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1. Applying the FAIR Principles to Computational Workflows

Author: Wilkinson, Sean R., Aloqalaa, Meznah, Belhajjame, Khalid, Crusoe, Michael R., Kinoshita, Bruno de Paula, Gadelha, Luiz, Garijo, Daniel, Gustafsson, Ove Johan Ragnar, Juty, Nick, Kanwal, Sehrish, Khan, Farah Zaib, Köster, Johannes, Gehlen, Karsten Peters-von, Pouchard, Line, Rannow, Randy K., Soiland-Reyes, Stian, Soranzo, Nicola, Sufi, Shoaib, Sun, Ziheng, Vilne, Baiba, Wouters, Merridee A., Yuen, Denis, and Goble, Carole
Subjects: Computer Science - Digital Libraries, Computer Science - Software Engineering
Abstract: Recent trends within computational and data sciences show an increasing recognition and adoption of computational workflows as tools for productivity, reproducibility, and democratized access to platforms and processing know-how. As digital objects to be shared, discovered, and reused, computational workflows benefit from the FAIR principles, which stand for Findable, Accessible, Interoperable, and Reusable. The Workflows Community Initiative's FAIR Workflows Working Group (WCI-FW), a global and open community of researchers and developers working with computational workflows across disciplines and domains, has systematically addressed the application of both FAIR data and software principles to computational workflows. We present our recommendations with commentary that reflects our discussions and justifies our choices and adaptations. Like the software and data principles on which they are based, these are offered to workflow users and authors, workflow management system developers, and providers of workflow services as guide rails for adoption and fodder for discussion. Workflows are becoming more prevalent as documented, automated instruments for data analysis, data collection, AI-based predictions, and simulations. The FAIR recommendations for workflows that we propose in this paper will maximize their value as research assets and facilitate their adoption by the wider community., Comment: 17 pages, 1 figure, 1 table
Published: 2024

2. 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

3. 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, 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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

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

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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, 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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
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5. 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, 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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
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6. 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, 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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, 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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, 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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, 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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
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7. 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, 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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
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8. Genomic footprints of activated telomere maintenance mechanisms in cancer

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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, 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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
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9. FAIR Implementation Challenges & Solutions

Author: Gesing, Sandra, Yuen, Denis, Soiland Reyes, Stian, Campos, Maria Luiza Machado, and Erdman, Chris
Subjects: RO-Crate, preservation, FAIR implementation, research software, Dockstore, research data, FAIR prinicples
Abstract: In this session, speakers explored FAIR implementation through a number of featured projects. You will learn about the challenges the projects are facing and the solutions they are taking to implement FAIR. Following their presentations, there was time for a brief Q&A discussion. Speakers: Chris Erdmann, American Geophysical Union (AGU) Sandra Gesing, Notre Dame Maria Luiza Machado Campos, Federal University of Rio de Janeiro (UFRJ) Stian Soiland-Reyes, Department of Computer Science at The University of Manchester Denis Yuen, Dockstore, organized by GO FAIR offices in Brazil and US
Published: 2021
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10. 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
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11. 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

12. 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

13. Automated protein (re)sequencing with MS/MS and a homologous database yields almost full coverage and accuracy

Author: Liu, Xiaowen, Han, Yonghua, Yuen, Denis, and Ma, Bin
Published: 2009

14. Using Clouds for Big Cancer Data Analysis

Author: Yuen, Denis, Baker, Jared, Duncan, Andrew, and Brazas, Michelle
Abstract: The Cancer GenomeCollaboratory is a compute cloud environment that was set up to facilitate analysis on big cancer genome data projects, including the ICGC and PCAWG. The Collaboratory provides access to configurable virtual machines (VM) with which to compute on this data and the Dockstore provides container packages of common genomic analysis tools and workflows. The CBW has developed a half-day course providing a hands-on introduction to launching and configuring your own virtual machine (VM), logging into your VM, copying unaligned sequence files into your VM, and performing sequence analysis on these files and saving the results.
Published: 2019
Full Text: View/download PDF

15. 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
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16. PEAKS DB: De Novo Sequencing Assisted Database Search for Sensitive and Accurate Peptide Identification

Author: Zhang, Jing, primary, Xin, Lei, additional, Shan, Baozhen, additional, Chen, Weiwu, additional, Xie, Mingjie, additional, Yuen, Denis, additional, Zhang, Weiming, additional, Zhang, Zefeng, additional, Lajoie, Gilles A., additional, and Ma, Bin, additional
Published: 2012
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17. Segment choice models

Author: Kuhn, Roland, primary, Yuen, Denis, additional, Simard, Michel, additional, Paul, Patrick, additional, Foster, George, additional, Joanis, Eric, additional, and Johnson, Howard, additional
Published: 2006
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18. Automated protein (re)sequencing with MS/MS and a homologous database yields almost full coverage and accuracy.

Author: Xiaowen Liu, Yonghua Han, Yuen, Denis, and Bin Ma
Subjects: TANDEM mass spectrometry, PROTEOMICS, PROTEINS, AMINO acid sequence, DATABASES
Abstract: Motivation: The bottom-up tandem mass spectrometry (MS/MS) is regularly used in proteomics nowadays for identifying proteins from a sequence database. De novo sequencing software is also available for sequencing novel peptides with relatively short sequence lengths. However, automated sequencing of novel proteins from MS/MS remains a challenging problem. [ABSTRACT FROM PUBLISHER]
Published: 2009
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19. 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.

20. 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. 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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.

21. 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. 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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. 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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.

22. 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. 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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. 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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. 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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.

23. 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. 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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. 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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.

24. 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. 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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.

25. 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. 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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. 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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.

26. PEAKS DB: De NovoSequencing Assisted Database Search for Sensitive and Accurate Peptide Identification*

Author: Zhang, Jing, Xin, Lei, Shan, Baozhen, Chen, Weiwu, Xie, Mingjie, Yuen, Denis, Zhang, Weiming, Zhang, Zefeng, Lajoie, Gilles A., and Ma, Bin
Abstract: Many software tools have been developed for the automated identification of peptides from tandem mass spectra. The accuracy and sensitivity of the identification software via database search are critical for successful proteomics experiments. A new database search tool, PEAKS DB, has been developed by incorporating the de novosequencing results into the database search. PEAKS DB achieves significantly improved accuracy and sensitivity over two other commonly used software packages. Additionally, a new result validation method, decoy fusion, has been introduced to solve the issue of overconfidence that exists in the conventional target decoy method for certain types of peptide identification software.
Published: 2012
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26 results on '"Yuen, Denis"'

1. Applying the FAIR Principles to Computational Workflows

2. Pan-cancer analysis of whole genomes

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

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

5. Integrative pathway enrichment analysis of multivariate omics data

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

7. Divergent mutational processes distinguish hypoxic and normoxic tumours

8. Genomic footprints of activated telomere maintenance mechanisms in cancer

9. FAIR Implementation Challenges & Solutions

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

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

12. Pan-cancer analysis of whole genomes

13. Automated protein (re)sequencing with MS/MS and a homologous database yields almost full coverage and accuracy

14. Using Clouds for Big Cancer Data Analysis

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

16. PEAKS DB: De Novo Sequencing Assisted Database Search for Sensitive and Accurate Peptide Identification

17. Segment choice models

18. Automated protein (re)sequencing with MS/MS and a homologous database yields almost full coverage and accuracy.

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

20. Sex differences in oncogenic mutational processes

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

22. Pan-cancer analysis of whole genomes

23. Sex differences in oncogenic mutational processes

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

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

26. PEAKS DB: De NovoSequencing Assisted Database Search for Sensitive and Accurate Peptide Identification*

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26 results on '"Yuen, Denis"'

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