The repertoire of mutational signatures in human cancer

Ludmil B. Alexandrov(University of California San Diego), Jaegil Kim(Broad Institute), Nicholas J. Haradhvala(Broad Institute), Mi Ni Huang(Duke-NUS Medical School), Alvin Wei Tian Ng(Duke-NUS Medical School), Yang Wu(Duke-NUS Medical School), Arnoud Boot(Baylor College of Medicine), Kyle R. Covington(Baylor College of Medicine), Dmitry A. Gordenin(University of California San Diego), Erik N. Bergstrom(University of California San Diego), S. M. Ashiqul Islam(University of California San Diego), Núria López-Bigas(Institució Catalana de Recerca i Estudis Avançats), Leszek J. Klimczak(National Institute of Environmental Health Sciences), John R. McPherson(Wellcome Sanger Institute), Sandro Morganella(Universitat Pompeu Fabra), Radhakrishnan Sabarinathan(Tata Institute of Fundamental Research), David A. Wheeler(University of Helsinki), Ville Mustonen(University of Helsinki), PCAWG Mutational Signatures Working Group(University of California San Diego), Ludmil B. Alexandrov(University of California San Diego), Erik N. Bergstrom(University of Toronto), Arnoud Boot(University of Ottawa), Paul C. Boutros(Baylor College of Medicine), Kin Chan(University of Ottawa), Kyle R. Covington(Baylor College of Medicine), Akihiro Fujimoto(National Institute of Environmental Health Sciences), Gad Getz(Broad Institute), Dmitry A. Gordenin(National Institute of Environmental Health Sciences), Nicholas J. Haradhvala(Broad Institute), Mi Ni Huang(Institute for Information Transmission Problems), S. M. Ashiqul Islam(Broad Institute), Marat D. Kazanov(National Institute of Environmental Health Sciences), Jaegil Kim(Broad Institute), Leszek J. Klimczak(Broad Institute), Núria López-Bigas(Institució Catalana de Recerca i Estudis Avançats), Michael S. Lawrence(Duke-NUS Medical School), Iñigo Martincorena(Wellcome Sanger Institute), John R. McPherson(University of Helsinki), Sandro Morganella(Wellcome Sanger Institute), Ville Mustonen(University of Helsinki), Hidewaki Nakagawa(Massachusetts General Hospital), Alvin Wei Tian Ng(Ontario Institute for Cancer Research), Paz Polak(Washington State University), Stephenie D. Prokopec(Ontario Institute for Cancer Research), Steven A. Roberts(Universitat Pompeu Fabra), Steve Rozen(SingHealth), Radhakrishnan Sabarinathan(Tata Institute of Fundamental Research), Natalie Saini(National Institute of Environmental Health Sciences), Tatsuhiro Shibata(Wellcome Sanger Institute), Yuichi Shiraishi(SingHealth), Michael R. Stratton(Wellcome Sanger Institute), Bin Tean Teh(Baylor College of Medicine), Ignacio Vázquez-Garćıa(Duke-NUS Medical School), David A. Wheeler(Broad Institute), Yang Wu(Duke-NUS Medical School), Fouad Yousif(Broad Institute), Willie Yu(SingHealth), Gad Getz(Broad Institute), Steven G. Rozen(University of Helsinki), Michael R. Stratton(Wellcome Sanger Institute), Lauri A. Aaltonen(Memorial Sloan Kettering Cancer Center), Federico Abascal(The University of Tokyo), Adam Abeshouse(Wellcome Sanger Institute), Hiroyuki Aburatani(University of Chicago), David J. Adams(Keimyung University Dongsan Medical Center), Nishant Agrawal(Gachon University Gil Medical Center), Keun Soo Ahn(Hiroshima University), Sung‐Min Ahn(The University of Texas MD Anderson Cancer Center), Hiroshi Aikata(The University of Texas MD Anderson Cancer Center), Rehan Akbani(Memorial Sloan Kettering Cancer Center), Kadir C. Akdemir(King Faisal Specialist Hospital & Research Centre), Hikmat Al‐Ahmadie(Spanish National Cancer Research Centre), Sultan T. Al‐Sedairy(Universität Hamburg), Fátima Al‐Shahrour(Ontario Institute for Cancer Research), Malik Alawi(The University of Texas MD Anderson Cancer Center), Monique Albert(Wellcome Sanger Institute), Kenneth Aldape(Canada's Michael Smith Genome Sciences Centre), Ludmil B. Alexandrov(The University of Melbourne), Adrian Ally(Universidade de Santiago de Compostela), Kathryn Alsop(Royal National Orthopaedic Hospital), Eva G. Álvarez(The University of Texas MD Anderson Cancer Center), Fernanda Amary(Ontario Institute for Cancer Research), Samirkumar B. Amin(Christian-Albrechts-Universität zu Kiel), Brice Aminou(The University of Queensland), Ole Ammerpohl(Salford Royal NHS Foundation Trust), Matthew J. Anderson, Yeng Ang(Oregon Health & Science University), Davide Antonello, Pavana Anur(James S. McDonnell Foundation), Samuel Aparício, Elizabeth L. Appelbaum, Yasuhito Arai(Hiroshima University), Axel Aretz(Tokyo Women's Medical University), Koji Arihiro(Memorial Sloan Kettering Cancer Center), Shun‐ichi Ariizumi(Los Alamos National Laboratory), Joshua Armenia(University Health Network), Laurent Arnould(German Cancer Research Center), L. Sylvia(Ontario Institute for Cancer Research), Yassen Assenov(Universität Ulm), Gurnit Atwal(University of North Carolina at Chapel Hill), Sietse Aukema(Oslo University Hospital), J. Todd Auman(Ontario Institute for Cancer Research), Miriam R. R. Aure(Consorci Institut D'Investigacions Biomediques August Pi I Sunyer), Philip Awadalla(University of Toronto), Marta Aymerich(University of Cambridge), Gary D. Bader(James S. McDonnell Foundation), Adrian Baez‐Ortega(University of Glasgow), Matthew H. Bailey(Canada's Michael Smith Genome Sciences Centre), Peter J. Bailey(University of North Carolina at Chapel Hill), Miruna Balasundaram(Broad Institute), Saianand Balu(University of Leeds), Pratiti Bandopadhayay, Rosamonde E. Banks(Princess Alexandra Hospital), Stefano Barbi(Ontario Institute for Cancer Research), Andrew P. Barbour(Case Western Reserve University), Jonathan Barenboim(Gloucestershire Royal Hospital), Jill S. Barnholtz‐Sloan(European Bioinformatics Institute), Hugh Barr(Ontario Institute for Cancer Research), Elisabet Barrera(Barcelona Supercomputing Center), John G. Bartlett, Javier Bartolomé(University of Calgary), Claudio Bassi(Oslo University Hospital), Oliver F. Bathe(Ontario Institute for Cancer Research), Daniel Baumhoer(Johns Hopkins University), Prashant Bavi(European Bioinformatics Institute), Stephen B. Baylin(Royal Stoke University Hospital), Wojciech Bażant(Ontario Institute for Cancer Research), Duncan Beardsmore(Wellcome Sanger Institute), Timothy A. Beck(La Trobe University), Sam Behjati(Chinese Academy of Sciences), Andreas Behren(Genome Canada), Beifang Niu(Centre for Genomic Regulation), Cindy Bell(Buck Institute for Research on Aging), Sergi Beltrán(Duke Medical Center), Christopher C. Benz(Medizinische Hochschule Hannover), Andrew Berchuck(University of California San Diego), Anke K. Bergmann(Cedars-Sinai Medical Center), Erik N. Bergstrom(Queen Mary University of London), Benjamin P. Berman(Leipzig University), Daniel M. Berney(Broad Institute), Stephan H. Bernhart(University of Southern California), Rameen Beroukhim, Mario Berríos(Aarhus University), Samantha Bersani(Secretaria de Salud), Johanna Bertl(Ontario Institute for Cancer Research), Miguel Betancourt(Wellcome Sanger Institute), Vinayak Bhandari(University of Glasgow), Shriram G. Bhosle(Berlin Institute of Health at Charité - Universitätsmedizin Berlin), Andrew V. Biankin(Duke Medical Center), Matthias Bieg(Leipzig University), Darell D. Bigner(European Bioinformatics Institute), Hans Binder(Massachusetts General Hospital), Ewan Birney(National Institute of Biomedical Genomics), Michael J. Birrer(Oslo University Hospital), Nidhan K. Biswas(University of North Carolina at Chapel Hill), Bodil Bjerkehagen(University of North Carolina at Chapel Hill), Tom Bodenheimer, Lori Boice(Institute of Cancer Research), Giada Bonizzato(Duke-NUS Medical School), Johann S. de Bono(University of Southern California), Arnoud Boot(Lund University), Moiz S. Bootwalla(Heinrich Heine University Düsseldorf), Åke Borg(RIKEN Center for Integrative Medical Sciences), Arndt Borkhardt(Ontario Institute for Cancer Research), Keith A. Boroevich(Friedrich-Ebert-Krankenhaus), Ivan Borozan(Yale University), Christoph W. Borst(Barcelona Supercomputing Center), Marcus Bosenberg(University of Oxford), Mattia Bosio(McGill University), Jacqueline Boultwood(Ontario Institute for Cancer Research), Guillaume Bourque(Tampere University Hospital), Paul C. Boutros(Wellcome Sanger Institute), G. Steven Bova(Canada's Michael Smith Genome Sciences Centre), David Bowen(The University of Melbourne), Reanne Bowlby(Centre Léon Bérard), David D.L. Bowtell(European Bioinformatics Institute), Sandrine Boyault(Fox Chase Cancer Center), Rich Boyce(European Bioinformatics Institute), Jeffrey M. Boyd(Centre international de recherche sur le cancer), Alvis Brāzma(Earlham Institute), Paul M. Brennan(Radboud University Nijmegen), Daniel S. Brewer(University of Toronto), Arie B. Brinkman(The University of Texas MD Anderson Cancer Center), Robert G. Bristow(Brigham and Women's Hospital), Russell R. Broaddus(Johns Hopkins University), Jane E. Brock(The Netherlands Cancer Institute), Malcolm V. Brock(Broad Institute), Annegien Broeks(Canada's Michael Smith Genome Sciences Centre), Angela N. Brooks(German Cancer Research Center), Denise Brooks(Technical University of Denmark), Benedikt Brors(The University of Queensland), Søren Brunak(Universidade de Santiago de Compostela), Timothy J. C. Bruxner(Oregon Health & Science University), Alicia L. Bruzos(German Cancer Research Center), Alex Buchanan(Bundesministerium für Forschung, Technologie und Raumfahrt), Ivo Buchhalter(Broad Institute), Christiane Buchholz(The University of Sydney), Susan Bullman(University Hospital Münster), Hazel Burke(Johns Hopkins University), Birgit Burkhardt(Broad Institute), Kathleen H. Burns(Stanford University), John Busanovich(Wellcome Sanger Institute), Carlos D. Bustamante(University of California, San Francisco), Adam P. Butler(Ontario Institute for Cancer Research), Atul J. Butte(Oslo University Hospital), Niall J. Byrne(National Institutes of Health), Anne‐Lise Børresen‐Dale(European Bioinformatics Institute), Rory Johnson(Royal Marsden NHS Foundation Trust), Andy Cafferkey(European Bioinformatics Institute), Declan Cahill(University of Cambridge), Claudia Calabrese(Institut Gustave Roussy), Carlos Caldas(Institute of Cancer Research), Fabien Calvo(Wellcome Sanger Institute), Niedzica Camacho(Consorci Institut D'Investigacions Biomediques August Pi I Sunyer), Peter J. Campbell, Elı́as Campo(The University of Texas MD Anderson Cancer Center), Cinzia Cantù(University of Michigan), Shaolong Cao(University of Bern), Thomas E. Carey(Canada's Michael Smith Genome Sciences Centre), Joana Carlevaro-Fita, Rebecca Carlsen(University of Pavia), Ivana Cataldo(La Trobe University), Mario Cazzola(University of Alabama at Birmingham), Jonathan Cebon(Toronto General Hospital), Robert J. Cerfolio(Icahn School of Medicine at Mount Sinai), Dianne Chadwick(University of Tasmania), Dimple Chakravarty(German Cancer Research Center), Drc Chalmers(University of Ottawa), Calvin Wing Yiu Chan(Ontario Institute for Cancer Research), Kin Chan(University of Ottawa), Michelle Chan‐Seng‐Yue(University of Glasgow), Vishal S. Chandan(National Institutes of Health), David K. Chang(Garvan Institute of Medical Research), Stephen J. Chanock(Ontario Institute for Cancer Research), Lorraine A. Chantrill(Johns Hopkins University), Aurélien Chateigner(Hiroshima University), Nilanjan Chatterjee(Salford Royal NHS Foundation Trust), Kazuaki Chayama(University of California, San Francisco), Hsiao-Wei Chen(The University of Texas MD Anderson Cancer Center), Jieming Chen(The University of Texas MD Anderson Cancer Center), Ken Chen(University of California San Diego), Yiwen Chen(Broad Institute), Zhaohong Chen(Mayo Clinic), Andrew D. Cherniack(The University of Sydney), Jeremy Chien(University of Cambridge), Yoke-Eng Chiew(Broad Institute), Suet‐Feung Chin, Juok Cho(Korea Advanced Institute of Science and Technology), Sunghoon Cho(Electronics and Telecommunications Research Institute), Jung Kyoon Choi(Institut National du Cancer), Wan Choi(The University of Texas MD Anderson Cancer Center), Christine Chomienne(National Cancer Centre Singapore), Zechen Chong(Garvan Institute of Medical Research), Su Pin Choo(The University of Queensland), Angela Chou(The University of Melbourne), Angelika N. Christ(Canada's Michael Smith Genome Sciences Centre), Elizabeth L. Christie(Broad Institute), Eric Chuah(Broad Institute), Carrie Cibulskis, Kristian Cibulskis(Wellcome Sanger Institute), Sara Cingarlini(University Hospital Schleswig-Holstein), Peter Clapham(Ontario Institute for Cancer Research), Alexander Claviez(University of Auckland), Sean P. Cleary(The University of Melbourne), Nicole Cloonan, Marek Cmero(University Health Network), Colin C. Collins(University of Glasgow), Ashton A. Connor(Institute of Cancer Research), Susanna L. Cooke(Johns Hopkins University), Colin S. Cooper, Leslie Cope(James S. McDonnell Foundation), Vincenzo Corbo(Victorian Institute of Forensic Medicine), Matthew G. Cordes(Harvard University), Stephen Cordner(Baylor College of Medicine), Isidro Cortés‐Ciriano(The University of Melbourne), Kyle R. Covington(Baylor College of Medicine), Prue A. Cowin(Broad Institute), Brian Craft(Baylor College of Medicine), David Craft(University of Cologne), Chad J. Creighton(International Genomics Consortium), Yupeng Cun(Duke-NUS Medical School), Erin Curley(Ontario Institute for Cancer Research), Ioana Cutcutache(The University of Texas MD Anderson Cancer Center), Karolina Czajka(The University of Sydney), Bogdan Czerniak(Johns Hopkins University), Rebecca A. Dagg(University of Verona), Ludmila Danilova(Memorial Sloan Kettering Cancer Center), Maria Vittoria Davì(Wellcome Sanger Institute), Natalie R. Davidson(University of North Carolina at Chapel Hill), Helen Davies(Seven Bridges Genomics (United States)), Ian J. Davis(Wellcome Sanger Institute), Brandi N. Davis‐Dusenbery(Stanford University), Kevin J. Dawson(The University of Sydney), Francisco M. De La Vega(Broad Institute), Ricardo De Paoli‐Iseppi(University of Padua), Timothy Defreitas(University of Lausanne), Angelo Paolo Dei Tos(National Institutes of Health), Olivier Delaneau(The Francis Crick Institute), John A. Demchok(Universitat Pompeu Fabra), Jonas Demeulemeester(Genome Institute of Singapore), German Demidov(Royal Marsden NHS Foundation Trust), Deniz Demircioğlu(Ontario Institute for Cancer Research), Nening M. Dennis(Wellcome Sanger Institute), Robert E. Denroche(The Francis Crick Institute), Stefan C. Dentro(Massachusetts General Hospital), Nikita Desai(University of Toronto), Vikram Deshpande(Institut Jules Bordet), Amit G. Deshwar(Institute for Research in Biomedicine), Christine Desmedt(Canada's Michael Smith Genome Sciences Centre), Jordi Deu-Pons(Princess Margaret Cancer Centre), Noreen Dhalla(Cornell University), Neesha C. Dhani(Shadyside Hospital), Priyanka Dhingra(Wellesley College), Rajiv Dhir(Uppsala University), Anthony DiBiase(James S. McDonnell Foundation), Klev Diamanti(Hefei University of Technology), Li Ding(Cedars-Sinai Medical Center), Shuai Ding(University of Antwerp), Huy Q. Dinh(Baylor College of Medicine), Luc Dirix, HarshaVardhan Doddapaneni(University of California San Diego), Nilgun Donmez(University of Pennsylvania), Michelle T. Dow(Universitat Pompeu Fabra), Ronny Drapkin(University of Cambridge), Oliver Drechsel(Wellcome Sanger Institute), Ruben M. Drews(University Hospital Southampton NHS Foundation Trust), Serge Serge(Barcelona Supercomputing Center), Tim Dudderidge(Broad Institute), Ana Dueso-Barroso(Wellcome Trust), Andrew Dunford(Ontario Institute for Cancer Research), Michael Dunn(University of Glasgow), Lewis Jonathan Dursi(QIMR Berghofer Medical Research Institute), Fraser R. Duthie(Ontario Institute for Cancer Research), Ken Dutton‐Regester(University of Cambridge), Jenna Eagles(Prostate Cancer Canada), Douglas F. Easton(University of Cambridge), Stuart Edmonds(Institute of Cancer Research), Paul A. Edwards(Institute of Cancer Research), Sandra E. Edwards(Lund University), Rosalind A. Eeles(Heidelberg University), Anna Ehinger(German Cancer Research Center), Juergen Eils(The University of Texas MD Anderson Cancer Center), Roland Eils(University of Cambridge), Adel K. El‐Naggar(Oregon Health & Science University), Matthew Eldridge(European Molecular Biology Laboratory), Kyle Ellrott(Centre for Genomic Regulation), Serap Erkek(Ontario Institute for Cancer Research), Geòrgia Escaramís(Centre for Genomic Regulation), Shadrielle M. G. Espiritu(The University of Melbourne), Xavier Estivill(Icelandic Cancer Society), Dariush Etemadmoghadam(Cornell University), Jorunn E. Eyfjord(Xijing Hospital), Bishoy M. Faltas(The University of Texas MD Anderson Cancer Center), Daiming Fan(Massachusetts General Hospital), Yu Fan(University of California San Diego), William C. Faquin(University of Padua), Claudiu Farcas(Dana-Farber Cancer Institute), Matteo Fassan(Rigshospitalet), Aquila Fatima(Ontario Institute for Cancer Research), Francesco Favero(National Institutes of Health), Nodirjon Fayzullaev(The University of Melbourne), Ina Felau(National Institutes of Health), Sián Fereday(Ontario Institute for Cancer Research), Martin L. Ferguson(German Cancer Research Center), Vincent Ferretti(Australian Institute of Tropical Health and Medicine), Lars Feuerbach(The University of Queensland), Matthew A. Field(Fondazione IRCCS Istituto Neurologico Carlo Besta), J. Lynn Fink(Royal Marsden NHS Foundation Trust), Gaetano Finocchiaro(The Francis Crick Institute), Cyril Fisher(Bioplatforms Australia), Matthew W. Fittall(University of Cambridge), Anna Fitzgerald(London Cancer), Rebecca C. Fitzgerald(Princess Margaret Cancer Centre), Adrienne M. Flanagan(European Bioinformatics Institute), Neil Fleshner(Cancer Genomics Centre), Paul Flicek(The University of Queensland), John A. Foekens(European Bioinformatics Institute), Kwun M. Fong, Nuno A. Fonseca(Ontario Institute for Cancer Research), Christopher S. Foster(Ontario Institute for Cancer Research), Natalie S. Fox(Broad Institute), Michael Fraser(Bar-Ilan University), Scott Frazer(University of Florida), Milana Frenkel‐Morgenstern(Institute for Research in Biomedicine), William A. Friedman(James S. McDonnell Foundation), Joan Frigola(RIKEN Center for Integrative Medical Sciences), Catrina C. Fronick(RIKEN Center for Integrative Medical Sciences), Akihiro Fujimoto(RIKEN Center for Integrative Medical Sciences), Masashi Fujita(James S. McDonnell Foundation), Masashi Fukayama(Washington University in St. Louis), Lucinda A. Fulton(RIKEN Center for Integrative Medical Sciences), Robert S. Fulton(The University of Texas MD Anderson Cancer Center), Mayuko Furuta(European Bioinformatics Institute), P. Andrew Futreal(Broad Institute), Anja Füllgrabe(Ontario Institute for Cancer Research), Stacey Gabriel(University of Milano-Bicocca), Steven Gallinger(Memorial Sloan Kettering Cancer Center), Carlo Gambacorti‐Passerini(BGI Group (China)), Jianjiong Gao(Dana-Farber Cancer Institute), Shengjie Gao(Oslo University Hospital), Levi A. Garraway(Wellcome Sanger Institute), Øystein Garred(The University of Melbourne), Erik Garrison(Broad Institute), Dale W. Garsed(Barcelona Supercomputing Center), Nils Gehlenborg(Jackson Laboratory), Josep L. L. Gelpi(National Institutes of Health), Joshy George(German Cancer Research Center), Daniela S. Gerhard(The University of Texas MD Anderson Cancer Center), Clarissa Gerhäuser(Yale University), Jeffrey E. Gershenwald(European Bioinformatics Institute), Mark Gerstein(Broad Institute), Moritz Gerstung(Wellcome Sanger Institute), Gad Getz(Broad Institute), Mohammed Ghori(Mayo Clinic in Arizona), Ronald Ghossein(Baylor College of Medicine), Nasra H. Giama(Ontario Institute for Cancer Research), Richard A. Gibbs(Garvan Institute of Medical Research), Bob Gibson(University of Oxford), Anthony J. Gill(Memorial Sloan Kettering Cancer Center), Pelvender Gill(Wellcome Sanger Institute), Dilip D. Giri(Cambridge University Hospitals NHS Foundation Trust), Dominik Głodzik(University of Würzburg), Vincent J. Gnanapragasam(University of California, Santa Cruz), Maria Elisabeth Goebler(University of Miami), Mary J. Goldman(European Bioinformatics Institute), Carmen Gómez(Institute for Research in Biomedicine), Santiago González(National Institute of Environmental Health Sciences), Abel González-Pérez(St Thomas' Hospital), Dmitry A. Gordenin(National Institute of Environmental Health Sciences), James Gossage(Washington University in St. Louis), Kunihito Gotoh(Lund University), Ramaswamy Govindan(University of Glasgow), Dorthe Grabau(Ontario Institute for Cancer Research), Janet S. Graham(University of Cambridge), Robert C. Grant(National Institutes of Health), Anthony R. Green(European Bioinformatics Institute), Eric Green(University of Cambridge), Liliana Greger, Nicola Grehan(The University of Melbourne), Sonia Grimaldi(University of Chicago), Sean M. Grimmond(Leibniz Institute of Virology (LIV)), Robert L. Grossman(Memorial Sloan Kettering Cancer Center), Adam Grundhoff(Aarhus University), Gunes Gundem(Broad Institute), Qianyun Guo(Government of India), Manaswi Gupta(Centre for Genomic Regulation), Shailja Gupta(Centre for Genomic Regulation), Marta Gut(Genome Institute of Singapore), Marta Gut(Broad Institute), Jonathan Göke(Christian-Albrechts-Universität zu Kiel), Gavin Ha(University of California, Santa Cruz), Andrea Haake(Friedrich-Ebert-Krankenhaus), David Haan(The Francis Crick Institute), Siegfried Haas(Brandeis University), Kerstin Haase(European Molecular Biology Laboratory), James E. Haber, Nina Habermann(Ontario Institute for Cancer Research), Faraz Hach, Syed Haider(University of Oxford), Natsuko Hama(The University of Melbourne), Freddie C. Hamdy(Stanford University), Anne Hamilton(The University of Texas Health Science Center at Houston), Mark P. Hamilton(Imperial College London), Leng Han(Goethe University Frankfurt), George B. Hanna(Broad Institute), Martin L. Hansmann(UC San Diego Health System), Nicholas J. Haradhvala(Broad Institute), Olivier Harismendy(Yale University), Ivon Harliwong, Arif O. Harmanci, Eoghan Harrington(University of California, Santa Cruz), Takanori Hasegawa(University of Cambridge), David Haussler(Wakayama Medical University), Steve Hawkins, Shinya Hayami(University of North Carolina at Chapel Hill), Shuto Hayashi(Salford Royal NHS Foundation Trust), D. Neil Hayes(The University of Sydney), Stephen J. Hayes(Royal Marsden NHS Foundation Trust), Nicholas K. Hayward(Peking University), Steven Hazell(Children's Hospital of Philadelphia), Yao He(Centre for Genomic Regulation), Allison P. Heath(Princess Margaret Cancer Centre), Simon Heath(The University of Texas MD Anderson Cancer Center), David W. Hedley(Broad Institute), Apurva M. Hegde(German Cancer Research Center), David I. Heiman(Memorial Sloan Kettering Cancer Center), Michael C. Heinold(Ontario Institute for Cancer Research), Zachary Heins(Karolinska Institutet), Lawrence E. Heisler(University of Toronto), Eva Hellstrom-Lindberg(Hallym University), Mohamed Helmy(University of North Carolina at Chapel Hill), Seong Gu Heo(Universitat Pompeu Fabra), Austin J. Hepperla(German Cancer Research Center), José María Heredia‐Genestar(The University of Sydney), Carl Herrmann(Broad Institute), Peter Hersey(Icelandic Cancer Society), Julian M. Hess(Wellcome Sanger Institute), Hólmfríður Hilmarsdóttir(Hokkaido University), Jonathan Hinton(Tokyo National Hospital), Satoshi Hirano(University of North Carolina at Chapel Hill), Nobuyoshi Hiraoka(Aarhus University), Katherine A. Hoadley(Simon Fraser University), Asger Hobolth(Heinrich Heine University Düsseldorf), Ermin Hodzic(Leipzig University), Jessica I. Hoell(The University of Melbourne), Steve Hoffmann(University of Southern California), Oliver Hofmann(Centre for Genomic Regulation), Andrea Holbrook(University of Nebraska Medical Center), Aliaksei Z. Holik(The University of Queensland), Michael A. Hollingsworth(Canada's Michael Smith Genome Sciences Centre), Oliver Wendell Holmes(Broad Institute), Robert A. Holt(Hallym University), Hong Chen(Syneos Health (South Korea)), Eun Pyo Hong(Amsterdam UMC Location University of Amsterdam), Jongwhi H. Hong(Aarhus University Hospital), Gerrit K. Hooijer, Henrik Hornshøj(BGI Group (China)), Fumie Hosoda(German Cancer Research Center), Yong Hou(Cambridge University Hospitals NHS Foundation Trust), Volker Hovestadt(University of North Carolina at Chapel Hill), William Howat(Johns Hopkins University), Alan P. Hoyle(Baylor College of Medicine), Ralph H. Hruban(Hong Kong University of Science and Technology), Taobo Hu(National Institutes of Health), Taobo Hu(James S. McDonnell Foundation), Xing Hua(University of North Carolina at Chapel Hill), Kuan‐lin Huang(Ontario Institute for Cancer Research), Mei Huang(Shenzhen Bioeasy Biotechnology (China)), Mi Ni Huang(Duke-NUS Medical School), Vincent Huang(Ontario Institute for Cancer Research), Yi Huang(Charité - Universitätsmedizin Berlin), Wolfgang Huber(The University of Sydney), Thomas J. Hudson(BC Cancer Agency), Michael Hummel(Edinburgh Royal Infirmary), Jillian A. Hung(Memorial Sloan Kettering Cancer Center), David G. Huntsman(Max Delbrück Center), Ted R. Hupp(German Cancer Research Center), Jason T. Huse(National Institutes of Health), Matthew R. Huska(Heidelberg University), Barbara Hutter(Memorial Sloan Kettering Cancer Center), Carolyn M. Hutter(German Cancer Research Center), Daniel Hübschmann(Cornell University), Christine A. Iacobuzio–Donahue, Charles D. Imbusch(Johns Hopkins University), Marcin Imieliński(Ontario Institute for Cancer Research), Seiya Imoto(The University of Tokyo), William B. Isaacs(German Cancer Research Center), Keren Isaev(University of California San Diego), Shumpei Ishikawa(Baylor College of Medicine), Murat Iskar(Seven Bridges Genomics (United States)), S. M. Ashiqul Islam(University of California San Diego), Michael Ittmann(Hanyang University), Sinisa Ivkovic(The University of Sydney), José M. G. Izarzugaza(University of Glasgow), Jocelyne Jacquemier(Ontario Institute for Cancer Research), Valerie Jakrot(Asan Medical Center), Nigel B. Jamieson(Baylor College of Medicine), Gun Ho Jang(James S. McDonnell Foundation), Se Jin Jang(University of North Carolina at Chapel Hill), Joy C. Jayaseelan, Reyka G. Jayasinghe(Ontario Institute for Cancer Research), Stuart R. Jefferys(Electronics and Telecommunications Research Institute), Karine Jegalian(European Molecular Biology Laboratory), Jennifer L. Jennings(Chicago Department of Public Health), Seung-Hyup Jeon(Ontario Institute for Cancer Research), Lara Jerman(QIMR Berghofer Medical Research Institute), Yuan Ji(Garvan Institute of Medical Research), Wei Jiao(Ontario Institute for Cancer Research), Peter A. Johansson(University of Bern), Amber L. Johns(RIKEN Center for Integrative Medical Sciences), Jeremy Johns(The Francis Crick Institute), Rory Johnson(McGill University and Génome Québec Innovation Centre), Todd A. Johnson(Icelandic Cancer Society), Clemency Jolly(University of North Carolina at Chapel Hill), Yann Joly(Wellcome Sanger Institute), Jón G. Jónasson(Hopp Children's Cancer Center Heidelberg), Corbin D. Jones(Cancer Research Horizons), David Jones(Canada's Michael Smith Genome Sciences Centre), David Jones(The Netherlands Cancer Institute), Nic Jones(Wellcome Sanger Institute), Steven J.M. Jones, Jos Jonkers, Young Seok Ju(Aarhus University Hospital), Hartmut Juhl(Aarhus University Hospital), Jongsun Jung, Malene Juul(German Cancer Research Center), Randi Istrup Juul(German Cancer Research Center), Randi Istrup Juul(Memorial Sloan Kettering Cancer Center), Natalie Jäger(SIB Swiss Institute of Bioinformatics), Rolf Kabbe(Institute of Genetics and Cancer), André Kahles(The University of Sydney), Abdullah Kahraman(Ontario Institute for Cancer Research), Vera B. Kaiser(German Cancer Research Center), Hojabr Kakavand(Keimyung University Dongsan Medical Center), Sangeetha Kalimuthu(University of Oxford), Christof von Kalle(Cedars-Sinai Medical Center), Koo Jeong Kang(University of Zagreb), Katalin Karászi(University Hospital Schleswig-Holstein), Beth Y. Karlan(Canada's Michael Smith Genome Sciences Centre), Rosa Karlić(The University of Queensland), Dennis Karsch(Tokyo National Hospital), Katayoon Kasaian(National Cancer Centre Japan), Karin S. Kassahn(The University of Tokyo), Hitoshi Katai(Hiroshima University), Mamoru Kato(University College London), Hiroto Katoh(The University of Queensland), Yoshiiku Kawakami(Institute for Information Transmission Problems), Jonathan D. Kay(European Bioinformatics Institute), Stephen H. Kazakoff(George Washington University), Marat D. Kazanov(Melanoma Institute Australia), Maria Keays(Broad Institute), Electron Kebebew(Garvan Institute of Medical Research), Richard Kefford(The University of Sydney), Manolis Kellis(German Cancer Research Center), James G. Kench(Barking, Havering And Redbridge University Hospitals NHS Trust), Catherine J. Kennedy(Royal Marsden NHS Foundation Trust), Jules N. A. Kerssemakers, David Khoo(Cornell University), Vincent Khoo(University College London), Narong Khuntikeo(National Cancer Center), Ekta Khurana(Ewha Womans University), Helena Kilpinen(Hanyang University), Hark Kyun Kim(Electronics and Telecommunications Research Institute), Hyung‐Lae Kim(Broad Institute), Hyung-Yong Kim(University of California San Diego), Hyunghwan Kim(National Cancer Center), Jaegil Kim(Broad Institute), Jihoon Kim(Broad Institute), Jong K. Kim(Broad Institute), Young-Wook Kim(German Cancer Research Center), Tari A. King(National Institute of Environmental Health Sciences), Wolfgang Hiddemann(Wellcome Sanger Institute), Kortine Kleinheinz(University Hospital Schleswig-Holstein), Leszek J. Klimczak(National Institute of Environmental Health Sciences), Stian Knappskog(Seoul National University Hospital), Michael Kneba(Uppsala University), Bartha Maria Knoppers(The University of Tokyo), Youngil Koh, Jan Komorowski(Hanyang University), Daisuke Komura(Hopp Children's Cancer Center Heidelberg), Mitsuhiro Komura(European Bioinformatics Institute), Gu Kong(Baylor College of Medicine), Marcel Kool(German Cancer Research Center), Jan O. Korbel(German Cancer Research Center), Viktoriya Korchina(National Institutes of Health), Andrey Korshunov(Institute of Cancer Research), Michael Koscher(University of California San Diego), Roelof Koster(Seven Bridges Genomics (United States)), Zsofia Kote‐Jarai(Wellcome Sanger Institute), Antonios Koures(Leipzig University), Milena Kovacevic(Leipzig University), Bárbara Kremeyer(The University of Texas MD Anderson Cancer Center), Helene Kretzmer(University of Göttingen), Markus Kreuz(Broad Institute), Savitri Krishnamurthy(Royal Marsden NHS Foundation Trust), Dieter Kube(Yale University), Kiran Kumar(Hong Kong University of Science and Technology), Pardeep Kumar(Memorial Sloan Kettering Cancer Center), Sushant Kumar(Harvard University), Yogesh Kumar(University of Duisburg-Essen), Ritika Kundra(Karolinska Institutet), Kirsten Kübler(University of Southern California), Ralf Küppers(Van Andel Institute), Jesper Lagergren(The University of Queensland), Phillip H. Lai(Ontario Institute for Cancer Research), Peter W. Laird(Ontario Institute for Cancer Research), Sunil R. Lakhani(Ontario Institute for Cancer Research), Christopher M. Lalansingh(University of Oxford), Emilie Lalonde(Broad Institute), Fabien C. Lamaze(University of Cologne), Adam Lambert, Eric S. Lander(Oslo University Hospital), Pablo Landgraf(University of Bern), Luca Landoni(Institut Jules Bordet), Anita Langerød(University of Gothenburg), Andrés Lanzós(McGill University), Denis Larsimont(Children's Medical Research Institute), Erik Larsson(Berlin Institute of Health at Charité - Universitätsmedizin Berlin), Mark Lathrop, Loretta M. S. Lau(Massachusetts General Hospital), Chris Lawerenz(The University of Texas MD Anderson Cancer Center), Rita T. Lawlor(Seven Bridges Genomics (United States)), Michael S. Lawrence, Alexander J. Lazar(Canada's Michael Smith Genome Sciences Centre), Ana Mijalkovic Lazic(Yale University), Xuan Le(Boston Children's Hospital), Darlene Lee(Asan Medical Center), Donghoon Lee(Harvard University), Eunjung Alice Lee(Hanyang University), Hee Jin Lee(University of California, Santa Cruz), Jake June-Koo Lee(Institute of Biomedical Sciences, Academia Sinica), Jeong‐Yeon Lee(Wellcome Sanger Institute), Juhee Lee(Memorial Sloan Kettering Cancer Center), Ming Ta Michael Lee(Max Planck Institute for Molecular Genetics), Henry Lee-Six(Charité - Universitätsmedizin Berlin), Kjong-Van Lehmann(The University of Queensland), Hans Lehrach(Institute of Cancer Research), Dido Lenze(Broad Institute), Conrad Leonard(McGill University and Génome Québec Innovation Centre), Daniel Leongamornlert(Biobyte Solutions (Germany)), Ignaty Leshchiner(Memorial Sloan Kettering Cancer Center), Louis Létourneau(Baylor College of Medicine), Ivica Letunić(Washington University in St. Louis), Douglas A. Levine(BGI Group (China)), Lora Lewis(University of Toronto), Tim Ley(Canada's Michael Smith Genome Sciences Centre), David K. Chang(The University of Texas MD Anderson Cancer Center), Constance H. Li(University of Southern California), Haiyan Irene Li(Yale University), Jun Li(BGI Group (China)), Lin Li(BGI Group (China)), Shantao Li(Yale University), Siliang Li(BGI Group (China)), Xiaobo Li(Wellcome Sanger Institute), Xiaotong Li(Baylor College of Medicine), Xinyue Li(Toronto General Hospital), Yilong Li(German Cancer Research Center), Han Liang(Broad Institute), Sheng‐Ben Liang(Broad Institute), Peter Lichter(National Institutes of Health), Pei Lin(University of Oslo), Ziao Lin(BGI Group (China)), W. Marston Linehan(Cornell University), Ole Christian Lingjærde(Princess Margaret Cancer Centre), Dongbing Liu(Peking University), Eric Minwei Liu(Leidos (United States)), Fei-Fei Fei Liu(BGI Group (China)), Fenglin Liu(Ontario Institute for Cancer Research), Jia Liu(Broad Institute), Xingmin Liu(Royal Marsden NHS Foundation Trust), Julie Livingstone(Jackson Laboratory), Dimitri Livitz(Leipzig University), Naomi Livni(The University of Sydney), Lucas Lochovsky(Consorci Institut D'Investigacions Biomediques August Pi I Sunyer), Markus Loeffler(Yale University), Georgina V. Long(Massachusetts General Hospital), Armando López‐Guillermo(University College London), Shaoke Lou(The University of Texas MD Anderson Cancer Center), David N. Louis(Queen Mary University of London), Laurence Lovat, Yiling Lu, Yong‐Jie Lu(Ontario Institute for Cancer Research), Youyong Lu(Ontario Institute for Cancer Research), Claudio Luchini(University College London), Ilinca M. Lungu(University of Cambridge), Xuemei Luo(Institute for Systems Biology), Hayley J. Luxton(Universität Ulm), Andy G. Lynch(Universidad de Oviedo), Lisa Lype(Hong Kong University of Science and Technology), Cristina López(Canada's Michael Smith Genome Sciences Centre), Carlos López-Otı́n(Institut Bergonié), Z. Eric(University of Cambridge), Yussanne Ma(University of Cambridge), Gaëtan MacGrogan(Aarhus University Hospital), Shona MacRae(RIKEN Center for Integrative Medical Sciences), Geoff Macintyre, Tobias Madsen(University of Southern California), Kazuhiro Maejima(National Institute of Biomedical Genomics), Andrea Mafficini(National Institute of Biomedical Genomics), Dennis T. Maglinte(University of Pavia), Arindam Maitra, Partha P. Majumder, Luca Malcovati(The University of Sydney), Salem Malikić(Orthopädische Praxis), Giuseppe Malleo(Ghent University), Graham J. Mann, Luisa Mantovani‐Löffler(Fox Chase Cancer Center), Kathleen Marchal(Oregon Health & Science University), Giovanni Marchegiani(University of California, Santa Cruz), Elaine R. Mardis(University of Cambridge), Adam A. Margolin(Max Delbrück Center), Maximillian G. Marin(Duke University), Florian Markowetz(Centre for Genomic Regulation), Julia Markowski(Canada's Michael Smith Genome Sciences Centre), Jeffrey S. Marks(University of Oxford), Tomàs Marquès‐Bonet(Cancer Genomics Centre), Marco A. Marra(Wellcome Sanger Institute), Luke Marsden(Institució Catalana de Recerca i Estudis Avançats), John W.M. Martens(Wellcome Sanger Institute), Sancha Martin(Cornell University), José I. Martín‐Subero(Massachusetts General Hospital), Iñigo Martincorena(James S. McDonnell Foundation), Alexander Martinez‐Fundichely(University of Cambridge), Yosef E. Maruvka(University of California, Santa Cruz), R. Jay Mashl(Institute of Cancer Research), Charles Massie(Royal Marsden NHS Foundation Trust), Thomas J. Matthew(Oxford Nanopore Technologies (United Kingdom)), Lucy Matthews(Canada's Michael Smith Genome Sciences Centre), Erik Mayer(Ontario Institute for Cancer Research), Simon Mayes(University of California, San Francisco), Michael Mayo(Wellcome Sanger Institute), Faridah Mbabaali(Yale University), Karen McCune(Washington University in St. Louis), Ultan McDermott(Ontario Institute for Cancer Research), Patrick D. McGillivray(Duke-NUS Medical School), Michael D. McLellan(Mount Sinai Hospital), John D. McPherson(Broad Institute), John R. McPherson(Princess Margaret Cancer Centre), Treasa A. McPherson(University of North Carolina at Chapel Hill), Samuel R. Meier(Wellcome Sanger Institute), Alice Meng, Shaowu Meng(Institute of Cancer Research), Andrew Menzies(Harvard University), Neil D. Merrett(Yale University), Sue Merson(University of North Carolina at Chapel Hill), Matthew Meyerson(Ontario Institute for Cancer Research), William Meyerson(Seven Bridges Genomics (United States)), Piotr A. Mieczkowski(Henry Ford Hospital), George L. Mihaiescu, Sanja Mijalković(The University of Melbourne), Tom Mikkelsen(James S. McDonnell Foundation), Michèle Milella(Garvan Institute of Medical Research), Linda Mileshkin(Ontario Institute for Cancer Research), Christopher A. Miller(Oregon Health & Science University), David K. Miller(Barcelona Supercomputing Center), Jessica K. Miller(Universität Hamburg), Gordon B. Mills, Ana Milovanovic(The University of Melbourne), Sarah Minner(National Institutes of Health), Marco Miotto(The University of Melbourne), Gisela Mir Arnau(Cambridge University Hospitals NHS Foundation Trust), Lisa Mirabello, Thomas J. Mitchell, Thomas J. Mitchell(Kyushu University), Satoru Miyano(Heidelberg Academy of Sciences and Humanities), Naoki Miyoshi(Princess Margaret Cancer Centre), Shinichi Mizuno(Canada's Michael Smith Genome Sciences Centre), Fruzsina Molnár-Gábor(Wellcome Sanger Institute), Malcolm J. Moore(Vector Institute), Richard A. Moore(The University of Melbourne), Sandro Morganella(University of North Carolina at Chapel Hill), Quaid Morris(Mayo Clinic in Arizona), Quaid Morris(Institute for Research in Biomedicine), Lisle E. Mose(Institute for Research in Biomedicine), Catherine D. Moser(Canada's Michael Smith Genome Sciences Centre), Ferran Muiños(Canada's Michael Smith Genome Sciences Centre), Loris Mularoni(University of Glasgow), Andrew J. Mungall(University of Helsinki), Karen Mungall(Washington University in St. Louis), Elizabeth A. Musgrove(Centre for Genomic Regulation), Ville Mustonen(University of Helsinki), David G. Mutch(European Bioinformatics Institute), Francesc Muyas(Penrose-St. Francis Health Services), Donna M. Muzny(University of Bergen), Alfonso Muñoz(University Hospital Ulm), Jerome Myers(The University of Tokyo), Ola Myklebost(Garvan Institute of Medical Research), Peter Möller(Ontario Institute for Cancer Research), Genta Nagae, Adnan Nagrial(RIKEN Center for Integrative Medical Sciences), Hardeep K. Nahal-Bose, Hitoshi Nakagama(Hokkaido University), Hidewaki Nakagawa(RIKEN Center for Integrative Medical Sciences), Hiromi Nakamura(Genome Institute of Singapore), Toru Nakamura(Wellcome Sanger Institute), Kaoru Nakano(Seven Bridges Genomics (United States)), Tannistha Nandi(Centre for Genomic Regulation), Jyoti Nangalia(Yale University), Mia Nastic(University of Cambridge), Arcadi Navarro(German Cancer Aid), Fábio C. P. Navarro(The University of Queensland), David E. Neal(European Bioinformatics Institute), Gerd Nettekoven(University of California, Santa Cruz), Felicity Newell(Duke-NUS Medical School), Steven Newhouse(Chinese University of Hong Kong), Yulia Newton(Wellcome Sanger Institute), Alvin Wei Tian Ng(Royal Marsden NHS Foundation Trust), Chi‐Fai Ng(Duke-NUS Medical School), Jonathan Nicholson(Massachusetts General Hospital), David Nicol(Aarhus University Hospital), Yongzhan Nie(University of Cambridge), G. Petur Nielsen(Broad Institute), Morten Muhlig Nielsen(The University of Queensland), Serena Nik‐Zainal(St. Jude Children's Research Hospital), Michael S. Noble(Ontario Institute for Cancer Research), Kátia Nones(Ontario Institute for Cancer Research), Paul A. Northcott(University of Chicago), Faiyaz Notta(University of Cambridge), Brian D. O’Connor(Wellcome Sanger Institute), Peter H. O’Donnell(Mayo Clinic in Arizona), Maria O’Donovan(Cambridge University Hospitals NHS Foundation Trust), Sarah O’Meara(European Bioinformatics Institute), Brian Patrick O’Neill(Memorial Sloan Kettering Cancer Center), J. Robert O’Neill(Carleton College), David Ocaña(Royal Marsden NHS Foundation Trust), Angelica Ochoa(Hiroshima University), Layla Oesper, Christopher Ogden(University of California San Diego), Hideki Ohdan(The University of Melbourne), Kazuhiro Ohi(University of Alabama at Birmingham), Lucila Ohno‐Machado(Keio University), Karin A. Oien, Akinyemi I. Ojesina(Sage Bionetworks), Hidenori Ojima(National Cancer Centre Singapore), Takuji Okusaka(Centre for Genomic Regulation), Larsson Omberg(Robert Bosch Hospital), Choon Kiat Ong(Ontario Institute for Cancer Research), Stephan Ossowski(Ontario Institute for Cancer Research), German Ott(Ontario Institute for Cancer Research), B. F. Francis Ouellette, Christine P’ng(The University of Melbourne), Marta Paczkowska(Garvan Institute of Medical Research), Salvatore Paiella(BGI Group (China)), Chawalit Pairojkul(Wellcome Sanger Institute), Marina Pajic(European Bioinformatics Institute), Qiang Pan‐Hammarström(German Cancer Research Center), Elli Papaemmanuil(Hallym University), Irene Papatheodorou(National Cancer Center), Nagarajan Paramasivam(Samsung Medical Center), Ji Wan Park(Sangmyung University), Joong‐Won Park(Harvard University), Keunchil Park(University of North Carolina at Chapel Hill), Kiejung Park(Nottingham University Hospitals NHS Trust), Peter J. Park(NYU Langone Health), Joel S. Parker(Ontario Institute for Cancer Research), Simon L. Parsons(Memorial Sloan Kettering Cancer Center), Harvey I. Pass(The University of Queensland), Danielle Pasternack(Institut National du Cancer), Alessandro Pastore, Ann‐Marie Patch(The University of Queensland), Iris Pauporté(Harvard University), Antonio Pea(Aarhus University Hospital), John V. Pearson, Chandra Sekhar Pedamallu(University of Cologne), Jakob Skou Pedersen(Cleveland Clinic), Paolo Pederzoli(University of North Carolina at Chapel Hill), Martin Peifer(Ontario Institute for Cancer Research), Nathan A. Pennell(Mayo Clinic in Florida), Charles M. Perou(Oregon Health & Science University), Marc D. Perry(Christiana Care Health System), Gloria M. Petersen(European Bioinformatics Institute), Myron Peto(Hopp Children's Cancer Center Heidelberg), Nicholas Petrelli(McGill University and Génome Québec Innovation Centre), Robert Petryszak(Institute for Research in Biomedicine), Stefan M. Pfister(Children's Medical Research Institute), Mark Phillips(SRA International (United States)), Oriol Pich(London Cancer), Hilda A. Pickett(Guy's Hospital), Todd Pihl(Garvan Institute of Medical Research), Nischalan Pillay(Macquarie University), Sarah E. Pinder(European Molecular Biology Laboratory), Mark Pinese(Inserm), Andreia V. Pinho(Spanish National Cancer Research Centre), Esa Pitkänen(German Cancer Aid), Xavier Pivot(German Cancer Research Center), Elena Piñeiro-Yáñez(Harvard University), Laura Planko(Spanish National Cancer Research Centre), Christoph Plass(Institutul Clinic Fundeni), Paz Polak, Tirso Pons(Universitat Pompeu Fabra), Irinel Popescu(Royal Surrey County Hospital), Olga Potapova(German Cancer Research Center), Aparna Prasad(QIMR Berghofer Medical Research Institute), Shaun R. Preston(Ontario Institute for Cancer Research), Manuel Prinz(Cambridge University Hospitals NHS Foundation Trust), Antonia L. Pritchard(Universidad de Oviedo), Stephenie D. Prokopec(Ontario Institute for Cancer Research), Elena Provenzano(Barcelona Supercomputing Center), Xosé S. Puente(Ghent University), Sonia Puig(The University of Sydney), Montserrat Puiggròs(Ninewells Hospital), Sergio Pulido-Tamayo(The University of Queensland), Gulietta M. Pupo(Centre for Genomic Regulation), Colin A. Purdie(Medical College of Wisconsin), Michael C. Quinn(German Cancer Research Center), Raquel Rabionet(Seven Bridges Genomics (United States)), Janet S. Rader(European Molecular Biology Laboratory), Bernhard Radlwimmer(Wellcome Sanger Institute), Petar Radovic(Wellcome Sanger Institute), Benjamin Raeder(Wellcome Sanger Institute), Keiran Raine(Emory University), Manasa Ramakrishna(Princeton University), Kamna Ramakrishnan(Vanderbilt University), Suresh S. Ramalingam(European Molecular Biology Laboratory), Benjamin J. Raphael(Heinrich Heine University Düsseldorf), W. Kimryn Rathmell(University of Toronto), Tobias Rausch(Memorial Sloan Kettering Cancer Center), Guido Reifenberger(Memorial Sloan Kettering Cancer Center), Jüri Reimand(Institute for Research in Biomedicine), Jorge S. Reis‐Filho(Princeton University), Victor E. Reuter(Institute for Systems Biology), Iker Reyes-Salazar(Massachusetts General Hospital), Matthew A. Reyna(McGill University), Sheila M. Reynolds(Dana-Farber Cancer Institute), Esther Rheinbay(Christian-Albrechts-Universität zu Kiel), Yasser Riazalhosseini(The Ohio State University Comprehensive Cancer Center – Arthur G. James Cancer Hospital and Richard J. Solove Research Institute), Andrea L. Richardson(Lund University), Julia Richter(Yokohama City University), Matthew D. Ringel(German Cancer Research Center), Markus Ringnér(University of North Carolina at Chapel Hill), Yasushi Rino(Mayo Clinic in Arizona), Karsten Rippe(Wellcome Sanger Institute), Jeffrey Roach(Washington State University), Lewis R. Roberts(Canada's Michael Smith Genome Sciences Centre), Nicola D. Roberts(The University of Queensland), Steven A. Roberts(Barcelona Supercomputing Center), A. Gordon Robertson(Universidade de Vigo), Alan J. Robertson(Cancer Genomics Centre), Javier Bartolomé Rodriguez(Toronto General Hospital), Bernardo Rodríguez–Martín(Universitätsklinikum Gießen und Marburg), F. Germán Rodríguez-González(National Cancer Centre Japan), Michael H. A. Roehrl(Institut de Recherche en Cancérologie de Montpellier), Marius Rohde(Garvan Institute of Medical Research), Hirofumi Rokutan(Norfolk and Norwich University Hospital), Gilles Romieu(Broad Institute), Ilse Rooman(Massachusetts General Hospital), Tom Roques, Daniel Rosebrock(University of Würzburg), Mara Rosenberg(Royal Marsden NHS Foundation Trust), Philip Rosenstiel(Barcelona Supercomputing Center), Andreas Rosenwald(Duke-NUS Medical School), Edward Rowe(Vector Institute), Romina Royo(University of Bern), Steven G. Rozen(SingHealth), Yulia Rubanova(European Molecular Biology Laboratory), Mark A. Rubin, Carlota Rubio-Pérez, Vasilisa A. Rudneva(Memorial Sloan Kettering Cancer Center), Borislav C. Rusev(Institute for Research in Biomedicine), Andrea Ruzzenente(Ontario Institute for Cancer Research), Gunnar Rätsch(Canada's Michael Smith Genome Sciences Centre), Radhakrishnan Sabarinathan(Tata Institute of Fundamental Research), Veronica Y. Sabelnykova(National Institute of Environmental Health Sciences), Sara Sadeghi(National Cancer Centre Japan), S. Cenk Şahinalp(Broad Institute), Natalie Saini(Ontario Institute for Cancer Research), Mihoko Saito-Adachi(GZA Ziekenhuizen Campus Sint-Augustinus), Gordon Saksena(Yale University), Adriana Salcedo(Broad Institute), Roberto Salgado(Analytical Biological Services (United States)), Leonidas Salichos, Richard Sallari(Ontario Institute for Cancer Research), Charles Saller, Roberto Salvia(Memorial Sloan Kettering Cancer Center), Michelle Sam(Memorial Sloan Kettering Cancer Center), Jaswinder S. Samra(University of North Carolina at Chapel Hill), Francisco Sánchez-Vega(Tata Memorial Hospital), Chris Sander, Grant Sanders(RIKEN Center for Integrative Medical Sciences), Rajiv Sarin(University of Oslo), Iman Sarrafi(Universität Hamburg), Aya Sasaki-Oku(The University of Sydney), Torill Sauer, Guido Sauter(Garvan Institute of Medical Research), Robyn P.M. Saw, Maria Scardoni(Centre international de recherche sur le cancer), Christopher J. Scarlett(German Cancer Research Center), Aldo Scarpa(Canada's Michael Smith Genome Sciences Centre), Ghislaine Scélo, Dirk Schadendorf(German Cancer Research Center), Jacqueline E. Schein(Charité - Universitätsmedizin Berlin), Markus B. Schilhabel(James S. McDonnell Foundation), Matthias Schlesner(The University of Sydney), Thorsten Schlomm(Christian-Albrechts-Universität zu Kiel), Heather K. Schmidt(Memorial Sloan Kettering Cancer Center), Sarah‐Jane Schramm(Dana-Farber Cancer Institute), Stefan Schreiber(Max Delbrück Center), Nikolaus Schultz(The University of Sydney), Steven E. Schumacher(Cancer Research Horizons), Roland F. Schwarz(Beth Israel Deaconess Medical Center), Richard A. Scolyer(University of Pittsburgh), David Scott(Broad Institute), Ralph Scully(Mount Sinai Hospital), Raja S. Seethala(Institute of Genetics and Cancer), Ayellet V. Segrè(Memorial Sloan Kettering Cancer Center), Iris Selander(NorthShore University HealthSystem), Colin A. Semple, Yasin Şenbabaoğlu(University of Toronto), Subhajit Sengupta(Massachusetts General Hospital), Elisabetta Sereni(The University of Melbourne), Stefano Serra(Cambridge University Hospitals NHS Foundation Trust), Dennis C. Sgroi(Toronto General Hospital), Mark Shackleton(Bioplatforms Australia), Nimish Shah(The University of Sydney), Sagedeh Shahabi(Dana-Farber Cancer Institute), Catherine A. Shang(International Genomics Consortium), Ping Shang(Harvard University), Ofer Shapira(Van Andel Institute), Troy Shelton(Wellcome Sanger Institute), Ciyue Shen(University of Toronto), Hui Shen(University of North Carolina at Chapel Hill), Rebecca Shepherd(Ontario Institute for Cancer Research), Ruian Shi, Yan Shi(Dana-Farber Cancer Institute), Yu-Jia Shiah, Tatsuhiro Shibata(Japan Agency for Medical Research and Development), Juliann Shih(Korea University), Eigo Shimizu, Kiyo Shimizu, Seung Jun Shin(Institute for Systems Biology), Yuichi Shiraishi(Ontario Institute for Cancer Research), Tal Shmaya(European Bioinformatics Institute), Ilya Shmulevich, Solomon I. Shorser(Stanford University), Charles Short(Walter Reed National Military Medical Center), Raunak Shrestha(University of Toronto), Suyash Shringarpure(University of Copenhagen), Craig D. Shriver(Christian-Albrechts-Universität zu Kiel), Shimin Shuai(Cancer Genomics Centre), Nikos Sidiropoulos(Heidelberg University), Reiner Siebert(Brigham and Women's Hospital), Anieta M. Sieuwerts, Lina Sieverling, Sabina Signoretti(Universität Hamburg), Katarzyna Sikora(University of North Carolina at Chapel Hill), Michele Simbolo(University of Toronto), Ronald Simon(The University of Queensland), Janae V. Simons(Memorial Sloan Kettering Cancer Center), Jared T. Simpson(Stanford University), Peter T. Simpson(Canada's Michael Smith Genome Sciences Centre), Samuel Singer(University of North Carolina at Chapel Hill), Nasa Sinnott-Armstrong(Cancer Genomics Centre), Payal Sipahimalani(Oregon Health & Science University), Tara Skelly(University of California, San Francisco), Marcel Smid(Memorial Sloan Kettering Cancer Center), Jaclyn Smith(National Institutes of Health), Karen Smith‐McCune(University of North Carolina at Chapel Hill), Nicholas D. Socci(National Institutes of Health), Heidi J. Sofia(The University of Texas MD Anderson Cancer Center), Matthew G. Soloway(University Hospitals Coventry and Warwickshire NHS Trust), Lei Song(University of California San Diego), Anil K. Sood(University of California, Santa Cruz), Sharmila Sothi(Radboud University Nijmegen), Christos Sotiriou(Oregon Health & Science University), Cameron M. Soulette, Paul N. Span(The University of Sydney), Paul T. Spellman(Broad Institute), Nicola Sperandio(University of Chicago), Andrew J. Spillane(Lund University), Oliver Spiro(Leipzig University), Jonathan Spring(Sankt-Antonius-Hospital Eschweiler), Johan Staaf(ETH Zurich), Peter F. Stadler(Wellcome Sanger Institute), Peter Staib(University of Iceland), Stefan G. Stark(European Molecular Biology Laboratory), Lucy Stebbings(University of Toronto), Ólafur Andri Stefánsson(Ninewells Hospital), Oliver Stegle(Broad Institute), Lincoln D. Stein(Universität Ulm), Alasdair Stenhouse(Universitat Pompeu Fabra), Chip Stewart(Wellcome Sanger Institute), Stephan Stilgenbauer(The University of Sydney), Miranda D. Stobbe(Oregon Health & Science University), Michael R. Stratton(University of California, Santa Cruz), Jonathan R. Stretch(China National GeneBank), Adam J. Struck(BGI Group (China)), Joshua M. Stuart(The University of Texas MD Anderson Cancer Center), Henk G. Stunnenberg(Ontario Institute for Cancer Research), Hong Su(European Molecular Biology Laboratory), Xiaoping Su(Centre for Genomic Regulation), Ren Sun(Yokohama City University), Stéphanie Sungalee(Radboud University Nijmegen), Hana Sušak(Christian-Albrechts-Universität zu Kiel), Akihiro Suzuki(National Center for Tumor Diseases), Fred C.G.J. Sweep(Japan Agency for Medical Research and Development), Monika Szczepanowski(Canada's Michael Smith Genome Sciences Centre), Holger Sültmann(Institute for Research in Biomedicine), Takashi Yugawa(Singapore General Hospital), Angela Tam(University of North Carolina at Chapel Hill), David Tamborero(Duke-NUS Medical School), Benita Kiat Tee Tan, Donghui Tan, Patrick Tan(University of Helsinki), Hiroko Tanaka(The Francis Crick Institute), Hirokazu Taniguchi(National Institutes of Health), Tomas Tanskanen(Cambridge University Hospitals NHS Foundation Trust), Maxime Tarabichi(Ontario Institute for Cancer Research), Roy Tarnuzzer(The University of Tokyo), Patrick Tarpey(University of Cambridge), Morgan L. Taschuk(The University of Queensland), Kenji Tatsuno(Broad Institute), Simon Tavaré(Wellcome Sanger Institute), Darrin F. Taylor(Duke-NUS Medical School), Amaro Taylor‐Weiner(The University of Sydney), Jon W. Teague(Universidade de Santiago de Compostela), Bin Tean Teh(Ontario Institute for Cancer Research), Varsha Tembe(University of Nebraska Medical Center), Javier Temes(Canada's Michael Smith Genome Sciences Centre), Kevin Thai(Centre Léon Bérard), Sarah P. Thayer(Royal Marsden NHS Foundation Trust), Nina Thiessen(Royal Marsden NHS Foundation Trust), Gilles Thomas(Ninewells Hospital), Sarah Thomas(The University of Sydney), Alan J. Thompson(Mayo Clinic in Arizona), Alastair M. Thompson(The University of Melbourne), John F. Thompson(University of North Carolina at Chapel Hill), R. Houston Thompson(McGill University and Génome Québec Innovation Centre), Heather Thorne(Broad Institute), Leigh B. Thorne(Seven Bridges Genomics (United States)), Adrian Thorogood(Ontario Institute for Cancer Research), Grace Tiao(Royal National Orthopaedic Hospital), Nebojša Tijanić(Universidade de Vigo), Lee E. Timms(Istituto Tumori Bari), Roberto Tirabosco(Garvan Institute of Medical Research), Marta Tojo(Heidelberg University), Stefania Tommasi(Institució Catalana de Recerca i Estudis Avançats), Christopher W. Toon(Agostino Gemelli University Polyclinic), Umut H. Toprak(Commissariat à l'Énergie Atomique et aux Énergies Alternatives), David Torrents, Giampaolo Tortora(Maastricht University), Jörg Tost(The University of Melbourne), Yasushi Totoki(Centre Léon Bérard), David Townend(Centre for Genomic Regulation), Nadia Traficante(University of Göttingen), Isabelle Treilleux(University Health Network), Jean-Rémi Trotta(RIKEN Center for Integrative Medical Sciences), Lorenz Trümper(Wellcome Sanger Institute), Ming‐Sound Tsao(University Hospitals Birmingham NHS Foundation Trust), Tatsuhiko Tsunoda(Queen's University Belfast), José M. C. Tubío(Oxford Nanopore Technologies (United Kingdom)), Olga Tucker(Dana-Farber Cancer Institute), Richard Turkington(Wakayama Medical University), Daniel J. Turner(The University of Texas MD Anderson Cancer Center), Andrew Tutt(Johns Hopkins University), Masaki Ueno(Uppsala University), Naoto T. Ueno(University of Southampton), Christopher B. Umbricht(European Molecular Biology Laboratory), Husen M. Umer, Tim Underwood(The University of Tokyo), Lara Urban(Tallinn University of Technology), Tomoko Urushidate(Institució Catalana de Recerca i Estudis Avançats), Tetsuo Ushiku(University of Southern California), Liis Uusküla-Reimand(University of Antwerp), Alfonso Valencia(KU Leuven), David Van Den Berg(Emory University), Steven Van Laere(University of Antwerp), Peter Van Loo(University Health Network), Erwin G. Van Meir(University of Leeds), Gert G. Van den Eynden(Norwegian University of Science and Technology), Theodorus van der Kwast(The University of Melbourne), Naveen Vasudev(University of North Carolina at Chapel Hill), Miguel Vazquez(University of Toronto), Ravikiran Vedururu(Ghent University), Umadevi Veluvolu(University of Antwerp), Shankar Vembu(University of Oxford), Lieven P. C. Verbeke, Peter Vermeulen(Barcelona Supercomputing Center), Clare Verrill, Alain Viari(Government of India), David Vicente(University of Latvia), Caterina Vicentini(The University of Sydney), K. VijayRaghavan(Barcelona Supercomputing Center), Juris Vīksna(Inserm), Ricardo E. Vilain(Tampere University Hospital), Izar Villasante(Broad Institute), Anne Vincent‐Salomon(QIMR Berghofer Medical Research Institute), Tapio Visakorpi(University of Cambridge), Douglas Voet(The University of Queensland), Paresh Vyas(QIMR Berghofer Medical Research Institute), Ignacio Vázquez-Garćıa(Uppsala University), Nick M. Waddell(Ontario Institute for Cancer Research), Nicola Waddell(Universität Ulm), Claes Wadelius(Harvard University), Lina Wadi(BGI Group (China)), Rabea Wagener(Xi'an Jiaotong University), Jeremiah A. Wala(Baylor College of Medicine), Jian Wang(German Cancer Research Center), Jiayin Wang(The University of Texas MD Anderson Cancer Center), Linghua Wang(Baylor College of Medicine), Qi Wang(National Institutes of Health), Wenyi Wang(The University of Melbourne), Yumeng Wang(Max Planck Institute for Molecular Genetics), Zhining Wang(Yale University), Paul Waring(Cambridge University Hospitals NHS Foundation Trust), Hans-Jörg Warnatz(European Molecular Biology Laboratory), Jonathan Warrell(University of Oxford), Anne Y. Warren(German Cancer Research Center), Sebastian M. Waszak(Augusta University), David C. Wedge(The University of Texas MD Anderson Cancer Center), Dieter Weichenhan(European Molecular Biology Laboratory), Paul Weinberger(University of Southern California), John N. Weinstein(Wythenshawe Hospital), Joachim Weischenfeldt(Washington University in St. Louis), Daniel J. Weisenberger(German Cancer Research Center), Ian Welch(Centre for Human Genetics), Michael C. Wendl(Baylor College of Medicine), Johannes Werner(University College London), Justin P. Whalley(Mayo Clinic in Arizona), David A. Wheeler(University of North Carolina at Chapel Hill), Hayley C. Whitaker(University of California San Diego), Dennis A. Wigle(The University of Sydney), Matthew D. Wilkerson(Ontario Institute for Cancer Research), Ashley Williams(Ontario Institute for Cancer Research), James S. Wilmott(Nationwide Children's Hospital), Gavin W. Wilson(Mayo Clinic in Arizona), Julie M. Wilson(University of Toronto), Richard K. Wilson(International Institute for Molecular Oncology), Boris Winterhoff(German Cancer Research Center), Jeffrey A. Wintersinger(National Cancer Centre Singapore), Maciej Wiznerowicz(James S. McDonnell Foundation), Stephan Wolf(Washington University in St. Louis), Bernice H. Wong(Electronics and Telecommunications Research Institute), Tina Wong(QIMR Berghofer Medical Research Institute), Winghing Wong(University of Toronto), Youngchoon Woo(Ontario Institute for Cancer Research), Scott Wood(MRC University of Glasgow Centre for Virus Research), Bradly G. Wouters(Stanford University), A. Jordan Wright(Massachusetts General Hospital), Derek Wright, Mark H. Wright(Oregon Health & Science University), Chin‐Lee Wu(Garvan Institute of Medical Research), Dai‐Ying Wu(BGI Group (China)), Guanming Wu(Duke-NUS Medical School), Jianmin Wu(Hong Kong University of Science and Technology), Kui Wu(BGI Group (China)), Yang Wu(Duke-NUS Medical School), Zhenggang Wu(Ontario Institute for Cancer Research), Xi Liu(BGI Group (China)), Tian Xia(Peking University), Qian Xiang(BGI Group (China)), Xiao Xiao(QIMR Berghofer Medical Research Institute), Rui Xing(Johns Hopkins University), Heng Xiong(Hong Kong University of Science and Technology), Qinying Xu(The University of Osaka), Yanxun Xu(European Molecular Biology Laboratory), Hong Xue, Shinichi Yachida(Ontario Institute for Cancer Research), Sergei Yakneen(Tokyo Women's Medical University), Rui Yamaguchi(The University of Tokyo), Takafumi N. Yamaguchi(Wakayama Medical University), Masakazu Yamamoto(University of Toronto), Shogo Yamamoto(BGI Group (China)), Hiroki Yamaue(The University of Sydney), Fan Yang(National Institutes of Health), Huanming Yang(University of Chicago), Jean Yang(Hefei University of Technology), Liming Yang(University of Cologne), Lixing Yang(BGI Group (China)), Shanlin Yang(New York Genome Center), Tsun-Po Yang(Max Planck Institute for Molecular Genetics), Yang Yang(Wellcome Sanger Institute), Xiaotong Yao(Buck Institute for Research on Aging), Marie‐Laure Yaspo(BGI Group (China)), Lucy Yates(Xi'an Jiaotong University), Christina Yau(Washington University in St. Louis), Chen Ye(Korea Advanced Institute of Science and Technology), Kai Ye(Seoul National University Hospital), Venkata Yellapantula(Ontario Institute for Cancer Research), Christopher J. Yoon(Chinese University of Hong Kong), Sung-Soo Yoon(The University of Texas MD Anderson Cancer Center), Fouad Yousif(Broad Institute), Jun Yu(Ruijin Hospital), Kaixian Yu(University of Glasgow), Willie Yu(Chicago Department of Public Health), Yingyan Yu(Ontario Institute for Cancer Research), Ke Yuan(Ontario Institute for Cancer Research), Yuan Yuan(Oslo University Hospital), Denis Yuen(Universidade de Vigo), Christina K. Yung(German Cancer Research Center), Olga Zaikova(National Institutes of Health), Jorge Zamora(National Center for Tumor Diseases), Marc Zapatka(Eastern Health), Jean C. Zenklusen(Harvard University), Thorsten Zenz(Peking University), Nikolajs Zeps(Broad Institute), Cheng‐Zhong Zhang(Second Military Medical University), Fan Zhang(Memorial Sloan Kettering Cancer Center), Hailei Zhang(National Institutes of Health), Hongwei Zhang(Yale University), Hongxin Zhang(Ontario Institute for Cancer Research), Jiashan Zhang(BGI Group (China)), Jing Zhang(The University of Texas Health Science Center at Houston), Junjun Zhang(Yale University), Xiuqing Zhang(Peking University), Xuanping Zhang(University of Houston), Yan Zhang(Peking University), Zemin Zhang(Peking University), Zhongming Zhao(Van Andel Institute), Liangtao Zheng(BGI Group (China)), Xiuqing Zheng(National Institutes of Health), Wanding Zhou(The University of Texas MD Anderson Cancer Center), Yong Zhou(University of California, Santa Cruz), Bin Zhu(BGI Group (China)), Hongtu Zhu(Northwestern University), Jingchun Zhu(Wellcome Sanger Institute), Shida Zhu(Westmead Hospital), Lihua Zou(Royal Marsden NHS Foundation Trust), Xueqing Zou(Erasmus MC), Anna DeFazio(The University of Melbourne), Nicholas van As(The Netherlands Cancer Institute), Carolien H. M. van Deurzen(University of Zurich), Marc J. van de Vijver, Laura van’t Veer, Christian von Mering
Nature
February 5, 2020
Cited by 3,700Open Access
Full Text

Abstract

Abstract Somatic mutations in cancer genomes are caused by multiple mutational processes, each of which generates a characteristic mutational signature 1 . Here, as part of the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium 2 of the International Cancer Genome Consortium (ICGC) and The Cancer Genome Atlas (TCGA), we characterized mutational signatures using 84,729,690 somatic mutations from 4,645 whole-genome and 19,184 exome sequences that encompass most types of cancer. We identified 49 single-base-substitution, 11 doublet-base-substitution, 4 clustered-base-substitution and 17 small insertion-and-deletion signatures. The substantial size of our dataset, compared with previous analyses 3–15 , enabled the discovery of new signatures, the separation of overlapping signatures and the decomposition of signatures into components that may represent associated—but distinct—DNA damage, repair and/or replication mechanisms. By estimating the contribution of each signature to the mutational catalogues of individual cancer genomes, we revealed associations of signatures to exogenous or endogenous exposures, as well as to defective DNA-maintenance processes. However, many signatures are of unknown cause. This analysis provides a systematic perspective on the repertoire of mutational processes that contribute to the development of human cancer.


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