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126 results on '"Buchanan, Alex"'

1. Verifying linear temporal specifications of constant-rate multi-mode systems

Author: Blondin, Michael, Offtermatt, Philip, and Sansfaçon-Buchanan, Alex
Subjects: Computer Science - Logic in Computer Science, Computer Science - Computational Complexity, Computer Science - Formal Languages and Automata Theory
Abstract: Constant-rate multi-mode systems (MMS) are hybrid systems with finitely many modes and real-valued variables that evolve over continuous time according to mode-specific constant rates. We introduce a variant of linear temporal logic (LTL) for MMS, and we investigate the complexity of the model-checking problem for syntactic fragments of LTL. We obtain a complexity landscape where each fragment is either P-complete, NP-complete or undecidable. These results generalize and unify several results on MMS and continuous counter systems., Comment: appeared at LICS 2023
Published: 2023

2. A community challenge to evaluate RNA-seq, fusion detection, and isoform quantification methods for cancer discovery

Author: Creason, Allison, Haan, David, Dang, Kristen, Chiotti, Kami E, Inkman, Matthew, Lamb, Andrew, Yu, Thomas, Hu, Yin, Norman, Thea C, Buchanan, Alex, van Baren, Marijke J, Spangler, Ryan, Rollins, M Rick, Spellman, Paul T, Rozanov, Dmitri, Zhang, Jin, Maher, Christopher A, Caloian, Cristian, Watson, John D, Uhrig, Sebastian, Haas, Brian J, Jain, Miten, Akeson, Mark, Ahsen, Mehmet Eren, Participants, SMC-RNA Challenge, Zhang, Hongjiu, Wang, Yifan, Guan, Yuanfang, Nguyen, Cu, Sugai, Christopher, Jha, Alokkumar, Li, Jing Woei, Dobin, Alexander, Stolovitzky, Gustavo, Guinney, Justin, Boutros, Paul C, Stuart, Joshua M, and Ellrott, Kyle
Subjects: Biological Sciences, Bioinformatics and Computational Biology, Genetics, Human Genome, Cancer, Cancer Genomics, Generic health relevance, Humans, Neoplasms, Protein Isoforms, RNA, RNA-Seq, Sequence Analysis, RNA, SMC-RNA Challenge Participants, Cloud compute, DREAM Challenge, RNA fusion, RNA-seq, benchmark, crowd-sourced, evaluation, isoform quantification, Biochemistry and Cell Biology, Biochemistry and cell biology
Abstract: The accurate identification and quantitation of RNA isoforms present in the cancer transcriptome is key for analyses ranging from the inference of the impacts of somatic variants to pathway analysis to biomarker development and subtype discovery. The ICGC-TCGA DREAM Somatic Mutation Calling in RNA (SMC-RNA) challenge was a crowd-sourced effort to benchmark methods for RNA isoform quantification and fusion detection from bulk cancer RNA sequencing (RNA-seq) data. It concluded in 2018 with a comparison of 77 fusion detection entries and 65 isoform quantification entries on 51 synthetic tumors and 32 cell lines with spiked-in fusion constructs. We report the entries used to build this benchmark, the leaderboard results, and the experimental features associated with the accurate prediction of RNA species. This challenge required submissions to be in the form of containerized workflows, meaning each of the entries described is easily reusable through CWL and Docker containers at https://github.com/SMC-RNA-challenge. A record of this paper's transparent peer review process is included in the supplemental information.
Published: 2021

3. A community effort to create standards for evaluating tumor subclonal reconstruction.

Author: Salcedo, Adriana, Tarabichi, Maxime, Espiritu, Shadrielle Melijah G, Deshwar, Amit G, David, Matei, Wilson, Nathan M, Dentro, Stefan, Wintersinger, Jeff A, Liu, Lydia Y, Ko, Minjeong, Sivanandan, Srinivasan, Zhang, Hongjiu, Zhu, Kaiyi, Ou Yang, Tai-Hsien, Chilton, John M, Buchanan, Alex, Lalansingh, Christopher M, P'ng, Christine, Anghel, Catalina V, Umar, Imaad, Lo, Bryan, Zou, William, DREAM SMC-Het Participants, Simpson, Jared T, Stuart, Joshua M, Anastassiou, Dimitris, Guan, Yuanfang, Ewing, Adam D, Ellrott, Kyle, Wedge, David C, Morris, Quaid, Van Loo, Peter, and Boutros, Paul C
Subjects: DREAM SMC-Het Participants, Clone Cells, Humans, Neoplasms, Gene Dosage, Mutation, Polymorphism, Single Nucleotide, Genome, Algorithms, Reference Standards, Computer Simulation, DNA Copy Number Variations, Human Genome, Cancer, Genetics
Abstract: Tumor DNA sequencing data can be interpreted by computational methods that analyze genomic heterogeneity to infer evolutionary dynamics. A growing number of studies have used these approaches to link cancer evolution with clinical progression and response to therapy. Although the inference of tumor phylogenies is rapidly becoming standard practice in cancer genome analyses, standards for evaluating them are lacking. To address this need, we systematically assess methods for reconstructing tumor subclonality. First, we elucidate the main algorithmic problems in subclonal reconstruction and develop quantitative metrics for evaluating them. Then we simulate realistic tumor genomes that harbor all known clonal and subclonal mutation types and processes. Finally, we benchmark 580 tumor reconstructions, varying tumor read depth, tumor type and somatic variant detection. Our analysis provides a baseline for the establishment of gold-standard methods to analyze tumor heterogeneity.
Published: 2020

4. Reproducible biomedical benchmarking in the cloud: lessons from crowd-sourced data challenges

Author: Ellrott, Kyle, Buchanan, Alex, Creason, Allison, Mason, Michael, Schaffter, Thomas, Hoff, Bruce, Eddy, James, Chilton, John M, Yu, Thomas, Stuart, Joshua M, Saez-Rodriguez, Julio, Stolovitzky, Gustavo, Boutros, Paul C, and Guinney, Justin
Subjects: Information and Computing Sciences, Software Engineering, Networking and Information Technology R&D (NITRD), Bioengineering, Generic health relevance, Algorithms, Benchmarking, Information Dissemination, Models, Biological, Reproducibility of Results, Environmental Sciences, Biological Sciences, Bioinformatics
Abstract: Challenges are achieving broad acceptance for addressing many biomedical questions and enabling tool assessment. But ensuring that the methods evaluated are reproducible and reusable is complicated by the diversity of software architectures, input and output file formats, and computing environments. To mitigate these problems, some challenges have leveraged new virtualization and compute methods, requiring participants to submit cloud-ready software packages. We review recent data challenges with innovative approaches to model reproducibility and data sharing, and outline key lessons for improving quantitative biomedical data analysis through crowd-sourced benchmarking challenges.
Published: 2019

5. Crowd-sourced benchmarking of single-sample tumor subclonal reconstruction.

Author: Salcedo, Adriana, Tarabichi, Maxime, Buchanan, Alex, Espiritu, Shadrielle M G, Zhang, Hongjiu, Zhu, Kaiyi, Ou Yang, Tai-Hsien, Leshchiner, Ignaty, Anastassiou, Dimitris, Guan, Yuanfang, Jang, Gun Ho, Mootor, Mohammed MFE, Haase, Kerstin, Deshwar, Amit G, Zou, William, Umar, Imaad, Dentro, Stefan, Wintersinger, Jeff A, Chiotti, Kami, Demeulemeester, Jonas, Jolly, Clemency, Sycza, Lesia, Ko, Minjeong, PCAWG Evolution and Heterogeneity Working Group, SMC-Het Participants, Wedge, David C, Morris, Quaid D., Ellrott, Kyle, Van Loo, Peter, Boutros, Paul C, Salcedo, Adriana, Tarabichi, Maxime, Buchanan, Alex, Espiritu, Shadrielle M G, Zhang, Hongjiu, Zhu, Kaiyi, Ou Yang, Tai-Hsien, Leshchiner, Ignaty, Anastassiou, Dimitris, Guan, Yuanfang, Jang, Gun Ho, Mootor, Mohammed MFE, Haase, Kerstin, Deshwar, Amit G, Zou, William, Umar, Imaad, Dentro, Stefan, Wintersinger, Jeff A, Chiotti, Kami, Demeulemeester, Jonas, Jolly, Clemency, Sycza, Lesia, Ko, Minjeong, PCAWG Evolution and Heterogeneity Working Group, SMC-Het Participants, Wedge, David C, Morris, Quaid D., Ellrott, Kyle, Van Loo, Peter, and Boutros, Paul C
Abstract: Subclonal reconstruction algorithms use bulk DNA sequencing data to quantify parameters of tumor evolution, allowing an assessment of how cancers initiate, progress and respond to selective pressures. We launched the ICGC-TCGA (International Cancer Genome Consortium-The Cancer Genome Atlas) DREAM Somatic Mutation Calling Tumor Heterogeneity and Evolution Challenge to benchmark existing subclonal reconstruction algorithms. This 7-year community effort used cloud computing to benchmark 31 subclonal reconstruction algorithms on 51 simulated tumors. Algorithms were scored on seven independent tasks, leading to 12,061 total runs. Algorithm choice influenced performance substantially more than tumor features but purity-adjusted read depth, copy-number state and read mappability were associated with the performance of most algorithms on most tasks. No single algorithm was a top performer for all seven tasks and existing ensemble strategies were unable to outperform the best individual methods, highlighting a key research need. All containerized methods, evaluation code and datasets are available to support further assessment of the determinants of subclonal reconstruction accuracy and development of improved methods to understand tumor evolution., info:eu-repo/semantics/published
Published: 2024

6. Vérification de spécifications temporelles linéaires sur les systèmes multimodes à taux constant

Author: Sansfaçon-Buchanan, Alex, Blondin, Michael, Sansfaçon-Buchanan, Alex, and Blondin, Michael
Abstract: Les systèmes multimodes à taux constant (MMS) sont des systèmes hybrides avec un nombre fini de modes et des variables réelles qui évoluent dans le temps continu selon des taux constants spécifiques à chaque mode. Nous introduisons une variante de la logique temporelle linéaire (LTL) pour les MMS, et nous étudions la complexité calculatoire du problème qui consiste à déterminer si un MMS donné satisfait une spécification LTL donnée. Nous obtenons un paysage de complexité où chaque fragment syntaxique de LTL est soit P-complet, soit NP-complet, soit indécidable. Ces résultats généralisent et unifient plusieurs résultats sur les MMS et les systèmes à compteurs continus.
Published: 2024

7. Primary Serous Cystadenocarcinoma of the Spleen

Author: Sciberras, Peter, primary, Baitule, Amey, additional, Wilkins, Alexander, additional, and Buchanan, Alex, additional
Published: 2024
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8. A new endemic species of Hibbertia (Dilleniaceae) from Tasmania

Author: Buchanan, Alex M., Schahinger, Richard B., BioStor, and BHL Australia
Published: 2005

9. A new species of Zerochrysum (Gnaphalieae: Asteraceae) from western Tasmania, Australia

Author: Buchanan, Alex M., BioStor, and BHL Australia
Published: 2004

10. 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, 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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

11. 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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Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: The discovery of driver mutations is one of the key motivations for cancer genome sequencing. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumour types, we describe DriverPower, a software package that uses mutational burden and functional impact evidence to identify driver mutations in coding and non-coding sites within cancer whole genomes. Using a total of 1373 genomic features derived from public sources, DriverPower’s background mutation model explains up to 93% of the regional variance in the mutation rate across multiple tumour types. By incorporating functional impact scores, we are able to further increase the accuracy of driver discovery. Testing across a collection of 2583 cancer genomes from the PCAWG project, DriverPower identifies 217 coding and 95 non-coding driver candidates. Comparing to six published methods used by the PCAWG Drivers and Functional Interpretation Working Group, DriverPower has the highest F1 score for both coding and non-coding driver discovery. This demonstrates that DriverPower is an effective framework for computational driver discovery.
Published: 2023
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12. Integrative pathway enrichment analysis of multivariate omics data

Author: Paczkowska, Marta, Barenboim, Jonathan, Sintupisut, Nardnisa, Fox, Natalie S, Zhu, Helen, Abd-Rabbo, Diala, Mee, Miles W, Boutros, Paul C, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Brunak, Søren, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Dhingra, Priyanka, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Getz, Gad, Gonzalez-Perez, Abel, Guo, Qianyun, Gut, Ivo G, Haan, David, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Izarzugaza, Jose MG, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kahraman, Abdullah, Kellis, Manolis, Khurana, Ekta, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Lawrence, Michael S, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Park, Keunchil, Park, Kiejung, Pedersen, Jakob Skou, Pich, Oriol, Pons, Tirso, Pulido-Tamayo, Sergio, Raphael, Benjamin J, Reyes-Salazar, Iker, Reyna, Matthew A, Rheinbay, Esther, Rubin, Mark A, Rubio-Perez, Carlota, Sabarinathan, Radhakrishnan, Sahinalp, S Cenk, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shrestha, Raunak, Shuai, Shimin, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Stuart, Joshua M, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Valencia, Alfonso, Vazquez, Miguel, Verbeke, Lieven PC, Wadelius, Claes, Wadi, Lina, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wheeler, David A, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, von Mering, Christian, Reimand, Jüri, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De 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Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, 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Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, 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Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, 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Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: Multi-omics datasets represent distinct aspects of the central dogma of molecular biology. Such high-dimensional molecular profiles pose challenges to data interpretation and hypothesis generation. ActivePathways is an integrative method that discovers significantly enriched pathways across multiple datasets using statistical data fusion, rationalizes contributing evidence and highlights associated genes. As part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancers across 38 tumor types, we integrated genes with coding and non-coding mutations and revealed frequently mutated pathways and additional cancer genes with infrequent mutations. We also analyzed prognostic molecular pathways by integrating genomic and transcriptomic features of 1780 breast cancers and highlighted associations with immune response and anti-apoptotic signaling. Integration of ChIP-seq and RNA-seq data for master regulators of the Hippo pathway across normal human tissues identified processes of tissue regeneration and stem cell regulation. ActivePathways is a versatile method that improves systems-level understanding of cellular organization in health and disease through integration of multiple molecular datasets and pathway annotations.
Published: 2023
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13. 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, 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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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14. 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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15. 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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Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, 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Steven JM, Jonkers, Jos, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Hee Jin, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nielsen, Morten Muhlig, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Rheinbay, Esther, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Roach, Jeffrey, Roberts, Lewis R, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubin, Mark A, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D, Stenhouse, Alasdair, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Junjun, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
Subjects: Human Biology & Physiology, Ecology,Evolution & Ethology, Tumour Biology, Genetics & Genomics, Structural Biology & Biophysics, Computational & Systems Biology
Abstract: Cancers require telomere maintenance mechanisms for unlimited replicative potential. They achieve this through TERT activation or alternative telomere lengthening associated with ATRX or DAXX loss. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, we dissect whole-genome sequencing data of over 2500 matched tumor-control samples from 36 different tumor types aggregated within the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium to characterize the genomic footprints of these mechanisms. While the telomere content of tumors with ATRX or DAXX mutations (ATRX/DAXXtrunc) is increased, tumors with TERT modifications show a moderate decrease of telomere content. One quarter of all tumor samples contain somatic integrations of telomeric sequences into non-telomeric DNA. This fraction is increased to 80% prevalence in ATRX/DAXXtrunc tumors, which carry an aberrant telomere variant repeat (TVR) distribution as another genomic marker. The latter feature includes enrichment or depletion of the previously undescribed singleton TVRs TTCGGG and TTTGGG, respectively. Our systematic analysis provides new insight into the recurrent genomic alterations associated with telomere maintenance mechanisms in cancer.
Published: 2023
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16. Interactions of Nitrosomonas europaea and Nitrobacter winogradskyi grown in co-culture

Author: Pérez, José, Buchanan, Alex, Mellbye, Brett, Ferrell, Rebecca, Chang, Jeffrey H., Chaplen, Frank, Bottomley, Peter J., Arp, Daniel J., and Sayavedra-Soto, Luis A.
Published: 2015
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17. Newly resolved relationships in an early land plant lineage: Bryophyta class Sphagnopsida (peat mosses)

Author: Shaw, A. Jonathan, Cox, Cymon J., Buck, William R., Devos, Nicolas, Buchanan, Alex M., Cave, Lynette, Seppelt, Rodney, Shaw, Blanka, Larraín, Juan, Andrus, Richard, Greilhuber, Johann, and Temsch, Eva M.
Published: 2010

18. A community challenge to evaluate RNA-seq, fusion detection, and isoform quantification methods for cancer discovery

Author: Zhang, Hongjiu, Wang, Yifan, Guan, Yuanfang, Nguyen, Cu, Sugai, Christopher, Jha, Alokkumar, Li, Jing Woei, Dobin, Alexander, Creason, Allison, Haan, David, Dang, Kristen, Chiotti, Kami E., Inkman, Matthew, Lamb, Andrew, Yu, Thomas, Hu, Yin, Norman, Thea C., Buchanan, Alex, van Baren, Marijke J., Spangler, Ryan, Rollins, M. Rick, Spellman, Paul T., Rozanov, Dmitri, Zhang, Jin, Maher, Christopher A., Caloian, Cristian, Watson, John D., Uhrig, Sebastian, Haas, Brian J., Jain, Miten, Akeson, Mark, Ahsen, Mehmet Eren, Stolovitzky, Gustavo, Guinney, Justin, Boutros, Paul C., Stuart, Joshua M., and Ellrott, Kyle
Published: 2021
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19. Differentiation between the two subspecies of Atherosperma moschatum Labill. (Atherospermataceae) from their leaf oils

Author: Brophy, Joseph J., Buchanan, Alex M., Copeland, Lachlan M., Dimitriadis, Eugene, Goldsack, Robert J., and Hibbert, D. Brynn
Published: 2009
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20. Transcriptome analysis reveals a dynamic and differential transcriptional response to sulforaphane in normal and prostate cancer cells and suggests a role for Sp1 in chemoprevention

Author: Beaver, Laura M., Buchanan, Alex, Sokolowski, Elizabeth I., Riscoe, Allison N., Wong, Carmen P., Chang, Jeff H., Löhr, Christiane V., Williams, David E., Dashwood, Roderick H., and Ho, Emily
Published: 2014
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21. 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
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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., 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

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

Author: Bailey, Matthew H., Meyerson, William U., Dursi, Lewis Jonathan, Wang, Liang Bo, Dong, Guanlan, Liang, Wen Wei, Weerasinghe, Amila, Li, Shantao, Kelso, Sean, Akbani, Rehan, Anur, Pavana, Buchanan, Alex, Chiotti, Kami, Covington, Kyle, Creason, Allison, Ding, Li, Weischenfeldt, Joachim, Brunak, Søren, Favero, Francesco, Bailey, Matthew H., Meyerson, William U., Dursi, Lewis Jonathan, Wang, Liang Bo, Dong, Guanlan, Liang, Wen Wei, Weerasinghe, Amila, Li, Shantao, Kelso, Sean, Akbani, Rehan, Anur, Pavana, Buchanan, Alex, Chiotti, Kami, Covington, Kyle, Creason, Allison, Ding, Li, Weischenfeldt, Joachim, Brunak, Søren, and Favero, Francesco
Abstract: 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.
Published: 2020

24. One-year audit of complaints made against a University Hospital Surgical Department

Author: Mann, Chris D., Howes, Jennifer A., Buchanan, Alex, and Bowrey, David J.
Published: 2012
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25. Additional file 1: of Reproducible biomedical benchmarking in the cloud: lessons from crowd-sourced data challenges

Author: Ellrott, Kyle, Buchanan, Alex, Creason, Allison, Mason, Michael, Schaffter, Thomas, Hoff, Bruce, Eddy, James, Chilton, John, Yu, Thomas, Stuart, Joshua, Saez-Rodriguez, Julio, Stolovitzky, Gustavo, Boutros, Paul, and Guinney, Justin
Abstract: Review history. (DOCX 18 kb)
Published: 2019
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26. Long noncoding RNAs and sulforaphane: a target for chemoprevention and suppression of prostate cancer

Author: Beaver, Laura M., primary, Kuintzle, Rachael, additional, Buchanan, Alex, additional, Wiley, Michelle W., additional, Glasser, Sarah T., additional, Wong, Carmen P., additional, Johnson, Gavin S., additional, Chang, Jeff H., additional, Löhr, Christiane V., additional, Williams, David E., additional, Dashwood, Roderick H., additional, Hendrix, David A., additional, and Ho, Emily, additional
Published: 2017
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27. Hunt for the gold-finned fish

Author: Buchanan, Alexis and Zhao, Maxwell
Published: 2023

28. Phloroglucinol functions as an intracellular and intercellular chemical messenger influencing gene expression in Pseudomonas protegens

Author: Clifford, Jennifer C., primary, Buchanan, Alex, additional, Vining, Oliver, additional, Kidarsa, Teresa A., additional, Chang, Jeff H., additional, McPhail, Kerry L., additional, and Loper, Joyce E., additional
Published: 2015
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29. HIGHLIGHTING OUR INTERNATIONAL ASTRONOMICAL HERITAGE: TASMANIAN RELICS OF THE 1874 TRANSIT OF VENUS

Author: Orchiston, Wayne, primary, Buchanan, Alex, additional, Price, Gary, additional, and Sprent, Tony, additional
Published: 2015
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30. RNA-Seq analysis of resistant and susceptible potato varieties during the early stages of potato virus Y infection

Author: Goyer, Aymeric, primary, Hamlin, Launa, additional, Crosslin, James M., additional, Buchanan, Alex, additional, and Chang, Jeff H., additional
Published: 2015
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31. Alternative Splicing in the Obligate Biotrophic Oomycete Pathogen Pseudoperonospora cubensis

Author: Burkhardt, Alyssa, primary, Buchanan, Alex, additional, Cumbie, Jason S., additional, Savory, Elizabeth A., additional, Chang, Jeff H., additional, and Day, Brad, additional
Published: 2015
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32. Nitrobacter winogradskyi transcriptomic response to low and high ammonium concentrations

Author: Sayavedra-Soto, Luis, primary, Ferrell, Rebecca, additional, Dobie, Michael, additional, Mellbye, Brett, additional, Chaplen, Frank, additional, Buchanan, Alex, additional, Chang, Jeffrey, additional, Bottomley, Peter, additional, and Arp, Daniel, additional
Published: 2015
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33. Author Correction: Butler enables rapid cloud-based analysis of thousands of human genomes.

Author: Yakneen, Sergei, Waszak, Sebastian M., PCAWG Technical Working Group, 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., and De La Vega, Francisco M.
Published: 2023
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34. Publisher Correction: Butler enables rapid cloud-based analysis of thousands of human genomes.

Author: Yakneen, Sergei, Waszak, Sebastian M., PCAWG Technical Working Group, 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., and De La Vega, Francisco M.
Abstract: An amendment to this paper has been published and can be accessed via a link at the top of the paper. [ABSTRACT FROM AUTHOR]
Published: 2023
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35. Interactions of Nitrosomonas europaea and Nitrobacter winogradskyi grown in co-culture

Author: Pérez, José, primary, Buchanan, Alex, additional, Mellbye, Brett, additional, Ferrell, Rebecca, additional, Chang, Jeffrey H., additional, Chaplen, Frank, additional, Bottomley, Peter J., additional, Arp, Daniel J., additional, and Sayavedra-Soto, Luis A., additional
Published: 2014
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36. Sulforaphane alters the expression of long intragenic non‐coding RNAs that are dysregulated in prostate cancer cells (644.10)

Author: Beaver, Laura, primary, Buchanan, Alex, additional, Sokolowski, Elizabeth, additional, Glasser, Sarah, additional, Wong, Carmen, additional, Chang, Jeff, additional, Williams, David, additional, Dashwood, Roderick, additional, and Ho, Emily, additional
Published: 2014
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37. Effects of Sulforaphane and 3,3′-Diindolylmethane on Genome-Wide Promoter Methylation in Normal Prostate Epithelial Cells and Prostate Cancer Cells

Author: Wong, Carmen P., primary, Hsu, Anna, additional, Buchanan, Alex, additional, Palomera-Sanchez, Zoraya, additional, Beaver, Laura M., additional, Houseman, E. Andres, additional, Williams, David E., additional, Dashwood, Roderick H., additional, and Ho, Emily, additional
Published: 2014
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38. Genome‐wide transcriptome analysis of the effects of sulforphane on normal and prostate cancer cells

Author: Beaver, Laura Michelle, primary, Buchanan, Alex, additional, Sokolowski, Elizabeth I, additional, Chang, Jeff H, additional, Wong, Carmen P, additional, Williams, David E, additional, Dashwood, Roderick H, additional, and Ho, Emily, additional
Published: 2013
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39. Phloroglucinol functions as an intracellular and intercellular chemical messenger influencing gene expression in P seudomonas protegens.

Author: Clifford, Jennifer C., Buchanan, Alex, Vining, Oliver, Kidarsa, Teresa A., Chang, Jeff H., McPhail, Kerry L., and Loper, Joyce E.
Subjects: *PHLOROGLUCINOL, *GENE expression in bacteria, *PSEUDOMONAS, *HABITATS, *SOIL microbiology
Abstract: Bacteria can be both highly communicative and highly competitive in natural habitats and antibiotics are thought to play a role in both of these processes. The soil bacterium P seudomonas protegens Pf-5 produces a spectrum of antibiotics, two of which, pyoluteorin and 2,4-diacetylphloroglucinol ( DAPG), function in intracellular and intercellular communication, both as autoinducers of their own production. Here, we demonstrate that phloroglucinol, an intermediate in DAPG biosynthesis, can serve as an intercellular signal influencing the expression of pyoluteorin biosynthesis genes, the production of pyoluteorin, and inhibition of P ythium ultimum, a phytopathogenic oomycete sensitive to pyoluteorin. Through analysis of RNAseq data sets, we show that phloroglucinol had broad effects on the transcriptome of Pf-5, significantly altering the transcription of more than two hundred genes. The effects of nanomolar versus micromolar concentrations of phloroglucinol differed both quantitatively and qualitatively, influencing the expression of distinct sets of genes or having opposite effects on transcript abundance of certain genes. Therefore, our results support the concept of hormesis, a phenomenon associated with signalling molecules that elicit distinct responses at different concentrations. Phloroglucinol is the first example of an intermediate of antibiotic biosynthesis that functions as a chemical messenger influencing gene expression in P . protegens. [ABSTRACT FROM AUTHOR]
Published: 2016
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40. Peatmoss (Sphagnum) diversification associated with Miocene Northern Hemisphere climatic cooling?

Author: Shaw, A. Jonathan, primary, Devos, Nicolas, additional, Cox, Cymon J., additional, Boles, Sandra B., additional, Shaw, Blanka, additional, Buchanan, Alex M., additional, Cave, Lynette, additional, and Seppelt, Rodney, additional
Published: 2010
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41. A new endemic species of Hibbertia (Dilleniaceae) from Tasmania

Author: Buchanan, Alex M., primary and Schahinger, Richard B., additional
Published: 2005
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42. 'The Grange', Tasmania: survival of a unique suite of 1874 transit of Venus relics

Author: Orchiston, Wayne, primary and Buchanan, Alex, additional
Published: 2004
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43. A new species of Zerochrysum (Gnaphalieae: Asteraceae) from western Tasmania, Australia

Author: Buchanan, Alex M., primary
Published: 2004
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44. Sex differences in oncogenic mutational processes

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

45. 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.

46. 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. 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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.

47. 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. 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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.

48. Pan-cancer analysis of whole genomes

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

49. 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. 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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.

50. 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. 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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. 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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.

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