17 results on '"Ocana, David"'
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2. A deep learning system accurately classifies primary and metastatic cancers using passenger mutation patterns
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Jiao, Wei, Atwal, Gurnit, Polak, Paz, Karlic, Rosa, Cuppen, Edwin, Al-Shahrour, Fatima, Bailey, Peter J, Biankin, Andrew V, Boutros, Paul C, Campbell, Peter J, Chang, David K, Cooke, Susanna L, Deshpande, Vikram, Faltas, Bishoy M, Faquin, William C, Garraway, Levi, Getz, Gad, Grimmond, Sean M, Haider, Syed, Hoadley, Katherine A, Kaiser, Vera B, Kato, Mamoru, Kübler, Kirsten, Lazar, Alexander J, Li, Constance H, Louis, David N, Margolin, Adam, Martin, Sancha, Nahal-Bose, Hardeep K, Nielsen, G Petur, Nik-Zainal, Serena, Omberg, Larsson, P’ng, Christine, Perry, Marc D, Rheinbay, Esther, Rubin, Mark A, Semple, Colin A, Sgroi, Dennis C, Shibata, Tatsuhiro, Siebert, Reiner, Smith, Jaclyn, Stein, Lincoln D, Stobbe, Miranda D, Sun, Ren X, Thai, Kevin, Wright, Derek W, Wu, Chin-Lee, Yuan, Ke, Zhang, Junjun, Danyi, Alexandra, de Ridder, Jeroen, van Herpen, Carla, Lolkema, Martijn P, Steeghs, Neeltje, Morris, Quaid D, Aaltonen, Lauri A, Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Amin, Samirkumar B, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Bader, Gary D, Baez-Ortega, Adrian, Bailey, Matthew H, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Ken, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshwar, Amit G, Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C, Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Fan, Daiming, Fan, Yu, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A, Fink, J Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Fonseca, Nuno A, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garred, Øystein, Garrison, Erik, Garsed, Dale W, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstein, Mark, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hess, Julian M, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose MG, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Johnson, Rory, Johnson, Todd A, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin-Subero, Jose I, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, Morten Muhlig, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Shackleton, Mark, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Sieuwerts, Anieta M, Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weischenfeldt, Joachim, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Mark H, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
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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
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3. Combined burden and functional impact tests for cancer driver discovery using DriverPower
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Shuai, Shimin, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Bandopadhayay, Pratiti, Barenboim, Jonathan, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Brunak, Søren, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Dhingra, Priyanka, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Getz, Gad, Guo, Qianyun, Gut, Ivo G, Haan, David, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Izarzugaza, Jose MG, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kahraman, Abdullah, Kellis, Manolis, Khurana, Ekta, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Larsson, Erik, Lawrence, Michael S, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Paczkowska, Marta, Park, Keunchil, Park, Kiejung, Pedersen, Jakob Skou, Pons, Tirso, Pulido-Tamayo, Sergio, Raphael, Benjamin J, Reimand, Jüri, Reyes-Salazar, Iker, Reyna, Matthew A, Rheinbay, Esther, Rubin, Mark A, Rubio-Perez, Carlota, Sahinalp, S Cenk, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shrestha, Raunak, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Stuart, Joshua M, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Valencia, Alfonso, Vazquez, Miguel, Verbeke, Lieven PC, Wadelius, Claes, Wadi, Lina, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wheeler, David A, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, von Mering, Christian, Gallinger, Steven, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Boutros, Paul C, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chalmers, Don, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Dhalla, Noreen, Dhani, Neesha C, Dhir, Rajiv, DiBiase, Anthony, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Han, Leng, Hanna, George B, Hansmann, Martin, Harismendy, Olivier, Harliwong, Ivon, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jihoon, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reis-Filho, Jorge, Reuter, Victor, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warren, Anne Y, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
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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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4. Integrative pathway enrichment analysis of multivariate omics data
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Paczkowska, Marta, Barenboim, Jonathan, Sintupisut, Nardnisa, Fox, Natalie S, Zhu, Helen, Abd-Rabbo, Diala, Mee, Miles W, Boutros, Paul C, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Brunak, Søren, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Dhingra, Priyanka, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Getz, Gad, Gonzalez-Perez, Abel, Guo, Qianyun, Gut, Ivo G, Haan, David, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Izarzugaza, Jose MG, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kahraman, Abdullah, Kellis, Manolis, Khurana, Ekta, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Lawrence, Michael S, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Marchal, Kathleen, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Park, Keunchil, Park, Kiejung, Pedersen, Jakob Skou, Pich, Oriol, Pons, Tirso, Pulido-Tamayo, Sergio, Raphael, Benjamin J, Reyes-Salazar, Iker, Reyna, Matthew A, Rheinbay, Esther, Rubin, Mark A, Rubio-Perez, Carlota, Sabarinathan, Radhakrishnan, Sahinalp, S Cenk, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shrestha, Raunak, Shuai, Shimin, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Stuart, Joshua M, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Valencia, Alfonso, Vazquez, Miguel, Verbeke, Lieven PC, Wadelius, Claes, Wadi, Lina, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wheeler, David A, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, von Mering, Christian, Reimand, Jüri, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chalmers, Don, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Dhalla, Noreen, Dhani, Neesha C, Dhir, Rajiv, DiBiase, Anthony, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Foster, Christopher S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Han, Leng, Hanna, George B, Hansmann, Martin, Harismendy, Olivier, Harliwong, Ivon, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jihoon, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reis-Filho, Jorge, Reuter, Victor, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warren, Anne Y, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
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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.
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- 2023
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5. Pathway and network analysis of more than 2500 whole cancer genomes
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Reyna, Matthew A, Haan, David, Paczkowska, Marta, Verbeke, Lieven PC, Vazquez, Miguel, Kahraman, Abdullah, Pulido-Tamayo, Sergio, Barenboim, Jonathan, Wadi, Lina, Dhingra, Priyanka, Shrestha, Raunak, Getz, Gad, Lawrence, Michael S, Pedersen, Jakob Skou, Rubin, Mark A, Wheeler, David A, Brunak, Søren, Izarzugaza, Jose MG, Khurana, Ekta, Marchal, Kathleen, von Mering, Christian, Sahinalp, S Cenk, Valencia, Alfonso, Abascal, Federico, Amin, Samirkumar B, Bader, Gary D, Bandopadhayay, Pratiti, Beroukhim, Rameen, Bertl, Johanna, Boroevich, Keith A, Busanovich, John, Campbell, Peter J, Carlevaro-Fita, Joana, Chakravarty, Dimple, Chan, Calvin Wing Yiu, Chen, Ken, Choi, Jung Kyoon, Deu-Pons, Jordi, Diamanti, Klev, Feuerbach, Lars, Fink, J Lynn, Fonseca, Nuno A, Frigola, Joan, Gambacorti-Passerini, Carlo, Garsed, Dale W, Gerstein, Mark, Guo, Qianyun, Gut, Ivo G, Hamilton, Mark P, Haradhvala, Nicholas J, Harmanci, Arif O, Helmy, Mohamed, Herrmann, Carl, Hess, Julian M, Hobolth, Asger, Hodzic, Ermin, Hong, Chen, Hornshøj, Henrik, Isaev, Keren, Johnson, Rory, Johnson, Todd A, Juul, Malene, Juul, Randi Istrup, Kahles, Andre, Kellis, Manolis, Kim, Jaegil, Kim, Jong K, Kim, Youngwook, Komorowski, Jan, Korbel, Jan O, Kumar, Sushant, Lanzós, Andrés, Larsson, Erik, Lee, Donghoon, Lehmann, Kjong-Van, Li, Shantao, Li, Xiaotong, Lin, Ziao, Liu, Eric Minwei, Lochovsky, Lucas, Lou, Shaoke, Madsen, Tobias, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, McGillivray, Patrick D, Meyerson, William, Muiños, Ferran, Mularoni, Loris, Nakagawa, Hidewaki, Nielsen, Morten Muhlig, Park, Keunchil, Park, Kiejung, Pons, Tirso, Reyes-Salazar, Iker, Rheinbay, Esther, Rubio-Perez, Carlota, Saksena, Gordon, Salichos, Leonidas, Sander, Chris, Schumacher, Steven E, Shackleton, Mark, Shapira, Ofer, Shen, Ciyue, Shuai, Shimin, Sidiropoulos, Nikos, Sieverling, Lina, Sinnott-Armstrong, Nasa, Stein, Lincoln D, Tamborero, David, Tiao, Grace, Tsunoda, Tatsuhiko, Umer, Husen M, Uusküla-Reimand, Liis, Wadelius, Claes, Wang, Jiayin, Warrell, Jonathan, Waszak, Sebastian M, Weischenfeldt, Joachim, Wu, Guanming, Yu, Jun, Zhang, Jing, Zhang, Xuanping, Zhang, Yan, Zhao, Zhongming, Zou, Lihua, Reimand, Jüri, Stuart, Joshua M, Raphael, Benjamin J, Aaltonen, Lauri A, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Boutros, Paul C, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chalmers, Don, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Dhalla, Noreen, Dhani, Neesha C, Dhir, Rajiv, DiBiase, Anthony, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Han, Leng, Hanna, George B, Hansmann, Martin, Harismendy, Olivier, Harliwong, Ivon, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jihoon, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Larsimont, Denis, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Siliang, Li, Xiaobo, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reis-Filho, Jorge, Reuter, Victor, Reynolds, Sheila M, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shelton, Troy, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shringarpure, Suyash S, Shriver, Craig, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warren, Anne Y, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Junjun, Zhang, Xiuqing, Zhang, Zemin, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, and Veer, L van’t
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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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6. Divergent mutational processes distinguish hypoxic and normoxic tumours
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Bhandari, Vinayak, Li, Constance H, Bristow, Robert G, Boutros, Paul C, Aaltonen, Lauri A, Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Akdemir, Kadir C, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G, Amary, Fernanda, Amin, Samirkumar B, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Bader, Gary D, Baez-Ortega, Adrian, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Bowtell, David DL, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campbell, Peter J, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Ken, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Cortés-Ciriano, Isidro, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C, Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Paul A, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, Eils, Roland, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A, Fink, J Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Fonseca, Nuno A, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Garsed, Dale W, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstein, Mark, Gerstung, Moritz, Getz, Gad, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gordenin, Dmitry A, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hess, Julian M, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Barbara, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B, Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose MG, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Johnson, Rory, Johnson, Todd A, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, David TW, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Kazanov, Marat D, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Kleinheinz, Kortine, Klimczak, Leszek J, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lynch, Andy G, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, Matthew, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio CP, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nielsen, Morten Muhlig, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ossowski, Stephan, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Puiggròs, Montserrat, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Rheinbay, Esther, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R, Roberts, Nicola D, Roberts, Steven A, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubin, Mark A, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlesner, Matthias, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shackleton, Mark, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Siebert, Reiner, Sieuwerts, Anieta M, Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D, Stenhouse, Alasdair, Stewart, Chip, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Torrents, David, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, MC Tubio, Jose, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wala, Jeremiah A, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weischenfeldt, Joachim, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Junjun, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
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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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7. Genomic footprints of activated telomere maintenance mechanisms in cancer
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Sieverling, Lina, Hong, Chen, Koser, Sandra D, Ginsbach, Philip, Kleinheinz, Kortine, Hutter, Barbara, Braun, Delia M, Cortés-Ciriano, Isidro, Xi, Ruibin, Kabbe, Rolf, Park, Peter J, Eils, Roland, Schlesner, Matthias, Akdemir, Kadir C, Alvarez, Eva G, Baez-Ortega, Adrian, Beroukhim, Rameen, Boutros, Paul C, Bowtell, David DL, Brors, Benedikt, Burns, Kathleen H, Campbell, Peter J, Chan, Kin, Chen, Ken, Dueso-Barroso, Ana, Dunford, Andrew J, Edwards, Paul A, Estivill, Xavier, Etemadmoghadam, Dariush, Feuerbach, Lars, Fink, J Lynn, Frenkel-Morgenstern, Milana, Garsed, Dale W, Gerstein, Mark, Gordenin, Dmitry A, Haan, David, Haber, James E, Hess, Julian M, Imielinski, Marcin, Jones, David TW, Ju, Young Seok, Kazanov, Marat D, Klimczak, Leszek J, Koh, Youngil, Korbel, Jan O, Kumar, Kiran, Lee, Eunjung Alice, Lee, Jake June-Koo, Li, Yilong, Lynch, Andy G, Macintyre, Geoff, Markowetz, Florian, Martincorena, Iñigo, Martinez-Fundichely, Alexander, Meyerson, Matthew, Miyano, Satoru, Nakagawa, Hidewaki, Navarro, Fabio CP, Ossowski, Stephan, Pearson, John V, Puiggròs, Montserrat, Rippe, Karsten, Roberts, Nicola D, Roberts, Steven A, Rodriguez-Martin, Bernardo, Schumacher, Steven E, Scully, Ralph, Shackleton, Mark, Sidiropoulos, Nikos, Stewart, Chip, Torrents, David, MC Tubio, Jose, Villasante, Izar, Waddell, Nicola, Wala, Jeremiah A, Weischenfeldt, Joachim, Yang, Lixing, Yao, Xiaotong, Yoon, Sung-Soo, Zamora, Jorge, Zhang, Cheng-Zhong, Aaltonen, Lauri A, Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J, Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akbani, Rehan, Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T, Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B, Ally, Adrian, Alsop, Kathryn, Amary, Fernanda, Amin, Samirkumar B, Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J, Ang, Yeng, Antonello, Davide, Anur, Pavana, Aparicio, Samuel, Appelbaum, Elizabeth L, Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J Todd, Aure, Miriam RR, Awadalla, Philip, Aymerich, Marta, Bader, Gary D, Bailey, Matthew H, Bailey, Peter J, Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E, Barbi, Stefano, Barbour, Andrew P, Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F, Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B, Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A, Behjati, Sam, Behren, Andreas, Niu, Beifang, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K, Bergstrom, Erik N, Berman, Benjamin P, Berney, Daniel M, Bernhart, Stephan H, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G, Biankin, Andrew V, Bieg, Matthias, Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K, Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S, Boot, Arnoud, Bootwalla, Moiz S, Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A, Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G Steven, Bowen, David T, Bowlby, Reanne, Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S, Brinkman, Arie B, Bristow, Robert G, Broaddus, Russell R, Brock, Jane E, Brock, Malcolm, Broeks, Annegien, Brooks, Angela N, Brooks, Denise, Brunak, Søren, Bruxner, Timothy JC, Bruzos, Alicia L, Buchanan, Alex, Buchhalter, Ivo, Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Busanovich, John, Bustamante, Carlos D, Butler, Adam P, Butte, Atul J, Byrne, Niall J, Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J, Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E, Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E, Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan-Seng-Yue, Michelle, Chandan, Vishal S, Chang, David K, Chanock, Stephen J, Chantrill, Lorraine A, Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D, Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Chong, Zechen, Choo, Su Pin, Chou, Angela, Christ, Angelika N, Christie, Elizabeth L, Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C, Connor, Ashton A, Cooke, Susanna L, Cooper, Colin S, Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G, Cordner, Stephen M, Covington, Kyle, Cowin, Prue A, Craft, Brian, Craft, David, Creighton, Chad J, Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A, Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R, Davies, Helen, Davis, Ian J, Davis-Dusenbery, Brandi N, Dawson, Kevin J, De La Vega, Francisco M, De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P, Delaneau, Olivier, Demchok, John A, Demeulemeester, Jonas, Demidov, German M, Demircioğlu, Deniz, Dennis, Nening M, Denroche, Robert E, Dentro, Stefan C, Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G, Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C, Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Li, Ding, Shuai, Dinh, Huy Q, Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T, Drapkin, Ronny, Drechsel, Oliver, Drews, Ruben M, Serge, Serge, Dudderidge, Tim, Dunn, Michael, Dursi, Lewis Jonathan, Duthie, Fraser R, Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F, Edmonds, Stuart, Edwards, Sandra E, Eeles, Rosalind A, Ehinger, Anna, Eils, Juergen, El-Naggar, Adel, Eldridge, Matthew, Ellrott, Kyle, Erkek, Serap, Escaramis, Georgia, Espiritu, Shadrielle MG, Eyfjord, Jorunn E, Faltas, Bishoy M, Fan, Daiming, Fan, Yu, Faquin, William C, Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L, Ferretti, Vincent, Field, Matthew A, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W, Fitzgerald, Anna, Fitzgerald, Rebecca C, Flanagan, Adrienne M, Fleshner, Neil E, Flicek, Paul, Foekens, John A, Fong, Kwun M, Fonseca, Nuno A, Foster, Christopher S, Fox, Natalie S, Fraser, Michael, Frazer, Scott, Friedman, William, Frigola, Joan, Fronick, Catrina C, Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A, Fulton, Robert S, Furuta, Mayuko, Futreal, P Andrew, Füllgrabe, Anja, Gabriel, Stacey B, Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Gao, Shengjie, Garraway, Levi, Garred, Øystein, Garrison, Erik, Gehlenborg, Nils, Gelpi, Josep LL, George, Joshy, Gerhard, Daniela S, Gerhauser, Clarissa, Gershenwald, Jeffrey E, Gerstung, Moritz, Getz, Gad, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H, Gibbs, Richard A, Gibson, Bob, Gill, Anthony J, Gill, Pelvender, Giri, Dilip D, Glodzik, Dominik, Gnanapragasam, Vincent J, Goebler, Maria Elisabeth, Goldman, Mary J, Gomez, Carmen, Gonzalez, Santiago, Gonzalez-Perez, Abel, Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S, Grant, Robert C, Green, Anthony R, Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M, Grossman, Robert L, Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Ivo G, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haas, Siegfried, Haase, Kerstin, Habermann, Nina, Hach, Faraz, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C, Hamilton, Anne, Hamilton, Mark P, Han, Leng, Hanna, George B, Hansmann, Martin, Haradhvala, Nicholas J, Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O, Harrington, Eoghan, Hasegawa, Takanori, Haussler, David, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D Neil, Hayes, Stephen J, Hayward, Nicholas K, Hazell, Steven, He, Yao, Heath, Allison P, Heath, Simon C, Hedley, David, Hegde, Apurva M, Heiman, David I, Heinold, Michael C, Heins, Zachary, Heisler, Lawrence E, Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J, Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hilmarsdottir, Holmfridur, Hinton, Jonathan, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A, Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I, Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z, Hollingsworth, Michael A, Holmes, Oliver, Holt, Robert A, Hong, Eun Pyo, Hong, Jongwhi H, Hooijer, Gerrit K, Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P, Hruban, Ralph H, Hu, Jianhong, Hu, Taobo, Hua, Xing, Huang, Kuan-lin, Huang, Mei, Huang, Mi Ni, Huang, Vincent, Huang, Yi, Huber, Wolfgang, Hudson, Thomas J, Hummel, Michael, Hung, Jillian A, Huntsman, David, Hupp, Ted R, Huse, Jason, Huska, Matthew R, Hutter, Carolyn M, Hübschmann, Daniel, Iacobuzio-Donahue, Christine A, Imbusch, Charles David, Imoto, Seiya, Isaacs, William B, Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, SM Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose MG, Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B, Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C, Jayasinghe, Reyka, Jefferys, Stuart R, Jegalian, Karine, Jennings, Jennifer L, Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A, Johns, Amber L, Johns, Jeremy, Johnson, Rory, Johnson, Todd A, Jolly, Clemency, Joly, Yann, Jonasson, Jon G, Jones, Corbin D, Jones, David R, Jones, Nic, Jones, Steven JM, Jonkers, Jos, Juhl, Hartmut, Jung, Jongsun, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Jäger, Natalie, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B, Kakavand, Hojabr, Kalimuthu, Sangeetha, von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kasaian, Katayoon, Kassahn, Karin S, Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D, Kazakoff, Stephen H, Keays, Maria, Kebebew, Electron, Kefford, Richard F, Kellis, Manolis, Kench, James G, Kennedy, Catherine J, Kerssemakers, Jules NA, Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Lae, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K, Kim, Youngwook, King, Tari A, Klapper, Wolfram, Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Pardeep, Kumar, Sushant, Kumar, Yogesh, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H, Laird, Peter W, Lakhani, Sunil R, Lalansingh, Christopher M, Lalonde, Emilie, Lamaze, Fabien C, Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta MS, Lawerenz, Chris, Lawlor, Rita T, Lawrence, Michael S, Lazar, Alexander J, Lazic, Ana Mijalkovic, Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Hee Jin, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R, Leongamornlert, Daniel A, Leshchiner, Ignaty, Letourneau, Louis, Letunic, Ivica, Levine, Douglas A, Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H, Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, WM, Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livitz, Dimitri, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V, Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N, Lovat, Laurence B, Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J, Lype, Lisa, López, Cristina, López-Otín, Carlos, Z, Eric, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T, Maitra, Arindam, Majumder, Partha P, Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J, Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R, Margolin, Adam A, Marin, Maximillian G, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A, Marsden, Luke, Martens, John WM, Martin, Sancha, Martin-Subero, Jose I, Maruvka, Yosef E, Mashl, R Jay, Massie, Charlie E, Matthew, Thomas J, Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D, McLellan, Michael D, McPherson, John D, McPherson, John R, McPherson, Treasa A, Meier, Samuel R, Meng, Alice, Meng, Shaowu, Menzies, Andrew, Merrett, Neil D, Merson, Sue, Meyerson, William, Mieczkowski, Piotr A, Mihaiescu, George L, Mijalkovic, Sanja, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A, Miller, David K, Miller, Jessica K, Mills, Gordon B, Milovanovic, Ana, Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J, Moore, Richard A, Morganella, Sandro, Morris, Quaid D, Morrison, Carl, Mose, Lisle E, Moser, Catherine D, Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J, Mungall, Karen, Musgrove, Elizabeth A, Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M, Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M, Nahal-Bose, Hardeep K, Nakagama, Hitoshi, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Neal, David E, Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J, Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G Petur, Nielsen, Morten Muhlig, Nik-Zainal, Serena, Noble, Michael S, Nones, Katia, Northcott, Paul A, Notta, Faiyaz, O’Connor, Brian D, O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A, Ojesina, Akinyemi I, Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ott, German, Ouellette, BF Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Paramasivam, Nagarajan, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Parker, Joel S, Parsons, Simon L, Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pedamallu, Chandra Sekhar, Pedersen, Jakob Skou, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A, Perou, Charles M, Perry, Marc D, Petersen, Gloria M, Peto, Myron, Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M, Phillips, Mark, Pich, Oriol, Pickett, Hilda A, Pihl, Todd D, Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V, Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R, Prinz, Manuel, Pritchard, Antonia L, Prokopec, Stephenie D, Provenzano, Elena, Puente, Xose S, Puig, Sonia, Pulido-Tamayo, Sergio, Pupo, Gulietta M, Purdie, Colin A, Quinn, Michael C, Rabionet, Raquel, Rader, Janet S, Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Raine, Keiran M, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J, Rathmell, W Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A, Reynolds, Sheila M, Rheinbay, Esther, Riazalhosseini, Yasser, Richardson, Andrea L, Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Roach, Jeffrey, Roberts, Lewis R, Robertson, A Gordon, Robertson, Alan J, Rodriguez, Javier Bartolomé, Rodríguez-González, F Germán, Roehrl, Michael HA, Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C, Rosenwald, Andreas, Rowe, Edward W, Royo, Romina, Rozen, Steven G, Rubanova, Yulia, Rubin, Mark A, Rubio-Perez, Carlota, Rudneva, Vasilisa A, Rusev, Borislav C, Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y, Sadeghi, Sara, Sahinalp, S Cenk, Saini, Natalie, Saito-Adachi, Mihoko, Saksena, Gordon, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S, Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sarrafi, Iman, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn PM, Scardoni, Maria, Scarlett, Christopher J, Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E, Schilhabel, Markus B, Schlomm, Thorsten, Schmidt, Heather K, Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schwarz, Roland F, Scolyer, Richard A, Scott, David, Seethala, Raja, Segre, Ayellet V, Selander, Iris, Semple, Colin A, Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C, Shah, Nimish C, Shahabi, Sagedeh, Shang, Catherine A, Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I, Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S, Shriver, Craig, Shuai, Shimin, Siebert, Reiner, Sieuwerts, Anieta M, Signoretti, Sabina, Sikora, Katarzyna O, Simbolo, Michele, Simon, Ronald, Simons, Janae V, Simpson, Jared T, Simpson, Peter T, Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J, Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D, Sofia, Heidi J, Soloway, Matthew G, Song, Lei, Sood, Anil K, Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M, Span, Paul N, Spellman, Paul T, Sperandio, Nicola, Spillane, Andrew J, Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F, Staib, Peter, Stark, Stefan G, Stebbings, Lucy, Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D, Stenhouse, Alasdair, Stilgenbauer, Stephan, Stobbe, Miranda D, Stratton, Michael R, Stretch, Jonathan R, Struck, Adam J, Stuart, Joshua M, Stunnenberg, Henk G, Su, Hong, Su, Xiaoping, Sun, Ren X, Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J, Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L, Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F, Taylor-Weiner, Amaro, Teague, Jon W, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P, Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M, Thompson, John FF, Thompson, R Houston, Thorne, Heather, Thorne, Leigh B, Thorogood, Adrian, Tiao, Grace, Tijanic, Nebojsa, Timms, Lee E, Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W, Toprak, Umut H, Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz HP, Tsao, Ming, Tsunoda, Tatsuhiko, Tucker, Olga, Turkington, Richard, Turner, Daniel J, Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T, Umbricht, Christopher, Umer, Husen M, Underwood, Timothy J, Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J, Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G, Van den Eynden, Gert G, Van der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven PC, Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, VijayRaghavan, K, Viksna, Juris, Vilain, Ricardo E, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wang, Jian, Wang, Jiayin, Wang, Linghua, Wang, Qi, Wang, Wenyi, Wang, Yumeng, Wang, Zhining, Waring, Paul M, Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y, Waszak, Sebastian M, Wedge, David C, Weichenhan, Dieter, Weinberger, Paul, Weinstein, John N, Weisenberger, Daniel J, Welch, Ian, Wendl, Michael C, Werner, Johannes, Whalley, Justin P, Wheeler, David A, Whitaker, Hayley C, Wigle, Dennis, Wilkerson, Matthew D, Williams, Ashley, Wilmott, James S, Wilson, Gavin W, Wilson, Julie M, Wilson, Richard K, Winterhoff, Boris, Wintersinger, Jeffrey A, Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H, Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G, Wright, Adam J, Wright, Derek W, Wright, Mark H, Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Wu, Zhenggang, Xi, Liu, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Xue, Hong, Yachida, Shinichi, Yakneen, Sergei, Yamaguchi, Rui, Yamaguchi, Takafumi N, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y, Yang, Liming, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Ye, Kai, Yellapantula, Venkata D, Yoon, Christopher J, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Yung, Christina K, Zaikova, Olga, Zapatka, Marc, Zenklusen, Jean C, Zenz, Thorsten, Zeps, Nikolajs, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Junjun, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, deFazio, Anna, van As, Nicholas, van Deurzen, Carolien HM, van de Vijver, Marc J, Veer, L van’t, and von Mering, Christian
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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.
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- 2023
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8. Federated OmicsDI: Cloud-based architecture for omics data discovery
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Gaurhari Dass, Manh-Tu Vu, Moreno, Pablo, Ocana, David, Xu, Pan, Weimin Zhu, Newhouse, Steven, Hermjakob, Henning, and Perez-Riverol, Yasset
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multiomics, databases, cloud - Abstract
Motivation: Omics Discovery Index (OmicsDI - www.omicsdi.org) is an integrated and open-source platform to facilitate the discovery and dissemination of omics datasets metadata. It provides a unique infrastructure to integrate datasets coming from multiple omics studies, including at present proteomics, genomics, transcriptomics, metabolomics, and systems biology. The OmicsDI architecture was originally implemented and deployed in a dedicated high-performance computing cluster, limiting scalability and dynamic allocation of resources by the data processing pipelines. In addition, the original OmicsDI resource could not be reused by independent laboratories and research groups to share and disseminate their data. Results: Here, we present a new version of OmicsDI that can be easily deployed in cloud architectures and local infrastructures enabling the development of a Federated OmicsDI. The new architecture can be automatically synchronized with the main OmicsDI resource, increasing the integration with other omics data providers. Also, the proposed Cloud-based architecture is more scalable, providing better capabilities to manage the increase of data providers and datasets.
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- 2021
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9. Butler enables rapid cloud-based analysis of thousands of human genomes
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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
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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
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- 2020
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10. Pan-cancer analysis of whole genomes
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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
11. Sex differences in oncogenic mutational processes
- Author
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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
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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.
12. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
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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
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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.
13. Sex differences in oncogenic mutational processes
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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
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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.
14. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
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Meyerson, William U., Dursi, Lewis Jonathan, Wang, Liang-Bo, Dong, Guanlan, Liang, Wen-Wei, Weerasinghe, Amila, Kelso, Sean, Wendl, Michael C., Simpson, Jared T., Akbani, Rehan, Anur, Pavana, Bailey, Matthew H., Buchanan, Alex, Chiotti, Kami, Covington, Kyle, Creason, Allison, Ding, Li, Ellrott, Kyle, Fan, Yu, Foltz, Steven, Getz, Gad, Hale, Walker, Haussler, David, Hess, Julian M., Hutter, Carolyn M., Kandoth, Cyriac, Kasaian, Katayoon, Kasapi, Melpomeni, Larson, Dave, Leshchiner, Ignaty, Letaw, John, Ma, Singer, McLellan, Michael D., Men, Yifei, Mills, Gordon B., Niu, Beifang, Peto, Myron, Radenbaugh, Amie, Reynolds, Sheila M., Saksena, Gordon, Sofia, Heidi, Stewart, Chip, Struck, Adam J., Stuart, Joshua M., Wang, Wenyi, Weinstein, John N., Wheeler, David A., Wong, Christopher K., Xi, Liu, Ye, Kai, Bieg, Matthias, Boutros, Paul C., Buchhalter, Ivo, Butler, Adam P., Chen, Ken, Chong, Zechen, Drechsel, Oliver, Jonathan Dursi, Lewis, Eils, Roland, Espiritu, Shadrielle M. G., Fulton, Robert S., Gao, Shengjie, Gelpi, Josep L. L., Gerstein, Mark B., Gonzalez, Santiago, Gut, Ivo G., Hach, Faraz, Heinold, Michael C., Hinton, Jonathan, Hu, Taobo, Huang, Vincent, Huang, Yi, Hutter, Barbara, Jones, David R., Jung, Jongsun, Jäger, Natalie, Kim, Hyung-Lae, Kleinheinz, Kortine, Kumar, Sushant, Kumar, Yogesh, Lalansingh, Christopher M., Letunic, Ivica, Livitz, Dimitri, Ma, Eric Z., Maruvka, Yosef E., Mashl, R. Jay, Menzies, Andrew, Milovanovic, Ana, Nielsen, Morten Muhlig, Ossowski, Stephan, Paramasivam, Nagarajan, Pedersen, Jakob Skou, Perry, Marc D., Puiggròs, Montserrat, Raine, Keiran M., Rheinbay, Esther, Royo, Romina, Sahinalp, S. Cenk, Sarrafi, Iman, Schlesner, Matthias, Stebbings, Lucy, Stobbe, Miranda D., Teague, Jon W., Tiao, Grace, Torrents, David, Wala, Jeremiah A., Wang, Jiayin, Waszak, Sebastian M., Weischenfeldt, Joachim, Werner, Johannes, Wu, Zhenggang, Xue, Hong, Yakneen, Sergei, Yamaguchi, Takafumi N., Yellapantula, Venkata D., Yung, Christina K., Zhang, Junjun, Aaltonen, Lauri A., Abascal, Federico, Abeshouse, Adam, Aburatani, Hiroyuki, Adams, David J., Agrawal, Nishant, Ahn, Keun Soo, Ahn, Sung-Min, Aikata, Hiroshi, Akdemir, Kadir C., Al-Ahmadie, Hikmat, Al-Sedairy, Sultan T., Al-Shahrour, Fatima, Alawi, Malik, Albert, Monique, Aldape, Kenneth, Alexandrov, Ludmil B., Ally, Adrian, Alsop, Kathryn, Alvarez, Eva G., Amary, Fernanda, Amin, Samirkumar B., Aminou, Brice, Ammerpohl, Ole, Anderson, Matthew J., Ang, Yeng, Antonello, Davide, Aparicio, Samuel, Appelbaum, Elizabeth L., Arai, Yasuhito, Aretz, Axel, Arihiro, Koji, Ariizumi, Shun-Ichi, Armenia, Joshua, Arnould, Laurent, Asa, Sylvia, Assenov, Yassen, Atwal, Gurnit, Aukema, Sietse, Auman, J. Todd, Aure, Miriam R., Awadalla, Philip, Aymerich, Marta, Bader, Gary D., Baez-Ortega, Adrian, Bailey, Peter J., Balasundaram, Miruna, Balu, Saianand, Bandopadhayay, Pratiti, Banks, Rosamonde E., Barbi, Stefano, Barbour, Andrew P., Barenboim, Jonathan, Barnholtz-Sloan, Jill, Barr, Hugh, Barrera, Elisabet, Bartlett, John, Bartolome, Javier, Bassi, Claudio, Bathe, Oliver F., Baumhoer, Daniel, Bavi, Prashant, Baylin, Stephen B., Bazant, Wojciech, Beardsmore, Duncan, Beck, Timothy A., Behjati, Sam, Behren, Andreas, Bell, Cindy, Beltran, Sergi, Benz, Christopher, Berchuck, Andrew, Bergmann, Anke K., Bergstrom, Erik N., Berman, Benjamin P., Berney, Daniel M., Bernhart, Stephan H., Beroukhim, Rameen, Berrios, Mario, Bersani, Samantha, Bertl, Johanna, Betancourt, Miguel, Bhandari, Vinayak, Bhosle, Shriram G., Biankin, Andrew V., Bigner, Darell, Binder, Hans, Birney, Ewan, Birrer, Michael, Biswas, Nidhan K., Bjerkehagen, Bodil, Bodenheimer, Tom, Boice, Lori, Bonizzato, Giada, De Bono, Johann S., Boot, Arnoud, Bootwalla, Moiz S., Borg, Ake, Borkhardt, Arndt, Boroevich, Keith A., Borozan, Ivan, Borst, Christoph, Bosenberg, Marcus, Bosio, Mattia, Boultwood, Jacqueline, Bourque, Guillaume, Bova, G. Steven, Bowen, David T., Bowlby, Reanne, Bowtell, David D. L., Boyault, Sandrine, Boyce, Rich, Boyd, Jeffrey, Brazma, Alvis, Brennan, Paul, Brewer, Daniel S., Brinkman, Arie B., Bristow, Robert G., Broaddus, Russell R., Brock, Jane E., Brock, Malcolm, Broeks, Annegien, Brooks, Angela N., Brooks, Denise, Brors, Benedikt, Brunak, Søren, Bruxner, Timothy J. C., Bruzos, Alicia L., Buchholz, Christiane, Bullman, Susan, Burke, Hazel, Burkhardt, Birgit, Burns, Kathleen H., Busanovich, John, Bustamante, Carlos D., Butte, Atul J., Byrne, Niall J., Børresen-Dale, Anne-Lise, Caesar-Johnson, Samantha J., Cafferkey, Andy, Cahill, Declan, Calabrese, Claudia, Caldas, Carlos, Calvo, Fabien, Camacho, Niedzica, Campbell, Peter J., Campo, Elias, Cantù, Cinzia, Cao, Shaolong, Carey, Thomas E., Carlevaro-Fita, Joana, Carlsen, Rebecca, Cataldo, Ivana, Cazzola, Mario, Cebon, Jonathan, Cerfolio, Robert, Chadwick, Dianne E., Chakravarty, Dimple, Chalmers, Don, Chan, Calvin Wing Yiu, Chan, Kin, Chan-Seng-Yue, Michelle, Chandan, Vishal S., Chang, David K., Chanock, Stephen J., Chantrill, Lorraine A., Chateigner, Aurélien, Chatterjee, Nilanjan, Chayama, Kazuaki, Chen, Hsiao-Wei, Chen, Jieming, Chen, Yiwen, Chen, Zhaohong, Cherniack, Andrew D., Chien, Jeremy, Chiew, Yoke-Eng, Chin, Suet-Feung, Cho, Juok, Cho, Sunghoon, Choi, Jung Kyoon, Choi, Wan, Chomienne, Christine, Choo, Su Pin, Chou, Angela, Christ, Angelika N., Christie, Elizabeth L., Chuah, Eric, Cibulskis, Carrie, Cibulskis, Kristian, Cingarlini, Sara, Clapham, Peter, Claviez, Alexander, Cleary, Sean, Cloonan, Nicole, Cmero, Marek, Collins, Colin C., Connor, Ashton A., Cooke, Susanna L., Cooper, Colin S., Cope, Leslie, Corbo, Vincenzo, Cordes, Matthew G., Cordner, Stephen M., Cortés-Ciriano, Isidro, Cowin, Prue A., Craft, Brian, Craft, David, Creighton, Chad J., Cun, Yupeng, Curley, Erin, Cutcutache, Ioana, Czajka, Karolina, Czerniak, Bogdan, Dagg, Rebecca A., Danilova, Ludmila, Davi, Maria Vittoria, Davidson, Natalie R., Davies, Helen, Davis, Ian J., Davis-Dusenbery, Brandi N., Dawson, Kevin J., De La Vega, Francisco M., De Paoli-Iseppi, Ricardo, Defreitas, Timothy, Dei Tos, Angelo P., Delaneau, Olivier, Demchok, John A., Demeulemeester, Jonas, Demidov, German M., Demircioğlu, Deniz, Dennis, Nening M., Denroche, Robert E., Dentro, Stefan C., Desai, Nikita, Deshpande, Vikram, Deshwar, Amit G., Desmedt, Christine, Deu-Pons, Jordi, Dhalla, Noreen, Dhani, Neesha C., Dhingra, Priyanka, Dhir, Rajiv, DiBiase, Anthony, Diamanti, Klev, Ding, Shuai, Dinh, Huy Q., Dirix, Luc, Doddapaneni, HarshaVardhan, Donmez, Nilgun, Dow, Michelle T., Drapkin, Ronny, Drews, Ruben M., Serge, Serge, Dudderidge, Tim, Dueso-Barroso, Ana, Dunford, Andrew J., Dunn, Michael, Duthie, Fraser R., Dutton-Regester, Ken, Eagles, Jenna, Easton, Douglas F., Edmonds, Stuart, Edwards, Paul A., Edwards, Sandra E., Eeles, Rosalind A., Ehinger, Anna, Eils, Juergen, El-Naggar, Adel, Eldridge, Matthew, Erkek, Serap, Escaramis, Georgia, Estivill, Xavier, Etemadmoghadam, Dariush, Eyfjord, Jorunn E., Faltas, Bishoy M., Fan, Daiming, Faquin, William C., Farcas, Claudiu, Fassan, Matteo, Fatima, Aquila, Favero, Francesco, Fayzullaev, Nodirjon, Felau, Ina, Fereday, Sian, Ferguson, Martin L., Ferretti, Vincent, Feuerbach, Lars, Field, Matthew A., Fink, J. Lynn, Finocchiaro, Gaetano, Fisher, Cyril, Fittall, Matthew W., Fitzgerald, Anna, Fitzgerald, Rebecca C., Flanagan, Adrienne M., Fleshner, Neil E., Flicek, Paul, Foekens, John A., Fong, Kwun M., Fonseca, Nuno A., Foster, Christopher S., Fox, Natalie S., Fraser, Michael, Frazer, Scott, Frenkel-Morgenstern, Milana, Friedman, William, Frigola, Joan, Fronick, Catrina C., Fujimoto, Akihiro, Fujita, Masashi, Fukayama, Masashi, Fulton, Lucinda A., Furuta, Mayuko, Futreal, P. Andrew, Füllgrabe, Anja, Gabriel, Stacey B., Gallinger, Steven, Gambacorti-Passerini, Carlo, Gao, Jianjiong, Garraway, Levi, Garred, Øystein, Garrison, Erik, Garsed, Dale W., Gehlenborg, Nils, George, Joshy, Gerhard, Daniela S., Gerhauser, Clarissa, Gershenwald, Jeffrey E., Gerstung, Moritz, Ghori, Mohammed, Ghossein, Ronald, Giama, Nasra H., Gibbs, Richard A., Gill, Anthony J., Gill, Pelvender, Giri, Dilip D., Glodzik, Dominik, Gnanapragasam, Vincent J., Goebler, Maria Elisabeth, Goldman, Mary J., Gomez, Carmen, Gonzalez-Perez, Abel, Gordenin, Dmitry A., Gossage, James, Gotoh, Kunihito, Govindan, Ramaswamy, Grabau, Dorthe, Graham, Janet S., Grant, Robert C., Green, Anthony R., Green, Eric, Greger, Liliana, Grehan, Nicola, Grimaldi, Sonia, Grimmond, Sean M., Grossman, Robert L., Grundhoff, Adam, Gundem, Gunes, Guo, Qianyun, Gupta, Manaswi, Gupta, Shailja, Gut, Marta, Göke, Jonathan, Ha, Gavin, Haake, Andrea, Haan, David, Haas, Siegfried, Haase, Kerstin, Haber, James E., Habermann, Nina, Haider, Syed, Hama, Natsuko, Hamdy, Freddie C., Hamilton, Anne, Hamilton, Mark P., Han, Leng, Hanna, George B., Hansmann, Martin, Haradhvala, Nicholas J., Harismendy, Olivier, Harliwong, Ivon, Harmanci, Arif O., Harrington, Eoghan, Hasegawa, Takanori, Hawkins, Steve, Hayami, Shinya, Hayashi, Shuto, Hayes, D. Neil, Hayes, Stephen J., Hayward, Nicholas K., Hazell, Steven, He, Yao, Heath, Allison P., Heath, Simon C., Hedley, David, Hegde, Apurva M., Heiman, David I., Heins, Zachary, Heisler, Lawrence E., Hellstrom-Lindberg, Eva, Helmy, Mohamed, Heo, Seong Gu, Hepperla, Austin J., Heredia-Genestar, José María, Herrmann, Carl, Hersey, Peter, Hilmarsdottir, Holmfridur, Hirano, Satoshi, Hiraoka, Nobuyoshi, Hoadley, Katherine A., Hobolth, Asger, Hodzic, Ermin, Hoell, Jessica I., Hoffmann, Steve, Hofmann, Oliver, Holbrook, Andrea, Holik, Aliaksei Z., Hollingsworth, Michael A., Holmes, Oliver, Holt, Robert A., Hong, Chen, Hong, Eun Pyo, Hong, Jongwhi H., Hooijer, Gerrit K., Hornshøj, Henrik, Hosoda, Fumie, Hou, Yong, Hovestadt, Volker, Howat, William, Hoyle, Alan P., Hruban, Ralph H., Hu, Jianhong, Hua, Xing, Huang, Kuan-Lin, Huang, Mei, Huang, Mi Ni, Huber, Wolfgang, Hudson, Thomas J., Hummel, Michael, Hung, Jillian A., Huntsman, David, Hupp, Ted R., Huse, Jason, Huska, Matthew R., Hübschmann, Daniel, Iacobuzio-Donahue, Christine A., Imbusch, Charles David, Imielinski, Marcin, Imoto, Seiya, Isaacs, William B., Isaev, Keren, Ishikawa, Shumpei, Iskar, Murat, Islam, S. M. Ashiqul, Ittmann, Michael, Ivkovic, Sinisa, Izarzugaza, Jose M. G., Jacquemier, Jocelyne, Jakrot, Valerie, Jamieson, Nigel B., Jang, Gun Ho, Jang, Se Jin, Jayaseelan, Joy C., Jayasinghe, Reyka, Jefferys, Stuart R., Jegalian, Karine, Jennings, Jennifer L., Jeon, Seung-Hyup, Jerman, Lara, Ji, Yuan, Jiao, Wei, Johansson, Peter A., Johns, Amber L., Johns, Jeremy, Johnson, Rory, Johnson, Todd A., Jolly, Clemency, Joly, Yann, Jonasson, Jon G., Jones, Corbin D., Jones, David T. W., Jones, Nic, Jones, Steven J. M., Jonkers, Jos, Ju, Young Seok, Juhl, Hartmut, Juul, Malene, Juul, Randi Istrup, Juul, Sissel, Kabbe, Rolf, Kahles, Andre, Kahraman, Abdullah, Kaiser, Vera B., Kakavand, Hojabr, Kalimuthu, Sangeetha, Von Kalle, Christof, Kang, Koo Jeong, Karaszi, Katalin, Karlan, Beth, Karlić, Rosa, Karsch, Dennis, Kassahn, Karin S., Katai, Hitoshi, Kato, Mamoru, Katoh, Hiroto, Kawakami, Yoshiiku, Kay, Jonathan D., Kazakoff, Stephen H., Kazanov, Marat D., Keays, Maria, Kebebew, Electron, Kefford, Richard F., Kellis, Manolis, Kench, James G., Kennedy, Catherine J., Kerssemakers, Jules N. A., Khoo, David, Khoo, Vincent, Khuntikeo, Narong, Khurana, Ekta, Kilpinen, Helena, Kim, Hark Kyun, Kim, Hyung-Yong, Kim, Hyunghwan, Kim, Jaegil, Kim, Jihoon, Kim, Jong K., Kim, Youngwook, King, Tari A., Klapper, Wolfram, Klimczak, Leszek J., Knappskog, Stian, Kneba, Michael, Knoppers, Bartha M., Koh, Youngil, Komorowski, Jan, Komura, Daisuke, Komura, Mitsuhiro, Kong, Gu, Kool, Marcel, Korbel, Jan O., Korchina, Viktoriya, Korshunov, Andrey, Koscher, Michael, Koster, Roelof, Kote-Jarai, Zsofia, Koures, Antonios, Kovacevic, Milena, Kremeyer, Barbara, Kretzmer, Helene, Kreuz, Markus, Krishnamurthy, Savitri, Kube, Dieter, Kumar, Kiran, Kumar, Pardeep, Kundra, Ritika, Kübler, Kirsten, Küppers, Ralf, Lagergren, Jesper, Lai, Phillip H., Laird, Peter W., Lakhani, Sunil R., Lalonde, Emilie, Lamaze, Fabien C., Lambert, Adam, Lander, Eric, Landgraf, Pablo, Landoni, Luca, Langerød, Anita, Lanzós, Andrés, Larsimont, Denis, Larsson, Erik, Lathrop, Mark, Lau, Loretta M. S., Lawerenz, Chris, Lawlor, Rita T., Lawrence, Michael S., Lazar, Alexander J., Le, Xuan, Lee, Darlene, Lee, Donghoon, Lee, Eunjung Alice, Lee, Hee Jin, Lee, Jake June-Koo, Lee, Jeong-Yeon, Lee, Juhee, Lee, Ming Ta Michael, Lee-Six, Henry, Lehmann, Kjong-Van, Lehrach, Hans, Lenze, Dido, Leonard, Conrad R., Leongamornlert, Daniel A., Letourneau, Louis, Levine, Douglas A., Lewis, Lora, Ley, Tim, Li, Chang, Li, Constance H., Li, Haiyan Irene, Li, Jun, Li, Lin, Li, Shantao, Li, Siliang, Li, Xiaobo, Li, Xiaotong, Li, Xinyue, Li, Yilong, Liang, Han, Liang, Sheng-Ben, Lichter, Peter, Lin, Pei, Lin, Ziao, Linehan, W. M., Lingjærde, Ole Christian, Liu, Dongbing, Liu, Eric Minwei, Liu, Fei-Fei, Liu, Fenglin, Liu, Jia, Liu, Xingmin, Livingstone, Julie, Livni, Naomi, Lochovsky, Lucas, Loeffler, Markus, Long, Georgina V., Lopez-Guillermo, Armando, Lou, Shaoke, Louis, David N., Lovat, Laurence B., Lu, Yiling, Lu, Yong-Jie, Lu, Youyong, Luchini, Claudio, Lungu, Ilinca, Luo, Xuemei, Luxton, Hayley J., Lynch, Andy G., Lype, Lisa, López, Cristina, López-Otín, Carlos, Ma, Yussanne, MacGrogan, Gaetan, MacRae, Shona, Macintyre, Geoff, Madsen, Tobias, Maejima, Kazuhiro, Mafficini, Andrea, Maglinte, Dennis T., Maitra, Arindam, Majumder, Partha P., Malcovati, Luca, Malikic, Salem, Malleo, Giuseppe, Mann, Graham J., Mantovani-Löffler, Luisa, Marchal, Kathleen, Marchegiani, Giovanni, Mardis, Elaine R., Margolin, Adam A., Marin, Maximillian G., Markowetz, Florian, Markowski, Julia, Marks, Jeffrey, Marques-Bonet, Tomas, Marra, Marco A., Marsden, Luke, Martens, John W. M., Martin, Sancha, Martin-Subero, Jose I., Martincorena, Iñigo, Martinez-Fundichely, Alexander, Massie, Charlie E., Matthew, Thomas J., Matthews, Lucy, Mayer, Erik, Mayes, Simon, Mayo, Michael, Mbabaali, Faridah, McCune, Karen, McDermott, Ultan, McGillivray, Patrick D., McPherson, John D., McPherson, John R., McPherson, Treasa A., Meier, Samuel R., Meng, Alice, Meng, Shaowu, Merrett, Neil D., Merson, Sue, Meyerson, Matthew, Mieczkowski, Piotr A., Mihaiescu, George L., Mijalkovic, Sanja, Mijalkovic-Lazic, Ana Mijalkovic, Mikkelsen, Tom, Milella, Michele, Mileshkin, Linda, Miller, Christopher A., Miller, David K., Miller, Jessica K., Minner, Sarah, Miotto, Marco, Arnau, Gisela Mir, Mirabello, Lisa, Mitchell, Chris, Mitchell, Thomas J., Miyano, Satoru, Miyoshi, Naoki, Mizuno, Shinichi, Molnár-Gábor, Fruzsina, Moore, Malcolm J., Moore, Richard A., Morganella, Sandro, Morris, Quaid D., Morrison, Carl, Mose, Lisle E., Moser, Catherine D., Muiños, Ferran, Mularoni, Loris, Mungall, Andrew J., Mungall, Karen, Musgrove, Elizabeth A., Mustonen, Ville, Mutch, David, Muyas, Francesc, Muzny, Donna M., Muñoz, Alfonso, Myers, Jerome, Myklebost, Ola, Möller, Peter, Nagae, Genta, Nagrial, Adnan M., Nahal-Bose, Hardeep K., Nakagama, Hitoshi, Nakagawa, Hidewaki, Nakamura, Hiromi, Nakamura, Toru, Nakano, Kaoru, Nandi, Tannistha, Nangalia, Jyoti, Nastic, Mia, Navarro, Arcadi, Navarro, Fabio C. P., Neal, David E., Nettekoven, Gerd, Newell, Felicity, Newhouse, Steven J., Newton, Yulia, Ng, Alvin Wei Tian, Ng, Anthony, Nicholson, Jonathan, Nicol, David, Nie, Yongzhan, Nielsen, G. Petur, Nik-Zainal, Serena, Noble, Michael S., Nones, Katia, Northcott, Paul A., Notta, Faiyaz, O’Connor, Brian D., O’Donnell, Peter, O’Donovan, Maria, O’Meara, Sarah, O’Neill, Brian Patrick, O’Neill, J. Robert, Ocana, David, Ochoa, Angelica, Oesper, Layla, Ogden, Christopher, Ohdan, Hideki, Ohi, Kazuhiro, Ohno-Machado, Lucila, Oien, Karin A., Ojesina, Akinyemi I., Ojima, Hidenori, Okusaka, Takuji, Omberg, Larsson, Ong, Choon Kiat, Ott, German, Ouellette, B. F. Francis, P’ng, Christine, Paczkowska, Marta, Paiella, Salvatore, Pairojkul, Chawalit, Pajic, Marina, Pan-Hammarström, Qiang, Papaemmanuil, Elli, Papatheodorou, Irene, Park, Ji Wan, Park, Joong-Won, Park, Keunchil, Park, Kiejung, Park, Peter J., Parker, Joel S., Parsons, Simon L., Pass, Harvey, Pasternack, Danielle, Pastore, Alessandro, Patch, Ann-Marie, Pauporté, Iris, Pea, Antonio, Pearson, John V., Pedamallu, Chandra Sekhar, Pederzoli, Paolo, Peifer, Martin, Pennell, Nathan A., Perou, Charles M., Petersen, Gloria M., Petrelli, Nicholas, Petryszak, Robert, Pfister, Stefan M., Phillips, Mark, Pich, Oriol, Pickett, Hilda A., Pihl, Todd D., Pillay, Nischalan, Pinder, Sarah, Pinese, Mark, Pinho, Andreia V., Pitkänen, Esa, Pivot, Xavier, Piñeiro-Yáñez, Elena, Planko, Laura, Plass, Christoph, Polak, Paz, Pons, Tirso, Popescu, Irinel, Potapova, Olga, Prasad, Aparna, Preston, Shaun R., Prinz, Manuel, Pritchard, Antonia L., Prokopec, Stephenie D., Provenzano, Elena, Puente, Xose S., Puig, Sonia, Pulido-Tamayo, Sergio, Pupo, Gulietta M., Purdie, Colin A., Quinn, Michael C., Rabionet, Raquel, Rader, Janet S., Radlwimmer, Bernhard, Radovic, Petar, Raeder, Benjamin, Ramakrishna, Manasa, Ramakrishnan, Kamna, Ramalingam, Suresh, Raphael, Benjamin J., Rathmell, W. Kimryn, Rausch, Tobias, Reifenberger, Guido, Reimand, Jüri, Reis-Filho, Jorge, Reuter, Victor, Reyes-Salazar, Iker, Reyna, Matthew A., Riazalhosseini, Yasser, Richardson, Andrea L., Richter, Julia, Ringel, Matthew, Ringnér, Markus, Rino, Yasushi, Rippe, Karsten, Roach, Jeffrey, Roberts, Lewis R., Roberts, Nicola D., Roberts, Steven A., Robertson, A. Gordon, Robertson, Alan J., Rodriguez, Javier Bartolomé, Rodriguez-Martin, Bernardo, Rodríguez-González, F. Germán, Roehrl, Michael H. A., Rohde, Marius, Rokutan, Hirofumi, Romieu, Gilles, Rooman, Ilse, Roques, Tom, Rosebrock, Daniel, Rosenberg, Mara, Rosenstiel, Philip C., Rosenwald, Andreas, Rowe, Edward W., Rozen, Steven G., Rubanova, Yulia, Rubin, Mark A., Rubio-Perez, Carlota, Rudneva, Vasilisa A., Rusev, Borislav C., Ruzzenente, Andrea, Rätsch, Gunnar, Sabarinathan, Radhakrishnan, Sabelnykova, Veronica Y., Sadeghi, Sara, Saini, Natalie, Saito-Adachi, Mihoko, Salcedo, Adriana, Salgado, Roberto, Salichos, Leonidas, Sallari, Richard, Saller, Charles, Salvia, Roberto, Sam, Michelle, Samra, Jaswinder S., Sanchez-Vega, Francisco, Sander, Chris, Sanders, Grant, Sarin, Rajiv, Sasaki-Oku, Aya, Sauer, Torill, Sauter, Guido, Saw, Robyn P. M., Scardoni, Maria, Scarlett, Christopher J., Scarpa, Aldo, Scelo, Ghislaine, Schadendorf, Dirk, Schein, Jacqueline E., Schilhabel, Markus B., Schlomm, Thorsten, Schmidt, Heather K., Schramm, Sarah-Jane, Schreiber, Stefan, Schultz, Nikolaus, Schumacher, Steven E., Schwarz, Roland F., Scolyer, Richard A., Scott, David, Scully, Ralph, Seethala, Raja, Segre, Ayellet V., Selander, Iris, Semple, Colin A., Senbabaoglu, Yasin, Sengupta, Subhajit, Sereni, Elisabetta, Serra, Stefano, Sgroi, Dennis C., Shackleton, Mark, Shah, Nimish C., Shahabi, Sagedeh, Shang, Catherine A., Shang, Ping, Shapira, Ofer, Shelton, Troy, Shen, Ciyue, Shen, Hui, Shepherd, Rebecca, Shi, Ruian, Shi, Yan, Shiah, Yu-Jia, Shibata, Tatsuhiro, Shih, Juliann, Shimizu, Eigo, Shimizu, Kiyo, Shin, Seung Jun, Shiraishi, Yuichi, Shmaya, Tal, Shmulevich, Ilya, Shorser, Solomon I., Short, Charles, Shrestha, Raunak, Shringarpure, Suyash S., Shriver, Craig, Shuai, Shimin, Sidiropoulos, Nikos, Siebert, Reiner, Sieuwerts, Anieta M., Sieverling, Lina, Signoretti, Sabina, Sikora, Katarzyna O., Simbolo, Michele, Simon, Ronald, Simons, Janae V., Simpson, Peter T., Singer, Samuel, Sinnott-Armstrong, Nasa, Sipahimalani, Payal, Skelly, Tara J., Smid, Marcel, Smith, Jaclyn, Smith-McCune, Karen, Socci, Nicholas D., Sofia, Heidi J., Soloway, Matthew G., Song, Lei, Sood, Anil K., Sothi, Sharmila, Sotiriou, Christos, Soulette, Cameron M., Span, Paul N., Spellman, Paul T., Sperandio, Nicola, Spillane, Andrew J., Spiro, Oliver, Spring, Jonathan, Staaf, Johan, Stadler, Peter F., Staib, Peter, Stark, Stefan G., Stefánsson, Ólafur Andri, Stegle, Oliver, Stein, Lincoln D., Stenhouse, Alasdair, Stilgenbauer, Stephan, Stratton, Michael R., Stretch, Jonathan R., Stunnenberg, Henk G., Su, Hong, Su, Xiaoping, Sun, Ren X., Sungalee, Stephanie, Susak, Hana, Suzuki, Akihiro, Sweep, Fred, Szczepanowski, Monika, Sültmann, Holger, Yugawa, Takashi, Tam, Angela, Tamborero, David, Tan, Benita Kiat Tee, Tan, Donghui, Tan, Patrick, Tanaka, Hiroko, Taniguchi, Hirokazu, Tanskanen, Tomas J., Tarabichi, Maxime, Tarnuzzer, Roy, Tarpey, Patrick, Taschuk, Morgan L., Tatsuno, Kenji, Tavaré, Simon, Taylor, Darrin F., Taylor-Weiner, Amaro, Teh, Bin Tean, Tembe, Varsha, Temes, Javier, Thai, Kevin, Thayer, Sarah P., Thiessen, Nina, Thomas, Gilles, Thomas, Sarah, Thompson, Alan, Thompson, Alastair M., Thompson, John F., Thompson, R. Houston, Thorne, Heather, Thorne, Leigh B., Thorogood, Adrian, Tijanic, Nebojsa, Timms, Lee E., Tirabosco, Roberto, Tojo, Marta, Tommasi, Stefania, Toon, Christopher W., Toprak, Umut H., Tortora, Giampaolo, Tost, Jörg, Totoki, Yasushi, Townend, David, Traficante, Nadia, Treilleux, Isabelle, Trotta, Jean-Rémi, Trümper, Lorenz H. P., Tsao, Ming, Tsunoda, Tatsuhiko, Tubio, Jose M. C., Tucker, Olga, Turkington, Richard, Turner, Daniel J., Tutt, Andrew, Ueno, Masaki, Ueno, Naoto T., Umbricht, Christopher, Umer, Husen M., Underwood, Timothy J., Urban, Lara, Urushidate, Tomoko, Ushiku, Tetsuo, Uusküla-Reimand, Liis, Valencia, Alfonso, Van Den Berg, David J., Van Laere, Steven, Van Loo, Peter, Van Meir, Erwin G., Van Den Eynden, Gert G., Van Der Kwast, Theodorus, Vasudev, Naveen, Vazquez, Miguel, Vedururu, Ravikiran, Veluvolu, Umadevi, Vembu, Shankar, Verbeke, Lieven P. C., Vermeulen, Peter, Verrill, Clare, Viari, Alain, Vicente, David, Vicentini, Caterina, Raghavan, K. Vijay, Viksna, Juris, Vilain, Ricardo E., Villasante, Izar, Vincent-Salomon, Anne, Visakorpi, Tapio, Voet, Douglas, Vyas, Paresh, Vázquez-García, Ignacio, Waddell, Nick M., Waddell, Nicola, Wadelius, Claes, Wadi, Lina, Wagener, Rabea, Wang, Jian, Wang, Linghua, Wang, Qi, Wang, Yumeng, Wang, Zhining, Waring, Paul M., Warnatz, Hans-Jörg, Warrell, Jonathan, Warren, Anne Y., Wedge, David C., Weichenhan, Dieter, Weinberger, Paul, Weisenberger, Daniel J., Welch, Ian, Whalley, Justin P., Whitaker, Hayley C., Wigle, Dennis, Wilkerson, Matthew D., Williams, Ashley, Wilmott, James S., Wilson, Gavin W., Wilson, Julie M., Wilson, Richard K., Winterhoff, Boris, Wintersinger, Jeffrey A., Wiznerowicz, Maciej, Wolf, Stephan, Wong, Bernice H., Wong, Tina, Wong, Winghing, Woo, Youngchoon, Wood, Scott, Wouters, Bradly G., Wright, Adam J., Wright, Derek W., Wright, Mark H., Wu, Chin-Lee, Wu, Dai-Ying, Wu, Guanming, Wu, Jianmin, Wu, Kui, Wu, Yang, Xia, Tian, Xiang, Qian, Xiao, Xiao, Xing, Rui, Xiong, Heng, Xu, Qinying, Xu, Yanxun, Yachida, Shinichi, Yamaguchi, Rui, Yamamoto, Masakazu, Yamamoto, Shogo, Yamaue, Hiroki, Yang, Fan, Yang, Huanming, Yang, Jean Y., Yang, Liming, Yang, Lixing, Yang, Shanlin, Yang, Tsun-Po, Yang, Yang, Yao, Xiaotong, Yaspo, Marie-Laure, Yates, Lucy, Yau, Christina, Ye, Chen, Yoon, Christopher J., Yoon, Sung-Soo, Yousif, Fouad, Yu, Jun, Yu, Kaixian, Yu, Willie, Yu, Yingyan, Yuan, Ke, Yuan, Yuan, Yuen, Denis, Zaikova, Olga, Zamora, Jorge, Zapatka, Marc, Zenklusen, Jean C., Zenz, Thorsten, Zeps, Nikolajs, Zhang, Cheng-Zhong, Zhang, Fan, Zhang, Hailei, Zhang, Hongwei, Zhang, Hongxin, Zhang, Jiashan, Zhang, Jing, Zhang, Xiuqing, Zhang, Xuanping, Zhang, Yan, Zhang, Zemin, Zhao, Zhongming, Zheng, Liangtao, Zheng, Xiuqing, Zhou, Wanding, Zhou, Yong, Zhu, Bin, Zhu, Hongtu, Zhu, Jingchun, Zhu, Shida, Zou, Lihua, Zou, Xueqing, DeFazio, Anna, Van As, Nicholas, Van Deurzen, Carolien H. M., Van De Vijver, Marc J., Van’t Veer, L., and Von Mering, Christian
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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.
15. Pan-cancer analysis of whole genomes
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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
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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.
16. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
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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
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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.
17. Retrospective evaluation of whole exome and genome mutation calls in 746 cancer samples
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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. 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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
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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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