both coding and non-coding driver discovery. This demonstrates that DriverPower is an effective framework for computational driver discovery.
Published: 2023
Full Text: View/download PDF

11. Integrative pathway enrichment analysis of multivariate omics data

Author: Paczkowska, Marta, Barenboim, Jonathan, Sintupisut, Nardnisa, Fox, Natalie S, Zhu, Helen, Abd-Rabbo, Diala, Mee, Miles W, Boutros, Paul C, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Brunak, Søren, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Dhingra, Priyanka, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Getz, Gad, Gonzalez-Perez, Abel, Guo, Qianyun, Gut, Ivo G, Haan, David, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Izarzugaza, Jose MG, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kahraman, Abdullah, Kellis, Manolis, Khurana, Ekta, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Lawrence, Michael S, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Park, Keunchil, Park, Kiejung, Pedersen, Jakob Skou, Pich, Oriol, Pons, Tirso, Pulido-Tamayo, Sergio, Raphael, Benjamin J, Reyes-Salazar, Iker, Reyna, Matthew A, Rheinbay, Esther, Rubin, Mark A, Rubio-Perez, Carlota, Sabarinathan, Radhakrishnan, Sahinalp, S Cenk, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shrestha, Raunak, Shuai, Shimin, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Stuart, Joshua M, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Valencia, Alfonso, Vazquez, Miguel, Verbeke, Lieven PC, Wadelius, Claes, Wadi, Lina, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wheeler, David A, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, von Mering, Christian, Reimand, Jüri, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chalmers, Don, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Dhalla, Noreen, Dhani, Neesha C, Dhir, Rajiv, DiBiase, Anthony, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Foster, Christopher S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Han, Leng, Hanna, George B, Hansmann, Martin, Harismendy, Olivier, Harliwong, Ivon, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jihoon, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reis-Filho, Jorge, Reuter, Victor, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warren, Anne Y, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: Multi-omics datasets represent distinct aspects of the central dogma of molecular biology. Such high-dimensional molecular profiles pose challenges to data interpretation and hypothesis generation. ActivePathways is an integrative method that discovers significantly enriched pathways across multiple datasets using statistical data fusion, rationalizes contributing evidence and highlights associated genes. As part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we integrated genes with coding and non-coding mutations and revealed frequently mutated pathways and additional cancer genes with infrequent mutations. We also analyzed prognostic molecular pathways by integrating genomic and transcriptomic features of 1780 breast cancers and highlighted associations with immune response and anti-apoptotic signaling. Integration of ChIP-seq and RNA-seq data for master regulators of the Hippo pathway across normal human tissues identified processes of tissue regeneration and stem cell regulation. ActivePathways is a versatile method that improves systems-level understanding of cellular organization in health and disease through integration of multiple molecular datasets and pathway annotations.
Published: 2023
Full Text: View/download PDF

12. Pathway and network analysis of more than 2500 whole cancer genomes

Author: Reyna, Matthew A, Haan, David, Paczkowska, Marta, Verbeke, Lieven PC, Vazquez, Miguel, Kahraman, Abdullah, Pulido-Tamayo, Sergio, Barenboim, Jonathan, Wadi, Lina, Dhingra, Priyanka, Shrestha, Raunak, Getz, Gad, Lawrence, Michael S, Pedersen, Jakob Skou, Rubin, Mark A, Wheeler, David A, Brunak, Søren, Izarzugaza, Jose MG, Khurana, Ekta, Marchal, Kathleen, von Mering, Christian, Sahinalp, S Cenk, Valencia, Alfonso, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Bandopadhayay, Pratiti, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Busanovich, John, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Guo, Qianyun, Gut, Ivo G, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kellis, Manolis, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Larsson, Erik, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Park, Keunchil, Park, Kiejung, Pons, Tirso, Reyes-Salazar, Iker, Rheinbay, Esther, Rubio-Perez, Carlota, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shuai, Shimin, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Wadelius, Claes, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, Reimand, Jüri, Stuart, Joshua M, Raphael, Benjamin J, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Boutros, Paul C, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chalmers, Don, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Dhalla, Noreen, Dhani, Neesha C, Dhir, Rajiv, DiBiase, Anthony, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Han, Leng, Hanna, George B, Hansmann, Martin, Harismendy, Olivier, Harliwong, Ivon, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jihoon, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reis-Filho, Jorge, Reuter, Victor, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warren, Anne Y, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: The catalog of cancer driver mutations in protein-coding genes has greatly expanded in the past decade. However, non-coding cancer driver mutations are less well-characterized and only a handful of recurrent non-coding mutations, most notably TERT promoter mutations, have been reported. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancer across 38 tumor types, we perform multi-faceted pathway and network analyses of non-coding mutations across 2583 whole cancer genomes from 27 tumor types compiled by the ICGC/TCGA PCAWG project that was motivated by the success of pathway and network analyses in prioritizing rare mutations in protein-coding genes. While few non-coding genomic elements are recurrently mutated in this cohort, we identify 93 genes harboring non-coding mutations that cluster into several modules of interacting proteins. Among these are promoter mutations associated with reduced mRNA expression in TP53, TLE4, and TCF4. We find that biological processes had variable proportions of coding and non-coding mutations, with chromatin remodeling and proliferation pathways altered primarily by coding mutations, while developmental pathways, including Wnt and Notch, altered by both coding and non-coding mutations. RNA splicing is primarily altered by non-coding mutations in this cohort, and samples containing non-coding mutations in well-known RNA splicing factors exhibit similar gene expression signatures as samples with coding mutations in these genes. These analyses contribute a new repertoire of possible cancer genes and mechanisms that are altered by non-coding mutations and offer insights into additional cancer vulnerabilities that can be investigated for potential therapeutic treatments.
Published: 2023
Full Text: View/download PDF

13. Divergent mutational processes distinguish hypoxic and normoxic tumours

Author: Bhandari, Vinayak, Li, Constance H, Bristow, Robert G, Boutros, Paul C, Aaltonen, Lauri A, Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Amin, Samirkumar B, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Bader, Gary D, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campbell, Peter J, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Ken, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C, Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A, Fink, J Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Fonseca, Nuno A, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Garsed, Dale W, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstein, Mark, Gerstung, Moritz, Getz, Gad, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hess, Julian M, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose MG, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Johnson, Rory, Johnson, Todd A, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nielsen, Morten Muhlig, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Rheinbay, Esther, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubin, Mark A, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shackleton, Mark, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Siebert, Reiner, Sieuwerts, Anieta M, Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weischenfeldt, Joachim, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Junjun, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: Many primary tumours have low levels of molecular oxygen (hypoxia), and hypoxic tumours respond poorly to therapy. Pan-cancer molecular hallmarks of tumour hypoxia remain poorly understood, with limited comprehension of its associations with specific mutational processes, non-coding driver genes and evolutionary features. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumour types, we quantify hypoxia in 1188 tumours spanning 27 cancer types. Elevated hypoxia associates with increased mutational load across cancer types, irrespective of underlying mutational class. The proportion of mutations attributed to several mutational signatures of unknown aetiology directly associates with the level of hypoxia, suggesting underlying mutational processes for these signatures. At the gene level, driver mutations in TP53, MYC and PTEN are enriched in hypoxic tumours, and mutations in PTEN interact with hypoxia to direct tumour evolutionary trajectories. Overall, hypoxia plays a critical role in shaping the genomic and evolutionary landscapes of cancer.
Published: 2023
Full Text: View/download PDF

14. Genomic footprints of activated telomere maintenance mechanisms in cancer

Author: Sieverling, Lina, Hong, Chen, Koser, Sandra D, Ginsbach, Philip, Kleinheinz, Kortine, Hutter, Barbara, Braun, Delia M, Cortés-Ciriano, Isidro, Xi, Ruibin, Kabbe, Rolf, Park, Peter J, Eils, Roland, Schlesner, Matthias, Akdemir, Kadir C, Alvarez, Eva G, Baez-Ortega, Adrian, Beroukhim, Rameen, Boutros, Paul C, Bowtell, David DL, Brors, Benedikt, Burns, Kathleen H, Campbell, Peter J, Chan, Kin, Chen, Ken, Dueso-Barroso, Ana, Dunford, Andrew J, Edwards, Paul A, Estivill, Xavier, Etemadmoghadam, Dariush, Feuerbach, Lars, Fink, J Lynn, Frenkel-Morgenstern, Milana, Garsed, Dale W, Gerstein, Mark, Gordenin, Dmitry A, Haan, David, Haber, James E, Hess, Julian M, Imielinski, Marcin, Jones, David TW, Ju, Young Seok, Kazanov, Marat D, Klimczak, Leszek J, Koh, Youngil, Korbel, Jan O, Kumar, Kiran, Lee, Eunjung Alice, Lee, Jake June-Koo, Li, Yilong, Lynch, Andy G, Macintyre, Geoff, Markowetz, Florian, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Meyerson, Matthew, Miyano, Satoru, Nakagawa, Hidewaki, Navarro, Fabio CP, Ossowski, Stephan, Pearson, John V, Puiggròs, Montserrat, Rippe, Karsten, Roberts, Nicola D, Roberts, Steven A, Rodriguez-Martin, Bernardo, Schumacher, Steven E, Scully, Ralph, Shackleton, Mark, Sidiropoulos, Nikos, Stewart, Chip, Torrents, David, MC Tubio, Jose, Villasante, Izar, Waddell, Nicola, Wala, Jeremiah A, Weischenfeldt, Joachim, Yang, Lixing, Yao, Xiaotong, Yoon, Sung-Soo, Zamora, Jorge, Zhang, Cheng-Zhong, Aaltonen, Lauri A, Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Amary, Fernanda, Amin, Samirkumar B, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Bader, Gary D, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brunak, Søren, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C, Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Fonseca, Nuno A, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Friedman, William, Frigola, Joan, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Getz, Gad, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imoto, Seiya, Isaacs, William B, Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose MG, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Johnson, Rory, Johnson, Todd A, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Hee Jin, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nielsen, Morten Muhlig, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Rheinbay, Esther, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Roach, Jeffrey, Roberts, Lewis R, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubin, Mark A, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D, Stenhouse, Alasdair, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Junjun, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: Cancers require telomere maintenance mechanisms for unlimited replicative potential. They achieve this through TERT activation or alternative telomere lengthening associated with ATRX or DAXX loss. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, we dissect whole-genome sequencing data of over 2500 matched tumor-control samples from 36 different tumor types aggregated within the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium to characterize the genomic footprints of these mechanisms. While the telomere content of tumors with ATRX or DAXX mutations (ATRX/DAXXtrunc) is increased, tumors with TERT modifications show a moderate decrease of telomere content. One quarter of all tumor samples contain somatic integrations of telomeric sequences into non-telomeric DNA. This fraction is increased to 80% prevalence in ATRX/DAXXtrunc tumors, which carry an aberrant telomere variant repeat (TVR) distribution as another genomic marker. The latter feature includes enrichment or depletion of the previously undescribed singleton TVRs TTCGGG and TTTGGG, respectively. Our systematic analysis provides new insight into the recurrent genomic alterations associated with telomere maintenance mechanisms in cancer.
Published: 2023
Full Text: View/download PDF

15. Inverting the model of genomics data sharing with the NHGRI Genomic Data Science Analysis, Visualization, and Informatics Lab-space

Author: Schatz, Michael C., primary, Philippakis, Anthony A., additional, Afgan, Enis, additional, Banks, Eric, additional, Carey, Vincent J., additional, Carroll, Robert J., additional, Culotti, Alessandro, additional, Ellrott, Kyle, additional, Goecks, Jeremy, additional, Grossman, Robert L., additional, Hall, Ira M., additional, Hansen, Kasper D., additional, Lawson, Jonathan, additional, Leek, Jeffrey T., additional, Luria, Anne O’Donnell, additional, Mosher, Stephen, additional, Morgan, Martin, additional, Nekrutenko, Anton, additional, O’Connor, Brian D., additional, Osborn, Kevin, additional, Paten, Benedict, additional, Patterson, Candace, additional, Tan, Frederick J., additional, Taylor, Casey Overby, additional, Vessio, Jennifer, additional, Waldron, Levi, additional, Wang, Ting, additional, Wuichet, Kristin, additional, Baumann, Alexander, additional, Rula, Andrew, additional, Kovalsy, Anton, additional, Bernard, Clare, additional, Caetano-Anollés, Derek, additional, Van der Auwera, Geraldine A., additional, Canas, Justin, additional, Yuksel, Kaan, additional, Herman, Kate, additional, Taylor, M. Morgan, additional, Simeon, Marianie, additional, Baumann, Michael, additional, Wang, Qi, additional, Title, Robert, additional, Munshi, Ruchi, additional, Chaluvadi, Sushma, additional, Reeves, Valerie, additional, Disman, William, additional, Thomas, Salin, additional, Hajian, Allie, additional, Kiernan, Elizabeth, additional, Gupta, Namrata, additional, Vosburg, Trish, additional, Geistlinger, Ludwig, additional, Ramos, Marcel, additional, Oh, Sehyun, additional, Rogers, Dave, additional, McDade, Frances, additional, Hastie, Mim, additional, Turaga, Nitesh, additional, Ostrovsky, Alexander, additional, Mahmoud, Alexandru, additional, Baker, Dannon, additional, Clements, Dave, additional, Cox, Katherine E.L., additional, Suderman, Keith, additional, Kucher, Nataliya, additional, Golitsynskiy, Sergey, additional, Zarate, Samantha, additional, Wheelan, Sarah J., additional, Kammers, Kai, additional, Stevens, Ana, additional, Hutter, Carolyn, additional, Wellington, Christopher, additional, Ghanaim, Elena M., additional, Wiley, Ken L., additional, Sen, Shurjo K., additional, Di Francesco, Valentina, additional, s Yuen, Deni, additional, Walsh, Brian, additional, Sargent, Luke, additional, Jalili, Vahid, additional, Chilton, John, additional, Shepherd, Lori, additional, Stubbs, B.J., additional, O’Farrell, Ash, additional, Vizzier, Benton A., additional, Overbeck, Charles, additional, Reid, Charles, additional, Steinberg, David Charles, additional, Sheets, Elizabeth A., additional, Lucas, Julian, additional, Blauvelt, Lon, additional, Cabansay, Louise, additional, Warren, Noah, additional, Hannafious, Brian, additional, Harris, Tim, additional, Reddy, Radhika, additional, Torstenson, Eric, additional, Banasiewicz, M. Katie, additional, Abel, Haley J., additional, and Walker, Jason, additional
Published: 2022
Full Text: View/download PDF

16. GA4GH: International policies and standards for data sharing across genomic research and healthcare

Author: Abigail Wexner Research Institute, Academy of Finland, Medical Research Future Fund, BioBank Japan, Canada Foundation for Innovation, Canadian Institutes of Health Research, European Commission, German Research Foundation, Genome Canada, Google, Howard Hughes Medical Institute, Instituto de Salud Carlos III, Japan Agency for Medical Research and Development, Mayo Clinic, Fundación la Caixa, Ministère de l'Économie et de l'Innovation (Québec), Monarch Initiative, National Human Genome Research Institute (US), National University of Singapore, Agency for Science, Technology and Research A*STAR (Singapore), National Health and Medical Research Council (Australia), National Institutes of Health (US), National Institute of General Medical Sciences (US), Swiss Institute of Bioinformatics, State Secretariat for Education, Research and Innovation (Switzerland), Terry Fox Research Institute, Canada Research Chairs, European Molecular Biology Laboratory, Ministry of Research, Innovation and Science (Ontario), Ontario Genomics Institute, Natural Sciences and Engineering Research Council of Canada, Wellcome Trust, National Taiwan University, Rehm, Heidi L., Page, Angela, Smith, Lindsay, Adams, Jeremy B., Alterovitz, Gil, Babb, Lawrence J., Barkley, Maxmillian P., Baudis, Michael, Beauvais, Michael J. S., Beck, Tim, Beckmann, Jacques S., Varma, Susheel, Vears, Danya F., Viner, Coby, Voisin, Craig, Wagner, Alex H., Wallace, Susan E., Walsh, Brian P., Williams, Marc S., Winkler, Eva C., Brudno, Michael, Kelleher, Jerome, Wold, Barbara J., Wood, Grant M., Woolley, J. Patrick, Yamasaki, Chisato, Yates, Andrew D., Yung, Christina K., Zass, Lyndon J., Zaytseva, Ksenia, Zhang, Junjun, Goodhand, Peter, Kerry, Giselle, Brush,Matthew H., North, Kathryn, Birney, Ewan, Bujold, David, Burdett, Tony, Buske, Orion J., Cabili, Moran N., Cameron, Daniel L., Carroll, Robert J., Casas-Silva, Esmeralda, Khor, Seik-Soon, Chakravarty, Debyani, Chaudhari, Bimal P., Chen, Shu Hui, Cherry, J. Michael, Chung, Justina, Cline, Melissa, Clissold, Hayley L., Cook-Deegan, Robert M., Courtot, Melanie, Cunningham, Fiona, Knoppers, Bartha M., Cupak, Miro, Davies, Robert M., Denisko, Danielle, Doerr, Megan J., Dolman, Lena I., Dove, Edward S., Dursi, Lewis Jonathan, Dyke, Stephanie O. M., Eddy, James A., Eilbeck, Karen, Konopko, Melissa A., Ellrott, Kyle P., Fairley, Susan, Fakhro, Khalid A., Firth, Helen V., Fitzsimons, Michael S., Fiume, Marc, Flicek, Paul, Fore, Ian M., Freeberg, Mallory A., Freimuth, Robert R., Kosaki, Kenjiro, Fromont, Lauren A., Fuerth, Jonathan, Gaff, Clara L., Gan, Weiniu, Ghanaim, Elena M., Glazer, David, Green, Robert C., Griffith, Malachi, Griffith, Obi L., Grossman, Robert L., Kuba, Martin, Groza, Tudor, Guidry Auvil, Jaime M., Guigó, Roderic, Gupta, Dipayan, Haendel, Melissa A., Hamosh, Ada, Hansen, David P., Hart, Reece K., Hartley, Dean Mitchell, Haussler, David, Lawson, Jonathan, Hendricks-Sturrup, Rachele M., Ho, Calvin W. L., Hobb, Ashley E., Hoffman, Michael M., Hofmann, Oliver M., Holub, Petr, Shujui Hsu, Jacob, Hubaux, Jean-Pierre, Hunt, Sarah E., Husami, Ammar, Leinonen, Rasko, Jacobsen, Julius O., Jamuar, Saumya S., Janes, Elizabeth L., Jeanson, Francis, Jene, Aina, Johns, Amber L., Joly, Yann, Jones, Steven J. M., Kanitz, Alexander, Kato, Kazuto, Li, Stephanie, Keane, Thomas M., Kekesi-Lafrance, Kristina, Beltran, Sergi, Lin, Michael F., Linden, Mikael, Liu, Xianglin, Udara Liyanage, Isuru, López, Javier, Lucassen, Anneke M., Lukowski, Michael, Mann, Alice L., Marshall, John, Mattioni, Michele, Bernick, David, Metke-Jiménez, Alejandro, Middleton, Anna, Milne, Richard J., Molnár-Gábor, Fruzsina, Mulder, Nicola, Muñoz-Torres, Mónica C., Nag, Rishi, Nakagawa, Hidewaki, Nasir, Jamal, Navarro, Arcadi, Bernier, Alexander, Nelson, Tristan H., Niewielska, Ania, Nisselle, Amy, Niu, Jeffrey, Nyrönen, Tommi H., O’Connor, Brian D., Oesterle, Sabine, Ogishima, Soichi, Wang, Vivian Ota, Paglione, Laura A. D., Bonfield, James K., Palumbo, Emilio, Parkinson, Helen E., Philippakis, Anthony A., Pizarro, Angel D., Prlic, Andreas, Rambla, Jordi, Rendon, Augusto, Rider, Renee A., Robinson, Peter N., Rodarmer, Kurt W., Boughtwood, Tiffany F., Lyman Rodríguez, Laura, Rubin, Alan F., Rueda, Manuel, Rushton, Gregory A., Ryan, Rosalyn S., Saunders, Gary I., Schuilenburg, Helen, Schwede, Torsten, Scollen, Serena, Senf, Alexander, Bourque, Guillaume, Sheffield, Nathan C., Skantharajah, Neerjah, Smith, Albert V., Sofia, Heidi J., Spalding, Dylan, Spurdle, Amanda B., Stark, Zornitza, Stein, Lincoln D., Suematsu, Makoto, Tan, Patrick, Bowers, Sarion R., Tedds, Jonathan A., Thomson, Alastair A., Thorogood, Adrian, Tickle, Timothy L., Tokunaga, Katsushi, Törnroos,Juha, Torrents, David, Upchurch, Sean, Valencia, Alfonso, Valls Guimera, Roman, Brookes, Anthony J., Vamathevan, Jessica, Abigail Wexner Research Institute, Academy of Finland, Medical Research Future Fund, BioBank Japan, Canada Foundation for Innovation, Canadian Institutes of Health Research, European Commission, German Research Foundation, Genome Canada, Google, Howard Hughes Medical Institute, Instituto de Salud Carlos III, Japan Agency for Medical Research and Development, Mayo Clinic, Fundación la Caixa, Ministère de l'Économie et de l'Innovation (Québec), Monarch Initiative, National Human Genome Research Institute (US), National University of Singapore, Agency for Science, Technology and Research A*STAR (Singapore), National Health and Medical Research Council (Australia), National Institutes of Health (US), National Institute of General Medical Sciences (US), Swiss Institute of Bioinformatics, State Secretariat for Education, Research and Innovation (Switzerland), Terry Fox Research Institute, Canada Research Chairs, European Molecular Biology Laboratory, Ministry of Research, Innovation and Science (Ontario), Ontario Genomics Institute, Natural Sciences and Engineering Research Council of Canada, Wellcome Trust, National Taiwan University, Rehm, Heidi L., Page, Angela, Smith, Lindsay, Adams, Jeremy B., Alterovitz, Gil, Babb, Lawrence J., Barkley, Maxmillian P., Baudis, Michael, Beauvais, Michael J. S., Beck, Tim, Beckmann, Jacques S., Varma, Susheel, Vears, Danya F., Viner, Coby, Voisin, Craig, Wagner, Alex H., Wallace, Susan E., Walsh, Brian P., Williams, Marc S., Winkler, Eva C., Brudno, Michael, Kelleher, Jerome, Wold, Barbara J., Wood, Grant M., Woolley, J. Patrick, Yamasaki, Chisato, Yates, Andrew D., Yung, Christina K., Zass, Lyndon J., Zaytseva, Ksenia, Zhang, Junjun, Goodhand, Peter, Kerry, Giselle, Brush,Matthew H., North, Kathryn, Birney, Ewan, Bujold, David, Burdett, Tony, Buske, Orion J., Cabili, Moran N., Cameron, Daniel L., Carroll, Robert J., Casas-Silva, Esmeralda, Khor, Seik-Soon, Chakravarty, Debyani, Chaudhari, Bimal P., Chen, Shu Hui, Cherry, J. Michael, Chung, Justina, Cline, Melissa, Clissold, Hayley L., Cook-Deegan, Robert M., Courtot, Melanie, Cunningham, Fiona, Knoppers, Bartha M., Cupak, Miro, Davies, Robert M., Denisko, Danielle, Doerr, Megan J., Dolman, Lena I., Dove, Edward S., Dursi, Lewis Jonathan, Dyke, Stephanie O. M., Eddy, James A., Eilbeck, Karen, Konopko, Melissa A., Ellrott, Kyle P., Fairley, Susan, Fakhro, Khalid A., Firth, Helen V., Fitzsimons, Michael S., Fiume, Marc, Flicek, Paul, Fore, Ian M., Freeberg, Mallory A., Freimuth, Robert R., Kosaki, Kenjiro, Fromont, Lauren A., Fuerth, Jonathan, Gaff, Clara L., Gan, Weiniu, Ghanaim, Elena M., Glazer, David, Green, Robert C., Griffith, Malachi, Griffith, Obi L., Grossman, Robert L., Kuba, Martin, Groza, Tudor, Guidry Auvil, Jaime M., Guigó, Roderic, Gupta, Dipayan, Haendel, Melissa A., Hamosh, Ada, Hansen, David P., Hart, Reece K., Hartley, Dean Mitchell, Haussler, David, Lawson, Jonathan, Hendricks-Sturrup, Rachele M., Ho, Calvin W. L., Hobb, Ashley E., Hoffman, Michael M., Hofmann, Oliver M., Holub, Petr, Shujui Hsu, Jacob, Hubaux, Jean-Pierre, Hunt, Sarah E., Husami, Ammar, Leinonen, Rasko, Jacobsen, Julius O., Jamuar, Saumya S., Janes, Elizabeth L., Jeanson, Francis, Jene, Aina, Johns, Amber L., Joly, Yann, Jones, Steven J. M., Kanitz, Alexander, Kato, Kazuto, Li, Stephanie, Keane, Thomas M., Kekesi-Lafrance, Kristina, Beltran, Sergi, Lin, Michael F., Linden, Mikael, Liu, Xianglin, Udara Liyanage, Isuru, López, Javier, Lucassen, Anneke M., Lukowski, Michael, Mann, Alice L., Marshall, John, Mattioni, Michele, Bernick, David, Metke-Jiménez, Alejandro, Middleton, Anna, Milne, Richard J., Molnár-Gábor, Fruzsina, Mulder, Nicola, Muñoz-Torres, Mónica C., Nag, Rishi, Nakagawa, Hidewaki, Nasir, Jamal, Navarro, Arcadi, Bernier, Alexander, Nelson, Tristan H., Niewielska, Ania, Nisselle, Amy, Niu, Jeffrey, Nyrönen, Tommi H., O’Connor, Brian D., Oesterle, Sabine, Ogishima, Soichi, Wang, Vivian Ota, Paglione, Laura A. D., Bonfield, James K., Palumbo, Emilio, Parkinson, Helen E., Philippakis, Anthony A., Pizarro, Angel D., Prlic, Andreas, Rambla, Jordi, Rendon, Augusto, Rider, Renee A., Robinson, Peter N., Rodarmer, Kurt W., Boughtwood, Tiffany F., Lyman Rodríguez, Laura, Rubin, Alan F., Rueda, Manuel, Rushton, Gregory A., Ryan, Rosalyn S., Saunders, Gary I., Schuilenburg, Helen, Schwede, Torsten, Scollen, Serena, Senf, Alexander, Bourque, Guillaume, Sheffield, Nathan C., Skantharajah, Neerjah, Smith, Albert V., Sofia, Heidi J., Spalding, Dylan, Spurdle, Amanda B., Stark, Zornitza, Stein, Lincoln D., Suematsu, Makoto, Tan, Patrick, Bowers, Sarion R., Tedds, Jonathan A., Thomson, Alastair A., Thorogood, Adrian, Tickle, Timothy L., Tokunaga, Katsushi, Törnroos,Juha, Torrents, David, Upchurch, Sean, Valencia, Alfonso, Valls Guimera, Roman, Brookes, Anthony J., and Vamathevan, Jessica
Abstract: The Global Alliance for Genomics and Health (GA4GH) aims to accelerate biomedical advances by enabling the responsible sharing of clinical and genomic data through both harmonized data aggregation and federated approaches. The decreasing cost of genomic sequencing (along with other genome-wide molecular assays) and increasing evidence of its clinical utility will soon drive the generation of sequence data from tens of millions of humans, with increasing levels of diversity. In this perspective, we present the GA4GH strategies for addressing the major challenges of this data revolution. We describe the GA4GH organization, which is fueled by the development efforts of eight Work Streams and informed by the needs of 24 Driver Projects and other key stakeholders. We present the GA4GH suite of secure, interoperable technical standards and policy frameworks and review the current status of standards, their relevance to key domains of research and clinical care, and future plans of GA4GH. Broad international participation in building, adopting, and deploying GA4GH standards and frameworks will catalyze an unprecedented effort in data sharing that will be critical to advancing genomic medicine and ensuring that all populations can access its benefits.
Published: 2021

17. Mutations in PYCR1 cause cutis laxa with progeroid features

Author: Reversade, Bruno, Escande-Beillard, Nathalie, Dimopoulou, Aikaterini, Fischer, Björn, Chng, Serene C, Li, Yun, Shboul, Mohammad, Tham, Puay-Yoke, Kayserili, Hülya, Al-Gazali, Lihadh, Shahwan, Monzer, Brancati, Francesco, Lee, Hane, O'Connor, Brian D, Kegler, Mareen Schmidt-von, Merriman, Barry, Nelson, Stanley F, Masri, Amira, Alkazaleh, Fawaz, Guerra, Deanna, Ferrari, Paola, Nanda, Arti, Rajab, Anna, Markie, David, Gray, Mary, Nelson, John, Grix, Arthur, Sommer, Annemarie, Savarirayan, Ravi, Janecke, Andreas R, Steichen, Elisabeth, Sillence, David, Haußer, Ingrid, Budde, Birgit, Nürnberg, Gudrun, Nürnberg, Peter, Seemann, Petra, Kunkel, Désirée, Zambruno, Giovanna, Dallapiccola, Bruno, Schuelke, Markus, Robertson, Stephen, Hamamy, Hanan, Wollnik, Bernd, Van Maldergem, Lionel, Mundlos, Stefan, and Kornak, Uwe
Published: 2009
Full Text: View/download PDF

18. The Dockstore: enhancing a community platform for sharing reproducible and accessible computational protocols

Author: Yuen, Denis, primary, Cabansay, Louise, additional, Duncan, Andrew, additional, Luu, Gary, additional, Hogue, Gregory, additional, Overbeck, Charles, additional, Perez, Natalie, additional, Shands, Walt, additional, Steinberg, David, additional, Reid, Chaz, additional, Olunwa, Nneka, additional, Hansen, Richard, additional, Sheets, Elizabeth, additional, O’Farrell, Ash, additional, Cullion, Kim, additional, O’Connor, Brian D, additional, Paten, Benedict, additional, and Stein, Lincoln, additional
Published: 2021
Full Text: View/download PDF

19. Inverting the model of genomics data sharing with the NHGRI Genomic Data Science Analysis, Visualization, and Informatics Lab-space (AnVIL)

Author: Schatz, Michael C., primary, Philippakis, Anthony A., additional, Afgan, Enis, additional, Banks, Eric, additional, Carey, Vincent J., additional, Carroll, Robert J., additional, Culotti, Alessandro, additional, Ellrott, Kyle, additional, Goecks, Jeremy, additional, Grossman, Robert L., additional, Hall, Ira M., additional, Hansen, Kasper D., additional, Lawson, Jonathan, additional, Leek, Jeffrey T., additional, O’Donnell Luria, Anne, additional, Mosher, Stephen, additional, Morgan, Martin, additional, Nekrutenko, Anton, additional, O’Connor, Brian D., additional, Osborn, Kevin, additional, Paten, Benedict, additional, Patterson, Candace, additional, Tan, Frederick J., additional, Taylor, Casey Overby, additional, Vessio, Jennifer, additional, Waldron, Levi, additional, Wang, Ting, additional, Wuichet, Kristin, additional, and Team, AnVIL, additional
Published: 2021
Full Text: View/download PDF

20. Butler enables rapid cloud-based analysis of thousands of human genomes

Author: Yakneen, Sergei, Waszak, Sebastian M, Gertz, Michael, Korbel, Jan O, Aminou, Brice, Bartolome, Javier, Boroevich, Keith A, Boyce, Rich, Brooks, Angela N, Buchanan, Alex, Buchhalter, Ivo, Butler, Adam P, Byrne, Niall J, Cafferkey, Andy, Campbell, Peter J, Chen, Zhaohong, Cho, Sunghoon, Choi, Wan, Clapham, Peter, Davis-Dusenbery, Brandi N, De La Vega, Francisco M, Demeulemeester, Jonas, Dow, Michelle T, Dursi, Lewis Jonathan, Eils, Juergen, Eils, Roland, Ellrott, Kyle, Farcas, Claudiu, Favero, Francesco, Fayzullaev, Nodirjon, Ferretti, Vincent, Flicek, Paul, Fonseca, Nuno A, Gelpi, Josep Ll, Getz, Gad, Gibson, Bob, Grossman, Robert L, Harismendy, Olivier, Heath, Allison P, Heinold, Michael C, Hess, Julian M, Hofmann, Oliver, Hong, Jongwhi H, Hudson, Thomas J, Hutter, Barbara, Hutter, Carolyn M, Huebschmann, Daniel, Imoto, Seiya, Ivkovic, Sinisa, Jeon, Seung-Hyup, Jiao, Wei, Jung, Jongsun, Kabbe, Rolf, Kahles, Andre, Kerssemakers, Jules NA, Kim, Hyung-Lae, Kim, Hyunghwan, Kim, Jihoon, Kim, Youngwook, Kleinheinz, Kortine, Koscher, Michael, Koures, Antonios, Kovacevic, Milena, Lawerenz, Chris, Leshchiner, Ignaty, Liu, Jia, Livitz, Dimitri, Mihaiescu, George L, Mijalkovic, Sanja, Lazic, Ana Mijalkovic, Miyano, Satoru, Miyoshi, Naoki, Nahal-Bose, Hardeep K, Nakagawa, Hidewaki, Nastic, Mia, Newhouse, Steven J, Nicholson, Jonathan, O'Connor, Brian D, Ocana, David, Ohi, Kazuhiro, Ohno-Machado, Lucila, Omberg, Larsson, Ouellette, BF Francis, Paramasivam, Nagarajan, Perry, Marc D, Pihl, Todd D, Prinz, Manuel, Puiggros, Montserrat, Radovic, Petar, Raine, Keiran M, Rheinbay, Esther, Rosenberg, Mara, Royo, Romina, Raetsch, Gunnar, Saksena, Gordon, Schlesner, Matthias, Shorser, Solomon, Short, Charles, Sofia, Heidi J, Spring, Jonathan, Stein, Lincoln D, Struck, Adam J, Tiao, Grace, Tijanic, Nebojsa, Torrents, David, Van Loo, Peter, Vazquez, Miguel, Vicente, David, Wala, Jeremiah A, Wang, Zhining, Weischenfeldt, Joachim, Werner, Johannes, Williams, Ashley, Woo, Youngchoon, Wright, Adam J, Xiang, Qian, Yang, Liming, Yuen, Denis, Yung, Christina K, Zhang, Junjun, Graduate School, Laboratory Genetic Metabolic Diseases, AGEM - Endocrinology, metabolism and nutrition, and AGEM - Inborn errors of metabolism
Subjects: Computer science, Biomedical Engineering, Bioengineering, Cloud computing, computer.software_genre, Brief Communication, Genome informatics, Genoma humà, Applied Microbiology and Biotechnology, Genome, Biologia computacional, Computational biology, 03 medical and health sciences, 0302 clinical medicine, Software, Computational platforms and environments, Cancer genome, Neoplasms, Humans, Hardware and infrastructure, ddc:610, 030304 developmental biology, VARIANT DISCOVERY, 0303 health sciences, Data processing, Science & Technology, Women's cancers Radboud Institute for Molecular Life Sciences [Radboudumc 17], Human genome, business.industry, Genome, Human, Computational Biology, Cloud Computing, Women's cancers Radboud Institute for Health Sciences [Radboudumc 17], Biotechnology & Applied Microbiology, Molecular Medicine, Anomaly detection, Data mining, business, computer, Life Sciences & Biomedicine, 030217 neurology & neurosurgery, Biotechnology
Abstract: Cloud computing offers easy and economical access to computational capacity at a scale that had previously been available to only the largest research institutions. To take advantage, large biological datasets are increasingly analyzed on various cloud computing platforms, using public, private and hybrid clouds1 with the aid of workflow systems. When employed in global projects, such systems must be flexible in their ability to operate in different environments, including academic clouds, to allow researchers to bring their computational pipelines to the data, especially in cases where the raw data themselves cannot be moved. The recently developed cloud-based scientific workflow frameworks Nextflow2, Toil3 and GenomeVIP4 focus their support largely on individual commercial cloud computing environments—mostly Amazon Web Services—and lack complete functionality for other major providers. This limits their use in studies that require multi-cloud operation due to practical and regulatory requirements5,6. Butler, in contrast, provides full support for operation on OpenStack-based commercial and academic clouds, Amazon Web Services, Microsoft Azure and Google Compute Platform, and can thus enable international collaborations involving the analysis of hundreds of thousands of samples where distributed cloud-based computation is pursued in different jurisdictions5,6,7., Nature Biotechnology, 38 (3), ISSN:1546-1696, ISSN:1087-0156
Published: 2020

21. Pan-cancer analysis of whole genomes

Author: Campbell, Peter J., Getz, Gad, Korbel, Jan O., Stuart, Joshua M., Jennings, Jennifer L., Stein, Lincoln D., Perry, Marc D., Nahal-Bose, Hardeep K., Ouellette, B. F. Francis, Li, Constance H., Rheinbay, Esther, Nielsen, G. Petur, Sgroi, Dennis C., Wu, Chin-Lee, Faquin, William C., Deshpande, Vikram, Boutros, Paul C., Lazar, Alexander J., Hoadley, Katherine A., Louis, David N., Dursi, L. Jonathan, Yung, Christina K., Bailey, Matthew H., Saksena, Gordon, Raine, Keiran M., Buchhalter, Ivo, Kleinheinz, Kortine, Schlesner, Matthias, Zhang, Junjun, Wang, Wenyi, Wheeler, David A., Ding, Li, Simpson, Jared T., O'Connor, Brian D., Yakneen, Sergei, Ellrott, Kyle, Miyoshi, Naoki, Butler, Adam P., Royo, Romina, Shorser, Solomon, I, Vazquez, Miguel, Rausch, Tobias, Tiao, Grace, Waszak, Sebastian M., Rodriguez-Martin, Bernardo, Shringarpure, Suyash, Wu, Dai-Ying, Demidov, German M., Delaneau, Olivier, Hayashi, Shuto, Imoto, Seiya, Habermann, Nina, Segre, Ayellet, V, Garrison, Erik, Cafferkey, Andy, Alvarez, Eva G., Maria Heredia-Genestar, Jose, Muyas, Francesc, Drechsel, Oliver, Bruzos, Alicia L., Temes, Javier, Zamora, Jorge, Baez-Ortega, Adrian, Kim, Hyung-Lae, Mashl, R. Jay, Ye, Kai, DiBiase, Anthony, Huang, Kuan-lin, Letunic, Ivica, McLellan, Michael D., Newhouse, Steven J., Shmaya, Tal, Kumar, Sushant, Wedge, David C., Wright, Mark H., Yellapantula, Venkata D., Gerstein, Mark, Khurana, Ekta, Marques-Bonet, Tomas, Navarro, Arcadi, Bustamante, Carlos D., Siebert, Reiner, Nakagawa, Hidewaki, Easton, Douglas F., Ossowski, Stephan, Tubio, Jose M. C., De La Vega, Francisco M., Estivill, Xavier, Yuen, Denis, Mihaiescu, George L., Omberg, Larsson, Ferretti, Vincent, Sabarinathan, Radhakrishnan, Pich, Oriol, Gonzalez-Perez, Abel, Weiner, Amaro Taylor, Fittall, Matthew W., Demeulemeester, Jonas, Tarabichi, Maxime, Roberts, Nicola D., Van Loo, Peter, Cortes-Ciriano, Isidro, Urban, Lara, Park, Peter, Pitkaenen, Esa, Li, Yilong, Saini, Natalie, Klimczak, Leszek J., Weischenfeldt, Joachim, Sidiropoulos, Nikos, Alexandrov, Ludmil B., Rabionet, Raquel, Escaramis, Georgia, Bosio, Mattia, Holik, Aliaksei Z., Susak, Hana, Prasad, Aparna, Erkek, Serap, Calabrese, Claudia, Raeder, Benjamin, Harrington, Eoghan, Mayes, Simon, Turner, Daniel, Juul, Sissel, Roberts, Steven A., Song, Lei, Koster, Roelof, Mirabello, Lisa, Hua, Xing, Tanskanen, Tomas J., Tojo, Marta, Chen, Jieming, Aaltonen, Lauri A., Ratsch, Gunnar, Schwarz, Roland F., Butte, Atul J., Brazma, Alvis, Chanock, Stephen J., Chatterjee, Nilanjan, Stegle, Oliver, Harismendy, Olivier, Bova, G. Steven, Gordenin, Dmitry A., Haan, David, Sieverling, Lina, Feuerbach, Lars, Chalmers, Don, Joly, Yann, Knoppers, Bartha, Molnar-Gabor, Fruzsina, Phillips, Mark, Thorogood, Adrian, Townend, David, Goldman, Mary, Fonseca, Nuno A., Xiang, Qian, Craft, Brian, Pineiro-Yanez, Elena, Munoz, Alfonso, Petryszak, Robert, Fullgrabe, Anja, Al-Shahrour, Fatima, Keays, Maria, Haussler, David, Weinstein, John, Huber, Wolfgang, Valencia, Alfonso, Papatheodorou, Irene, Zhu, Jingchun, Fan, Yu, Torrents, David, Bieg, Matthias, Chen, Ken, Chong, Zechen, Cibulskis, Kristian, Eils, Roland, Fulton, Robert S., Gelpi, Josep L., Gonzalez, Santiago, Gut, Ivo G., Hach, Faraz, Heinold, Michael, Hu, Taobo, Huang, Vincent, Hutter, Barbara, Jaeger, Natalie, Jung, Jongsun, Kumar, Yogesh, Lalansingh, Christopher, Leshchiner, Ignaty, Livitz, Dimitri, Ma, Eric Z., Maruvka, Yosef E., Milovanovic, Ana, Nielsen, Morten Muhlig, Paramasivam, Nagarajan, Pedersen, Jakob Skou, Puiggros, Montserrat, Sahinalp, S. Cenk, Sarrafi, Iman, Stewart, Chip, Stobbe, Miranda D., Wala, Jeremiah A., Wang, Jiayin, Wendl, Michael, Werner, Johannes, Wu, Zhenggang, Xue, Hong, Yamaguchi, Takafumi N., Yellapantula, Venkata, Davis-Dusenbery, Brandi N., Grossman, Robert L., Kim, Youngwook, Heinold, Michael C., Hinton, Jonathan, Jones, David R., Menzies, Andrew, Stebbings, Lucy, Hess, Julian M., Rosenberg, Mara, Dunford, Andrew J., Gupta, Manaswi, Imielinski, Marcin, Meyerson, Matthew, Beroukhim, Rameen, Reimand, Juri, Dhingra, Priyanka, Favero, Francesco, Dentro, Stefan, Wintersinger, Jeff, Rudneva, Vasilisa, Park, Ji Wan, Hong, Eun Pyo, Heo, Seong Gu, Kahles, Andre, Soulette, Cameron M., Shiraishi, Yuichi, Liu, Fenglin, He, Yao, Demircioglu, Deniz, Davidson, Natalie R., Greger, Liliana, Li, Siliang, Liu, Dongbing, Stark, Stefan G., Zhang, Fan, Amin, Samirkumar B., Bailey, Peter, Chateigner, Aurelien, Frenkel-Morgenstern, Milana, Hou, Yong, Huska, Matthew R., Kilpinen, Helena, Lamaze, Fabien C., Li, Chang, Li, Xiaobo, Li, Xinyue, Liu, Xingmin, Marin, Maximillian G., Markowski, Julia, Nandi, Tannistha, Ojesina, Akinyemi, I, Pan-Hammarstrom, Qiang, Park, Peter J., Pedamallu, Chandra Sekhar, Su, Hong, Tan, Patrick, Teh, Bin Tean, Wang, Jian, Xiong, Heng, Ye, Chen, Yung, Christina, Zhang, Xiuqing, Zheng, Liangtao, Zhu, Shida, Awadalla, Philip, Creighton, Chad J., Wu, Kui, Yang, Huanming, Goke, Jonathan, Zhang, Zemin, Brooks, Angela N., Martincorena, Inigo, Rubio-Perez, Carlota, Juul, Malene, Schumacher, Steven, Shapira, Ofer, Tamborero, David, Mularoni, Loris, Hornshoj, Henrik, Deu-Pons, Jordi, Muinos, Ferran, Bertl, Johanna, Guo, Qianyun, Bazant, Wojciech, Barrera, Elisabet, Al-Sedairy, Sultan T., Aretz, Axel, Bell, Cindy, Betancourt, Miguel, Buchholz, Christiane, Calvo, Fabien, Chomienne, Christine, Dunn, Michael, Edmonds, Stuart, Green, Eric, Gupta, Shailja, Hutter, Carolyn M., Jegalian, Karine, Jones, Nic, Lu, Youyong, Nakagama, Hitoshi, Nettekoven, Gerd, Planko, Laura, Scott, David, Shibata, Tatsuhiro, Shimizu, Kiyo, Stratton, Michael R., Yugawa, Takashi, Tortora, Giampaolo, VijayRaghavan, K., Zenklusen, Jean C., Knoppers, Bartha M., Aminou, Brice, Bartolome, Javier, Boroevich, Keith A., Boyce, Rich, Buchanan, Alex, Byrne, Niall J., Chen, Zhaohong, Cho, Sunghoon, Choi, Wan, Clapham, Peter, Dow, Michelle T., Dursi, Lewis Jonathan, Eils, Juergen, Farcas, Claudiu, Fayzullaev, Nodirjon, Flicek, Paul, Heath, Allison P., Hofmann, Oliver, Hong, Jongwhi H., Hudson, Thomas J., Huebschmann, Daniel, Ivkovic, Sinisa, Jeon, Seung-Hyup, Jiao, Wei, Kabbe, Rolf, Kerssemakers, Jules N. A., Kim, Hyunghwan, Kim, Jihoon, Koscher, Michael, Koures, Antonios, Kovacevic, Milena, Lawerenz, Chris, Liu, Jia, Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Miyano, Satoru, Nastic, Mia, Nicholson, Jonathan, Ocana, David, Ohi, Kazuhiro, Ohno-Machado, Lucila, Pihl, Todd D., Prinz, Manuel, Radovic, Petar, Short, Charles, Sofia, Heidi J., Spring, Jonathan, Struck, Adam J., Tijanic, Nebojsa, Vicente, David, Wang, Zhining, Williams, Ashley, Woo, Youngchoon, Wright, Adam J., Yang, Liming, Hamilton, Mark P., Johnson, Todd A., Kahraman, Abdullah, Kellis, Manolis, Polak, Paz, Sallari, Richard, Sinnott-Armstrong, Nasa, von Mering, Christian, Beltran, Sergi, Gerhard, Daniela S., Gut, Marta, Trotta, Jean-Remi, Whalley, Justin P., Niu, Beifang, Espiritu, Shadrielle M. G., Gao, Shengjie, Huang, Yi, Lalansingh, Christopher M., Teague, Jon W., Wendl, Michael C., Abascal, Federico, Bader, Gary D., Bandopadhayay, Pratiti, Barenboim, Jonathan, Brunak, Soren, Fita, Joana Carlevaro, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Choi, Jung Kyoon, Diamanti, Klev, Fink, J. Lynn, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W., Haradhvala, Nicholas J., Harmanci, Arif O., Helmy, Mohamed, Herrmann, Carl, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Isaev, Keren, Izarzugaza, Jose M. G., Johnson, Rory, Juul, Randi Istrup, Kim, Jaegil, Kim, Jong K., Komorowski, Jan, Lanzos, Andres, Larsson, Erik, Lee, Donghoon, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Fundichely, Alexander Martinez, McGillivray, Patrick D., Meyerson, William, Paczkowska, Marta, Park, Keunchil, Park, Kiejung, Pons, Tirso, Pulido-Tamayo, Sergio, Reyes Salazar, Iker, Reyna, Matthew A., Rubin, Mark A., Salichos, Leonidas, Sander, Chris, Schumacher, Steven E., Shackleton, Mark, Shen, Ciyue, Shrestha, Raunak, Shuai, Shimin, Tsunoda, Tatsuhiko, Umer, Husen M., Uuskula-Reimand, Liis, Verbeke, Lieven P. C., Wadelius, Claes, Wadi, Lina, Warrell, Jonathan, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, Lawrence, Michael S., Raphael, Benjamin J., Bailey, Peter J., Craft, David, Goldman, Mary J., Aburatani, Hiroyuki, Binder, Hans, Dinh, Huy Q., Heath, Simon C., Hoffmann, Steve, Imbusch, Charles David, Kretzmer, Helene, Laird, Peter W., Martin-Subero, Jose, I, Nagae, Genta, Shen, Hui, Wang, Qi, Weichenhan, Dieter, Zhou, Wanding, Berman, Benjamin P., Brors, Benedikt, Plass, Christoph, Akdemir, Kadir C., Bowtell, David D. L., Burns, Kathleen H., Busanovich, John, Chan, Kin, Dueso-Barroso, Ana, Edwards, Paul A., Etemadmoghadam, Dariush, Haber, James E., Jones, David T. W., Ju, Young Seok, Kazanov, Marat D., Koh, Youngil, Kumar, Kiran, Lee, Eunjung Alice, Lee, Jake June-Koo, Lynch, Andy G., Macintyre, Geoff, Markowetz, Florian, Navarro, Fabio C. P., Pearson, John, V, Rippe, Karsten, Scully, Ralph, Villasante, Izar, Waddell, Nicola, Yang, Lixing, Yao, Xiaotong, Yoon, Sung-Soo, Zhang, Cheng-Zhong, Bergstrom, Erik N., Boot, Arnoud, Covington, Kyle, Fujimoto, Akihiro, Huang, Mi Ni, Islam, S. M. Ashiqul, McPherson, John R., Morganella, Sandro, Mustonen, Ville, Ng, Alvin Wei Tian, Prokopec, Stephenie D., Vazquez-Garcia, Ignacio, Wu, Yang, Yousif, Fouad, Yu, Willie, Rozen, Steven G., Rudneva, Vasilisa A., Shringarpure, Suyash S., Turner, Daniel J., Xia, Tian, Atwal, Gurnit, Chang, David K., Cooke, Susanna L., Faltas, Bishoy M., Haider, Syed, Kaiser, Vera B., Karlic, Rosa, Kato, Mamoru, Kubler, Kirsten, Margolin, Adam, Martin, Sancha, Nik-Zainal, Serena, P'ng, Christine, Semple, Colin A., Smith, Jaclyn, Sun, Ren X., Thai, Kevin, Wright, Derek W., Yuan, Ke, Biankin, Andrew, V, Garraway, Levi, Grimmond, Sean M., Adams, David J., Anur, Pavana, Cao, Shaolong, Christie, Elizabeth L., Cmero, Marek, Cun, Yupeng, Dawson, Kevin J., Dentro, Stefan C., Deshwar, Amit G., Donmez, Nilgun, Drews, Ruben M., Gerstung, Moritz, Ha, Gavin, Haase, Kerstin, Jerman, Lara, Ji, Yuan, Jolly, Clemency, Lee, Juhee, Lee-Six, Henry, Malikic, Salem, Mitchell, Thomas J., Morris, Quaid D., Oesper, Layla, Peifer, Martin, Peto, Myron, Rosebrock, Daniel, Rubanova, Yulia, Salcedo, Adriana, Sengupta, Subhajit, Shi, Ruian, Shin, Seung Jun, Spiro, Oliver, Vembu, Shankar, Wintersinger, Jeffrey A., Yang, Tsun-Po, Yu, Kaixian, Zhu, Hongtu, Spellman, Paul T., Weinstein, John N., Chen, Yiwen, Fujita, Masashi, Han, Leng, Hasegawa, Takanori, Komura, Mitsuhiro, Li, Jun, Mizuno, Shinichi, Shimizu, Eigo, Wang, Yumeng, Xu, Yanxun, Yamaguchi, Rui, Yang, Fan, Yang, Yang, Yoon, Christopher J., Yuan, Yuan, Liang, Han, Alawi, Malik, Borozan, Ivan, Brewer, Daniel S., Cooper, Colin S., Desai, Nikita, Grundhoff, Adam, Iskar, Murat, Su, Xiaoping, Zapatka, Marc, Lichter, Peter, Alsop, Kathryn, Bruxner, Timothy J. C., Christ, Angelika N., Cordner, Stephen M., Cowin, Prue A., Drapkin, Ronny, Fereday, Sian, George, Joshy, Hamilton, Anne, Holmes, Oliver, Hung, Jillian A., Kassahn, Karin S., Kazakoff, Stephen H., Kennedy, Catherine J., Leonard, Conrad R., Mileshkin, Linda, Miller, David K., Arnau, Gisela Mir, Mitchell, Chris, Newell, Felicity, Nones, Katia, Patch, Ann-Marie, Quinn, Michael C., Taylor, Darrin F., Thorne, Heather, Traficante, Nadia, Vedururu, Ravikiran, Waddell, Nick M., Waring, Paul M., Wood, Scott, Xu, Qinying, DeFazio, Anna, Anderson, Matthew J., Antonello, Davide, Barbour, Andrew P., Bassi, Claudio, Bersani, Samantha, Cataldo, Ivana, Chantrill, Lorraine A., Chiew, Yoke-Eng, Chou, Angela, Cingarlini, Sara, Cloonan, Nicole, Corbo, Vincenzo, Davi, Maria Vittoria, Duthie, Fraser R., Gill, Anthony J., Graham, Janet S., Harliwong, Ivon, Jamieson, Nigel B., Johns, Amber L., Kench, James G., Landoni, Luca, Lawlor, Rita T., Mafficini, Andrea, Merrett, Neil D., Miotto, Marco, Musgrove, Elizabeth A., Nagrial, Adnan M., Oien, Karin A., Pajic, Marina, Pinese, Mark, Robertson, Alan J., Rooman, Ilse, Rusev, Borislav C., Samra, Jaswinder S., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Sereni, Elisabetta, Sikora, Katarzyna O., Simbolo, Michele, Taschuk, Morgan L., Toon, Christopher W., Vicentini, Caterina, Wu, Jianmin, Zeps, Nikolajs, Behren, Andreas, Burke, Hazel, Cebon, Jonathan, Dagg, Rebecca A., De Paoli-Iseppi, Ricardo, Dutton-Regester, Ken, Field, Matthew A., Fitzgerald, Anna, Hersey, Peter, Jakrot, Valerie, Johansson, Peter A., Kakavand, Hojabr, Kefford, Richard F., Lau, Loretta M. S., Long, Georgina, V, Pickett, Hilda A., Pritchard, Antonia L., Pupo, Gulietta M., Saw, Robyn P. M., Schramm, Sarah-Jane, Shang, Catherine A., Shang, Ping, Spillane, Andrew J., Stretch, Jonathan R., Tembe, Varsha, Thompson, John F., Vilain, Ricardo E., Wilmott, James S., Yang, Jean Y., Hayward, Nicholas K., Mann, Graham J., Scolyer, Richard A., Bartlett, John, Bavi, Prashant, Chadwick, Dianne E., Chan-Seng-Yue, Michelle, Cleary, Sean, Connor, Ashton A., Czajka, Karolina, Denroche, Robert E., Dhani, Neesha C., Eagles, Jenna, Gallinger, Steven, Grant, Robert C., Hedley, David, Hollingsworth, Michael A., Jang, Gun Ho, Johns, Jeremy, Kalimuthu, Sangeetha, Liang, Sheng-Ben, Lungu, Ilinca, Luo, Xuemei, Mbabaali, Faridah, McPherson, Treasa A., Miller, Jessica K., Moore, Malcolm J., Notta, Faiyaz, Pasternack, Danielle, Petersen, Gloria M., Roehrl, Michael H. A., Sam, Michelle, Selander, Iris, Serra, Stefano, Shahabi, Sagedeh, Thayer, Sarah P., Timms, Lee E., Wilson, Gavin W., Wilson, Julie M., Wouters, Bradly G., McPherson, John D., Beck, Timothy A., Bhandari, Vinayak, Collins, Colin C., Fleshner, Neil E., Fox, Natalie S., Fraser, Michael, Heisler, Lawrence E., Lalonde, Emilie, Livingstone, Julie, Meng, Alice, Sabelnykova, Veronica Y., Shiah, Yu-Jia, Van Der Kwast, Theodorus, Bristow, Robert G., Ding, Shuai, Fan, Daiming, Li, Lin, Nie, Yongzhan, Xiao, Xiao, Xing, Rui, Yang, Shanlin, Yu, Yingyan, Zhou, Yong, Banks, Rosamonde E., Bourque, Guillaume, Brennan, Paul, Letourneau, Louis, Riazalhosseini, Yasser, Scelo, Ghislaine, Vasudev, Naveen, Viksna, Juris, Lathrop, Mark, Tost, Jorg, Ahn, Sung-Min, Aparicio, Samuel, Arnould, Laurent, Aure, M. R., Bhosle, Shriram G., Birney, Ewan, Borg, Ake, Boyault, Sandrine, Brinkman, Arie B., Brock, Jane E., Broeks, Annegien, Borresen-Dale, Anne-Lise, Caldas, Carlos, Chin, Suet-Feung, Davies, Helen, Desmedt, Christine, Dirix, Luc, Dronov, Serge, Ehinger, Anna, Eyfjord, Jorunn E., Fatima, Aquila, Foekens, John A., Futreal, P. Andrew, Garred, Oystein, Giri, Dilip D., Glodzik, Dominik, Grabau, Dorthe, Hilmarsdottir, Holmfridur, Hooijer, Gerrit K., Jacquemier, Jocelyne, Jang, Se Jin, Jonasson, Jon G., Jonkers, Jos, Kim, Hyung-Yong, King, Tari A., Knappskog, Stian, Kong, Gu, Krishnamurthy, Savitri, Lakhani, Sunil R., Langerod, Anita, Larsimont, Denis, Lee, Hee Jin, Lee, Jeong-Yeon, Lee, Ming Ta Michael, Lingjaerde, Ole Christian, MacGrogan, Gaetan, Martens, John W. M., O'Meara, Sarah, Pauporte, Iris, Pinder, Sarah, Pivot, Xavier, Provenzano, Elena, Purdie, Colin A., Ramakrishna, Manasa, Ramakrishnan, Kamna, Reis-Filho, Jorge, Richardson, Andrea L., Ringner, Markus, Rodriguez, Javier Bartolome, Rodriguez-Gonzalez, F. German, Romieu, Gilles, Salgado, Roberto, Sauer, Torill, Shepherd, Rebecca, Sieuwerts, Anieta M., Simpson, Peter T., Smid, Marcel, Sotiriou, Christos, Span, Paul N., Stefansson, Olafur Andri, Stenhouse, Alasdair, Stunnenberg, Henk G., Sweep, Fred, Tan, Benita Kiat Tee, Thomas, Gilles, Thompson, Alastair M., Tommasi, Stefania, Treilleux, Isabelle, Tutt, Andrew, Ueno, Naoto T., Van Laere, Steven, Van den Eynden, Gert G., Vermeulen, Peter, Viari, Alain, Vincent-Salomon, Anne, Wong, Bernice H., Yates, Lucy, Zou, Xueqing, van Deurzen, Carolien H. M., van de Vijver, Marc J., van't Veer, Laura, Ammerpohl, Ole, Aukema, Sietse, Bergmann, Anke K., Bernhart, Stephan H., Borkhardt, Arndt, Borst, Christoph, Burkhardt, Birgit, Claviez, Alexander, Goebler, Maria Elisabeth, Haake, Andrea, Haas, Siegfried, Hansmann, Martin, Hoell, Jessica, I, Hummel, Michael, Karsch, Dennis, Klapper, Wolfram, Kneba, Michael, Kreuz, Markus, Kube, Dieter, Kueppers, Ralf, Lenze, Dido, Loeffler, Markus, Lopez, Cristina, Mantovani-Loeffler, Luisa, Moeller, Peter, Ott, German, Radlwimmer, Bernhard, Richter, Julia, Rohde, Marius, Rosenstiel, Philip C., Rosenwald, Andreas, Schilhabel, Markus B., Schreiber, Stefan, Stadler, Peter F., Staib, Peter, Stilgenbauer, Stephan, Sungalee, Stephanie, Szczepanowski, Monika, Toprak, Umut H., Truemper, Lorenz H. P., Wagener, Rabea, Zenz, Thorsten, Hovestadt, Volker, von Kalle, Christof, Kool, Marcel, Korshunov, Andrey, Landgraf, Pablo, Lehrach, Hans, Northcott, Paul A., Pfister, Stefan M., Reifenberger, Guido, Warnatz, Hans-Joerg, Wolf, Stephan, Yaspo, Marie-Laure, Assenov, Yassen, Gerhauser, Clarissa, Minner, Sarah, Schlomm, Thorsten, Simon, Ronald, Sauter, Guido, Sueltmann, Holger, Biswas, Nidhan K., Maitra, Arindam, Majumder, Partha P., Sarin, Rajiv, Barbi, Stefano, Bonizzato, Giada, Cantu, Cinzia, Dei Tos, Angelo P., Fassan, Matteo, Grimaldi, Sonia, Luchini, Claudio, Malleo, Giuseppe, Marchegiani, Giovanni, Milella, Michele, Paiella, Salvatore, Pea, Antonio, Pederzoli, Paolo, Ruzzenente, Andrea, Salvia, Roberto, Sperandio, Nicola, Arai, Yasuhito, Hama, Natsuko, Hiraoka, Nobuyoshi, Hosoda, Fumie, Nakamura, Hiromi, Ojima, Hidenori, Okusaka, Takuji, Totoki, Yasushi, Urushidate, Tomoko, Fukayama, Masashi, Ishikawa, Shumpei, Katai, Hitoshi, Katoh, Hiroto, Komura, Daisuke, Rokutan, Hirofumi, Saito-Adachi, Mihoko, Suzuki, Akihiro, Taniguchi, Hirokazu, Tatsuno, Kenji, Ushiku, Tetsuo, Yachida, Shinichi, Yamamoto, Shogo, Aikata, Hiroshi, Arihiro, Koji, Ariizumi, Shun-ichi, Chayama, Kazuaki, Furuta, Mayuko, Gotoh, Kunihito, Hayami, Shinya, Hirano, Satoshi, Kawakami, Yoshiiku, Maejima, Kazuhiro, Nakamura, Toru, Nakano, Kaoru, Ohdan, Hideki, Sasaki-Oku, Aya, Tanaka, Hiroko, Ueno, Masaki, Yamamoto, Masakazu, Yamaue, Hiroki, Choo, Su Pin, Cutcutache, Ioana, Khuntikeo, Narong, Ong, Choon Kiat, Pairojkul, Chawalit, Popescu, Irinel, Ahn, Keun Soo, Aymerich, Marta, Lopez-Guillermo, Armando, Lopez-Otin, Carlos, Puente, Xose S., Campo, Elias, Amary, Fernanda, Baumhoer, Daniel, Behjati, Sam, Bjerkehagen, Bodil, Futreal, P. A., Myklebost, Ola, Pillay, Nischalan, Tarpey, Patrick, Tirabosco, Roberto, Zaikova, Olga, Flanagan, Adrienne M., Boultwood, Jacqueline, Bowen, David T., Cazzola, Mario, Green, Anthony R., Hellstrom-Lindberg, Eva, Malcovati, Luca, Nangalia, Jyoti, Papaemmanuil, Elli, Vyas, Paresh, Ang, Yeng, Barr, Hugh, Beardsmore, Duncan, Eldridge, Matthew, Gossage, James, Grehan, Nicola, Hanna, George B., Hayes, Stephen J., Hupp, Ted R., Khoo, David, Lagergren, Jesper, Lovat, Laurence B., MacRae, Shona, O'Donovan, Maria, O'Neill, J. Robert, Parsons, Simon L., Preston, Shaun R., Puig, Sonia, Roques, Tom, Sanders, Grant, Sothi, Sharmila, Tavare, Simon, Tucker, Olga, Turkington, Richard, Underwood, Timothy J., Welch, Ian, Fitzgerald, Rebecca C., Berney, Daniel M., De Bono, Johann S., Cahill, Declan, Camacho, Niedzica, Dennis, Nening M., Dudderidge, Tim, Edwards, Sandra E., Fisher, Cyril, Foster, Christopher S., Ghori, Mohammed, Gill, Pelvender, Gnanapragasam, Vincent J., Gundem, Gunes, Hamdy, Freddie C., Hawkins, Steve, Hazell, Steven, Howat, William, Isaacs, William B., Karaszi, Katalin, Kay, Jonathan D., Khoo, Vincent, Kote-Jarai, Zsofia, Kremeyer, Barbara, Kumar, Pardeep, Lambert, Adam, Leongamornlert, Daniel A., Livni, Naomi, Lu, Yong-Jie, Luxton, Hayley J., Marsden, Luke, Massie, Charlie E., Matthews, Lucy, Mayer, Erik, McDermott, Ultan, Merson, Sue, Neal, David E., Ng, Anthony, Nicol, David, Ogden, Christopher, Rowe, Edward W., Shah, Nimish C., Thomas, Sarah, Thompson, Alan, Verrill, Clare, Visakorpi, Tapio, Warren, Anne Y., Whitaker, Hayley C., Zhang, Hongwei, van As, Nicholas, Eeles, Rosalind A., Abeshouse, Adam, Agrawal, Nishant, Akbani, Rehan, Al Ahmadie, Hikmat, Albert, Monique, Aldape, Kenneth, Ally, Adrian, Appelbaum, Elizabeth L., Armenia, Joshua, Asa, Sylvia, Auman, J. Todd, Balasundaram, Miruna, Balu, Saianand, Barnholtz-Sloan, Jill, Bathe, Oliver F., Baylin, Stephen B., Benz, Christopher, Berchuck, Andrew, Berrios, Mario, Bigner, Darell, Birrer, Michael, Bodenheimer, Tom, Boice, Lori, Bootwalla, Moiz S., Bosenberg, Marcus, Bowlby, Reanne, Boyd, Jeffrey, Broaddus, Russell R., Brock, Malcolm, Brooks, Denise, Bullman, Susan, Caesar-Johnson, Samantha J., Carey, Thomas E., Carlsen, Rebecca, Cerfolio, Robert, Chandan, Vishal S., Chen, Hsiao-Wei, Cherniack, Andrew D., Chien, Jeremy, Cho, Juok, Chuah, Eric, Cibulskis, Carrie, Cope, Leslie, Cordes, Matthew G., Curley, Erin, Czerniak, Bogdan, Danilova, Ludmila, Davis, Ian J., Defreitas, Timothy, Demchok, John A., Dhalla, Noreen, Dhir, Rajiv, Doddapaneni, HarshaVardhan, El-Naggar, Adel, Felau, Ina, Ferguson, Martin L., Finocchiaro, Gaetano, Fong, Kwun M., Frazer, Scott, Friedman, William, Fronick, Catrina C., Fulton, Lucinda A., Gabriel, Stacey B., Gao, Jianjiong, Gehlenborg, Nils, Gershenwald, Jeffrey E., Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gomez, Carmen, Govindan, Ramaswamy, Hayes, D. Neil, Hegde, Apurva M., Heiman, David, I, Heins, Zachary, Hepperla, Austin J., Holbrook, Andrea, Holt, Robert A., Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Huang, Mei, Huntsman, David, Huse, Jason, Donahue, Christine A. Iacobuzio, Ittmann, Michael, Jayaseelan, Joy C., Jefferys, Stuart R., Jones, Corbin D., Jones, Steven J. M., Juhl, Hartmut, Kang, Koo Jeong, Karlan, Beth, Kasaian, Katayoon, Kebebew, Electron, Kim, Hark Kyun, Korchina, Viktoriya, Kundra, Ritika, Lai, Phillip H., Lander, Eric, Le, Xuan, Lee, Darlene, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Haiyan Irene, Lin, Pei, Linehan, W. M., Liu, Fei Fei, Lu, Yiling, Lype, Lisa, Ma, Yussanne, Maglinte, Dennis T., Mardis, Elaine R., Marks, Jeffrey, Marra, Marco A., Matthew, Thomas J., Mayo, Michael, McCune, Karen, Meier, Samuel R., Meng, Shaowu, Mieczkowski, Piotr A., Mikkelsen, Tom, Miller, Christopher A., Mills, Gordon B., Moore, Richard A., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Mungall, Andrew J., Mungall, Karen, Mutch, David, Muzny, Donna M., Myers, Jerome, Newton, Yulia, Noble, Michael S., O'Donnell, Peter, O'Neill, Brian Patrick, Ochoa, Angelica, Park, Joong-Won, Parker, Joel S., Pass, Harvey, Pastore, Alessandro, Pennell, Nathan A., Perou, Charles M., Petrelli, Nicholas, Potapova, Olga, Rader, Janet S., Ramalingam, Suresh, Rathmell, W. Kimryn, Reuter, Victor, Reynolds, Sheila M., Ringel, Matthew, Roach, Jeffrey, Roberts, Lewis R., Robertson, A. Gordon, Sadeghi, Sara, Saller, Charles, Sanchez-Vega, Francisco, Schadendorf, Dirk, Schein, Jacqueline E., Schmidt, Heather K., Schultz, Nikolaus, Seethala, Raja, Senbabaoglu, Yasin, Shelton, Troy, Shi, Yan, Shih, Juliann, Shmulevich, Ilya, Shriver, Craig, Signoretti, Sabina, Simons, Janae, V, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J., McCune, Karen Smith, Socci, Nicholas D., Soloway, Matthew G., Sood, Anil K., Tam, Angela, Tan, Donghui, Tarnuzzer, Roy, Thiessen, Nina, Thompson, R. Houston, Thorne, Leigh B., Tsao, Ming, Umbricht, Christopher, Van Den Berg, David J., Van Meir, Erwin G., Veluvolu, Umadevi, Voet, Douglas, Wang, Linghua, Weinberger, Paul, Weisenberger, Daniel J., Wigle, Dennis, Wilkerson, Matthew D., Wilson, Richard K., Winterhoff, Boris, Wiznerowicz, Maciej, Wong, Tina, Wong, Winghing, Xi, Liu, Yau, Christina, Zhang, Hailei, Zhang, Hongxin, Zhang, Jiashan, Campbell, Peter J., Getz, Gad, Korbel, Jan O., Stuart, Joshua M., Jennings, Jennifer L., Stein, Lincoln D., Perry, Marc D., Nahal-Bose, Hardeep K., Ouellette, B. F. Francis, Li, Constance H., Rheinbay, Esther, Nielsen, G. Petur, Sgroi, Dennis C., Wu, Chin-Lee, Faquin, William C., Deshpande, Vikram, Boutros, Paul C., Lazar, Alexander J., Hoadley, Katherine A., Louis, David N., Dursi, L. Jonathan, Yung, Christina K., Bailey, Matthew H., Saksena, Gordon, Raine, Keiran M., Buchhalter, Ivo, Kleinheinz, Kortine, Schlesner, Matthias, Zhang, Junjun, Wang, Wenyi, Wheeler, David A., Ding, Li, Simpson, Jared T., O'Connor, Brian D., Yakneen, Sergei, Ellrott, Kyle, Miyoshi, Naoki, Butler, Adam P., Royo, Romina, Shorser, Solomon, I, Vazquez, Miguel, Rausch, Tobias, Tiao, Grace, Waszak, Sebastian M., Rodriguez-Martin, Bernardo, Shringarpure, Suyash, Wu, Dai-Ying, Demidov, German M., Delaneau, Olivier, Hayashi, Shuto, Imoto, Seiya, Habermann, Nina, Segre, Ayellet, V, Garrison, Erik, Cafferkey, Andy, Alvarez, Eva G., Maria Heredia-Genestar, Jose, Muyas, Francesc, Drechsel, Oliver, Bruzos, Alicia L., Temes, Javier, Zamora, Jorge, Baez-Ortega, Adrian, Kim, Hyung-Lae, Mashl, R. Jay, Ye, Kai, DiBiase, Anthony, Huang, Kuan-lin, Letunic, Ivica, McLellan, Michael D., Newhouse, Steven J., Shmaya, Tal, Kumar, Sushant, Wedge, David C., Wright, Mark H., Yellapantula, Venkata D., Gerstein, Mark, Khurana, Ekta, Marques-Bonet, Tomas, Navarro, Arcadi, Bustamante, Carlos D., Siebert, Reiner, Nakagawa, Hidewaki, Easton, Douglas F., Ossowski, Stephan, Tubio, Jose M. C., De La Vega, Francisco M., Estivill, Xavier, Yuen, Denis, Mihaiescu, George L., Omberg, Larsson, Ferretti, Vincent, Sabarinathan, Radhakrishnan, Pich, Oriol, Gonzalez-Perez, Abel, Weiner, Amaro Taylor, Fittall, Matthew W., Demeulemeester, Jonas, Tarabichi, Maxime, Roberts, Nicola D., Van Loo, Peter, Cortes-Ciriano, Isidro, Urban, Lara, Park, Peter, Pitkaenen, Esa, Li, Yilong, Saini, Natalie, Klimczak, Leszek J., Weischenfeldt, Joachim, Sidiropoulos, Nikos, Alexandrov, Ludmil B., Rabionet, Raquel, Escaramis, Georgia, Bosio, Mattia, Holik, Aliaksei Z., Susak, Hana, Prasad, Aparna, Erkek, Serap, Calabrese, Claudia, Raeder, Benjamin, Harrington, Eoghan, Mayes, Simon, Turner, Daniel, Juul, Sissel, Roberts, Steven A., Song, Lei, Koster, Roelof, Mirabello, Lisa, Hua, Xing, Tanskanen, Tomas J., Tojo, Marta, Chen, Jieming, Aaltonen, Lauri A., Ratsch, Gunnar, Schwarz, Roland F., Butte, Atul J., Brazma, Alvis, Chanock, Stephen J., Chatterjee, Nilanjan, Stegle, Oliver, Harismendy, Olivier, Bova, G. Steven, Gordenin, Dmitry A., Haan, David, Sieverling, Lina, Feuerbach, Lars, Chalmers, Don, Joly, Yann, Knoppers, Bartha, Molnar-Gabor, Fruzsina, Phillips, Mark, Thorogood, Adrian, Townend, David, Goldman, Mary, Fonseca, Nuno A., Xiang, Qian, Craft, Brian, Pineiro-Yanez, Elena, Munoz, Alfonso, Petryszak, Robert, Fullgrabe, Anja, Al-Shahrour, Fatima, Keays, Maria, Haussler, David, Weinstein, John, Huber, Wolfgang, Valencia, Alfonso, Papatheodorou, Irene, Zhu, Jingchun, Fan, Yu, Torrents, David, Bieg, Matthias, Chen, Ken, Chong, Zechen, Cibulskis, Kristian, Eils, Roland, Fulton, Robert S., Gelpi, Josep L., Gonzalez, Santiago, Gut, Ivo G., Hach, Faraz, Heinold, Michael, Hu, Taobo, Huang, Vincent, Hutter, Barbara, Jaeger, Natalie, Jung, Jongsun, Kumar, Yogesh, Lalansingh, Christopher, Leshchiner, Ignaty, Livitz, Dimitri, Ma, Eric Z., Maruvka, Yosef E., Milovanovic, Ana, Nielsen, Morten Muhlig, Paramasivam, Nagarajan, Pedersen, Jakob Skou, Puiggros, Montserrat, Sahinalp, S. Cenk, Sarrafi, Iman, Stewart, Chip, Stobbe, Miranda D., Wala, Jeremiah A., Wang, Jiayin, Wendl, Michael, Werner, Johannes, Wu, Zhenggang, Xue, Hong, Yamaguchi, Takafumi N., Yellapantula, Venkata, Davis-Dusenbery, Brandi N., Grossman, Robert L., Kim, Youngwook, Heinold, Michael C., Hinton, Jonathan, Jones, David R., Menzies, Andrew, Stebbings, Lucy, Hess, Julian M., Rosenberg, Mara, Dunford, Andrew J., Gupta, Manaswi, Imielinski, Marcin, Meyerson, Matthew, Beroukhim, Rameen, Reimand, Juri, Dhingra, Priyanka, Favero, Francesco, Dentro, Stefan, Wintersinger, Jeff, Rudneva, Vasilisa, Park, Ji Wan, Hong, Eun Pyo, Heo, Seong Gu, Kahles, Andre, Soulette, Cameron M., Shiraishi, Yuichi, Liu, Fenglin, He, Yao, Demircioglu, Deniz, Davidson, Natalie R., Greger, Liliana, Li, Siliang, Liu, Dongbing, Stark, Stefan G., Zhang, Fan, Amin, Samirkumar B., Bailey, Peter, Chateigner, Aurelien, Frenkel-Morgenstern, Milana, Hou, Yong, Huska, Matthew R., Kilpinen, Helena, Lamaze, Fabien C., Li, Chang, Li, Xiaobo, Li, Xinyue, Liu, Xingmin, Marin, Maximillian G., Markowski, Julia, Nandi, Tannistha, Ojesina, Akinyemi, I, Pan-Hammarstrom, Qiang, Park, Peter J., Pedamallu, Chandra Sekhar, Su, Hong, Tan, Patrick, Teh, Bin Tean, Wang, Jian, Xiong, Heng, Ye, Chen, Yung, Christina, Zhang, Xiuqing, Zheng, Liangtao, Zhu, Shida, Awadalla, Philip, Creighton, Chad J., Wu, Kui, Yang, Huanming, Goke, Jonathan, Zhang, Zemin, Brooks, Angela N., Martincorena, Inigo, Rubio-Perez, Carlota, Juul, Malene, Schumacher, Steven, Shapira, Ofer, Tamborero, David, Mularoni, Loris, Hornshoj, Henrik, Deu-Pons, Jordi, Muinos, Ferran, Bertl, Johanna, Guo, Qianyun, Bazant, Wojciech, Barrera, Elisabet, Al-Sedairy, Sultan T., Aretz, Axel, Bell, Cindy, Betancourt, Miguel, Buchholz, Christiane, Calvo, Fabien, Chomienne, Christine, Dunn, Michael, Edmonds, Stuart, Green, Eric, Gupta, Shailja, Hutter, Carolyn M., Jegalian, Karine, Jones, Nic, Lu, Youyong, Nakagama, Hitoshi, Nettekoven, Gerd, Planko, Laura, Scott, David, Shibata, Tatsuhiro, Shimizu, Kiyo, Stratton, Michael R., Yugawa, Takashi, Tortora, Giampaolo, VijayRaghavan, K., Zenklusen, Jean C., Knoppers, Bartha M., Aminou, Brice, Bartolome, Javier, Boroevich, Keith A., Boyce, Rich, Buchanan, Alex, Byrne, Niall J., Chen, Zhaohong, Cho, Sunghoon, Choi, Wan, Clapham, Peter, Dow, Michelle T., Dursi, Lewis Jonathan, Eils, Juergen, Farcas, Claudiu, Fayzullaev, Nodirjon, Flicek, Paul, Heath, Allison P., Hofmann, Oliver, Hong, Jongwhi H., Hudson, Thomas J., Huebschmann, Daniel, Ivkovic, Sinisa, Jeon, Seung-Hyup, Jiao, Wei, Kabbe, Rolf, Kerssemakers, Jules N. A., Kim, Hyunghwan, Kim, Jihoon, Koscher, Michael, Koures, Antonios, Kovacevic, Milena, Lawerenz, Chris, Liu, Jia, Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Miyano, Satoru, Nastic, Mia, Nicholson, Jonathan, Ocana, David, Ohi, Kazuhiro, Ohno-Machado, Lucila, Pihl, Todd D., Prinz, Manuel, Radovic, Petar, Short, Charles, Sofia, Heidi J., Spring, Jonathan, Struck, Adam J., Tijanic, Nebojsa, Vicente, David, Wang, Zhining, Williams, Ashley, Woo, Youngchoon, Wright, Adam J., Yang, Liming, Hamilton, Mark P., Johnson, Todd A., Kahraman, Abdullah, Kellis, Manolis, Polak, Paz, Sallari, Richard, Sinnott-Armstrong, Nasa, von Mering, Christian, Beltran, Sergi, Gerhard, Daniela S., Gut, Marta, Trotta, Jean-Remi, Whalley, Justin P., Niu, Beifang, Espiritu, Shadrielle M. G., Gao, Shengjie, Huang, Yi, Lalansingh, Christopher M., Teague, Jon W., Wendl, Michael C., Abascal, Federico, Bader, Gary D., Bandopadhayay, Pratiti, Barenboim, Jonathan, Brunak, Soren, Fita, Joana Carlevaro, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Choi, Jung Kyoon, Diamanti, Klev, Fink, J. Lynn, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W., Haradhvala, Nicholas J., Harmanci, Arif O., Helmy, Mohamed, Herrmann, Carl, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Isaev, Keren, Izarzugaza, Jose M. G., Johnson, Rory, Juul, Randi Istrup, Kim, Jaegil, Kim, Jong K., Komorowski, Jan, Lanzos, Andres, Larsson, Erik, Lee, Donghoon, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Fundichely, Alexander Martinez, McGillivray, Patrick D., Meyerson, William, Paczkowska, Marta, Park, Keunchil, Park, Kiejung, Pons, Tirso, Pulido-Tamayo, Sergio, Reyes Salazar, Iker, Reyna, Matthew A., Rubin, Mark A., Salichos, Leonidas, Sander, Chris, Schumacher, Steven E., Shackleton, Mark, Shen, Ciyue, Shrestha, Raunak, Shuai, Shimin, Tsunoda, Tatsuhiko, Umer, Husen M., Uuskula-Reimand, Liis, Verbeke, Lieven P. C., Wadelius, Claes, Wadi, Lina, Warrell, Jonathan, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, Lawrence, Michael S., Raphael, Benjamin J., Bailey, Peter J., Craft, David, Goldman, Mary J., Aburatani, Hiroyuki, Binder, Hans, Dinh, Huy Q., Heath, Simon C., Hoffmann, Steve, Imbusch, Charles David, Kretzmer, Helene, Laird, Peter W., Martin-Subero, Jose, I, Nagae, Genta, Shen, Hui, Wang, Qi, Weichenhan, Dieter, Zhou, Wanding, Berman, Benjamin P., Brors, Benedikt, Plass, Christoph, Akdemir, Kadir C., Bowtell, David D. L., Burns, Kathleen H., Busanovich, John, Chan, Kin, Dueso-Barroso, Ana, Edwards, Paul A., Etemadmoghadam, Dariush, Haber, James E., Jones, David T. W., Ju, Young Seok, Kazanov, Marat D., Koh, Youngil, Kumar, Kiran, Lee, Eunjung Alice, Lee, Jake June-Koo, Lynch, Andy G., Macintyre, Geoff, Markowetz, Florian, Navarro, Fabio C. P., Pearson, John, V, Rippe, Karsten, Scully, Ralph, Villasante, Izar, Waddell, Nicola, Yang, Lixing, Yao, Xiaotong, Yoon, Sung-Soo, Zhang, Cheng-Zhong, Bergstrom, Erik N., Boot, Arnoud, Covington, Kyle, Fujimoto, Akihiro, Huang, Mi Ni, Islam, S. M. Ashiqul, McPherson, John R., Morganella, Sandro, Mustonen, Ville, Ng, Alvin Wei Tian, Prokopec, Stephenie D., Vazquez-Garcia, Ignacio, Wu, Yang, Yousif, Fouad, Yu, Willie, Rozen, Steven G., Rudneva, Vasilisa A., Shringarpure, Suyash S., Turner, Daniel J., Xia, Tian, Atwal, Gurnit, Chang, David K., Cooke, Susanna L., Faltas, Bishoy M., Haider, Syed, Kaiser, Vera B., Karlic, Rosa, Kato, Mamoru, Kubler, Kirsten, Margolin, Adam, Martin, Sancha, Nik-Zainal, Serena, P'ng, Christine, Semple, Colin A., Smith, Jaclyn, Sun, Ren X., Thai, Kevin, Wright, Derek W., Yuan, Ke, Biankin, Andrew, V, Garraway, Levi, Grimmond, Sean M., Adams, David J., Anur, Pavana, Cao, Shaolong, Christie, Elizabeth L., Cmero, Marek, Cun, Yupeng, Dawson, Kevin J., Dentro, Stefan C., Deshwar, Amit G., Donmez, Nilgun, Drews, Ruben M., Gerstung, Moritz, Ha, Gavin, Haase, Kerstin, Jerman, Lara, Ji, Yuan, Jolly, Clemency, Lee, Juhee, Lee-Six, Henry, Malikic, Salem, Mitchell, Thomas J., Morris, Quaid D., Oesper, Layla, Peifer, Martin, Peto, Myron, Rosebrock, Daniel, Rubanova, Yulia, Salcedo, Adriana, Sengupta, Subhajit, Shi, Ruian, Shin, Seung Jun, Spiro, Oliver, Vembu, Shankar, Wintersinger, Jeffrey A., Yang, Tsun-Po, Yu, Kaixian, Zhu, Hongtu, Spellman, Paul T., Weinstein, John N., Chen, Yiwen, Fujita, Masashi, Han, Leng, Hasegawa, Takanori, Komura, Mitsuhiro, Li, Jun, Mizuno, Shinichi, Shimizu, Eigo, Wang, Yumeng, Xu, Yanxun, Yamaguchi, Rui, Yang, Fan, Yang, Yang, Yoon, Christopher J., Yuan, Yuan, Liang, Han, Alawi, Malik, Borozan, Ivan, Brewer, Daniel S., Cooper, Colin S., Desai, Nikita, Grundhoff, Adam, Iskar, Murat, Su, Xiaoping, Zapatka, Marc, Lichter, Peter, Alsop, Kathryn, Bruxner, Timothy J. C., Christ, Angelika N., Cordner, Stephen M., Cowin, Prue A., Drapkin, Ronny, Fereday, Sian, George, Joshy, Hamilton, Anne, Holmes, Oliver, Hung, Jillian A., Kassahn, Karin S., Kazakoff, Stephen H., Kennedy, Catherine J., Leonard, Conrad R., Mileshkin, Linda, Miller, David K., Arnau, Gisela Mir, Mitchell, Chris, Newell, Felicity, Nones, Katia, Patch, Ann-Marie, Quinn, Michael C., Taylor, Darrin F., Thorne, Heather, Traficante, Nadia, Vedururu, Ravikiran, Waddell, Nick M., Waring, Paul M., Wood, Scott, Xu, Qinying, DeFazio, Anna, Anderson, Matthew J., Antonello, Davide, Barbour, Andrew P., Bassi, Claudio, Bersani, Samantha, Cataldo, Ivana, Chantrill, Lorraine A., Chiew, Yoke-Eng, Chou, Angela, Cingarlini, Sara, Cloonan, Nicole, Corbo, Vincenzo, Davi, Maria Vittoria, Duthie, Fraser R., Gill, Anthony J., Graham, Janet S., Harliwong, Ivon, Jamieson, Nigel B., Johns, Amber L., Kench, James G., Landoni, Luca, Lawlor, Rita T., Mafficini, Andrea, Merrett, Neil D., Miotto, Marco, Musgrove, Elizabeth A., Nagrial, Adnan M., Oien, Karin A., Pajic, Marina, Pinese, Mark, Robertson, Alan J., Rooman, Ilse, Rusev, Borislav C., Samra, Jaswinder S., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Sereni, Elisabetta, Sikora, Katarzyna O., Simbolo, Michele, Taschuk, Morgan L., Toon, Christopher W., Vicentini, Caterina, Wu, Jianmin, Zeps, Nikolajs, Behren, Andreas, Burke, Hazel, Cebon, Jonathan, Dagg, Rebecca A., De Paoli-Iseppi, Ricardo, Dutton-Regester, Ken, Field, Matthew A., Fitzgerald, Anna, Hersey, Peter, Jakrot, Valerie, Johansson, Peter A., Kakavand, Hojabr, Kefford, Richard F., Lau, Loretta M. S., Long, Georgina, V, Pickett, Hilda A., Pritchard, Antonia L., Pupo, Gulietta M., Saw, Robyn P. M., Schramm, Sarah-Jane, Shang, Catherine A., Shang, Ping, Spillane, Andrew J., Stretch, Jonathan R., Tembe, Varsha, Thompson, John F., Vilain, Ricardo E., Wilmott, James S., Yang, Jean Y., Hayward, Nicholas K., Mann, Graham J., Scolyer, Richard A., Bartlett, John, Bavi, Prashant, Chadwick, Dianne E., Chan-Seng-Yue, Michelle, Cleary, Sean, Connor, Ashton A., Czajka, Karolina, Denroche, Robert E., Dhani, Neesha C., Eagles, Jenna, Gallinger, Steven, Grant, Robert C., Hedley, David, Hollingsworth, Michael A., Jang, Gun Ho, Johns, Jeremy, Kalimuthu, Sangeetha, Liang, Sheng-Ben, Lungu, Ilinca, Luo, Xuemei, Mbabaali, Faridah, McPherson, Treasa A., Miller, Jessica K., Moore, Malcolm J., Notta, Faiyaz, Pasternack, Danielle, Petersen, Gloria M., Roehrl, Michael H. A., Sam, Michelle, Selander, Iris, Serra, Stefano, Shahabi, Sagedeh, Thayer, Sarah P., Timms, Lee E., Wilson, Gavin W., Wilson, Julie M., Wouters, Bradly G., McPherson, John D., Beck, Timothy A., Bhandari, Vinayak, Collins, Colin C., Fleshner, Neil E., Fox, Natalie S., Fraser, Michael, Heisler, Lawrence E., Lalonde, Emilie, Livingstone, Julie, Meng, Alice, Sabelnykova, Veronica Y., Shiah, Yu-Jia, Van Der Kwast, Theodorus, Bristow, Robert G., Ding, Shuai, Fan, Daiming, Li, Lin, Nie, Yongzhan, Xiao, Xiao, Xing, Rui, Yang, Shanlin, Yu, Yingyan, Zhou, Yong, Banks, Rosamonde E., Bourque, Guillaume, Brennan, Paul, Letourneau, Louis, Riazalhosseini, Yasser, Scelo, Ghislaine, Vasudev, Naveen, Viksna, Juris, Lathrop, Mark, Tost, Jorg, Ahn, Sung-Min, Aparicio, Samuel, Arnould, Laurent, Aure, M. R., Bhosle, Shriram G., Birney, Ewan, Borg, Ake, Boyault, Sandrine, Brinkman, Arie B., Brock, Jane E., Broeks, Annegien, Borresen-Dale, Anne-Lise, Caldas, Carlos, Chin, Suet-Feung, Davies, Helen, Desmedt, Christine, Dirix, Luc, Dronov, Serge, Ehinger, Anna, Eyfjord, Jorunn E., Fatima, Aquila, Foekens, John A., Futreal, P. Andrew, Garred, Oystein, Giri, Dilip D., Glodzik, Dominik, Grabau, Dorthe, Hilmarsdottir, Holmfridur, Hooijer, Gerrit K., Jacquemier, Jocelyne, Jang, Se Jin, Jonasson, Jon G., Jonkers, Jos, Kim, Hyung-Yong, King, Tari A., Knappskog, Stian, Kong, Gu, Krishnamurthy, Savitri, Lakhani, Sunil R., Langerod, Anita, Larsimont, Denis, Lee, Hee Jin, Lee, Jeong-Yeon, Lee, Ming Ta Michael, Lingjaerde, Ole Christian, MacGrogan, Gaetan, Martens, John W. M., O'Meara, Sarah, Pauporte, Iris, Pinder, Sarah, Pivot, Xavier, Provenzano, Elena, Purdie, Colin A., Ramakrishna, Manasa, Ramakrishnan, Kamna, Reis-Filho, Jorge, Richardson, Andrea L., Ringner, Markus, Rodriguez, Javier Bartolome, Rodriguez-Gonzalez, F. German, Romieu, Gilles, Salgado, Roberto, Sauer, Torill, Shepherd, Rebecca, Sieuwerts, Anieta M., Simpson, Peter T., Smid, Marcel, Sotiriou, Christos, Span, Paul N., Stefansson, Olafur Andri, Stenhouse, Alasdair, Stunnenberg, Henk G., Sweep, Fred, Tan, Benita Kiat Tee, Thomas, Gilles, Thompson, Alastair M., Tommasi, Stefania, Treilleux, Isabelle, Tutt, Andrew, Ueno, Naoto T., Van Laere, Steven, Van den Eynden, Gert G., Vermeulen, Peter, Viari, Alain, Vincent-Salomon, Anne, Wong, Bernice H., Yates, Lucy, Zou, Xueqing, van Deurzen, Carolien H. M., van de Vijver, Marc J., van't Veer, Laura, Ammerpohl, Ole, Aukema, Sietse, Bergmann, Anke K., Bernhart, Stephan H., Borkhardt, Arndt, Borst, Christoph, Burkhardt, Birgit, Claviez, Alexander, Goebler, Maria Elisabeth, Haake, Andrea, Haas, Siegfried, Hansmann, Martin, Hoell, Jessica, I, Hummel, Michael, Karsch, Dennis, Klapper, Wolfram, Kneba, Michael, Kreuz, Markus, Kube, Dieter, Kueppers, Ralf, Lenze, Dido, Loeffler, Markus, Lopez, Cristina, Mantovani-Loeffler, Luisa, Moeller, Peter, Ott, German, Radlwimmer, Bernhard, Richter, Julia, Rohde, Marius, Rosenstiel, Philip C., Rosenwald, Andreas, Schilhabel, Markus B., Schreiber, Stefan, Stadler, Peter F., Staib, Peter, Stilgenbauer, Stephan, Sungalee, Stephanie, Szczepanowski, Monika, Toprak, Umut H., Truemper, Lorenz H. P., Wagener, Rabea, Zenz, Thorsten, Hovestadt, Volker, von Kalle, Christof, Kool, Marcel, Korshunov, Andrey, Landgraf, Pablo, Lehrach, Hans, Northcott, Paul A., Pfister, Stefan M., Reifenberger, Guido, Warnatz, Hans-Joerg, Wolf, Stephan, Yaspo, Marie-Laure, Assenov, Yassen, Gerhauser, Clarissa, Minner, Sarah, Schlomm, Thorsten, Simon, Ronald, Sauter, Guido, Sueltmann, Holger, Biswas, Nidhan K., Maitra, Arindam, Majumder, Partha P., Sarin, Rajiv, Barbi, Stefano, Bonizzato, Giada, Cantu, Cinzia, Dei Tos, Angelo P., Fassan, Matteo, Grimaldi, Sonia, Luchini, Claudio, Malleo, Giuseppe, Marchegiani, Giovanni, Milella, Michele, Paiella, Salvatore, Pea, Antonio, Pederzoli, Paolo, Ruzzenente, Andrea, Salvia, Roberto, Sperandio, Nicola, Arai, Yasuhito, Hama, Natsuko, Hiraoka, Nobuyoshi, Hosoda, Fumie, Nakamura, Hiromi, Ojima, Hidenori, Okusaka, Takuji, Totoki, Yasushi, Urushidate, Tomoko, Fukayama, Masashi, Ishikawa, Shumpei, Katai, Hitoshi, Katoh, Hiroto, Komura, Daisuke, Rokutan, Hirofumi, Saito-Adachi, Mihoko, Suzuki, Akihiro, Taniguchi, Hirokazu, Tatsuno, Kenji, Ushiku, Tetsuo, Yachida, Shinichi, Yamamoto, Shogo, Aikata, Hiroshi, Arihiro, Koji, Ariizumi, Shun-ichi, Chayama, Kazuaki, Furuta, Mayuko, Gotoh, Kunihito, Hayami, Shinya, Hirano, Satoshi, Kawakami, Yoshiiku, Maejima, Kazuhiro, Nakamura, Toru, Nakano, Kaoru, Ohdan, Hideki, Sasaki-Oku, Aya, Tanaka, Hiroko, Ueno, Masaki, Yamamoto, Masakazu, Yamaue, Hiroki, Choo, Su Pin, Cutcutache, Ioana, Khuntikeo, Narong, Ong, Choon Kiat, Pairojkul, Chawalit, Popescu, Irinel, Ahn, Keun Soo, Aymerich, Marta, Lopez-Guillermo, Armando, Lopez-Otin, Carlos, Puente, Xose S., Campo, Elias, Amary, Fernanda, Baumhoer, Daniel, Behjati, Sam, Bjerkehagen, Bodil, Futreal, P. A., Myklebost, Ola, Pillay, Nischalan, Tarpey, Patrick, Tirabosco, Roberto, Zaikova, Olga, Flanagan, Adrienne M., Boultwood, Jacqueline, Bowen, David T., Cazzola, Mario, Green, Anthony R., Hellstrom-Lindberg, Eva, Malcovati, Luca, Nangalia, Jyoti, Papaemmanuil, Elli, Vyas, Paresh, Ang, Yeng, Barr, Hugh, Beardsmore, Duncan, Eldridge, Matthew, Gossage, James, Grehan, Nicola, Hanna, George B., Hayes, Stephen J., Hupp, Ted R., Khoo, David, Lagergren, Jesper, Lovat, Laurence B., MacRae, Shona, O'Donovan, Maria, O'Neill, J. Robert, Parsons, Simon L., Preston, Shaun R., Puig, Sonia, Roques, Tom, Sanders, Grant, Sothi, Sharmila, Tavare, Simon, Tucker, Olga, Turkington, Richard, Underwood, Timothy J., Welch, Ian, Fitzgerald, Rebecca C., Berney, Daniel M., De Bono, Johann S., Cahill, Declan, Camacho, Niedzica, Dennis, Nening M., Dudderidge, Tim, Edwards, Sandra E., Fisher, Cyril, Foster, Christopher S., Ghori, Mohammed, Gill, Pelvender, Gnanapragasam, Vincent J., Gundem, Gunes, Hamdy, Freddie C., Hawkins, Steve, Hazell, Steven, Howat, William, Isaacs, William B., Karaszi, Katalin, Kay, Jonathan D., Khoo, Vincent, Kote-Jarai, Zsofia, Kremeyer, Barbara, Kumar, Pardeep, Lambert, Adam, Leongamornlert, Daniel A., Livni, Naomi, Lu, Yong-Jie, Luxton, Hayley J., Marsden, Luke, Massie, Charlie E., Matthews, Lucy, Mayer, Erik, McDermott, Ultan, Merson, Sue, Neal, David E., Ng, Anthony, Nicol, David, Ogden, Christopher, Rowe, Edward W., Shah, Nimish C., Thomas, Sarah, Thompson, Alan, Verrill, Clare, Visakorpi, Tapio, Warren, Anne Y., Whitaker, Hayley C., Zhang, Hongwei, van As, Nicholas, Eeles, Rosalind A., Abeshouse, Adam, Agrawal, Nishant, Akbani, Rehan, Al Ahmadie, Hikmat, Albert, Monique, Aldape, Kenneth, Ally, Adrian, Appelbaum, Elizabeth L., Armenia, Joshua, Asa, Sylvia, Auman, J. Todd, Balasundaram, Miruna, Balu, Saianand, Barnholtz-Sloan, Jill, Bathe, Oliver F., Baylin, Stephen B., Benz, Christopher, Berchuck, Andrew, Berrios, Mario, Bigner, Darell, Birrer, Michael, Bodenheimer, Tom, Boice, Lori, Bootwalla, Moiz S., Bosenberg, Marcus, Bowlby, Reanne, Boyd, Jeffrey, Broaddus, Russell R., Brock, Malcolm, Brooks, Denise, Bullman, Susan, Caesar-Johnson, Samantha J., Carey, Thomas E., Carlsen, Rebecca, Cerfolio, Robert, Chandan, Vishal S., Chen, Hsiao-Wei, Cherniack, Andrew D., Chien, Jeremy, Cho, Juok, Chuah, Eric, Cibulskis, Carrie, Cope, Leslie, Cordes, Matthew G., Curley, Erin, Czerniak, Bogdan, Danilova, Ludmila, Davis, Ian J., Defreitas, Timothy, Demchok, John A., Dhalla, Noreen, Dhir, Rajiv, Doddapaneni, HarshaVardhan, El-Naggar, Adel, Felau, Ina, Ferguson, Martin L., Finocchiaro, Gaetano, Fong, Kwun M., Frazer, Scott, Friedman, William, Fronick, Catrina C., Fulton, Lucinda A., Gabriel, Stacey B., Gao, Jianjiong, Gehlenborg, Nils, Gershenwald, Jeffrey E., Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gomez, Carmen, Govindan, Ramaswamy, Hayes, D. Neil, Hegde, Apurva M., Heiman, David, I, Heins, Zachary, Hepperla, Austin J., Holbrook, Andrea, Holt, Robert A., Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Huang, Mei, Huntsman, David, Huse, Jason, Donahue, Christine A. Iacobuzio, Ittmann, Michael, Jayaseelan, Joy C., Jefferys, Stuart R., Jones, Corbin D., Jones, Steven J. M., Juhl, Hartmut, Kang, Koo Jeong, Karlan, Beth, Kasaian, Katayoon, Kebebew, Electron, Kim, Hark Kyun, Korchina, Viktoriya, Kundra, Ritika, Lai, Phillip H., Lander, Eric, Le, Xuan, Lee, Darlene, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Haiyan Irene, Lin, Pei, Linehan, W. M., Liu, Fei Fei, Lu, Yiling, Lype, Lisa, Ma, Yussanne, Maglinte, Dennis T., Mardis, Elaine R., Marks, Jeffrey, Marra, Marco A., Matthew, Thomas J., Mayo, Michael, McCune, Karen, Meier, Samuel R., Meng, Shaowu, Mieczkowski, Piotr A., Mikkelsen, Tom, Miller, Christopher A., Mills, Gordon B., Moore, Richard A., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Mungall, Andrew J., Mungall, Karen, Mutch, David, Muzny, Donna M., Myers, Jerome, Newton, Yulia, Noble, Michael S., O'Donnell, Peter, O'Neill, Brian Patrick, Ochoa, Angelica, Park, Joong-Won, Parker, Joel S., Pass, Harvey, Pastore, Alessandro, Pennell, Nathan A., Perou, Charles M., Petrelli, Nicholas, Potapova, Olga, Rader, Janet S., Ramalingam, Suresh, Rathmell, W. Kimryn, Reuter, Victor, Reynolds, Sheila M., Ringel, Matthew, Roach, Jeffrey, Roberts, Lewis R., Robertson, A. Gordon, Sadeghi, Sara, Saller, Charles, Sanchez-Vega, Francisco, Schadendorf, Dirk, Schein, Jacqueline E., Schmidt, Heather K., Schultz, Nikolaus, Seethala, Raja, Senbabaoglu, Yasin, Shelton, Troy, Shi, Yan, Shih, Juliann, Shmulevich, Ilya, Shriver, Craig, Signoretti, Sabina, Simons, Janae, V, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J., McCune, Karen Smith, Socci, Nicholas D., Soloway, Matthew G., Sood, Anil K., Tam, Angela, Tan, Donghui, Tarnuzzer, Roy, Thiessen, Nina, Thompson, R. Houston, Thorne, Leigh B., Tsao, Ming, Umbricht, Christopher, Van Den Berg, David J., Van Meir, Erwin G., Veluvolu, Umadevi, Voet, Douglas, Wang, Linghua, Weinberger, Paul, Weisenberger, Daniel J., Wigle, Dennis, Wilkerson, Matthew D., Wilson, Richard K., Winterhoff, Boris, Wiznerowicz, Maciej, Wong, Tina, Wong, Winghing, Xi, Liu, Yau, Christina, Zhang, Hailei, Zhang, Hongxin, and Zhang, Jiashan
Abstract: Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale(1-3). Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4-5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter(4); identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation(5,6); analyses timings and patterns of tumour evolution(7); describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity(8,9); and evaluates a range of more-specialized features of cancer genomes(8,10-18).
Published: 2020

22. A user guide for the online exploration and visualization of PCAWG data

Author: Goldman, Mary J., Zhang, Junjun, Fonseca, Nuno A., Cortés-Ciriano, Isidro, Xiang, Qian, Craft, Brian, Piñeiro-Yáñez, Elena, O'connor, Brian D., Bazant, Wojciech, Barrera, Elisabet, Muñoz-Pomer, Alfonso, Petryszak, Robert, Füllgrabe, Anja, Al-Shahrour, Fatima, Keays, Maria, Haussler, David, Weinstein, John N, Huber, Wolfgang, Park, Peter J., Papatheodorou, Elena, Valencia, Alfonso, Zhu, Jingchun, Ferretti, Vincent, Vazquez, Miguel, Goldman, Mary J., Zhang, Junjun, Fonseca, Nuno A., Cortés-Ciriano, Isidro, Xiang, Qian, Craft, Brian, Piñeiro-Yáñez, Elena, O'connor, Brian D., Bazant, Wojciech, Barrera, Elisabet, Muñoz-Pomer, Alfonso, Petryszak, Robert, Füllgrabe, Anja, Al-Shahrour, Fatima, Keays, Maria, Haussler, David, Weinstein, John N, Huber, Wolfgang, Park, Peter J., Papatheodorou, Elena, Valencia, Alfonso, Zhu, Jingchun, Ferretti, Vincent, and Vazquez, Miguel
Abstract: The Pan-Cancer Analysis of Whole Genomes (PCAWG) project generated a vast amount of whole-genome cancer sequencing resource data. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we provide a user’s guide to the five publicly available online data exploration and visualization tools introduced in the PCAWG marker paper. These tools are ICGC Data Portal, UCSC Xena, Chromothripsis Explorer, Expression Atlas, and PCAWG-Scout. We detail use cases and analyses for each tool, show how they incorporate outside resources from the larger genomics ecosystem, and demonstrate how the tools can be used together to understand the biology of cancers more deeply. Together, the tools enable researchers to query the complex genomic PCAWG data dynamically and integrate external information, enabling and enhancing interpretation., The ICGC Data Portal development is supported by the Ontario Institute for Cancer Research (OICR) through funding provided by the government of Ontario. UCSC Xena development is supported by the National Cancer Institute of the National Institutes of Health under award numbers 5U24CA180951-04 and 5U24CA210974-02. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health. Chromothripsis Explorer development is supported by the European Union’s Framework Programme For Research and Innovation Horizon 2020 (2014-2020) under the Marie Curie Sklodowska-Curie Grant Agreement No. 703543 (I.C.-C.). Expression Atlas development is supported by the European Molecular Biology Laboratory (EMBL) member states, the Single Cell Gene Expression Atlas from the Wellcome Trust (grant numbers 108437/Z/15/Z), the National Science Foundation of USA grant to Gramene database [NSF IOS #1127112], Open Targets, and Chan Zuckerberg Initiative. PCAWG-Scout development is supported by joint BSC-IRB-CRG Program in Computational Biology and Severo Ochoa Award SEV 2015-0493. In addition, this work has been supported by the Spanish Government (SEV 2015-0493) and from the BSC-Lenovo Master Collaboration Agreement (2015). We acknowledge the contributions of the many clinical networks across ICGC and TCGA who provided samples and data to the PCAWG Consortium and the contributions of the Technical Working Group and the Germline Working Group of the PCAWG Consortium for collation, realignment, and harmonized variant calling of the cancer genomes used in this study. We thank the patients and their families for their participation in the individual ICGC and TCGA projects., Peer Reviewed, Postprint (published version)
Published: 2020

23. SeqWare Query Engine: storing and searching sequence data in the cloud

Author: Merriman Barry, O’Connor Brian D, and Nelson Stanley F
Subjects: Computer applications to medicine. Medical informatics, R858-859.7, Biology (General), QH301-705.5
Abstract: Abstract Background Since the introduction of next-generation DNA sequencers the rapid increase in sequencer throughput, and associated drop in costs, has resulted in more than a dozen human genomes being resequenced over the last few years. These efforts are merely a prelude for a future in which genome resequencing will be commonplace for both biomedical research and clinical applications. The dramatic increase in sequencer output strains all facets of computational infrastructure, especially databases and query interfaces. The advent of cloud computing, and a variety of powerful tools designed to process petascale datasets, provide a compelling solution to these ever increasing demands. Results In this work, we present the SeqWare Query Engine which has been created using modern cloud computing technologies and designed to support databasing information from thousands of genomes. Our backend implementation was built using the highly scalable, NoSQL HBase database from the Hadoop project. We also created a web-based frontend that provides both a programmatic and interactive query interface and integrates with widely used genome browsers and tools. Using the query engine, users can load and query variants (SNVs, indels, translocations, etc) with a rich level of annotations including coverage and functional consequences. As a proof of concept we loaded several whole genome datasets including the U87MG cell line. We also used a glioblastoma multiforme tumor/normal pair to both profile performance and provide an example of using the Hadoop MapReduce framework within the query engine. This software is open source and freely available from the SeqWare project (http://seqware.sourceforge.net). Conclusions The SeqWare Query Engine provided an easy way to make the U87MG genome accessible to programmers and non-programmers alike. This enabled a faster and more open exploration of results, quicker tuning of parameters for heuristic variant calling filters, and a common data interface to simplify development of analytical tools. The range of data types supported, the ease of querying and integrating with existing tools, and the robust scalability of the underlying cloud-based technologies make SeqWare Query Engine a nature fit for storing and searching ever-growing genome sequence datasets.
Published: 2010
Full Text: View/download PDF

24. Comprehensive molecular characterization of human colon and rectal cancer

Author: Muzny, Donna M., Bainbridge, Matthew N., Chang, Kyle, Dinh, Huyen H., Drummond, Jennifer A., Fowler, Gerald, Kovar, Christie L., Lewis, Lora R., Morgan, Margaret B., Newsham, Irene F., Reid, Jeffrey G., Santibanez, Jireh, Shinbrot, Eve, Trevino, Lisa R., Wu, Yuan-Qing, Wang, Min, Gunaratne, Preethi, Donehower, Lawrence A., Creighton, Chad J., Wheeler, David A., Gibbs, Richard A., Lawrence, Michael S., Voet, Douglas, Jing, Rui, Cibulskis, Kristian, Sivachenko, Andrey, Stojanov, Petar, McKenna, Aaron, Lander, Eric S., Gabriel, Stacey, Getz, Gad, Ding, Li, Fulton, Robert S., Koboldt, Daniel C., Wylie, Todd, Walker, Jason, Dooling, David J., Fulton, Lucinda, Delehaunty, Kim D., Fronick, Catrina C., Demeter, Ryan, Mardis, Elaine R., Wilson, Richard K., Chu, Andy, Chun, Hye-Jung E., Mungall, Andrew J., Pleasance, Erin, Robertson, Gordon A., Stoll, Dominik, Balasundaram, Miruna, Birol, Inanc, Butterfield, Yaron S. N., Chuah, Eric, Coope, Robin J. N., Dhalla, Noreen, Guin, Ranabir, Hirst, Carrie, Hirst, Martin, Holt, Robert A., Lee, Darlene, Li, Haiyan I., Mayo, Michael, Moore, Richard A., Schein, Jacqueline E., Slobodan, Jared R., Tam, Angela, Thiessen, Nina, Varhol, Richard, Zeng, Thomas, Zhao, Yongjun, Jones, Steven J. M., Marra, Marco A., Bass, Adam J., Ramos, Alex H., Saksena, Gordon, Cherniack, Andrew D., Schumacher, Stephen E., Tabak, Barbara, Carter, Scott L., Pho, Nam H., Nguyen, Huy, Onofrio, Robert C., Crenshaw, Andrew, Ardlie, Kristin, Beroukhim, Rameen, Winckler, Wendy, Meyerson, Matthew, Protopopov, Alexei, Zhang, Juinhua, Hadjipanayis, Angela, Lee, Eunjung, Xi, Ruibin, Yang, Lixing, Ren, Xiaojia, Zhang, Hailei, Sathiamoorthy, Narayanan, Shukla, Sachet, Chen, Peng-Chieh, Haseley, Psalm, Xiao, Yonghong, Lee, Semin, Seidman, Jonathan, Chin, Lynda, Park, Peter J., Kucherlapati, Raju, Auman, Todd J., Hoadley, Katherine A., Du, Ying, Wilkerson, Matthew D., Shi, Yan, Liquori, Christina, Meng, Shaowu, Li, Ling, Turman, Yidi J., Topal, Michael D., Tan, Donghui, Waring, Scot, Buda, Elizabeth, Walsh, Jesse, Jones, Corbin D., Mieczkowski, Piotr A., Singh, Darshan, Wu, Junyuan, Gulabani, Anisha, Dolina, Peter, Bodenheimer, Tom, Hoyle, Alan P., Simons, Janae V., Soloway, Matthew, Mose, Lisle E., Jefferys, Stuart R., Balu, Saianand, O’Connor, Brian D., Prins, Jan F., Chiang, Derek Y., Hayes, Neil D., Perou, Charles M., Hinoue, Toshinori, Weisenberger, Daniel J., Maglinte, Dennis T., Pan, Fei, Berman, Benjamin P., Van Den Berg, David J., Shen, Hui, Triche, Timothy, Jr, Baylin, Stephen B., Laird, Peter W., Noble, Michael, Voet, Doug, Gehlenborg, Nils, DiCara, Daniel, Wu, Chang-Jiun, Yingchun Liu, Spring, Zhou, Lihua, Lin, Pei, Park, Richard W., Nazaire, Marc-Danie, Robinson, Jim, Thorvaldsdottir, Helga, Mesirov, Jill, Thorsson, Vesteinn, Reynolds, Sheila M., Bernard, Brady, Kreisberg, Richard, Lin, Jake, Iype, Lisa, Bressler, Ryan, Erkkilä, Timo, Gundapuneni, Madhumati, Liu, Yuexin, Norberg, Adam, Robinson, Tom, Yang, Da, Zhang, Wei, Shmulevich, Ilya, de Ronde, Jorma J., Schultz, Nikolaus, Cerami, Ethan, Ciriello, Giovanni, Goldberg, Arthur P., Gross, Benjamin, Jacobsen, Anders, Gao, Jianjiong, Kaczkowski, Bogumil, Sinha, Rileen, Aksoy, Arman B., Antipin, Yevgeniy, Reva, Boris, Shen, Ronglai, Taylor, Barry S., Chan, Timothy A., Ladanyi, Marc, Sander, Chris, Akbani, Rehan, Zhang, Nianxiang, Broom, Bradley M., Casasent, Tod, Unruh, Anna, Wakefield, Chris, Hamilton, Stanley R., Cason, Craig R., Baggerly, Keith A., Weinstein, John N., Haussler, David, Benz, Christopher C., Stuart, Joshua M., Benz, Stephen C., Sanborn, Zachary J., Vaske, Charles J., Zhu, Jingchun, Szeto, Christopher, Scott, Gary K., Yau, Christina, Ng, Sam, Goldstein, Ted, Ellrott, Kyle, Collisson, Eric, Cozen, Aaron E., Zerbino, Daniel, Wilks, Christopher, Craft, Brian, Spellman, Paul, Penny, Robert, Shelton, Troy, Hatfield, Martha, Morris, Scott, Yena, Peggy, Shelton, Candace, Sherman, Mark, Paulauskis, Joseph, Gastier-Foster, Julie M., Bowen, Jay, Ramirez, Nilsa C., Black, Aaron, Pyatt, Robert, Wise, Lisa, White, Peter, Bertagnolli, Monica, Brown, Jen, Chu, Gerald C., Czerwinski, Christine, Denstman, Fred, Dhir, Rajiv, Dörner, Arnulf, Fuchs, Charles S., Guillem, Jose G., Iacocca, Mary, Juhl, Hartmut, Kaufman, Andrew, Kohl, Bernard, III, Van Le, Xuan, Mariano, Maria C., Medina, Elizabeth N., Meyers, Michael, Nash, Garrett M., Paty, Phillip B., Petrelli, Nicholas, Rabeno, Brenda, Richards, William G., Solit, David, Swanson, Pat, Temple, Larissa, Tepper, Joel E., Thorp, Richard, Vakiani, Efsevia, Weiser, Martin R., Willis, Joseph E., Witkin, Gary, Zeng, Zhaoshi, Zinner, Michael J., Zornig, Carsten, Jensen, Mark A., Sfeir, Robert, Kahn, Ari B., Chu, Anna L., Kothiyal, Prachi, Wang, Zhining, Snyder, Eric E., Pontius, Joan, Pihl, Todd D., Ayala, Brenda, Backus, Mark, Walton, Jessica, Whitmore, Jon, Baboud, Julien, Berton, Dominique L., Nicholls, Matthew C., Srinivasan, Deepak, Raman, Rohini, Girshik, Stanley, Kigonya, Peter A., Alonso, Shelley, Sanbhadti, Rashmi N., Barletta, Sean P., Greene, John M., Pot, David A., Mills Shaw, Kenna R., Dillon, Laura A. L., Buetow, Ken, Davidsen, Tanja, Demchok, John A., Eley, Greg, Ferguson, Martin, Fielding, Peter, Schaefer, Carl, Sheth, Margi, Yang, Liming, Guyer, Mark S., Ozenberger, Bradley A., Palchik, Jacqueline D., Peterson, Jane, Sofia, Heidi J., and Thomson, Elizabeth
Published: 2012
Full Text: View/download PDF

25. Organizing and running bioinformatics hackathons within Africa: The H3ABioNet cloud computing experience

Author: Ahmed, Azza E., primary, Mpangase, Phelelani T., additional, Panji, Sumir, additional, Baichoo, Shakuntala, additional, Souilmi, Yassine, additional, Fadlelmola, Faisal M., additional, Alghali, Mustafa, additional, Aron, Shaun, additional, Bendou, Hocine, additional, De Beste, Eugene, additional, Mbiyavanga, Mamana, additional, Souiai, Oussema, additional, Yi, Long, additional, Zermeno, Jennie, additional, Armstrong, Don, additional, O'Connor, Brian D., additional, Mainzer, Liudmila Sergeevna, additional, Crusoe, Michael R., additional, Meintjes, Ayton, additional, Van Heusden, Peter, additional, Botha, Gerrit, additional, Joubert, Fourie, additional, Jongeneel, C. Victor, additional, Hazelhurst, Scott, additional, and Mulder, Nicola, additional
Published: 2019
Full Text: View/download PDF

26. Improving the efficiency of genomic loci capture using oligonucleotide arrays for high throughput resequencing

Author: Chen Zugen, Homer Nils, Funari Vincent A, Merriman Barry, O'Connor Brian D, Lee Hane, Cohn Daniel H, and Nelson Stanley F
Subjects: Biotechnology, TP248.13-248.65, Genetics, QH426-470
Abstract: Abstract Background The emergence of next-generation sequencing technology presents tremendous opportunities to accelerate the discovery of rare variants or mutations that underlie human genetic disorders. Although the complete sequencing of the affected individuals' genomes would be the most powerful approach to finding such variants, the cost of such efforts make it impractical for routine use in disease gene research. In cases where candidate genes or loci can be defined by linkage, association, or phenotypic studies, the practical sequencing target can be made much smaller than the whole genome, and it becomes critical to have capture methods that can be used to purify the desired portion of the genome for shotgun short-read sequencing without biasing allelic representation or coverage. One major approach is array-based capture which relies on the ability to create a custom in-situ synthesized oligonucleotide microarray for use as a collection of hybridization capture probes. This approach is being used by our group and others routinely and we are continuing to improve its performance. Results Here, we provide a complete protocol optimized for large aggregate sequence intervals and demonstrate its utility with the capture of all predicted amino acid coding sequence from 3,038 human genes using 241,700 60-mer oligonucleotides. Further, we demonstrate two techniques by which the efficiency of the capture can be increased: by introducing a step to block cross hybridization mediated by common adapter sequences used in sequencing library construction, and by repeating the hybridization capture step. These improvements can boost the targeting efficiency to the point where over 85% of the mapped sequence reads fall within 100 bases of the targeted regions. Conclusions The complete protocol introduced in this paper enables researchers to perform practical capture experiments, and includes two novel methods for increasing the targeting efficiency. Coupled with the new massively parallel sequencing technologies, this provides a powerful approach to identifying disease-causing genetic variants that can be localized within the genome by traditional methods.
Published: 2009
Full Text: View/download PDF

27. Developing reproducible bioinformatics analysis workflows for heterogeneous computing environments to support African genomics

Author: Baichoo, Shakuntala, primary, Souilmi, Yassine, additional, Panji, Sumir, additional, Botha, Gerrit, additional, Meintjes, Ayton, additional, Hazelhurst, Scott, additional, Bendou, Hocine, additional, Beste, Eugene de, additional, Mpangase, Phelelani T., additional, Souiai, Oussema, additional, Alghali, Mustafa, additional, Yi, Long, additional, O’Connor, Brian D., additional, Crusoe, Michael, additional, Armstrong, Don, additional, Aron, Shaun, additional, Joubert, Fourie, additional, Ahmed, Azza E., additional, Mbiyavanga, Mamana, additional, Heusden, Peter van, additional, Magosi, Lerato E., additional, Zermeno, Jennie, additional, Mainzer, Liudmila Sergeevna, additional, Fadlelmola, Faisal M., additional, Jongeneel, C. Victor, additional, and Mulder, Nicola, additional
Published: 2018
Full Text: View/download PDF

28. Correction: U87MG Decoded: The Genomic Sequence of a Cytogenetically Aberrant Human Cancer Cell Line

Author: Clark, Michael James, primary, Homer, Nils, additional, O'Connor, Brian D., additional, Chen, Zugen, additional, Eskin, Ascia, additional, Lee, Hane, additional, Merriman, Barry, additional, and Nelson, Stanley F., additional
Published: 2018
Full Text: View/download PDF

29. Organizing and running bioinformatics hackathons within Africa: The H3ABioNet cloud computing experience

Author: Ahmed, Azza E., primary, Mpangase, Phelelani T., additional, Panji, Sumir, additional, Baichoo, Shakuntala, additional, Souilmi, Yassine, additional, Fadlelmola, Faisal M., additional, Alghali, Mustafa, additional, Aron, Shaun, additional, Bendou, Hocine, additional, De Beste, Eugene, additional, Mbiyavanga, Mamana, additional, Souiai, Oussema, additional, Yi, Long, additional, Zermeno, Jennie, additional, Armstrong, Don, additional, O'Connor, Brian D., additional, Mainzer, Liudmila Sergeevna, additional, Crusoe, Michael R., additional, Meintjes, Ayton, additional, Van Heusden, Peter, additional, Botha, Gerrit, additional, Joubert, Fourie, additional, Jongeneel, C. Victor, additional, Hazelhurst, Scott, additional, and Mulder, Nicola, additional
Published: 2018
Full Text: View/download PDF

30. The Dockstore: enabling modular, community-focused sharing of Docker-based genomics tools and workflows

Author: O'Connor, Brian D., primary, Yuen, Denis, additional, Chung, Vincent, additional, Duncan, Andrew G., additional, Liu, Xiang Kun, additional, Patricia, Janice, additional, Paten, Benedict, additional, Stein, Lincoln, additional, and Ferretti, Vincent, additional
Published: 2017
Full Text: View/download PDF

31. Comprehensive genomic characterization of squamous cell lung cancers

Author: Hammerman, Peter S., Lawrence, Michael S., Voet, Douglas, Jing, Rui, Cibulskis, Kristian, Sivachenko, Andrey, Stojanov, Petar, McKenna, Aaron, Lander, Eric S., Gabriel, Stacey, Getz, Gad, Sougnez, Carrie, Imielinski, Marcin, Helman, Elena, Hernandez, Bryan, Pho, Nam H., Meyerson, Matthew, Chu, Andy, Chun, Hye-Jung E., Mungall, Andrew J., Pleasance, Erin, Robertson, A. Gordon, Sipahimalani, Payal, Stoll, Dominik, Balasundaram, Miruna, Birol, Inanc, Butterfield, Yaron S. N., Chuah, Eric, Coope, Robin J. N., Corbett, Richard, Dhalla, Noreen, Guin, Ranabir, Hirst, Anhe Carrie, Hirst, Martin, Holt, Robert A., Lee, Darlene, Li, Haiyan I., Mayo, Michael, Moore, Richard A., Mungall, Karen, Nip, Ka Ming, Olshen, Adam, Schein, Jacqueline E., Slobodan, Jared R., Tam, Angela, Thiessen, Nina, Varhol, Richard, Zeng, Thomas, Zhao, Yongjun, Jones, Steven J. M., Marra, Marco A., Saksena, Gordon, Cherniack, Andrew D., Schumacher, Stephen E., Tabak, Barbara, Carter, Scott L., Nguyen, Huy, Onofrio, Robert C., Crenshaw, Andrew, Ardlie, Kristin, Beroukhim, Rameen, Winckler, Wendy, Protopopov, Alexei, Zhang, Jianhua, Hadjipanayis, Angela, Lee, Semin, Xi, Ruibin, Yang, Lixing, Ren, Xiaojia, Zhang, Hailei, Shukla, Sachet, Chen, Peng-Chieh, Haseley, Psalm, Lee, Eunjung, Chin, Lynda, Park, Peter J., Kucherlapati, Raju, Socci, Nicholas D., Liang, Yupu, Schultz, Nikolaus, Borsu, Laetitia, Lash, Alex E., Viale, Agnes, Sander, Chris, Ladanyi, Marc, Auman, J. Todd, Hoadley, Katherine A., Wilkerson, Matthew D., Shi, Yan, Liquori, Christina, Meng, Shaowu, Li, Ling, Turman, Yidi J., Topal, Michael D., Tan, Donghui, Waring, Scot, Buda, Elizabeth, Walsh, Jesse, Jones, Corbin D., Mieczkowski, Piotr A., Singh, Darshan, Wu, Junyuan, Gulabani, Anisha, Dolina, Peter, Bodenheimer, Tom, Hoyle, Alan P., Simons, Janae V., Soloway, Matthew G., Mose, Lisle E., Jefferys, Stuart R., Balu, Saianand, O'Connor, Brian D., Prins, Jan F., Liu, Jinze, Chiang, Derek Y., Hayes, D. Neil, Perou, Charles M., Cope, Leslie, Danilova, Ludmila, Weisenberger, Daniel J., Maglinte, Dennis T., Pan, Fei, Van den Berg, David J., Triche, Timothy, Herman, James G., Baylin, Stephen B., Laird, Peter W., Noble, Michael, Voet, Doug, Gehlenborg, Nils, DiCara, Daniel, Zhang, Jinhua, Wu, Chang-Jiun, Liu, Spring Yingchun, Zou, Lihua, Lin, Pei, Cho, Juok, Nazaire, Marc-Danie, Robinson, Jim, Thorvaldsdottir, Helga, Mesirov, Jill, Sinha, Rileen, Ciriello, Giovanni, Cerami, Ethan, Gross, Benjamin, Jacobsen, Anders, Gao, Jianjiong, Aksoy, B. Arman, Weinhold, Nils, Ramirez, Ricardo, Taylor, Barry S., Antipin, Yevgeniy, Reva, Boris, Shen, Ronglai, Mo, Qianxing, Seshan, Venkatraman, Paik, Paul K., Akbani, Rehan, Zhang, Nianxiang, Broom, Bradley M., Casasent, Tod, Unruh, Anna, Wakefield, Chris, Cason, R. Craig, Baggerly, Keith A., Weinstein, John N., Haussler, David, Benz, Christopher C., Stuart, Joshua M., Zhu, Jingchun, Szeto, Christopher, Scott, Gary K., Yau, Christina, Ng, Sam, Goldstein, Ted, Waltman, Peter, Sokolov, Artem, Ellrott, Kyle, Collisson, Eric A., Zerbino, Daniel, Wilks, Christopher, Ma, Singer, Craft, Brian, Du, Ying, Cabanski, Christopher, Walter, Vonn, Marron, J. S., Liu, Yufeng, Wang, Kai, Creighton, Chad J., Zhang, Yiqun, Travis, William D., Rekhtman, Natasha, Yi, Joanne, Aubry, Marie C., Cheney, Richard, Dacic, Sanja, Flieder, Douglas, Funkhouser, William, Illei, Peter, Myers, Jerome, Tsao, Ming-Sound, Penny, Robert, Mallery, David, Shelton, Troy, Hatfield, Martha, Morris, Scott, Yena, Peggy, Shelton, Candace, Sherman, Mark, Paulauskis, Joseph, Govindan, Ramaswamy, Azodo, Ijeoma, Beer, David, Bose, Ron, Byers, Lauren A., Carbone, David, Chang, Li-Wei, Chiang, Derek, Chun, Elizabeth, Collisson, Eric, Ding, Li, Heymach, John, Ida, Cristiane, Johnson, Bruce, Jurisica, Igor, Kaufman, Jacob, Kosari, Farhad, Kwiatkowski, David, Maher, Christopher A., Mungall, Andy, Pao, William, Peifer, Martin, Robertson, Gordon, Rusch, Valerie, Siegfried, Jill, Stuart, Joshua, Thomas, Roman K., Tomaszek, Sandra, Vaske, Charles, Weisenberger, Daniel, Wheeler, David, Wigle, Dennis A., Yang, Ping, Zhang, Jianjua John, Jensen, Mark A., Sfeir, Robert, Kahn, Ari B., Chu, Anna L., Kothiyal, Prachi, Wang, Zhining, Snyder, Eric E., Pontius, Joan, Pihl, Todd D., Ayala, Brenda, Backus, Mark, Walton, Jessica, Baboud, Julien, Berton, Dominique L., Nicholls, Matthew C., Srinivasan, Deepak, Raman, Rohini, Girshik, Stanley, Kigonya, Peter A., Alonso, Shelley, Sanbhadti, Rashmi N., Barletta, Sean P., Greene, John M., Pot, David A., Bandarchi-Chamkhaleh, Bizhan, Boyd, Jeff, Weaver, JoEllen, Azodo, Ijeoma A., Tomaszek, Sandra C., Aubry, Marie Christine, Ida, Christiane M., Brock, Malcolm V., Rogers, Kristen, Rutledge, Marian, Brown, Travis, Lee, Beverly, Shin, James, Trusty, Dante, Dhir, Rajiv, Siegfried, Jill M., Potapova, Olga, Fedosenko, Konstantin V., Nemirovich-Danchenko, Elena, Zakowski, Maureen, Iacocca, Mary V., Brown, Jennifer, Rabeno, Brenda, Czerwinski, Christine, Petrelli, Nicholas, Fan, Zhen, Todaro, Nicole, Eckman, John, Rathmell, W. Kimryn, Thorne, Leigh B., Huang, Mei, Boice, Lori, Hill, Ashley, Curley, Erin, Morrison, Carl, Gaudioso, Carmelo, Bartlett, Johnm. S., Kodeeswaran, Sugy, Zanke, Brent, Sekhon, Harman, David, Kerstin, Juhl, Hartmut, Van Le, Xuan, Kohl, Bernard, Thorp, Richard, Tien, Nguyen Viet, Van Bang, Nguyen, Sussman, Howard, Phu, Bui Duc, Hajek, Richard, PhiHung, Nguyen, Khan, Khurram Z., Muley, Thomas, Shaw, Kenna R. Mills, Sheth, Margi, Yang, Liming, Buetow, Ken, Davidsen, Tanja, Demchok, John A., Eley, Greg, Ferguson, Martin, Dillon, Laura A. L., Schaefer, Carl, Guyer, Mark S., Ozenberger, Bradley A., Palchik, Jacqueline D., Peterson, Jane, Sofia, Heidi J., Thomson, Elizabeth, Hammerman, Peter S., Lawrence, Michael S., Voet, Douglas, Jing, Rui, Cibulskis, Kristian, Sivachenko, Andrey, Stojanov, Petar, McKenna, Aaron, Lander, Eric S., Gabriel, Stacey, Getz, Gad, Sougnez, Carrie, Imielinski, Marcin, Helman, Elena, Hernandez, Bryan, Pho, Nam H., Meyerson, Matthew, Chu, Andy, Chun, Hye-Jung E., Mungall, Andrew J., Pleasance, Erin, Robertson, A. Gordon, Sipahimalani, Payal, Stoll, Dominik, Balasundaram, Miruna, Birol, Inanc, Butterfield, Yaron S. N., Chuah, Eric, Coope, Robin J. N., Corbett, Richard, Dhalla, Noreen, Guin, Ranabir, Hirst, Anhe Carrie, Hirst, Martin, Holt, Robert A., Lee, Darlene, Li, Haiyan I., Mayo, Michael, Moore, Richard A., Mungall, Karen, Nip, Ka Ming, Olshen, Adam, Schein, Jacqueline E., Slobodan, Jared R., Tam, Angela, Thiessen, Nina, Varhol, Richard, Zeng, Thomas, Zhao, Yongjun, Jones, Steven J. M., Marra, Marco A., Saksena, Gordon, Cherniack, Andrew D., Schumacher, Stephen E., Tabak, Barbara, Carter, Scott L., Nguyen, Huy, Onofrio, Robert C., Crenshaw, Andrew, Ardlie, Kristin, Beroukhim, Rameen, Winckler, Wendy, Protopopov, Alexei, Zhang, Jianhua, Hadjipanayis, Angela, Lee, Semin, Xi, Ruibin, Yang, Lixing, Ren, Xiaojia, Zhang, Hailei, Shukla, Sachet, Chen, Peng-Chieh, Haseley, Psalm, Lee, Eunjung, Chin, Lynda, Park, Peter J., Kucherlapati, Raju, Socci, Nicholas D., Liang, Yupu, Schultz, Nikolaus, Borsu, Laetitia, Lash, Alex E., Viale, Agnes, Sander, Chris, Ladanyi, Marc, Auman, J. Todd, Hoadley, Katherine A., Wilkerson, Matthew D., Shi, Yan, Liquori, Christina, Meng, Shaowu, Li, Ling, Turman, Yidi J., Topal, Michael D., Tan, Donghui, Waring, Scot, Buda, Elizabeth, Walsh, Jesse, Jones, Corbin D., Mieczkowski, Piotr A., Singh, Darshan, Wu, Junyuan, Gulabani, Anisha, Dolina, Peter, Bodenheimer, Tom, Hoyle, Alan P., Simons, Janae V., Soloway, Matthew G., Mose, Lisle E., Jefferys, Stuart R., Balu, Saianand, O'Connor, Brian D., Prins, Jan F., Liu, Jinze, Chiang, Derek Y., Hayes, D. Neil, Perou, Charles M., Cope, Leslie, Danilova, Ludmila, Weisenberger, Daniel J., Maglinte, Dennis T., Pan, Fei, Van den Berg, David J., Triche, Timothy, Herman, James G., Baylin, Stephen B., Laird, Peter W., Noble, Michael, Voet, Doug, Gehlenborg, Nils, DiCara, Daniel, Zhang, Jinhua, Wu, Chang-Jiun, Liu, Spring Yingchun, Zou, Lihua, Lin, Pei, Cho, Juok, Nazaire, Marc-Danie, Robinson, Jim, Thorvaldsdottir, Helga, Mesirov, Jill, Sinha, Rileen, Ciriello, Giovanni, Cerami, Ethan, Gross, Benjamin, Jacobsen, Anders, Gao, Jianjiong, Aksoy, B. Arman, Weinhold, Nils, Ramirez, Ricardo, Taylor, Barry S., Antipin, Yevgeniy, Reva, Boris, Shen, Ronglai, Mo, Qianxing, Seshan, Venkatraman, Paik, Paul K., Akbani, Rehan, Zhang, Nianxiang, Broom, Bradley M., Casasent, Tod, Unruh, Anna, Wakefield, Chris, Cason, R. Craig, Baggerly, Keith A., Weinstein, John N., Haussler, David, Benz, Christopher C., Stuart, Joshua M., Zhu, Jingchun, Szeto, Christopher, Scott, Gary K., Yau, Christina, Ng, Sam, Goldstein, Ted, Waltman, Peter, Sokolov, Artem, Ellrott, Kyle, Collisson, Eric A., Zerbino, Daniel, Wilks, Christopher, Ma, Singer, Craft, Brian, Du, Ying, Cabanski, Christopher, Walter, Vonn, Marron, J. S., Liu, Yufeng, Wang, Kai, Creighton, Chad J., Zhang, Yiqun, Travis, William D., Rekhtman, Natasha, Yi, Joanne, Aubry, Marie C., Cheney, Richard, Dacic, Sanja, Flieder, Douglas, Funkhouser, William, Illei, Peter, Myers, Jerome, Tsao, Ming-Sound, Penny, Robert, Mallery, David, Shelton, Troy, Hatfield, Martha, Morris, Scott, Yena, Peggy, Shelton, Candace, Sherman, Mark, Paulauskis, Joseph, Govindan, Ramaswamy, Azodo, Ijeoma, Beer, David, Bose, Ron, Byers, Lauren A., Carbone, David, Chang, Li-Wei, Chiang, Derek, Chun, Elizabeth, Collisson, Eric, Ding, Li, Heymach, John, Ida, Cristiane, Johnson, Bruce, Jurisica, Igor, Kaufman, Jacob, Kosari, Farhad, Kwiatkowski, David, Maher, Christopher A., Mungall, Andy, Pao, William, Peifer, Martin, Robertson, Gordon, Rusch, Valerie, Siegfried, Jill, Stuart, Joshua, Thomas, Roman K., Tomaszek, Sandra, Vaske, Charles, Weisenberger, Daniel, Wheeler, David, Wigle, Dennis A., Yang, Ping, Zhang, Jianjua John, Jensen, Mark A., Sfeir, Robert, Kahn, Ari B., Chu, Anna L., Kothiyal, Prachi, Wang, Zhining, Snyder, Eric E., Pontius, Joan, Pihl, Todd D., Ayala, Brenda, Backus, Mark, Walton, Jessica, Baboud, Julien, Berton, Dominique L., Nicholls, Matthew C., Srinivasan, Deepak, Raman, Rohini, Girshik, Stanley, Kigonya, Peter A., Alonso, Shelley, Sanbhadti, Rashmi N., Barletta, Sean P., Greene, John M., Pot, David A., Bandarchi-Chamkhaleh, Bizhan, Boyd, Jeff, Weaver, JoEllen, Azodo, Ijeoma A., Tomaszek, Sandra C., Aubry, Marie Christine, Ida, Christiane M., Brock, Malcolm V., Rogers, Kristen, Rutledge, Marian, Brown, Travis, Lee, Beverly, Shin, James, Trusty, Dante, Dhir, Rajiv, Siegfried, Jill M., Potapova, Olga, Fedosenko, Konstantin V., Nemirovich-Danchenko, Elena, Zakowski, Maureen, Iacocca, Mary V., Brown, Jennifer, Rabeno, Brenda, Czerwinski, Christine, Petrelli, Nicholas, Fan, Zhen, Todaro, Nicole, Eckman, John, Rathmell, W. Kimryn, Thorne, Leigh B., Huang, Mei, Boice, Lori, Hill, Ashley, Curley, Erin, Morrison, Carl, Gaudioso, Carmelo, Bartlett, Johnm. S., Kodeeswaran, Sugy, Zanke, Brent, Sekhon, Harman, David, Kerstin, Juhl, Hartmut, Van Le, Xuan, Kohl, Bernard, Thorp, Richard, Tien, Nguyen Viet, Van Bang, Nguyen, Sussman, Howard, Phu, Bui Duc, Hajek, Richard, PhiHung, Nguyen, Khan, Khurram Z., Muley, Thomas, Shaw, Kenna R. Mills, Sheth, Margi, Yang, Liming, Buetow, Ken, Davidsen, Tanja, Demchok, John A., Eley, Greg, Ferguson, Martin, Dillon, Laura A. L., Schaefer, Carl, Guyer, Mark S., Ozenberger, Bradley A., Palchik, Jacqueline D., Peterson, Jane, Sofia, Heidi J., and Thomson, Elizabeth
Abstract: Lung squamous cell carcinoma is a common type of lung cancer, causing approximately 400,000 deaths per year worldwide. Genomic alterations in squamous cell lung cancers have not been comprehensively characterized, and no molecularly targeted agents have been specifically developed for its treatment. As part of The Cancer Genome Atlas, here we profile 178 lung squamous cell carcinomas to provide a comprehensive landscape of genomic and epigenomic alterations. We show that the tumour type is characterized by complex genomic alterations, with a mean of 360 exonic mutations, 165 genomic rearrangements, and 323 segments of copy number alteration per tumour. We find statistically recurrent mutations in 11 genes, including mutation of TP53 in nearly all specimens. Previously unreported loss-of-function mutations are seen in the HLA-A class I major histocompatibility gene. Significantly altered pathways included NFE2L2 and KEAP1 in 34%, squamous differentiation genes in 44%, phosphatidylinositol-3-OH kinase pathway genes in 47%, and CDKN2A and RB1 in 72% of tumours. We identified a potential therapeutic target in most tumours, offering new avenues of investigation for the treatment of squamous cell lung cancers.
Published: 2012

32. Multiple self-healing squamous epithelioma is caused by a disease-specific spectrum of mutations in TGFBR1

Author: Goudie, David R, D'Alessandro, Mariella, Merriman, Barry, Lee, Hane, Szeverényi, Ildikó, Avery, Stuart, O'Connor, Brian D, Nelson, Stanley F, Coats, Stephanie E, Stewart, Arlene, Christie, Lesley, Pichert, Gabriella, Friedel, Jean, Hayes, Ian, Burrows, Nigel, Whittaker, Sean, Gerdes, Anne-Marie Axø, Broesby-Olsen, Sigurd, Ferguson-Smith, Malcolm A, Verma, Chandra, Lunny, Declan P, Reversade, Bruno, Lane, E Birgitte, Goudie, David R, D'Alessandro, Mariella, Merriman, Barry, Lee, Hane, Szeverényi, Ildikó, Avery, Stuart, O'Connor, Brian D, Nelson, Stanley F, Coats, Stephanie E, Stewart, Arlene, Christie, Lesley, Pichert, Gabriella, Friedel, Jean, Hayes, Ian, Burrows, Nigel, Whittaker, Sean, Gerdes, Anne-Marie Axø, Broesby-Olsen, Sigurd, Ferguson-Smith, Malcolm A, Verma, Chandra, Lunny, Declan P, Reversade, Bruno, and Lane, E Birgitte
Abstract: Multiple self-healing squamous epithelioma (MSSE), also known as Ferguson-Smith disease (FSD), is an autosomal-dominant skin cancer condition characterized by multiple squamous-carcinoma-like locally invasive skin tumors that grow rapidly for a few weeks before spontaneously regressing, leaving scars. High-throughput genomic sequencing of a conservative estimate (24.2 Mb) of the disease locus on chromosome 9 using exon array capture identified independent mutations in TGFBR1 in three unrelated families. Subsequent dideoxy sequencing of TGFBR1 identified 11 distinct monoallelic mutations in 18 affected families, firmly establishing TGFBR1 as the causative gene. The nature of the sequence variants, which include mutations in the extracellular ligand-binding domain and a series of truncating mutations in the kinase domain, indicates a clear genotype-phenotype correlation between loss-of-function TGFBR1 mutations and MSSE. This distinguishes MSSE from the Marfan syndrome-related disorders in which missense mutations in TGFBR1 lead to developmental defects with vascular involvement but no reported predisposition to cancer.
Published: 2011

33. New insights into the Tyrolean Iceman's origin and phenotype as inferred by whole-genome sequencing

Author: Keller, Andreas, primary, Graefen, Angela, additional, Ball, Markus, additional, Matzas, Mark, additional, Boisguerin, Valesca, additional, Maixner, Frank, additional, Leidinger, Petra, additional, Backes, Christina, additional, Khairat, Rabab, additional, Forster, Michael, additional, Stade, Björn, additional, Franke, Andre, additional, Mayer, Jens, additional, Spangler, Jessica, additional, McLaughlin, Stephen, additional, Shah, Minita, additional, Lee, Clarence, additional, Harkins, Timothy T., additional, Sartori, Alexander, additional, Moreno-Estrada, Andres, additional, Henn, Brenna, additional, Sikora, Martin, additional, Semino, Ornella, additional, Chiaroni, Jacques, additional, Rootsi, Siiri, additional, Myres, Natalie M., additional, Cabrera, Vicente M., additional, Underhill, Peter A., additional, Bustamante, Carlos D., additional, Vigl, Eduard Egarter, additional, Samadelli, Marco, additional, Cipollini, Giovanna, additional, Haas, Jan, additional, Katus, Hugo, additional, O'Connor, Brian D., additional, Carlson, Marc R.J., additional, Meder, Benjamin, additional, Blin, Nikolaus, additional, Meese, Eckart, additional, Pusch, Carsten M., additional, and Zink, Albert, additional
Published: 2012
Full Text: View/download PDF

34. Abstract LB-245: Loss of function of the TGFβRI receptor leads to the spontaneously regressing squamous carcinoma condition, multiple self-healing squamous epithelioma (Ferguson-Smith disease)

Author: Goudie, David R., primary, D'Alessandro, Mariella, additional, Merriman, Barry, additional, Lee, Hane, additional, Szeverényi, Ildiko, additional, Avery, Stuart, additional, O'Connor, Brian D., additional, Nelson, Stanley F., additional, Coats, Stephanie E., additional, Stewart, Arlene A., additional, Christie, Lesley, additional, Pichert, Gabriella, additional, Friedel, Jean, additional, Hayes, Ian, additional, Burrows, Nigel, additional, Whittaker, Sean, additional, Gerdes, Anne-Marie, additional, Broesby-Olsen, Sigurd, additional, Ferguson-Smith, Malcolm A., additional, Verma, Chandra, additional, Lunny, Declan P., additional, Reversade, Bruno, additional, and Lane, E. Birgitte, additional
Published: 2011
Full Text: View/download PDF

35. Multiple self-healing squamous epithelioma is caused by a disease-specific spectrum of mutations in TGFBR1

Author: Goudie, David R, primary, D'Alessandro, Mariella, additional, Merriman, Barry, additional, Lee, Hane, additional, Szeverényi, Ildikó, additional, Avery, Stuart, additional, O'Connor, Brian D, additional, Nelson, Stanley F, additional, Coats, Stephanie E, additional, Stewart, Arlene, additional, Christie, Lesley, additional, Pichert, Gabriella, additional, Friedel, Jean, additional, Hayes, Ian, additional, Burrows, Nigel, additional, Whittaker, Sean, additional, Gerdes, Anne-Marie, additional, Broesby-Olsen, Sigurd, additional, Ferguson-Smith, Malcolm A, additional, Verma, Chandra, additional, Lunny, Declan P, additional, Reversade, Bruno, additional, and Lane, E Birgitte, additional
Published: 2011
Full Text: View/download PDF

36. U87MG Decoded: The Genomic Sequence of a Cytogenetically Aberrant Human Cancer Cell Line

Author: Clark, Michael James, primary, Homer, Nils, additional, O'Connor, Brian D., additional, Chen, Zugen, additional, Eskin, Ascia, additional, Lee, Hane, additional, Merriman, Barry, additional, and Nelson, Stanley F., additional
Published: 2010
Full Text: View/download PDF

37. Improving the efficiency of genomic loci capture using oligonucleotide arrays for high throughput resequencing

Author: Lee, Hane, primary, O'Connor, Brian D, additional, Merriman, Barry, additional, Funari, Vincent A, additional, Homer, Nils, additional, Chen, Zugen, additional, Cohn, Daniel H, additional, and Nelson, Stanley F, additional
Published: 2009
Full Text: View/download PDF

38. Pathogenicity of a disease-associated human IL-4 receptor allele in experimental asthma

Author: Tachdjian, Raffi, primary, Mathias, Clinton, additional, Al Khatib, Shadi, additional, Bryce, Paul J., additional, Kim, Hong S., additional, Blaeser, Frank, additional, O'Connor, Brian D., additional, Rzymkiewicz, Danuta, additional, Chen, Andrew, additional, Holtzman, Michael J., additional, Hershey, Gurjit K., additional, Garn, Holger, additional, Harb, Hani, additional, Renz, Harald, additional, Oettgen, Hans C., additional, and Chatila, Talal A., additional
Published: 2009
Full Text: View/download PDF

39. GMODWeb: a web framework for the generic model organism database

Author: O'Connor, Brian D, primary, Day, Allen, additional, Cain, Scott, additional, Arnaiz, Olivier, additional, Sperling, Linda, additional, and Stein, Lincoln D, additional
Published: 2008
Full Text: View/download PDF

40. Celsius: a community resource for Affymetrix microarray data

Author: Day, Allen, primary, Carlson, Marc RJ, additional, Dong, Jun, additional, O'Connor, Brian D, additional, and Nelson, Stanley F, additional
Published: 2007
Full Text: View/download PDF

41. Utilizing logical relationships in genomic data to decipher cellular processes

Author: Bowers, Peter M., primary, O'Connor, Brian D., additional, Cokus, Shawn J., additional, Sprinzak, Einat, additional, Yeates, Todd O., additional, and Eisenberg, David, additional
Published: 2005
Full Text: View/download PDF

42. The Genomics of Disulfide Bonding and Protein Stabilization in Thermophiles

Author: Beeby, Morgan, primary, O'Connor, Brian D, additional, Ryttersgaard, Carsten, additional, Boutz, Daniel R, additional, Perry, L. Jeanne, additional, and Yeates, Todd O, additional
Published: 2005
Full Text: View/download PDF

43. SeqWare Query Engine: storing and searching sequence data in the cloud.

Author: O'Connor, Brian D., Merriman, Barry, and Nelson, Stanley F.
Subjects: *NUCLEOTIDE sequence, *GENETICS, *CLOUD computing, *QUERY (Information retrieval system), *BIOINFORMATICS
Abstract: Background: Since the introduction of next-generation DNA sequencers the rapid increase in sequencer throughput, and associated drop in costs, has resulted in more than a dozen human genomes being resequenced over the last few years. These efforts are merely a prelude for a future in which genome resequencing will be commonplace for both biomedical research and clinical applications. The dramatic increase in sequencer output strains all facets of computational infrastructure, especially databases and query interfaces. The advent of cloud computing, and a variety of powerful tools designed to process petascale datasets, provide a compelling solution to these ever increasing demands. Results: In this work, we present the SeqWare Query Engine which has been created using modern cloud computing technologies and designed to support databasing information from thousands of genomes. Our backend implementation was built using the highly scalable, NoSQL HBase database from the Hadoop project. We also created a web-based frontend that provides both a programmatic and interactive query interface and integrates with widely used genome browsers and tools. Using the query engine, users can load and query variants (SNVs, indels, translocations, etc) with a rich level of annotations including coverage and functional consequences. As a proof of concept we loaded several whole genome datasets including the U87MG cell line. We also used a glioblastoma multiforme tumor/normal pair to both profile performance and provide an example of using the Hadoop MapReduce framework within the query engine. This software is open source and freely available from the SeqWare project (http://seqware.sourceforge.net). Conclusions: The SeqWare Query Engine provided an easy way to make the U87MG genome accessible to programmers and non-programmers alike. This enabled a faster and more open exploration of results, quicker tuning of parameters for heuristic variant calling filters, and a common data interface to simplify development of analytical tools. The range of data types supported, the ease of querying and integrating with existing tools, and the robust scalability of the underlying cloud-based technologies make SeqWare Query Engine a nature fit for storing and searching ever-growing genome sequence datasets. [ABSTRACT FROM AUTHOR]
Published: 2010
Full Text: View/download PDF

44. Improving the efficiency of genomic loci capture usingoligonucleotide arrays for high throughput resequencing.

Author: Lee, Hane, O'Connor, Brian D., Merriman, Barry, Funari, Vincent A., Homer, Nils, Chen, Zugen, Cohn, Daniel H., and Nelson, Stanley F.
Subjects: *OLIGONUCLEOTIDES, *NUCLEOTIDE sequence, *GENETIC disorders, *GENOMES, *LOCUS (Genetics)
Abstract: Background: The emergence of next-generation sequencing technology presents tremendous opportunities to accelerate the discovery of rare variants or mutations that underlie human genetic disorders. Although the complete sequencing of the affected individuals' genomes would be the most powerful approach to finding such variants, the cost of such efforts make it impractical for routine use in disease gene research. In cases where candidate genes or loci can be defined by linkage, association, or phenotypic studies, the practical sequencing target can be made much smaller than the whole genome, and it becomes critical to have capture methods that can be used to purify the desired portion of the genome for shotgun short-read sequencing without biasing allelic representation or coverage. One major approach is array-based capture which relies on the ability to create a custom in-situ synthesized oligonucleotide microarray for use as a collection of hybridization capture probes. This approach is being used by our group and others routinely and we are continuing to improve its performance. Results: Here, we provide a complete protocol optimized for large aggregate sequence intervals and demonstrate its utility with the capture of all predicted amino acid coding sequence from 3,038 human genes using 241,700 60-mer oligonucleotides. Further, we demonstrate two techniques by which the efficiency of the capture can be increased: by introducing a step to block cross hybridization mediated by common adapter sequences used in sequencing library construction, and by repeating the hybridization capture step. These improvements can boost the targeting efficiency to the point where over 85% of the mapped sequence reads fall within 100 bases of the targeted regions. Conclusions: The complete protocol introduced in this paper enables researchers to perform practical capture experiments, and includes two novel methods for increasing the targeting efficiency. Coupled with the new massively parallel sequencing technologies, this provides a powerful approach to identifying disease-causing genetic variants that can be localized within the genome by traditional methods. [ABSTRACT FROM AUTHOR]
Published: 2009
Full Text: View/download PDF

45. Author Correction: Mutations in PYCR1cause cutis laxa with progeroid features

Author: Reversade, Bruno, Escande-Beillard, Nathalie, Dimopoulou, Aikaterini, Fischer, Björn, Chng, Serene C., Li, Yun, Shboul, Mohammad, Tham, Puay-Yoke, Kayserili, Hülya, Al-Gazali, Lihadh, Shahwan, Monzer, Brancati, Francesco, Lee, Hane, O’Connor, Brian D., Kegler, Mareen Schmidt-von, Merriman, Barry, Nelson, Stanley F., Masri, Amira, Alkazaleh, Fawaz, Guerra, Deanna, Ferrari, Paola, Nanda, Arti, Rajab, Anna, Markie, David, Gray, Mary, Nelson, John, Grix, Arthur, Sommer, Annemarie, Savarirayan, Ravi, Janecke, Andreas R., Steichen, Elisabeth, Sillence, David, Haußer, Ingrid, Budde, Birgit, Nürnberg, Gudrun, Nürnberg, Peter, Seemann, Petra, Kunkel, Désirée, Zambruno, Giovanna, Dallapiccola, Bruno, Schuelke, Markus, Robertson, Stephen, Hamamy, Hanan, Wollnik, Bernd, Van Maldergem, Lionel, Mundlos, Stefan, and Kornak, Uwe
Published: 2022
Full Text: View/download PDF

46. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples

Author: Meyerson, William U., Dursi, Lewis Jonathan, Wang, Liang-Bo, Dong, Guanlan, Liang, Wen-Wei, Weerasinghe, Amila, Li, Yize, Kelso, Sean, Wendl, Michael C., Simpson, Jared T., Akbani, Rehan, Anur, Pavana, Bailey, Matthew H., Buchanan, Alex, Chiotti, Kami, Covington, Kyle, Creason, Allison, Ding, Li, Ellrott, Kyle, Fan, Yu, Foltz, Steven, Getz, Gad, Hale, Walker, Haussler, David, Hess, Julian M., Hutter, Carolyn M., Kandoth, Cyriac, Kasaian, Katayoon, Kasapi, Melpomeni, Larson, Dave, Leshchiner, Ignaty, Letaw, John, Ma, Singer, McLellan, Michael D., Men, Yifei, Mills, Gordon B., Niu, Beifang, Peto, Myron, Radenbaugh, Amie, Reynolds, Sheila M., Saksena, Gordon, Sofia, Heidi, Stewart, Chip, Struck, Adam J., Stuart, Joshua M., Wang, Wenyi, Weinstein, John N., Wheeler, David A., Wong, Christopher K., Xi, Liu, Ye, Kai, Bieg, Matthias, Boutros, Paul C., Buchhalter, Ivo, Butler, Adam P., Chen, Ken, Chong, Zechen, Drechsel, Oliver, Jonathan Dursi, Lewis, Eils, Roland, Espiritu, Shadrielle M. G., Fulton, Robert S., Gao, Shengjie, Gelpi, Josep L. L., Gerstein, Mark B., Gonzalez, Santiago, Gut, Ivo G., Hach, Faraz, Heinold, Michael C., Hinton, Jonathan, Hu, Taobo, Huang, Vincent, Huang, Yi, Hutter, Barbara, Jones, David R., Jung, Jongsun, Jäger, Natalie, Kim, Hyung-Lae, Kleinheinz, Kortine, Kumar, Sushant, Kumar, Yogesh, Lalansingh, Christopher M., Letunic, Ivica, Livitz, Dimitri, Ma, Eric Z., Maruvka, Yosef E., Mashl, R. Jay, Menzies, Andrew, Milovanovic, Ana, Nielsen, Morten Muhlig, Ossowski, Stephan, Paramasivam, Nagarajan, Pedersen, Jakob Skou, Perry, Marc D., Puiggròs, Montserrat, Raine, Keiran M., Rheinbay, Esther, Royo, Romina, Sahinalp, S. Cenk, Sarrafi, Iman, Schlesner, Matthias, Stebbings, Lucy, Stobbe, Miranda D., Teague, Jon W., Tiao, Grace, Torrents, David, Wala, Jeremiah A., Wang, Jiayin, Waszak, Sebastian M., Weischenfeldt, Joachim, Werner, Johannes, Wu, Zhenggang, Xue, Hong, Yakneen, Sergei, Yamaguchi, Takafumi N., Yellapantula, Venkata D., Yung, Christina K., Zhang, Junjun, Aaltonen, Lauri A., Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J., Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akdemir, Kadir C., Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T., Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B., Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G., Amary, Fernanda, Amin, Samirkumar B., Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J., Ang, Yeng, Antonello, Davide, Aparicio, Samuel, Appelbaum, Elizabeth L., Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-Ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J. Todd, Aure, Miriam R., Awadalla, Philip, Aymerich, Marta, Bader, Gary D., Baez-Ortega, Adrian, Bailey, Peter J., Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E., Barbi, Stefano, Barbour, Andrew P., Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F., Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B., Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A., Behjati, Sam, Behren, Andreas, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K., Bergstrom, Erik N., Berman, Benjamin P., Berney, Daniel M., Bernhart, Stephan H., Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G., Biankin, Andrew V., Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K., Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S., Boot, Arnoud, Bootwalla, Moiz S., Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A., Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G. Steven, Bowen, David T., Bowlby, Reanne, Bowtell, David D. L., Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S., Brinkman, Arie B., Bristow, Robert G., Broaddus, Russell R., Brock, Jane E., Brock, Malcolm, Broeks, Annegien, Brooks, Angela N., Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy J. C., Bruzos, Alicia L., Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H., Busanovich, John, Bustamante, Carlos D., Butte, Atul J., Byrne, Niall J., Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J., Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campbell, Peter J., Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E., Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E., Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S., Chang, David K., Chanock, Stephen J., Chantrill, Lorraine A., Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D., Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Choo, Su Pin, Chou, Angela, Christ, Angelika N., Christie, Elizabeth L., Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C., Connor, Ashton A., Cooke, Susanna L., Cooper, Colin S., Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G., Cordner, Stephen M., Cortés-Ciriano, Isidro, Cowin, Prue A., Craft, Brian, Craft, David, Creighton, Chad J., Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A., Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R., Davies, Helen, Davis, Ian J., Davis-Dusenbery, Brandi N., Dawson, Kevin J., De La Vega, Francisco M., De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P., Delaneau, Olivier, Demchok, John A., Demeulemeester, Jonas, Demidov, German M., Demircioğlu, Deniz, Dennis, Nening M., Denroche, Robert E., Dentro, Stefan C., Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G., Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C., Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Shuai, Dinh, Huy Q., Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T., Drapkin, Ronny, Drews, Ruben M., Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J., Dunn, Michael, Duthie, Fraser R., Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F., Edmonds, Stuart, Edwards, Paul A., Edwards, Sandra E., Eeles, Rosalind A., Ehinger, Anna, Eils, Juergen, El-Naggar, Adel, Eldridge, Matthew, Erkek, Serap, Escaramis, Georgia, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E., Faltas, Bishoy M., Fan, Daiming, Faquin, William C., Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L., Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A., Fink, J. Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W., Fitzgerald, Anna, Fitzgerald, Rebecca C., Flanagan, Adrienne M., Fleshner, Neil E., Flicek, Paul, Foekens, John A., Fong, Kwun M., Fonseca, Nuno A., Foster, Christopher S., Fox, Natalie S., Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C., Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A., Furuta, Mayuko, Futreal, P. Andrew, Füllgrabe, Anja, Gabriel, Stacey B., Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Garraway, Levi, Garred, Øystein, Garrison, Erik, Garsed, Dale W., Gehlenborg, Nils, George, Joshy, Gerhard, Daniela S., Gerhauser, Clarissa, Gershenwald, Jeffrey E., Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gill, Anthony J., Gill, Pelvender, Giri, Dilip D., Glodzik, Dominik, Gnanapragasam, Vincent J., Goebler, Maria Elisabeth, Goldman, Mary J., Gomez, Carmen, Gonzalez-Perez, Abel, Gordenin, Dmitry A., Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S., Grant, Robert C., Green, Anthony R., Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M., Grossman, Robert L., Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E., Habermann, Nina, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C., Hamilton, Anne, Hamilton, Mark P., Han, Leng, Hanna, George B., Hansmann, Martin, Haradhvala, Nicholas J., Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O., Harrington, Eoghan, Hasegawa, Takanori, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D. Neil, Hayes, Stephen J., Hayward, Nicholas K., Hazell, Steven, He, Yao, Heath, Allison P., Heath, Simon C., Hedley, David, Hegde, Apurva M., Heiman, David I., Heins, Zachary, Heisler, Lawrence E., Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J., Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hilmarsdottir, Holmfridur, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A., Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I., Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z., Hollingsworth, Michael A., Holmes, Oliver, Holt, Robert A., Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H., Hooijer, Gerrit K., Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Hua, Xing, Huang, Kuan-Lin, Huang, Mei, Huang, Mi Ni, Huber, Wolfgang, Hudson, Thomas J., Hummel, Michael, Hung, Jillian A., Huntsman, David, Hupp, Ted R., Huse, Jason, Huska, Matthew R., Hübschmann, Daniel, Iacobuzio-Donahue, Christine A., Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B., Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, S. M. Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose M. G., Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B., Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C., Jayasinghe, Reyka, Jefferys, Stuart R., Jegalian, Karine, Jennings, Jennifer L., Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A., Johns, Amber L., Johns, Jeremy, Johnson, Rory, Johnson, Todd A., Jolly, Clemency, Joly, Yann, Jonasson, Jon G., Jones, Corbin D., Jones, David T. W., Jones, Nic, Jones, Steven J. M., Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B., Kakavand, Hojabr, Kalimuthu, Sangeetha, Von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kassahn, Karin S., Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D., Kazakoff, Stephen H., Kazanov, Marat D., Keays, Maria, Kebebew, Electron, Kefford, Richard F., Kellis, Manolis, Kench, James G., Kennedy, Catherine J., Kerssemakers, Jules N. A., Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K., Kim, Youngwook, King, Tari A., Klapper, Wolfram, Klimczak, Leszek J., Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M., Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O., Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H., Laird, Peter W., Lakhani, Sunil R., Lalonde, Emilie, Lamaze, Fabien C., Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta M. S., Lawerenz, Chris, Lawlor, Rita T., Lawrence, Michael S., Lazar, Alexander J., Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R., Leongamornlert, Daniel A., Letourneau, Louis, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H., Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, W. M., Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V., Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N., Lovat, Laurence B., Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J., Lynch, Andy G., Lype, Lisa, López, Cristina, López-Otín, Carlos, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T., Maitra, Arindam, Majumder, Partha P., Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J., Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R., Margolin, Adam A., Marin, Maximillian G., Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A., Marsden, Luke, Martens, John W. M., Martin, Sancha, Martin-Subero, Jose I., Martincorena, Iñigo, Martinez-Fundichely, Alexander, Massie, Charlie E., Matthew, Thomas J., Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D., McPherson, John D., McPherson, John R., McPherson, Treasa A., Meier, Samuel R., Meng, Alice, Meng, Shaowu, Merrett, Neil D., Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A., Mihaiescu, George L., Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A., Miller, David K., Miller, Jessica K., Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J., Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J., Moore, Richard A., Morganella, Sandro, Morris, Quaid D., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J., Mungall, Karen, Musgrove, Elizabeth A., Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M., Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M., Nahal-Bose, Hardeep K., Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio C. P., Neal, David E., Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J., Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G. Petur, Nik-Zainal, Serena, Noble, Michael S., Nones, Katia, Northcott, Paul A., Notta, Faiyaz, O’Connor, Brian D., O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J. Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A., Ojesina, Akinyemi I., Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ott, German, Ouellette, B. F. Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J., Parker, Joel S., Parsons, Simon L., Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V., Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A., Perou, Charles M., Petersen, Gloria M., Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M., Phillips, Mark, Pich, Oriol, Pickett, Hilda A., Pihl, Todd D., Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V., Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R., Prinz, Manuel, Pritchard, Antonia L., Prokopec, Stephenie D., Provenzano, Elena, Puente, Xose S., Puig, Sonia, Pulido-Tamayo, Sergio, Pupo, Gulietta M., Purdie, Colin A., Quinn, Michael C., Rabionet, Raquel, Rader, Janet S., Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J., Rathmell, W. Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A., Riazalhosseini, Yasser, Richardson, Andrea L., Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R., Roberts, Nicola D., Roberts, Steven A., Robertson, A. Gordon, Robertson, Alan J., Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F. Germán, Roehrl, Michael H. A., Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C., Rosenwald, Andreas, Rowe, Edward W., Rozen, Steven G., Rubanova, Yulia, Rubin, Mark A., Rubio-Perez, Carlota, Rudneva, Vasilisa A., Rusev, Borislav C., Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y., Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S., Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn P. M., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E., Schilhabel, Markus B., Schlomm, Thorsten, Schmidt, Heather K., Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E., Schwarz, Roland F., Scolyer, Richard A., Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V., Selander, Iris, Semple, Colin A., Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C., Shackleton, Mark, Shah, Nimish C., Shahabi, Sagedeh, Shang, Catherine A., Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I., Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S., Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Siebert, Reiner, Sieuwerts, Anieta M., Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O., Simbolo, Michele, Simon, Ronald, Simons, Janae V., Simpson, Peter T., Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J., Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D., Sofia, Heidi J., Soloway, Matthew G., Song, Lei, Sood, Anil K., Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M., Span, Paul N., Spellman, Paul T., Sperandio, Nicola, Spillane, Andrew J., Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F., Staib, Peter, Stark, Stefan G., Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D., Stenhouse, Alasdair, Stilgenbauer, Stephan, Stratton, Michael R., Stretch, Jonathan R., Stunnenberg, Henk G., Su, Hong, Su, Xiaoping, Sun, Ren X., Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J., Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L., Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F., Taylor-Weiner, Amaro, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P., Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M., Thompson, John F., Thompson, R. Houston, Thorne, Heather, Thorne, Leigh B., Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E., Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W., Toprak, Umut H., Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz H. P., Tsao, Ming, Tsunoda, Tatsuhiko, Tubio, Jose M. C., Tucker, Olga, Turkington, Richard, Turner, Daniel J., Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T., Umbricht, Christopher, Umer, Husen M., Underwood, Timothy J., Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J., Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G., Van Den Eynden, Gert G., Van Der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven P. C., Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, Raghavan, K. Vijay, Viksna, Juris, Vilain, Ricardo E., Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M., Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Yumeng, Wang, Zhining, Waring, Paul M., Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y., Wedge, David C., Weichenhan, Dieter, Weinberger, Paul, Weisenberger, Daniel J., Welch, Ian, Whalley, Justin P., Whitaker, Hayley C., Wigle, Dennis, Wilkerson, Matthew D., Williams, Ashley, Wilmott, James S., Wilson, Gavin W., Wilson, Julie M., Wilson, Richard K., Winterhoff, Boris, Wintersinger, Jeffrey A., Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H., Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G., Wright, Adam J., Wright, Derek W., Wright, Mark H., Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Yachida, Shinichi, Yamaguchi, Rui, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y., Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Yoon, Christopher J., Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C., Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, DeFazio, Anna, Van As, Nicholas, Van Deurzen, Carolien H. M., Van De Vijver, Marc J., Van’t Veer, L., and Von Mering, Christian
Subjects: 692/4028/67/69, 706/648/697/129/2043, 631/114/2399, article, 45/23, 139, 631/1647/2217/748, 3. Good health
Abstract: Funder: NCI U24CA211006, The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) curated consensus somatic mutation calls using whole exome sequencing (WES) and whole genome sequencing (WGS), respectively. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2,658 cancers across 38 tumour types, we compare WES and WGS side-by-side from 746 TCGA samples, finding that ~80% of mutations overlap in covered exonic regions. We estimate that low variant allele fraction (VAF < 15%) and clonal heterogeneity contribute up to 68% of private WGS mutations and 71% of private WES mutations. We observe that ~30% of private WGS mutations trace to mutations identified by a single variant caller in WES consensus efforts. WGS captures both ~50% more variation in exonic regions and un-observed mutations in loci with variable GC-content. Together, our analysis highlights technological divergences between two reproducible somatic variant detection efforts.

47. Sex differences in oncogenic mutational processes

Author: Prokopec, Stephenie D., Sun, Ren X., Yousif, Fouad, Schmitz, Nathaniel, Al-Shahrour, Fatima, Atwal, Gurnit, Bailey, Peter J., Biankin, Andrew V., Boutros, Paul C., Campbell, Peter J., Chang, David K., Cooke, Susanna L., Deshpande, Vikram, Faltas, Bishoy M., Faquin, William C., Garraway, Levi, Getz, Gad, Grimmond, Sean M., Haider, Syed, Hoadley, Katherine A., Jiao, Wei, Kaiser, Vera B., Karlić, Rosa, Kato, Mamoru, Kübler, Kirsten, Lazar, Alexander J., Li, Constance H., Louis, David N., Margolin, Adam, Martin, Sancha, Nahal-Bose, Hardeep K., Nielsen, G. Petur, Nik-Zainal, Serena, Omberg, Larsson, P’ng, Christine, Perry, Marc D., Polak, Paz, Rheinbay, Esther, Rubin, Mark A., Semple, Colin A., Sgroi, Dennis C., Shibata, Tatsuhiro, Siebert, Reiner, Smith, Jaclyn, Stein, Lincoln D., Stobbe, Miranda D., Thai, Kevin, Wright, Derek W., Wu, Chin-Lee, Yuan, Ke, Zhang, Junjun, Aaltonen, Lauri A., Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J., Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C., Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T., Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B., Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G., Amary, Fernanda, Amin, Samirkumar B., Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J., Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L., Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-Ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Aukema, Sietse, Auman, J. Todd, Aure, Miriam R., Awadalla, Philip, Aymerich, Marta, Bader, Gary D., Baez-Ortega, Adrian, Bailey, Matthew H., Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E., Barbi, Stefano, Barbour, Andrew P., Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F., Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B., Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A., Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K., Bergstrom, Erik N., Berman, Benjamin P., Berney, Daniel M., Bernhart, Stephan H., Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G., Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K., Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S., Boot, Arnoud, Bootwalla, Moiz S., Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A., Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G. Steven, Bowen, David T., Bowlby, Reanne, Bowtell, David D. L., Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S., Brinkman, Arie B., Bristow, Robert G., Broaddus, Russell R., Brock, Jane E., Brock, Malcolm, Broeks, Annegien, Brooks, Angela N., Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy J. C., Bruzos, Alicia L., Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H., Busanovich, John, Bustamante, Carlos D., Butler, Adam P., Butte, Atul J., Byrne, Niall J., Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J., Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E., Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E., Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S., Chanock, Stephen J., Chantrill, Lorraine A., Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Ken, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D., Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N., Christie, Elizabeth L., Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C., Connor, Ashton A., Cooper, Colin S., Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G., Cordner, Stephen M., Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A., Craft, Brian, Craft, David, Creighton, Chad J., Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A., Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R., Davies, Helen, Davis, Ian J., Davis-Dusenbery, Brandi N., Dawson, Kevin J., De La Vega, Francisco M., De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P., Delaneau, Olivier, Demchok, John A., Demeulemeester, Jonas, Demidov, German M., Demircioğlu, Deniz, Dennis, Nening M., Denroche, Robert E., Dentro, Stefan C., Desai, Nikita, Deshwar, Amit G., Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C., Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q., Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T., Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M., Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J., Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R., Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F., Edmonds, Stuart, Edwards, Paul A., Edwards, Sandra E., Eeles, Rosalind A., Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle M. G., Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E., Fan, Daiming, Fan, Yu, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L., Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A., Fink, J. Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W., Fitzgerald, Anna, Fitzgerald, Rebecca C., Flanagan, Adrienne M., Fleshner, Neil E., Flicek, Paul, Foekens, John A., Fong, Kwun M., Fonseca, Nuno A., Foster, Christopher S., Fox, Natalie S., Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C., Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A., Fulton, Robert S., Furuta, Mayuko, Futreal, P. Andrew, Füllgrabe, Anja, Gabriel, Stacey B., Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garred, Øystein, Garrison, Erik, Garsed, Dale W., Gehlenborg, Nils, Gelpi, Josep L. L., George, Joshy, Gerhard, Daniela S., Gerhauser, Clarissa, Gershenwald, Jeffrey E., Gerstein, Mark, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gill, Anthony J., Gill, Pelvender, Giri, Dilip D., Glodzik, Dominik, Gnanapragasam, Vincent J., Goebler, Maria Elisabeth, Goldman, Mary J., Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A., Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S., Grant, Robert C., Green, Anthony R., Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grossman, Robert L., Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G., Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E., Habermann, Nina, Hach, Faraz, Hama, Natsuko, Hamdy, Freddie C., Hamilton, Anne, Hamilton, Mark P., Han, Leng, Hanna, George B., Hansmann, Martin, Haradhvala, Nicholas J., Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O., Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D. Neil, Hayes, Stephen J., Hayward, Nicholas K., Hazell, Steven, He, Yao, Heath, Allison P., Heath, Simon C., Hedley, David, Hegde, Apurva M., Heiman, David I., Heinold, Michael C., Heins, Zachary, Heisler, Lawrence E., Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J., Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hess, Julian M., Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I., Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z., Hollingsworth, Michael A., Holmes, Oliver, Holt, Robert A., Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H., Hooijer, Gerrit K., Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-Lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J., Hummel, Michael, Hung, Jillian A., Huntsman, David, Hupp, Ted R., Huse, Jason, Huska, Matthew R., Hutter, Barbara, Hutter, Carolyn M., Hübschmann, Daniel, Iacobuzio-Donahue, Christine A., Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B., Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, S. M. Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose M. G., Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B., Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C., Jayasinghe, Reyka, Jefferys, Stuart R., Jegalian, Karine, Jennings, Jennifer L., Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Johansson, Peter A., Johns, Amber L., Johns, Jeremy, Johnson, Rory, Johnson, Todd A., Jolly, Clemency, Joly, Yann, Jonasson, Jon G., Jones, Corbin D., Jones, David R., Jones, David T. W., Jones, Nic, Jones, Steven J. M., Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kakavand, Hojabr, Kalimuthu, Sangeetha, Von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S., Katai, Hitoshi, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D., Kazakoff, Stephen H., Kazanov, Marat D., Keays, Maria, Kebebew, Electron, Kefford, Richard F., Kellis, Manolis, Kench, James G., Kennedy, Catherine J., Kerssemakers, Jules N. A., Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K., Kim, Youngwook, King, Tari A., Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J., Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M., Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O., Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H., Laird, Peter W., Lakhani, Sunil R., Lalansingh, Christopher M., Lalonde, Emilie, Lamaze, Fabien C., Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta M. S., Lawerenz, Chris, Lawlor, Rita T., Lawrence, Michael S., Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R., Leongamornlert, Daniel A., Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Chang, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, W. M., Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V., Lopez-Guillermo, Armando, Lou, Shaoke, Lovat, Laurence B., Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J., Lynch, Andy G., Lype, Lisa, López, Cristina, López-Otín, Carlos, Ma, Eric Z., Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T., Maitra, Arindam, Majumder, Partha P., Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J., Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R., Margolin, Adam A., Marin, Maximillian G., Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A., Marsden, Luke, Martens, John W. M., Martin-Subero, Jose I., Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E., Mashl, R. Jay, Massie, Charlie E., Matthew, Thomas J., Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D., McLellan, Michael D., McPherson, John D., McPherson, John R., McPherson, Treasa A., Meier, Samuel R., Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D., Merson, Sue, Meyerson, Matthew, Meyerson, William, Mieczkowski, Piotr A., Mihaiescu, George L., Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A., Miller, David K., Miller, Jessica K., Mills, Gordon B., Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J., Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J., Moore, Richard A., Morganella, Sandro, Morris, Quaid D., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J., Mungall, Karen, Musgrove, Elizabeth A., Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M., Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M., Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio C. P., Neal, David E., Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J., Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, Morten Muhlig, Noble, Michael S., Nones, Katia, Northcott, Paul A., Notta, Faiyaz, O’Connor, Brian D., O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J. Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A., Ojesina, Akinyemi I., Ojima, Hidenori, Okusaka, Takuji, Ong, Chovon Kiat, Ossowski, Stephan, Ott, German, Ouellette, B. F. Francis, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J., Parker, Joel S., Parsons, Simon L., Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V., Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A., Perou, Charles M., Petersen, Gloria M., Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M., Phillips, Mark, Pich, Oriol, Pickett, Hilda A., Pihl, Todd D., Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V., Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R., Prinz, Manuel, Pritchard, Antonia L., Provenzano, Elena, Puente, Xose S., Puig, Sonia, Puiggròs, Montserrat, Pulido-Tamayo, Sergio, Pupo, Gulietta M., Purdie, Colin A., Quinn, Michael C., Rabionet, Raquel, Rader, Janet S., Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M., Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J., Rathmell, W. Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A., Reynolds, Sheila M., Riazalhosseini, Yasser, Richardson, Andrea L., Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R., Roberts, Nicola D., Roberts, Steven A., Robertson, A. Gordon, Robertson, Alan J., Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F. Germán, Roehrl, Michael H. A., Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C., Rosenwald, Andreas, Rowe, Edward W., Royo, Romina, Rozen, Steven G., Rubanova, Yulia, Rubio-Perez, Carlota, Rudneva, Vasilisa A., Rusev, Borislav C., Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y., Sadeghi, Sara, Sahinalp, S. Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S., Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn P. M., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E., Schilhabel, Markus B., Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K., Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E., Schwarz, Roland F., Scolyer, Richard A., Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V., Selander, Iris, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Shackleton, Mark, Shah, Nimish C., Shahabi, Sagedeh, Shang, Catherine A., Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I., Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S., Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Sieuwerts, Anieta M., Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O., Simbolo, Michele, Simon, Ronald, Simons, Janae V., Simpson, Jared T., Simpson, Peter T., Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J., Smid, Marcel, Smith-McCune, Karen, Socci, Nicholas D., Sofia, Heidi J., Soloway, Matthew G., Song, Lei, Sood, Anil K., Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M., Span, Paul N., Spellman, Paul T., Sperandio, Nicola, Spillane, Andrew J., Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F., Staib, Peter, Stark, Stefan G., Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stratton, Michael R., Stretch, Jonathan R., Struck, Adam J., Stuart, Joshua M., Stunnenberg, Henk G., Su, Hong, Su, Xiaoping, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J., Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L., Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F., Taylor-Weiner, Amaro, Teague, Jon W., Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thayer, Sarah P., Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M., Thompson, John F., Thompson, R. Houston, Thorne, Heather, Thorne, Leigh B., Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E., Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W., Toprak, Umut H., Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz H. P., Tsao, Ming, Tsunoda, Tatsuhiko, Tubio, Jose M. C., Tucker, Olga, Turkington, Richard, Turner, Daniel J., Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T., Umbricht, Christopher, Umer, Husen M., Underwood, Timothy J., Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J., Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G., Van Den Eynden, Gert G., Van Der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven P. C., Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, Raghavan, K. Vijay, Viksna, Juris, Vilain, Ricardo E., Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M., Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wala, Jeremiah A., Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M., Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y., Waszak, Sebastian M., Wedge, David C., Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N., Weischenfeldt, Joachim, Weisenberger, Daniel J., Welch, Ian, Wendl, Michael C., Werner, Johannes, Whalley, Justin P., Wheeler, David A., Whitaker, Hayley C., Wigle, Dennis, Wilkerson, Matthew D., Williams, Ashley, Wilmott, James S., Wilson, Gavin W., Wilson, Julie M., Wilson, Richard K., Winterhoff, Boris, Wintersinger, Jeffrey A., Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H., Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G., Wright, Adam J., Wright, Mark H., Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N., Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y., Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D., Yoon, Christopher J., Yoon, Sung-Soo, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Yuan, Yuen, Denis, Yung, Christina K., Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C., Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, DeFazio, Anna, Van As, Nicholas, Van Deurzen, Carolien H. M., Van De Vijver, Marc J., Veer, L. Van’t, and Von Mering, Christian
Subjects: 692/4028/67/69, ComputingMilieux_THECOMPUTINGPROFESSION, 45, 631/67/68, 692/4028/67/395, 38/23, 631/114/2785, article, ComputingMilieux_LEGALASPECTSOFCOMPUTING, 119, 10. No inequality, GeneralLiterature_MISCELLANEOUS, 3. Good health
Abstract: Funder: Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada (NSERC Canadian Network for Research and Innovation in Machining Technology); doi: https://doi.org/10.13039/501100002790, Funder: Genome Canada (Génome Canada); doi: https://doi.org/10.13039/100008762, Funder: Canada Foundation for Innovation (Fondation canadienne pour l'innovation); doi: https://doi.org/10.13039/501100000196, Funder: Terry Fox Research Institute (Institut de Recherche Terry Fox); doi: https://doi.org/10.13039/501100004376, Sex differences have been observed in multiple facets of cancer epidemiology, treatment and biology, and in most cancers outside the sex organs. Efforts to link these clinical differences to specific molecular features have focused on somatic mutations within the coding regions of the genome. Here we report a pan-cancer analysis of sex differences in whole genomes of 1983 tumours of 28 subtypes as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium. We both confirm the results of exome studies, and also uncover previously undescribed sex differences. These include sex-biases in coding and non-coding cancer drivers, mutation prevalence and strikingly, in mutational signatures related to underlying mutational processes. These results underline the pervasiveness of molecular sex differences and strengthen the call for increased consideration of sex in molecular cancer research.

48. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples

Author: Meyerson, William U., Dursi, Lewis Jonathan, Wang, Liang-Bo, Dong, Guanlan, Liang, Wen-Wei, Weerasinghe, Amila, Kelso, Sean, Wendl, Michael C., Simpson, Jared T., Akbani, Rehan, Anur, Pavana, Bailey, Matthew H., Buchanan, Alex, Chiotti, Kami, Covington, Kyle, Creason, Allison, Ding, Li, Ellrott, Kyle, Fan, Yu, Foltz, Steven, Getz, Gad, Hale, Walker, Haussler, David, Hess, Julian M., Hutter, Carolyn M., Kandoth, Cyriac, Kasaian, Katayoon, Kasapi, Melpomeni, Larson, Dave, Leshchiner, Ignaty, Letaw, John, Ma, Singer, McLellan, Michael D., Men, Yifei, Mills, Gordon B., Niu, Beifang, Peto, Myron, Radenbaugh, Amie, Reynolds, Sheila M., Saksena, Gordon, Sofia, Heidi, Stewart, Chip, Struck, Adam J., Stuart, Joshua M., Wang, Wenyi, Weinstein, John N., Wheeler, David A., Wong, Christopher K., Xi, Liu, Ye, Kai, Bieg, Matthias, Boutros, Paul C., Buchhalter, Ivo, Butler, Adam P., Chen, Ken, Chong, Zechen, Drechsel, Oliver, Jonathan Dursi, Lewis, Eils, Roland, Espiritu, Shadrielle M. G., Fulton, Robert S., Gao, Shengjie, Gelpi, Josep L. L., Gerstein, Mark B., Gonzalez, Santiago, Gut, Ivo G., Hach, Faraz, Heinold, Michael C., Hinton, Jonathan, Hu, Taobo, Huang, Vincent, Huang, Yi, Hutter, Barbara, Jones, David R., Jung, Jongsun, Jäger, Natalie, Kim, Hyung-Lae, Kleinheinz, Kortine, Kumar, Sushant, Kumar, Yogesh, Lalansingh, Christopher M., Letunic, Ivica, Livitz, Dimitri, Ma, Eric Z., Maruvka, Yosef E., Mashl, R. Jay, Menzies, Andrew, Milovanovic, Ana, Nielsen, Morten Muhlig, Ossowski, Stephan, Paramasivam, Nagarajan, Pedersen, Jakob Skou, Perry, Marc D., Puiggròs, Montserrat, Raine, Keiran M., Rheinbay, Esther, Royo, Romina, Sahinalp, S. Cenk, Sarrafi, Iman, Schlesner, Matthias, Stebbings, Lucy, Stobbe, Miranda D., Teague, Jon W., Tiao, Grace, Torrents, David, Wala, Jeremiah A., Wang, Jiayin, Waszak, Sebastian M., Weischenfeldt, Joachim, Werner, Johannes, Wu, Zhenggang, Xue, Hong, Yakneen, Sergei, Yamaguchi, Takafumi N., Yellapantula, Venkata D., Yung, Christina K., Zhang, Junjun, Aaltonen, Lauri A., Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J., Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akdemir, Kadir C., Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T., Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B., Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G., Amary, Fernanda, Amin, Samirkumar B., Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J., Ang, Yeng, Antonello, Davide, Aparicio, Samuel, Appelbaum, Elizabeth L., Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-Ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J. Todd, Aure, Miriam R., Awadalla, Philip, Aymerich, Marta, Bader, Gary D., Baez-Ortega, Adrian, Bailey, Peter J., Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E., Barbi, Stefano, Barbour, Andrew P., Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F., Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B., Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A., Behjati, Sam, Behren, Andreas, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K., Bergstrom, Erik N., Berman, Benjamin P., Berney, Daniel M., Bernhart, Stephan H., Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G., Biankin, Andrew V., Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K., Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S., Boot, Arnoud, Bootwalla, Moiz S., Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A., Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G. Steven, Bowen, David T., Bowlby, Reanne, Bowtell, David D. L., Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S., Brinkman, Arie B., Bristow, Robert G., Broaddus, Russell R., Brock, Jane E., Brock, Malcolm, Broeks, Annegien, Brooks, Angela N., Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy J. C., Bruzos, Alicia L., Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H., Busanovich, John, Bustamante, Carlos D., Butte, Atul J., Byrne, Niall J., Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J., Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campbell, Peter J., Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E., Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E., Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S., Chang, David K., Chanock, Stephen J., Chantrill, Lorraine A., Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D., Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Choo, Su Pin, Chou, Angela, Christ, Angelika N., Christie, Elizabeth L., Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C., Connor, Ashton A., Cooke, Susanna L., Cooper, Colin S., Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G., Cordner, Stephen M., Cortés-Ciriano, Isidro, Cowin, Prue A., Craft, Brian, Craft, David, Creighton, Chad J., Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A., Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R., Davies, Helen, Davis, Ian J., Davis-Dusenbery, Brandi N., Dawson, Kevin J., De La Vega, Francisco M., De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P., Delaneau, Olivier, Demchok, John A., Demeulemeester, Jonas, Demidov, German M., Demircioğlu, Deniz, Dennis, Nening M., Denroche, Robert E., Dentro, Stefan C., Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G., Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C., Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Shuai, Dinh, Huy Q., Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T., Drapkin, Ronny, Drews, Ruben M., Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J., Dunn, Michael, Duthie, Fraser R., Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F., Edmonds, Stuart, Edwards, Paul A., Edwards, Sandra E., Eeles, Rosalind A., Ehinger, Anna, Eils, Juergen, El-Naggar, Adel, Eldridge, Matthew, Erkek, Serap, Escaramis, Georgia, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E., Faltas, Bishoy M., Fan, Daiming, Faquin, William C., Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L., Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A., Fink, J. Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W., Fitzgerald, Anna, Fitzgerald, Rebecca C., Flanagan, Adrienne M., Fleshner, Neil E., Flicek, Paul, Foekens, John A., Fong, Kwun M., Fonseca, Nuno A., Foster, Christopher S., Fox, Natalie S., Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C., Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A., Furuta, Mayuko, Futreal, P. Andrew, Füllgrabe, Anja, Gabriel, Stacey B., Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Garraway, Levi, Garred, Øystein, Garrison, Erik, Garsed, Dale W., Gehlenborg, Nils, George, Joshy, Gerhard, Daniela S., Gerhauser, Clarissa, Gershenwald, Jeffrey E., Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gill, Anthony J., Gill, Pelvender, Giri, Dilip D., Glodzik, Dominik, Gnanapragasam, Vincent J., Goebler, Maria Elisabeth, Goldman, Mary J., Gomez, Carmen, Gonzalez-Perez, Abel, Gordenin, Dmitry A., Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S., Grant, Robert C., Green, Anthony R., Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M., Grossman, Robert L., Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E., Habermann, Nina, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C., Hamilton, Anne, Hamilton, Mark P., Han, Leng, Hanna, George B., Hansmann, Martin, Haradhvala, Nicholas J., Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O., Harrington, Eoghan, Hasegawa, Takanori, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D. Neil, Hayes, Stephen J., Hayward, Nicholas K., Hazell, Steven, He, Yao, Heath, Allison P., Heath, Simon C., Hedley, David, Hegde, Apurva M., Heiman, David I., Heins, Zachary, Heisler, Lawrence E., Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J., Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hilmarsdottir, Holmfridur, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A., Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I., Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z., Hollingsworth, Michael A., Holmes, Oliver, Holt, Robert A., Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H., Hooijer, Gerrit K., Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Hua, Xing, Huang, Kuan-Lin, Huang, Mei, Huang, Mi Ni, Huber, Wolfgang, Hudson, Thomas J., Hummel, Michael, Hung, Jillian A., Huntsman, David, Hupp, Ted R., Huse, Jason, Huska, Matthew R., Hübschmann, Daniel, Iacobuzio-Donahue, Christine A., Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B., Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, S. M. Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose M. G., Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B., Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C., Jayasinghe, Reyka, Jefferys, Stuart R., Jegalian, Karine, Jennings, Jennifer L., Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A., Johns, Amber L., Johns, Jeremy, Johnson, Rory, Johnson, Todd A., Jolly, Clemency, Joly, Yann, Jonasson, Jon G., Jones, Corbin D., Jones, David T. W., Jones, Nic, Jones, Steven J. M., Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B., Kakavand, Hojabr, Kalimuthu, Sangeetha, Von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kassahn, Karin S., Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D., Kazakoff, Stephen H., Kazanov, Marat D., Keays, Maria, Kebebew, Electron, Kefford, Richard F., Kellis, Manolis, Kench, James G., Kennedy, Catherine J., Kerssemakers, Jules N. A., Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K., Kim, Youngwook, King, Tari A., Klapper, Wolfram, Klimczak, Leszek J., Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M., Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O., Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H., Laird, Peter W., Lakhani, Sunil R., Lalonde, Emilie, Lamaze, Fabien C., Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta M. S., Lawerenz, Chris, Lawlor, Rita T., Lawrence, Michael S., Lazar, Alexander J., Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R., Leongamornlert, Daniel A., Letourneau, Louis, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H., Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, W. M., Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V., Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N., Lovat, Laurence B., Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J., Lynch, Andy G., Lype, Lisa, López, Cristina, López-Otín, Carlos, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T., Maitra, Arindam, Majumder, Partha P., Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J., Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R., Margolin, Adam A., Marin, Maximillian G., Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A., Marsden, Luke, Martens, John W. M., Martin, Sancha, Martin-Subero, Jose I., Martincorena, Iñigo, Martinez-Fundichely, Alexander, Massie, Charlie E., Matthew, Thomas J., Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D., McPherson, John D., McPherson, John R., McPherson, Treasa A., Meier, Samuel R., Meng, Alice, Meng, Shaowu, Merrett, Neil D., Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A., Mihaiescu, George L., Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A., Miller, David K., Miller, Jessica K., Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J., Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J., Moore, Richard A., Morganella, Sandro, Morris, Quaid D., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J., Mungall, Karen, Musgrove, Elizabeth A., Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M., Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M., Nahal-Bose, Hardeep K., Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio C. P., Neal, David E., Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J., Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G. Petur, Nik-Zainal, Serena, Noble, Michael S., Nones, Katia, Northcott, Paul A., Notta, Faiyaz, O’Connor, Brian D., O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J. Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A., Ojesina, Akinyemi I., Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ott, German, Ouellette, B. F. Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J., Parker, Joel S., Parsons, Simon L., Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V., Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A., Perou, Charles M., Petersen, Gloria M., Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M., Phillips, Mark, Pich, Oriol, Pickett, Hilda A., Pihl, Todd D., Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V., Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R., Prinz, Manuel, Pritchard, Antonia L., Prokopec, Stephenie D., Provenzano, Elena, Puente, Xose S., Puig, Sonia, Pulido-Tamayo, Sergio, Pupo, Gulietta M., Purdie, Colin A., Quinn, Michael C., Rabionet, Raquel, Rader, Janet S., Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J., Rathmell, W. Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A., Riazalhosseini, Yasser, Richardson, Andrea L., Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R., Roberts, Nicola D., Roberts, Steven A., Robertson, A. Gordon, Robertson, Alan J., Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F. Germán, Roehrl, Michael H. A., Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C., Rosenwald, Andreas, Rowe, Edward W., Rozen, Steven G., Rubanova, Yulia, Rubin, Mark A., Rubio-Perez, Carlota, Rudneva, Vasilisa A., Rusev, Borislav C., Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y., Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S., Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn P. M., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E., Schilhabel, Markus B., Schlomm, Thorsten, Schmidt, Heather K., Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E., Schwarz, Roland F., Scolyer, Richard A., Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V., Selander, Iris, Semple, Colin A., Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C., Shackleton, Mark, Shah, Nimish C., Shahabi, Sagedeh, Shang, Catherine A., Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I., Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S., Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Siebert, Reiner, Sieuwerts, Anieta M., Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O., Simbolo, Michele, Simon, Ronald, Simons, Janae V., Simpson, Peter T., Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J., Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D., Sofia, Heidi J., Soloway, Matthew G., Song, Lei, Sood, Anil K., Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M., Span, Paul N., Spellman, Paul T., Sperandio, Nicola, Spillane, Andrew J., Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F., Staib, Peter, Stark, Stefan G., Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D., Stenhouse, Alasdair, Stilgenbauer, Stephan, Stratton, Michael R., Stretch, Jonathan R., Stunnenberg, Henk G., Su, Hong, Su, Xiaoping, Sun, Ren X., Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J., Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L., Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F., Taylor-Weiner, Amaro, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P., Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M., Thompson, John F., Thompson, R. Houston, Thorne, Heather, Thorne, Leigh B., Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E., Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W., Toprak, Umut H., Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz H. P., Tsao, Ming, Tsunoda, Tatsuhiko, Tubio, Jose M. C., Tucker, Olga, Turkington, Richard, Turner, Daniel J., Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T., Umbricht, Christopher, Umer, Husen M., Underwood, Timothy J., Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J., Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G., Van Den Eynden, Gert G., Van Der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven P. C., Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, Raghavan, K. Vijay, Viksna, Juris, Vilain, Ricardo E., Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M., Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Yumeng, Wang, Zhining, Waring, Paul M., Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y., Wedge, David C., Weichenhan, Dieter, Weinberger, Paul, Weisenberger, Daniel J., Welch, Ian, Whalley, Justin P., Whitaker, Hayley C., Wigle, Dennis, Wilkerson, Matthew D., Williams, Ashley, Wilmott, James S., Wilson, Gavin W., Wilson, Julie M., Wilson, Richard K., Winterhoff, Boris, Wintersinger, Jeffrey A., Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H., Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G., Wright, Adam J., Wright, Derek W., Wright, Mark H., Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Yachida, Shinichi, Yamaguchi, Rui, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y., Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Yoon, Christopher J., Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C., Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, DeFazio, Anna, Van As, Nicholas, Van Deurzen, Carolien H. M., Van De Vijver, Marc J., Van’t Veer, L., and Von Mering, Christian
Subjects: 692/4028/67/69, 706/648/697/129/2043, 631/114/2399, article, 45/23, 139, 631/1647/2217/748, 3. Good health
Abstract: Funder: NCI U24CA211006, The Cancer Genome Atlas (TCGA) and International Cancer Genome Consortium (ICGC) curated consensus somatic mutation calls using whole exome sequencing (WES) and whole genome sequencing (WGS), respectively. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2,658 cancers across 38 tumour types, we compare WES and WGS side-by-side from 746 TCGA samples, finding that ~80% of mutations overlap in covered exonic regions. We estimate that low variant allele fraction (VAF < 15%) and clonal heterogeneity contribute up to 68% of private WGS mutations and 71% of private WES mutations. We observe that ~30% of private WGS mutations trace to mutations identified by a single variant caller in WES consensus efforts. WGS captures both ~50% more variation in exonic regions and un-observed mutations in loci with variable GC-content. Together, our analysis highlights technological divergences between two reproducible somatic variant detection efforts.

49. Pan-cancer analysis of whole genomes

Author: Campbell, Peter J., Getz, Gad, Korbel, Jan O., Stuart, Joshua M., Jennings, Jennifer L., Stein, Lincoln D., Perry, Marc D., Nahal-Bose, Hardeep K., Ouellette, B. F. Francis, Li, Constance H., Rheinbay, Esther, Nielsen, G. Petur, Sgroi, Dennis C., Wu, Chin-Lee, Faquin, William C., Deshpande, Vikram, Boutros, Paul C., Lazar, Alexander J., Hoadley, Katherine A., Louis, David N., Dursi, L. Jonathan, Yung, Christina K., Bailey, Matthew H., Saksena, Gordon, Raine, Keiran M., Buchhalter, Ivo, Kleinheinz, Kortine, Schlesner, Matthias, Zhang, Junjun, Wang, Wenyi, Wheeler, David A., Ding, Li, Simpson, Jared T., O’Connor, Brian D., Yakneen, Sergei, Ellrott, Kyle, Miyoshi, Naoki, Butler, Adam P., Royo, Romina, Shorser, Solomon I., Vazquez, Miguel, Rausch, Tobias, Tiao, Grace, Waszak, Sebastian M., Rodriguez-Martin, Bernardo, Shringarpure, Suyash, Wu, Dai-Ying, Demidov, German M., Delaneau, Olivier, Hayashi, Shuto, Imoto, Seiya, Habermann, Nina, Segre, Ayellet V., Garrison, Erik, Cafferkey, Andy, Alvarez, Eva G., Heredia-Genestar, José María, Muyas, Francesc, Drechsel, Oliver, Bruzos, Alicia L., Temes, Javier, Zamora, Jorge, Baez-Ortega, Adrian, Kim, Hyung-Lae, Mashl, R. Jay, Ye, Kai, DiBiase, Anthony, Huang, Kuan-Lin, Letunic, Ivica, McLellan, Michael D., Newhouse, Steven J., Shmaya, Tal, Kumar, Sushant, Wedge, David C., Wright, Mark H., Yellapantula, Venkata D., Gerstein, Mark, Khurana, Ekta, Marques-Bonet, Tomas, Navarro, Arcadi, Bustamante, Carlos D., Siebert, Reiner, Nakagawa, Hidewaki, Easton, Douglas F., Ossowski, Stephan, Tubio, Jose M. C., De La Vega, Francisco M., Estivill, Xavier, Yuen, Denis, Mihaiescu, George L., Omberg, Larsson, Ferretti, Vincent, Sabarinathan, Radhakrishnan, Pich, Oriol, Gonzalez-Perez, Abel, Taylor-Weiner, Amaro, Fittall, Matthew W., Demeulemeester, Jonas, Tarabichi, Maxime, Roberts, Nicola D., Van Loo, Peter, Cortés-Ciriano, Isidro, Urban, Lara, Park, Peter, Zhu, Bin, Pitkänen, Esa, Li, Yilong, Saini, Natalie, Klimczak, Leszek J., Weischenfeldt, Joachim, Sidiropoulos, Nikos, Alexandrov, Ludmil B., Rabionet, Raquel, Escaramis, Georgia, Bosio, Mattia, Holik, Aliaksei Z., Susak, Hana, Prasad, Aparna, Erkek, Serap, Calabrese, Claudia, Raeder, Benjamin, Harrington, Eoghan, Mayes, Simon, Turner, Daniel, Juul, Sissel, Roberts, Steven A., Song, Lei, Koster, Roelof, Mirabello, Lisa, Hua, Xing, Tanskanen, Tomas J., Tojo, Marta, Chen, Jieming, Aaltonen, Lauri A., Rätsch, Gunnar, Schwarz, Roland F., Butte, Atul J., Brazma, Alvis, Chanock, Stephen J., Chatterjee, Nilanjan, Stegle, Oliver, Harismendy, Olivier, Bova, G. Steven, Gordenin, Dmitry A., Haan, David, Sieverling, Lina, Feuerbach, Lars, Chalmers, Don, Joly, Yann, Knoppers, Bartha, Molnár-Gábor, Fruzsina, Phillips, Mark, Thorogood, Adrian, Townend, David, Goldman, Mary, Fonseca, Nuno A., Xiang, Qian, Craft, Brian, Piñeiro-Yáñez, Elena, Muñoz, Alfonso, Petryszak, Robert, Füllgrabe, Anja, Al-Shahrour, Fatima, Keays, Maria, Haussler, David, Weinstein, John, Huber, Wolfgang, Valencia, Alfonso, Papatheodorou, Irene, Zhu, Jingchun, Fan, Yu, Torrents, David, Bieg, Matthias, Chen, Ken, Chong, Zechen, Cibulskis, Kristian, Eils, Roland, Fulton, Robert S., Gelpi, Josep L., Gonzalez, Santiago, Gut, Ivo G., Hach, Faraz, Heinold, Michael, Hu, Taobo, Huang, Vincent, Hutter, Barbara, Jäger, Natalie, Jung, Jongsun, Kumar, Yogesh, Lalansingh, Christopher, Leshchiner, Ignaty, Livitz, Dimitri, Ma, Eric Z., Maruvka, Yosef E., Milovanovic, Ana, Nielsen, Morten Muhlig, Paramasivam, Nagarajan, Pedersen, Jakob Skou, Puiggròs, Montserrat, Sahinalp, S. Cenk, Sarrafi, Iman, Stewart, Chip, Stobbe, Miranda D., Wala, Jeremiah A., Wang, Jiayin, Wendl, Michael, Werner, Johannes, Wu, Zhenggang, Xue, Hong, Yamaguchi, Takafumi N., Yellapantula, Venkata, Davis-Dusenbery, Brandi N., Grossman, Robert L., Kim, Youngwook, Heinold, Michael C., Hinton, Jonathan, Jones, David R., Menzies, Andrew, Stebbings, Lucy, Hess, Julian M., Rosenberg, Mara, Dunford, Andrew J., Gupta, Manaswi, Imielinski, Marcin, Meyerson, Matthew, Beroukhim, Rameen, Reimand, Jüri, Dhingra, Priyanka, Favero, Francesco, Dentro, Stefan, Wintersinger, Jeff, Rudneva, Vasilisa, Park, Ji Wan, Hong, Eun Pyo, Heo, Seong Gu, Kahles, André, Lehmann, Kjong-Van, Soulette, Cameron M., Shiraishi, Yuichi, Liu, Fenglin, He, Yao, Demircioğlu, Deniz, Davidson, Natalie R., Greger, Liliana, Li, Siliang, Liu, Dongbing, Stark, Stefan G., Zhang, Fan, Amin, Samirkumar B., Bailey, Peter, Chateigner, Aurélien, Frenkel-Morgenstern, Milana, Hou, Yong, Huska, Matthew R., Kilpinen, Helena, Lamaze, Fabien C., Li, Chang, Li, Xiaobo, Li, Xinyue, Liu, Xingmin, Marin, Maximillian G., Markowski, Julia, Nandi, Tannistha, Ojesina, Akinyemi I., Pan-Hammarström, Qiang, Park, Peter J., Pedamallu, Chandra Sekhar, Su, Hong, Tan, Patrick, Teh, Bin Tean, Wang, Jian, Xiong, Heng, Ye, Chen, Yung, Christina, Zhang, Xiuqing, Zheng, Liangtao, Zhu, Shida, Awadalla, Philip, Creighton, Chad J., Wu, Kui, Yang, Huanming, Göke, Jonathan, Zhang, Zemin, Brooks, Angela N., Fittall, Matthew W, Martincorena, Iñigo, Rubio-Perez, Carlota, Juul, Malene, Schumacher, Steven, Shapira, Ofer, Tamborero, David, Mularoni, Loris, Hornshøj, Henrik, Deu-Pons, Jordi, Muiños, Ferran, Bertl, Johanna, Guo, Qianyun, Bazant, Wojciech, Barrera, Elisabet, Al-Sedairy, Sultan T., Aretz, Axel, Bell, Cindy, Betancourt, Miguel, Buchholz, Christiane, Calvo, Fabien, Chomienne, Christine, Dunn, Michael, Edmonds, Stuart, Green, Eric, Gupta, Shailja, Hutter, Carolyn M., Jegalian, Karine, Jones, Nic, Lu, Youyong, Nakagama, Hitoshi, Nettekoven, Gerd, Planko, Laura, Scott, David, Shibata, Tatsuhiro, Shimizu, Kiyo, Stratton, Michael R., Yugawa, Takashi, Tortora, Giampaolo, VijayRaghavan, K., Zenklusen, Jean C., Knoppers, Bartha M., Aminou, Brice, Bartolome, Javier, Boroevich, Keith A., Boyce, Rich, Buchanan, Alex, Byrne, Niall J., Chen, Zhaohong, Cho, Sunghoon, Choi, Wan, Clapham, Peter, Dow, Michelle T., Dursi, Lewis Jonathan, Eils, Juergen, Farcas, Claudiu, Fayzullaev, Nodirjon, Flicek, Paul, Heath, Allison P., Hofmann, Oliver, Hong, Jongwhi H., Hudson, Thomas J., Hübschmann, Daniel, Ivkovic, Sinisa, Jeon, Seung-Hyup, Jiao, Wei, Kabbe, Rolf, Kahles, Andre, Kerssemakers, Jules N. A., Kim, Hyunghwan, Kim, Jihoon, Koscher, Michael, Koures, Antonios, Kovacevic, Milena, Lawerenz, Chris, Liu, Jia, Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Miyano, Satoru, Nastic, Mia, Nicholson, Jonathan, Ocana, David, Ohi, Kazuhiro, Ohno-Machado, Lucila, Pihl, Todd D., Prinz, Manuel, Radovic, Petar, Short, Charles, Sofia, Heidi J., Spring, Jonathan, Struck, Adam J., Tijanic, Nebojsa, Vicente, David, Wang, Zhining, Williams, Ashley, Woo, Youngchoon, Wright, Adam J., Yang, Liming, Hamilton, Mark P., Johnson, Todd A., Kahraman, Abdullah, Kellis, Manolis, Polak, Paz, Sallari, Richard, Sinnott-Armstrong, Nasa, Von Mering, Christian, Beltran, Sergi, Gerhard, Daniela S., Gut, Marta, Trotta, Jean-Rémi, Whalley, Justin P., Niu, Beifang, Espiritu, Shadrielle M. G., Gao, Shengjie, Huang, Yi, Lalansingh, Christopher M., Teague, Jon W., Wendl, Michael C., Abascal, Federico, Bader, Gary D., Bandopadhayay, Pratiti, Barenboim, Jonathan, Brunak, Søren, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Choi, Jung Kyoon, Diamanti, Klev, Fink, J. Lynn, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W., Haradhvala, Nicholas J., Harmanci, Arif O., Helmy, Mohamed, Herrmann, Carl, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Isaev, Keren, Izarzugaza, Jose M. G., Johnson, Rory, Juul, Randi Istrup, Kim, Jaegil, Kim, Jong K., Komorowski, Jan, Lanzós, Andrés, Larsson, Erik, Lee, Donghoon, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Martinez-Fundichely, Alexander, McGillivray, Patrick D., Meyerson, William, Paczkowska, Marta, Park, Keunchil, Park, Kiejung, Pons, Tirso, Pulido-Tamayo, Sergio, Reyes-Salazar, Iker, Reyna, Matthew A., Rubin, Mark A., Salichos, Leonidas, Sander, Chris, Schumacher, Steven E., Shackleton, Mark, Shen, Ciyue, Shrestha, Raunak, Shuai, Shimin, Tsunoda, Tatsuhiko, Umer, Husen M., Uusküla-Reimand, Liis, Verbeke, Lieven P. C., Wadelius, Claes, Wadi, Lina, Warrell, Jonathan, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, Lawrence, Michael S., Raphael, Benjamin J., Bailey, Peter J., Craft, David, Goldman, Mary J., Aburatani, Hiroyuki, Binder, Hans, Dinh, Huy Q., Heath, Simon C., Hoffmann, Steve, Imbusch, Charles David, Kretzmer, Helene, Laird, Peter W., Martin-Subero, Jose I., Nagae, Genta, Shen, Hui, Wang, Qi, Weichenhan, Dieter, Zhou, Wanding, Berman, Benjamin P., Brors, Benedikt, Plass, Christoph, Akdemir, Kadir C., Bowtell, David D. L., Burns, Kathleen H., Busanovich, John, Chan, Kin, Dueso-Barroso, Ana, Edwards, Paul A., Etemadmoghadam, Dariush, Haber, James E., Jones, David T. W., Ju, Young Seok, Kazanov, Marat D., Koh, Youngil, Kumar, Kiran, Lee, Eunjung Alice, Lee, Jake June-Koo, Lynch, Andy G., Macintyre, Geoff, Markowetz, Florian, Navarro, Fabio C. P., Pearson, John V., Rippe, Karsten, Scully, Ralph, Villasante, Izar, Waddell, Nicola, Yang, Lixing, Yao, Xiaotong, Yoon, Sung-Soo, Zhang, Cheng-Zhong, Bergstrom, Erik N., Boot, Arnoud, Covington, Kyle, Fujimoto, Akihiro, Huang, Mi Ni, Islam, S. M. Ashiqul, McPherson, John R., Morganella, Sandro, Mustonen, Ville, Ng, Alvin Wei Tian, Prokopec, Stephenie D., Vázquez-García, Ignacio, Wu, Yang, Yousif, Fouad, Yu, Willie, Rozen, Steven G., Rudneva, Vasilisa A., Shringarpure, Suyash S., Turner, Daniel J., Xia, Tian, Atwal, Gurnit, Chang, David K., Cooke, Susanna L., Faltas, Bishoy M., Haider, Syed, Kaiser, Vera B., Karlić, Rosa, Kato, Mamoru, Kübler, Kirsten, Margolin, Adam, Martin, Sancha, Nik-Zainal, Serena, P’ng, Christine, Semple, Colin A., Smith, Jaclyn, Sun, Ren X., Thai, Kevin, Wright, Derek W., Yuan, Ke, Biankin, Andrew V., Garraway, Levi, Grimmond, Sean M., Adams, David J., Anur, Pavana, Cao, Shaolong, Christie, Elizabeth L., Cmero, Marek, Cun, Yupeng, Dawson, Kevin J., Dentro, Stefan C., Deshwar, Amit G., Donmez, Nilgun, Drews, Ruben M., Gerstung, Moritz, Ha, Gavin, Haase, Kerstin, Jerman, Lara, Ji, Yuan, Jolly, Clemency, Lee, Juhee, Lee-Six, Henry, Malikic, Salem, Mitchell, Thomas J., Morris, Quaid D., Oesper, Layla, Peifer, Martin, Peto, Myron, Rosebrock, Daniel, Rubanova, Yulia, Salcedo, Adriana, Sengupta, Subhajit, Shi, Ruian, Shin, Seung Jun, Spiro, Oliver, Vembu, Shankar, Wintersinger, Jeffrey A., Yang, Tsun-Po, Yu, Kaixian, Zhu, Hongtu, Spellman, Paul T., Weinstein, John N., Chen, Yiwen, Fujita, Masashi, Han, Leng, Hasegawa, Takanori, Komura, Mitsuhiro, Li, Jun, Mizuno, Shinichi, Shimizu, Eigo, Wang, Yumeng, Xu, Yanxun, Yamaguchi, Rui, Yang, Fan, Yang, Yang, Yoon, Christopher J., Yuan, Yuan, Liang, Han, Alawi, Malik, Borozan, Ivan, Brewer, Daniel S., Cooper, Colin S., Desai, Nikita, Grundhoff, Adam, Iskar, Murat, Su, Xiaoping, Zapatka, Marc, Lichter, Peter, Alsop, Kathryn, Bruxner, Timothy J. C., Christ, Angelika N., Cordner, Stephen M., Cowin, Prue A., Drapkin, Ronny, Fereday, Sian, George, Joshy, Hamilton, Anne, Holmes, Oliver, Hung, Jillian A., Kassahn, Karin S., Kazakoff, Stephen H., Kennedy, Catherine J., Leonard, Conrad R., Mileshkin, Linda, Miller, David K., Arnau, Gisela Mir, Mitchell, Chris, Newell, Felicity, Nones, Katia, Patch, Ann-Marie, Quinn, Michael C., Taylor, Darrin F., Thorne, Heather, Traficante, Nadia, Vedururu, Ravikiran, Waddell, Nick M., Waring, Paul M., Wood, Scott, Xu, Qinying, DeFazio, Anna, Anderson, Matthew J., Antonello, Davide, Barbour, Andrew P., Bassi, Claudio, Bersani, Samantha, Cataldo, Ivana, Chantrill, Lorraine A., Chiew, Yoke-Eng, Chou, Angela, Cingarlini, Sara, Cloonan, Nicole, Corbo, Vincenzo, Davi, Maria Vittoria, Duthie, Fraser R., Gill, Anthony J., Graham, Janet S., Harliwong, Ivon, Jamieson, Nigel B., Johns, Amber L., Kench, James G., Landoni, Luca, Lawlor, Rita T., Mafficini, Andrea, Merrett, Neil D., Miotto, Marco, Musgrove, Elizabeth A., Nagrial, Adnan M., Oien, Karin A., Pajic, Marina, Pinese, Mark, Robertson, Alan J., Rooman, Ilse, Rusev, Borislav C., Samra, Jaswinder S., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Sereni, Elisabetta, Sikora, Katarzyna O., Simbolo, Michele, Taschuk, Morgan L., Toon, Christopher W., Vicentini, Caterina, Wu, Jianmin, Zeps, Nikolajs, Behren, Andreas, Burke, Hazel, Cebon, Jonathan, Dagg, Rebecca A., De Paoli-Iseppi, Ricardo, Dutton-Regester, Ken, Field, Matthew A., Fitzgerald, Anna, Hersey, Peter, Jakrot, Valerie, Johansson, Peter A., Kakavand, Hojabr, Kefford, Richard F., Lau, Loretta M. S., Long, Georgina V., Pickett, Hilda A., Pritchard, Antonia L., Pupo, Gulietta M., Saw, Robyn P. M., Schramm, Sarah-Jane, Shang, Catherine A., Shang, Ping, Spillane, Andrew J., Stretch, Jonathan R., Tembe, Varsha, Thompson, John F., Vilain, Ricardo E., Wilmott, James S., Yang, Jean Y., Hayward, Nicholas K., Mann, Graham J., Scolyer, Richard A., Bartlett, John, Bavi, Prashant, Chadwick, Dianne E., Chan-Seng-Yue, Michelle, Cleary, Sean, Connor, Ashton A., Czajka, Karolina, Denroche, Robert E., Dhani, Neesha C., Eagles, Jenna, Gallinger, Steven, Grant, Robert C., Hedley, David, Hollingsworth, Michael A., Jang, Gun Ho, Johns, Jeremy, Kalimuthu, Sangeetha, Liang, Sheng-Ben, Lungu, Ilinca, Luo, Xuemei, Mbabaali, Faridah, McPherson, Treasa A., Miller, Jessica K., Moore, Malcolm J., Notta, Faiyaz, Pasternack, Danielle, Petersen, Gloria M., Roehrl, Michael H. A., Sam, Michelle, Selander, Iris, Serra, Stefano, Shahabi, Sagedeh, Thayer, Sarah P., Timms, Lee E., Wilson, Gavin W., Wilson, Julie M., Wouters, Bradly G., McPherson, John D., Beck, Timothy A., Bhandari, Vinayak, Collins, Colin C., Fleshner, Neil E., Fox, Natalie S., Fraser, Michael, Heisler, Lawrence E., Lalonde, Emilie, Livingstone, Julie, Meng, Alice, Sabelnykova, Veronica Y., Shiah, Yu-Jia, Van Der Kwast, Theodorus, Bristow, Robert G., Ding, Shuai, Fan, Daiming, Li, Lin, Nie, Yongzhan, Xiao, Xiao, Xing, Rui, Yang, Shanlin, Yu, Yingyan, Zhou, Yong, Banks, Rosamonde E., Bourque, Guillaume, Brennan, Paul, Letourneau, Louis, Riazalhosseini, Yasser, Scelo, Ghislaine, Vasudev, Naveen, Viksna, Juris, Lathrop, Mark, Tost, Jörg, Ahn, Sung-Min, Aparicio, Samuel, Arnould, Laurent, Aure, M. R., Bhosle, Shriram G., Birney, Ewan, Borg, Ake, Boyault, Sandrine, Brinkman, Arie B., Brock, Jane E., Broeks, Annegien, Børresen-Dale, Anne-Lise, Caldas, Carlos, Chin, Suet-Feung, Davies, Helen, Desmedt, Christine, Dirix, Luc, Dronov, Serge, Ehinger, Anna, Eyfjord, Jorunn E., Fatima, Aquila, Foekens, John A., Futreal, P. Andrew, Garred, Øystein, Giri, Dilip D., Glodzik, Dominik, Grabau, Dorthe, Hilmarsdottir, Holmfridur, Hooijer, Gerrit K., Jacquemier, Jocelyne, Jang, Se Jin, Jonasson, Jon G., Jonkers, Jos, Kim, Hyung-Yong, King, Tari A., Knappskog, Stian, Kong, Gu, Krishnamurthy, Savitri, Lakhani, Sunil R., Langerød, Anita, Larsimont, Denis, Lee, Hee Jin, Lee, Jeong-Yeon, Lee, Ming Ta Michael, Lingjærde, Ole Christian, MacGrogan, Gaetan, Martens, John W. M., O’Meara, Sarah, Pauporté, Iris, Pinder, Sarah, Pivot, Xavier, Provenzano, Elena, Purdie, Colin A., Ramakrishna, Manasa, Ramakrishnan, Kamna, Reis-Filho, Jorge, Richardson, Andrea L., Ringnér, Markus, Rodriguez, Javier Bartolomé, Rodríguez-González, F. Germán, Romieu, Gilles, Salgado, Roberto, Sauer, Torill, Shepherd, Rebecca, Sieuwerts, Anieta M., Simpson, Peter T., Smid, Marcel, Sotiriou, Christos, Span, Paul N., Stefánsson, Ólafur Andri, Stenhouse, Alasdair, Stunnenberg, Henk G., Sweep, Fred, Tan, Benita Kiat Tee, Thomas, Gilles, Thompson, Alastair M., Tommasi, Stefania, Treilleux, Isabelle, Tutt, Andrew, Ueno, Naoto T., Van Laere, Steven, Van Den Eynden, Gert G., Vermeulen, Peter, Viari, Alain, Vincent-Salomon, Anne, Wong, Bernice H., Yates, Lucy, Zou, Xueqing, Van Deurzen, Carolien H. M., Van De Vijver, Marc J., Van’t Veer, Laura, Ammerpohl, Ole, Aukema, Sietse, Bergmann, Anke K., Bernhart, Stephan H., Borkhardt, Arndt, Borst, Christoph, Burkhardt, Birgit, Claviez, Alexander, Goebler, Maria Elisabeth, Haake, Andrea, Haas, Siegfried, Hansmann, Martin, Hoell, Jessica I., Hummel, Michael, Karsch, Dennis, Klapper, Wolfram, Kneba, Michael, Kreuz, Markus, Kube, Dieter, Küppers, Ralf, Lenze, Dido, Loeffler, Markus, López, Cristina, Mantovani-Löffler, Luisa, Möller, Peter, Ott, German, Radlwimmer, Bernhard, Richter, Julia, Rohde, Marius, Rosenstiel, Philip C., Rosenwald, Andreas, Schilhabel, Markus B., Schreiber, Stefan, Stadler, Peter F., Staib, Peter, Stilgenbauer, Stephan, Sungalee, Stephanie, Szczepanowski, Monika, Toprak, Umut H., Trümper, Lorenz H. P., Wagener, Rabea, Zenz, Thorsten, Hovestadt, Volker, Von Kalle, Christof, Kool, Marcel, Korshunov, Andrey, Landgraf, Pablo, Lehrach, Hans, Northcott, Paul A., Pfister, Stefan M., Reifenberger, Guido, Warnatz, Hans-Jörg, Wolf, Stephan, Yaspo, Marie-Laure, Assenov, Yassen, Gerhauser, Clarissa, Minner, Sarah, Schlomm, Thorsten, Simon, Ronald, Sauter, Guido, Sültmann, Holger, Biswas, Nidhan K., Maitra, Arindam, Majumder, Partha P., Sarin, Rajiv, Barbi, Stefano, Bonizzato, Giada, Cantù, Cinzia, Dei Tos, Angelo P., Fassan, Matteo, Grimaldi, Sonia, Luchini, Claudio, Malleo, Giuseppe, Marchegiani, Giovanni, Milella, Michele, Paiella, Salvatore, Pea, Antonio, Pederzoli, Paolo, Ruzzenente, Andrea, Salvia, Roberto, Sperandio, Nicola, Arai, Yasuhito, Hama, Natsuko, Hiraoka, Nobuyoshi, Hosoda, Fumie, Nakamura, Hiromi, Ojima, Hidenori, Okusaka, Takuji, Totoki, Yasushi, Urushidate, Tomoko, Fukayama, Masashi, Ishikawa, Shumpei, Katai, Hitoshi, Katoh, Hiroto, Komura, Daisuke, Rokutan, Hirofumi, Saito-Adachi, Mihoko, Suzuki, Akihiro, Taniguchi, Hirokazu, Tatsuno, Kenji, Ushiku, Tetsuo, Yachida, Shinichi, Yamamoto, Shogo, Aikata, Hiroshi, Arihiro, Koji, Ariizumi, Shun-Ichi, Chayama, Kazuaki, Furuta, Mayuko, Gotoh, Kunihito, Hayami, Shinya, Hirano, Satoshi, Kawakami, Yoshiiku, Maejima, Kazuhiro, Nakamura, Toru, Nakano, Kaoru, Ohdan, Hideki, Sasaki-Oku, Aya, Tanaka, Hiroko, Ueno, Masaki, Yamamoto, Masakazu, Yamaue, Hiroki, Choo, Su Pin, Cutcutache, Ioana, Khuntikeo, Narong, Ong, Choon Kiat, Pairojkul, Chawalit, Popescu, Irinel, Ahn, Keun Soo, Aymerich, Marta, Lopez-Guillermo, Armando, López-Otín, Carlos, Puente, Xose S., Campo, Elias, Amary, Fernanda, Baumhoer, Daniel, Behjati, Sam, Bjerkehagen, Bodil, Futreal, P. A., Myklebost, Ola, Pillay, Nischalan, Tarpey, Patrick, Tirabosco, Roberto, Zaikova, Olga, Flanagan, Adrienne M., Boultwood, Jacqueline, Bowen, David T., Cazzola, Mario, Green, Anthony R., Hellstrom-Lindberg, Eva, Malcovati, Luca, Nangalia, Jyoti, Papaemmanuil, Elli, Vyas, Paresh, Ang, Yeng, Barr, Hugh, Beardsmore, Duncan, Eldridge, Matthew, Gossage, James, Grehan, Nicola, Hanna, George B., Hayes, Stephen J., Hupp, Ted R., Khoo, David, Lagergren, Jesper, Lovat, Laurence B., MacRae, Shona, O’Donovan, Maria, O’Neill, J. Robert, Parsons, Simon L., Preston, Shaun R., Puig, Sonia, Roques, Tom, Sanders, Grant, Sothi, Sharmila, Tavaré, Simon, Tucker, Olga, Turkington, Richard, Underwood, Timothy J., Welch, Ian, Fitzgerald, Rebecca C., Berney, Daniel M., De Bono, Johann S., Cahill, Declan, Camacho, Niedzica, Dennis, Nening M., Dudderidge, Tim, Edwards, Sandra E., Fisher, Cyril, Foster, Christopher S., Ghori, Mohammed, Gill, Pelvender, Gnanapragasam, Vincent J., Gundem, Gunes, Hamdy, Freddie C., Hawkins, Steve, Hazell, Steven, Howat, William, Isaacs, William B., Karaszi, Katalin, Kay, Jonathan D., Khoo, Vincent, Kote-Jarai, Zsofia, Kremeyer, Barbara, Kumar, Pardeep, Lambert, Adam, Leongamornlert, Daniel A., Livni, Naomi, Lu, Yong-Jie, Luxton, Hayley J., Marsden, Luke, Massie, Charlie E., Matthews, Lucy, Mayer, Erik, McDermott, Ultan, Merson, Sue, Neal, David E., Ng, Anthony, Nicol, David, Ogden, Christopher, Rowe, Edward W., Shah, Nimish C., Thomas, Sarah, Thompson, Alan, Verrill, Clare, Visakorpi, Tapio, Warren, Anne Y., Whitaker, Hayley C., Zhang, Hongwei, Van As, Nicholas, Eeles, Rosalind A., Abeshouse, Adam, Agrawal, Nishant, Akbani, Rehan, Al-Ahmadie, Hikmat, Albert, Monique, Aldape, Kenneth, Ally, Adrian, Appelbaum, Elizabeth L., Armenia, Joshua, Asa, Sylvia, Auman, J. Todd, Balasundaram, Miruna, Balu, Saianand, Barnholtz-Sloan, Jill, Bathe, Oliver F., Baylin, Stephen B., Benz, Christopher, Berchuck, Andrew, Berrios, Mario, Bigner, Darell, Birrer, Michael, Bodenheimer, Tom, Boice, Lori, Bootwalla, Moiz S., Bosenberg, Marcus, Bowlby, Reanne, Boyd, Jeffrey, Broaddus, Russell R., Brock, Malcolm, Brooks, Denise, Bullman, Susan, Caesar-Johnson, Samantha J., Carey, Thomas E., Carlsen, Rebecca, Cerfolio, Robert, Chandan, Vishal S., Chen, Hsiao-Wei, Cherniack, Andrew D., Chien, Jeremy, Cho, Juok, Chuah, Eric, Cibulskis, Carrie, Cope, Leslie, Cordes, Matthew G., Curley, Erin, Czerniak, Bogdan, Danilova, Ludmila, Davis, Ian J., Defreitas, Timothy, Demchok, John A., Dhalla, Noreen, Dhir, Rajiv, Doddapaneni, HarshaVardhan, El-Naggar, Adel, Felau, Ina, Ferguson, Martin L., Finocchiaro, Gaetano, Fong, Kwun M., Frazer, Scott, Friedman, William, Fronick, Catrina C., Fulton, Lucinda A., Gabriel, Stacey B., Gao, Jianjiong, Gehlenborg, Nils, Gershenwald, Jeffrey E., Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gomez, Carmen, Govindan, Ramaswamy, Hayes, D. Neil, Hegde, Apurva M., Heiman, David I., Heins, Zachary, Hepperla, Austin J., Holbrook, Andrea, Holt, Robert A., Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Huang, Mei, Huntsman, David, Huse, Jason, Iacobuzio-Donahue, Christine A., Ittmann, Michael, Jayaseelan, Joy C., Jefferys, Stuart R., Jones, Corbin D., Jones, Steven J. M., Juhl, Hartmut, Kang, Koo Jeong, Karlan, Beth, Kasaian, Katayoon, Kebebew, Electron, Kim, Hark Kyun, Korchina, Viktoriya, Kundra, Ritika, Lai, Phillip H., Lander, Eric, Le, Xuan, Lee, Darlene, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Haiyan Irene, Lin, Pei, Linehan, W. M., Liu, Fei Fei, Lu, Yiling, Lype, Lisa, Ma, Yussanne, Maglinte, Dennis T., Mardis, Elaine R., Marks, Jeffrey, Marra, Marco A., Matthew, Thomas J., Mayo, Michael, McCune, Karen, Meier, Samuel R., Meng, Shaowu, Mieczkowski, Piotr A., Mikkelsen, Tom, Miller, Christopher A., Mills, Gordon B., Moore, Richard A., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Mungall, Andrew J., Mungall, Karen, Mutch, David, Muzny, Donna M., Myers, Jerome, Newton, Yulia, Noble, Michael S., O’Donnell, Peter, O’Neill, Brian Patrick, Ochoa, Angelica, Park, Joong-Won, Parker, Joel S., Pass, Harvey, Pastore, Alessandro, Pennell, Nathan A., Perou, Charles M., Petrelli, Nicholas, Potapova, Olga, Rader, Janet S., Ramalingam, Suresh, Rathmell, W. Kimryn, Reuter, Victor, Reynolds, Sheila M., Ringel, Matthew, Roach, Jeffrey, Roberts, Lewis R., Robertson, A. Gordon, Sadeghi, Sara, Saller, Charles, Sanchez-Vega, Francisco, Schadendorf, Dirk, Schein, Jacqueline E., Schmidt, Heather K., Schultz, Nikolaus, Seethala, Raja, Senbabaoglu, Yasin, Shelton, Troy, Shi, Yan, Shih, Juliann, Shmulevich, Ilya, Shriver, Craig, Signoretti, Sabina, Simons, Janae V., Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J., Smith-McCune, Karen, Socci, Nicholas D., Soloway, Matthew G., Sood, Anil K., Tam, Angela, Tan, Donghui, Tarnuzzer, Roy, Thiessen, Nina, Thompson, R. Houston, Thorne, Leigh B., Tsao, Ming, Umbricht, Christopher, Van Den Berg, David J., Van Meir, Erwin G., Veluvolu, Umadevi, Voet, Douglas, Wang, Linghua, Weinberger, Paul, Weisenberger, Daniel J., Wigle, Dennis, Wilkerson, Matthew D., Wilson, Richard K., Winterhoff, Boris, Wiznerowicz, Maciej, Wong, Tina, Wong, Winghing, Xi, Liu, Yau, Christina, Zhang, Hailei, Zhang, Hongxin, and Zhang, Jiashan
Subjects: article, 3. Good health
Abstract: Cancer is driven by genetic change, and the advent of massively parallel sequencing has enabled systematic documentation of this variation at the whole-genome scale1–3. Here we report the integrative analysis of 2,658 whole-cancer genomes and their matching normal tissues across 38 tumour types from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA). We describe the generation of the PCAWG resource, facilitated by international data sharing using compute clouds. On average, cancer genomes contained 4–5 driver mutations when combining coding and non-coding genomic elements; however, in around 5% of cases no drivers were identified, suggesting that cancer driver discovery is not yet complete. Chromothripsis, in which many clustered structural variants arise in a single catastrophic event, is frequently an early event in tumour evolution; in acral melanoma, for example, these events precede most somatic point mutations and affect several cancer-associated genes simultaneously. Cancers with abnormal telomere maintenance often originate from tissues with low replicative activity and show several mechanisms of preventing telomere attrition to critical levels. Common and rare germline variants affect patterns of somatic mutation, including point mutations, structural variants and somatic retrotransposition. A collection of papers from the PCAWG Consortium describes non-coding mutations that drive cancer beyond those in the TERT promoter4; identifies new signatures of mutational processes that cause base substitutions, small insertions and deletions and structural variation5, 6; analyses timings and patterns of tumour evolution7; describes the diverse transcriptional consequences of somatic mutation on splicing, expression levels, fusion genes and promoter activity8, 9; and evaluates a range of more-specialized features of cancer genomes8, 10–18.

50. Sex differences in oncogenic mutational processes

Author: Prokopec, Stephenie D., Sun, Ren X., Yousif, Fouad, Schmitz, Nathaniel, Al-Shahrour, Fatima, Atwal, Gurnit, Bailey, Peter J., Biankin, Andrew V., Boutros, Paul C., Campbell, Peter J., Chang, David K., Cooke, Susanna L., Deshpande, Vikram, Faltas, Bishoy M., Faquin, William C., Garraway, Levi, Getz, Gad, Grimmond, Sean M., Haider, Syed, Hoadley, Katherine A., Jiao, Wei, Kaiser, Vera B., Karlić, Rosa, Kato, Mamoru, Kübler, Kirsten, Lazar, Alexander J., Li, Constance H., Louis, David N., Margolin, Adam, Martin, Sancha, Nahal-Bose, Hardeep K., Nielsen, G. Petur, Nik-Zainal, Serena, Omberg, Larsson, P’ng, Christine, Perry, Marc D., Polak, Paz, Rheinbay, Esther, Rubin, Mark A., Semple, Colin A., Sgroi, Dennis C., Shibata, Tatsuhiro, Siebert, Reiner, Smith, Jaclyn, Stein, Lincoln D., Stobbe, Miranda D., Thai, Kevin, Wright, Derek W., Wu, Chin-Lee, Yuan, Ke, Zhang, Junjun, Aaltonen, Lauri A., Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J., Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C., Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T., Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B., Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G., Amary, Fernanda, Amin, Samirkumar B., Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J., Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L., Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-Ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Aukema, Sietse, Auman, J. Todd, Aure, Miriam R., Awadalla, Philip, Aymerich, Marta, Bader, Gary D., Baez-Ortega, Adrian, Bailey, Matthew H., Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E., Barbi, Stefano, Barbour, Andrew P., Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F., Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B., Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A., Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K., Bergstrom, Erik N., Berman, Benjamin P., Berney, Daniel M., Bernhart, Stephan H., Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G., Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K., Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S., Boot, Arnoud, Bootwalla, Moiz S., Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A., Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G. Steven, Bowen, David T., Bowlby, Reanne, Bowtell, David D. L., Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S., Brinkman, Arie B., Bristow, Robert G., Broaddus, Russell R., Brock, Jane E., Brock, Malcolm, Broeks, Annegien, Brooks, Angela N., Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy J. C., Bruzos, Alicia L., Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H., Busanovich, John, Bustamante, Carlos D., Butler, Adam P., Butte, Atul J., Byrne, Niall J., Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J., Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E., Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E., Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S., Chanock, Stephen J., Chantrill, Lorraine A., Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Ken, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D., Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N., Christie, Elizabeth L., Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C., Connor, Ashton A., Cooper, Colin S., Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G., Cordner, Stephen M., Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A., Craft, Brian, Craft, David, Creighton, Chad J., Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A., Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R., Davies, Helen, Davis, Ian J., Davis-Dusenbery, Brandi N., Dawson, Kevin J., De La Vega, Francisco M., De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P., Delaneau, Olivier, Demchok, John A., Demeulemeester, Jonas, Demidov, German M., Demircioğlu, Deniz, Dennis, Nening M., Denroche, Robert E., Dentro, Stefan C., Desai, Nikita, Deshwar, Amit G., Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C., Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q., Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T., Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M., Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J., Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R., Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F., Edmonds, Stuart, Edwards, Paul A., Edwards, Sandra E., Eeles, Rosalind A., Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle M. G., Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E., Fan, Daiming, Fan, Yu, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L., Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A., Fink, J. Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W., Fitzgerald, Anna, Fitzgerald, Rebecca C., Flanagan, Adrienne M., Fleshner, Neil E., Flicek, Paul, Foekens, John A., Fong, Kwun M., Fonseca, Nuno A., Foster, Christopher S., Fox, Natalie S., Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C., Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A., Fulton, Robert S., Furuta, Mayuko, Futreal, P. Andrew, Füllgrabe, Anja, Gabriel, Stacey B., Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garred, Øystein, Garrison, Erik, Garsed, Dale W., Gehlenborg, Nils, Gelpi, Josep L. L., George, Joshy, Gerhard, Daniela S., Gerhauser, Clarissa, Gershenwald, Jeffrey E., Gerstein, Mark, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gill, Anthony J., Gill, Pelvender, Giri, Dilip D., Glodzik, Dominik, Gnanapragasam, Vincent J., Goebler, Maria Elisabeth, Goldman, Mary J., Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A., Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S., Grant, Robert C., Green, Anthony R., Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grossman, Robert L., Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G., Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E., Habermann, Nina, Hach, Faraz, Hama, Natsuko, Hamdy, Freddie C., Hamilton, Anne, Hamilton, Mark P., Han, Leng, Hanna, George B., Hansmann, Martin, Haradhvala, Nicholas J., Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O., Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D. Neil, Hayes, Stephen J., Hayward, Nicholas K., Hazell, Steven, He, Yao, Heath, Allison P., Heath, Simon C., Hedley, David, Hegde, Apurva M., Heiman, David I., Heinold, Michael C., Heins, Zachary, Heisler, Lawrence E., Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J., Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hess, Julian M., Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I., Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z., Hollingsworth, Michael A., Holmes, Oliver, Holt, Robert A., Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H., Hooijer, Gerrit K., Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-Lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J., Hummel, Michael, Hung, Jillian A., Huntsman, David, Hupp, Ted R., Huse, Jason, Huska, Matthew R., Hutter, Barbara, Hutter, Carolyn M., Hübschmann, Daniel, Iacobuzio-Donahue, Christine A., Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B., Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, S. M. Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose M. G., Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B., Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C., Jayasinghe, Reyka, Jefferys, Stuart R., Jegalian, Karine, Jennings, Jennifer L., Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Johansson, Peter A., Johns, Amber L., Johns, Jeremy, Johnson, Rory, Johnson, Todd A., Jolly, Clemency, Joly, Yann, Jonasson, Jon G., Jones, Corbin D., Jones, David R., Jones, David T. W., Jones, Nic, Jones, Steven J. M., Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kakavand, Hojabr, Kalimuthu, Sangeetha, Von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S., Katai, Hitoshi, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D., Kazakoff, Stephen H., Kazanov, Marat D., Keays, Maria, Kebebew, Electron, Kefford, Richard F., Kellis, Manolis, Kench, James G., Kennedy, Catherine J., Kerssemakers, Jules N. A., Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K., Kim, Youngwook, King, Tari A., Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J., Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M., Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O., Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H., Laird, Peter W., Lakhani, Sunil R., Lalansingh, Christopher M., Lalonde, Emilie, Lamaze, Fabien C., Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta M. S., Lawerenz, Chris, Lawlor, Rita T., Lawrence, Michael S., Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R., Leongamornlert, Daniel A., Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Chang, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, W. M., Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V., Lopez-Guillermo, Armando, Lou, Shaoke, Lovat, Laurence B., Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J., Lynch, Andy G., Lype, Lisa, López, Cristina, López-Otín, Carlos, Ma, Eric Z., Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T., Maitra, Arindam, Majumder, Partha P., Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J., Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R., Margolin, Adam A., Marin, Maximillian G., Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A., Marsden, Luke, Martens, John W. M., Martin-Subero, Jose I., Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E., Mashl, R. Jay, Massie, Charlie E., Matthew, Thomas J., Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D., McLellan, Michael D., McPherson, John D., McPherson, John R., McPherson, Treasa A., Meier, Samuel R., Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D., Merson, Sue, Meyerson, Matthew, Meyerson, William, Mieczkowski, Piotr A., Mihaiescu, George L., Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A., Miller, David K., Miller, Jessica K., Mills, Gordon B., Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J., Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J., Moore, Richard A., Morganella, Sandro, Morris, Quaid D., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J., Mungall, Karen, Musgrove, Elizabeth A., Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M., Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M., Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio C. P., Neal, David E., Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J., Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, Morten Muhlig, Noble, Michael S., Nones, Katia, Northcott, Paul A., Notta, Faiyaz, O’Connor, Brian D., O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J. Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A., Ojesina, Akinyemi I., Ojima, Hidenori, Okusaka, Takuji, Ong, Chovon Kiat, Ossowski, Stephan, Ott, German, Ouellette, B. F. Francis, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J., Parker, Joel S., Parsons, Simon L., Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V., Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A., Perou, Charles M., Petersen, Gloria M., Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M., Phillips, Mark, Pich, Oriol, Pickett, Hilda A., Pihl, Todd D., Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V., Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R., Prinz, Manuel, Pritchard, Antonia L., Provenzano, Elena, Puente, Xose S., Puig, Sonia, Puiggròs, Montserrat, Pulido-Tamayo, Sergio, Pupo, Gulietta M., Purdie, Colin A., Quinn, Michael C., Rabionet, Raquel, Rader, Janet S., Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M., Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J., Rathmell, W. Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A., Reynolds, Sheila M., Riazalhosseini, Yasser, Richardson, Andrea L., Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R., Roberts, Nicola D., Roberts, Steven A., Robertson, A. Gordon, Robertson, Alan J., Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F. Germán, Roehrl, Michael H. A., Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C., Rosenwald, Andreas, Rowe, Edward W., Royo, Romina, Rozen, Steven G., Rubanova, Yulia, Rubio-Perez, Carlota, Rudneva, Vasilisa A., Rusev, Borislav C., Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y., Sadeghi, Sara, Sahinalp, S. Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S., Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn P. M., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E., Schilhabel, Markus B., Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K., Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E., Schwarz, Roland F., Scolyer, Richard A., Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V., Selander, Iris, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Shackleton, Mark, Shah, Nimish C., Shahabi, Sagedeh, Shang, Catherine A., Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I., Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S., Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Sieuwerts, Anieta M., Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O., Simbolo, Michele, Simon, Ronald, Simons, Janae V., Simpson, Jared T., Simpson, Peter T., Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J., Smid, Marcel, Smith-McCune, Karen, Socci, Nicholas D., Sofia, Heidi J., Soloway, Matthew G., Song, Lei, Sood, Anil K., Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M., Span, Paul N., Spellman, Paul T., Sperandio, Nicola, Spillane, Andrew J., Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F., Staib, Peter, Stark, Stefan G., Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stratton, Michael R., Stretch, Jonathan R., Struck, Adam J., Stuart, Joshua M., Stunnenberg, Henk G., Su, Hong, Su, Xiaoping, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J., Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L., Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F., Taylor-Weiner, Amaro, Teague, Jon W., Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thayer, Sarah P., Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M., Thompson, John F., Thompson, R. Houston, Thorne, Heather, Thorne, Leigh B., Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E., Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W., Toprak, Umut H., Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz H. P., Tsao, Ming, Tsunoda, Tatsuhiko, Tubio, Jose M. C., Tucker, Olga, Turkington, Richard, Turner, Daniel J., Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T., Umbricht, Christopher, Umer, Husen M., Underwood, Timothy J., Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J., Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G., Van Den Eynden, Gert G., Van Der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven P. C., Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, Raghavan, K. Vijay, Viksna, Juris, Vilain, Ricardo E., Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M., Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wala, Jeremiah A., Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M., Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y., Waszak, Sebastian M., Wedge, David C., Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N., Weischenfeldt, Joachim, Weisenberger, Daniel J., Welch, Ian, Wendl, Michael C., Werner, Johannes, Whalley, Justin P., Wheeler, David A., Whitaker, Hayley C., Wigle, Dennis, Wilkerson, Matthew D., Williams, Ashley, Wilmott, James S., Wilson, Gavin W., Wilson, Julie M., Wilson, Richard K., Winterhoff, Boris, Wintersinger, Jeffrey A., Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H., Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G., Wright, Adam J., Wright, Mark H., Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N., Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y., Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D., Yoon, Christopher J., Yoon, Sung-Soo, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Yuan, Yuen, Denis, Yung, Christina K., Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C., Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, DeFazio, Anna, Van As, Nicholas, Van Deurzen, Carolien H. M., Van De Vijver, Marc J., Veer, L. Van’t, and Von Mering, Christian
Subjects: 692/4028/67/69, ComputingMilieux_THECOMPUTINGPROFESSION, 45, 631/67/68, 692/4028/67/395, 38/23, 631/114/2785, article, ComputingMilieux_LEGALASPECTSOFCOMPUTING, 119, 10. No inequality, GeneralLiterature_MISCELLANEOUS, 3. Good health
Abstract: Funder: Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada (NSERC Canadian Network for Research and Innovation in Machining Technology); doi: https://doi.org/10.13039/501100002790, Funder: Genome Canada (Génome Canada); doi: https://doi.org/10.13039/100008762, Funder: Canada Foundation for Innovation (Fondation canadienne pour l'innovation); doi: https://doi.org/10.13039/501100000196, Funder: Terry Fox Research Institute (Institut de Recherche Terry Fox); doi: https://doi.org/10.13039/501100004376, Sex differences have been observed in multiple facets of cancer epidemiology, treatment and biology, and in most cancers outside the sex organs. Efforts to link these clinical differences to specific molecular features have focused on somatic mutations within the coding regions of the genome. Here we report a pan-cancer analysis of sex differences in whole genomes of 1983 tumours of 28 subtypes as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium. We both confirm the results of exome studies, and also uncover previously undescribed sex differences. These include sex-biases in coding and non-coding cancer drivers, mutation prevalence and strikingly, in mutational signatures related to underlying mutational processes. These results underline the pervasiveness of molecular sex differences and strengthen the call for increased consideration of sex in molecular cancer research.

Catalog

Books, media, physical & digital resources

See catalog results

Searchworks

Select search scope, currently: Articles Catalog books, media & more in Jio Institute collections Articles journal articles & other e-resources

Search

Search Constraints

Refine your results

Search Limiters

Topic

Publication Year Range

Language

Publication Type

Journal

Region

Database

Publisher

116 results on '"O’Connor, Brian D."'

Search Results

Catalog

Select search scope, currently: Articles

Catalog

books, media & more in Jio Institute collections

Articles

journal articles & other e-resources