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Discovery and characterization of coding and non-coding driver mutations in more than 2,500 whole cancer genomes

View ORCID ProfileEsther Rheinbay, View ORCID ProfileMorten Muhlig Nielsen, Federico Abascal, View ORCID ProfileGrace Tiao, Henrik Hornshøj, View ORCID ProfileJulian M. Hess, View ORCID ProfileRandi Istrup Pedersen, View ORCID ProfileLars Feuerbach, View ORCID ProfileRadhakrishnan Sabarinathan, View ORCID ProfileTobias Madsen, View ORCID ProfileJaegil Kim, View ORCID ProfileLoris Mularoni, View ORCID ProfileShimin Shuai, View ORCID ProfileAndrés Lanzós, View ORCID ProfileCarl Herrmann, Yosef E. Maruvka, Ciyue Shen, View ORCID ProfileSamirkumar B. Amin, View ORCID ProfileJohanna Bertl, View ORCID ProfilePriyanka Dhingra, View ORCID ProfileKlev Diamanti, View ORCID ProfileAbel Gonzalez-Perez, View ORCID ProfileQianyun Guo, View ORCID ProfileNicholas J. Haradhvala, Keren Isaev, View ORCID ProfileMalene Juul, View ORCID ProfileJan Komorowski, View ORCID ProfileSushant Kumar, View ORCID ProfileDonghoon Lee, View ORCID ProfileLucas Lochovsky, View ORCID ProfileEric Minwei Liu, View ORCID ProfileOriol Pich, View ORCID ProfileDavid Tamborero, View ORCID ProfileHusen M. Umer, Liis Uusküla-Reimand, View ORCID ProfileClaes Wadelius, Lina Wadi, View ORCID ProfileJing Zhang, View ORCID ProfileKeith A. Boroevich, View ORCID ProfileJoana Carlevaro-Fita, Dimple Chakravarty, View ORCID ProfileCalvin W.Y. Chan, Nuno A. Fonseca, Mark P. Hamilton, Chen Hong, View ORCID ProfileAndre Kahles, Youngwook Kim, View ORCID ProfileKjong-Van Lehmann, View ORCID ProfileTodd A. Johnson, View ORCID ProfileAbdullah Kahraman, Keunchil Park, View ORCID ProfileGordon Saksena, View ORCID ProfileLina Sieverling, View ORCID ProfileNicholas A. Sinnott-Armstrong, Peter J. Campbell, View ORCID ProfileAsger Hobolth, View ORCID ProfileManolis Kellis, Michael S. Lawrence, View ORCID ProfileBen Raphael, View ORCID ProfileMark A. Rubin, Chris Sander, View ORCID ProfileLincoln Stein, Josh Stuart, View ORCID ProfileTatsuhiko Tsunoda, View ORCID ProfileDavid A. Wheeler, View ORCID ProfileRory Johnson, Jüri Reimand, View ORCID ProfileMark B. Gerstein, View ORCID ProfileEkta Khurana, View ORCID ProfileNúria López-Bigas, View ORCID ProfileIñigo Martincorena, View ORCID ProfileJakob Skou Pedersen, View ORCID ProfileGad Getz
doi: https://doi.org/10.1101/237313
Esther Rheinbay
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
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  • ORCID record for Esther Rheinbay
Morten Muhlig Nielsen
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
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  • ORCID record for Morten Muhlig Nielsen
Federico Abascal
3Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridgeshire, UK
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Grace Tiao
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
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Henrik Hornshøj
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
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Julian M. Hess
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
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Randi Istrup Pedersen
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
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Lars Feuerbach
4Division of Applied Bioinformatics, German Cancer Research Center, Im Neuenheimer Feld 280, Heidelberg 69120, Germany
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Radhakrishnan Sabarinathan
5Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
6Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
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Tobias Madsen
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
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Jaegil Kim
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
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Loris Mularoni
5Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
6Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
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Shimin Shuai
18Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York 10021 USA
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  • ORCID record for Shimin Shuai
Andrés Lanzós
8Centre for Genomic Regulation (CRG), Barcelona 08003, Spain
9Universitat Pompeu Fabra (UPF), Barcelona, Spain
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Carl Herrmann
10Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
11Institute of Pharmacy and Molecular Biotechnology, and Bioquant Center, University of Heidelberg, 69120 Heidelberg, Germany
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Yosef E. Maruvka
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
12Massachusetts General Hospital, Center for Cancer Research, Charlestown, Massachusetts 02129, USA
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Ciyue Shen
13Department of Cell Biology, Harvard Medical School, Boston, MA, USA
14cBio Center, Dana-Farber Cancer Institute, Harvard Medical School, Boston
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Samirkumar B. Amin
15Department of Genomic Medicine, the University of Texas MD Anderson Cancer Center, Houston, Texas, USA
16Graduate Program in Structural and Computational Biology and Molecular Biophysics, Baylor College of Medicine, Houston, Texas, USA
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  • ORCID record for Samirkumar B. Amin
Johanna Bertl
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
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Priyanka Dhingra
17Department of Physiology and Biophysics, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
18Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York 10021 USA
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Klev Diamanti
19Computational Biology and Bioinformatics, Department of Cell and Molecular Biology, Uppsala University, Uppsala, Sweden
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Abel Gonzalez-Perez
5Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
6Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
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  • ORCID record for Abel Gonzalez-Perez
Qianyun Guo
20Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
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Nicholas J. Haradhvala
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
12Massachusetts General Hospital, Center for Cancer Research, Charlestown, Massachusetts 02129, USA
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Keren Isaev
21Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
22Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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Malene Juul
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
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  • ORCID record for Malene Juul
Jan Komorowski
19Computational Biology and Bioinformatics, Department of Cell and Molecular Biology, Uppsala University, Uppsala, Sweden
23Institute of Computer Science, Polish Academy of Sciences, Warsaw, 01-248, Poland
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Sushant Kumar
24Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
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  • ORCID record for Sushant Kumar
Donghoon Lee
24Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
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  • ORCID record for Donghoon Lee
Lucas Lochovsky
25Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
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  • ORCID record for Lucas Lochovsky
Eric Minwei Liu
17Department of Physiology and Biophysics, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
18Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York 10021 USA
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Oriol Pich
5Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
6Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
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David Tamborero
5Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
6Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
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Husen M. Umer
19Computational Biology and Bioinformatics, Department of Cell and Molecular Biology, Uppsala University, Uppsala, Sweden
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Liis Uusküla-Reimand
26Genetics and Genome Biology Program, SickKids Research Institute, Toronto, ON, Canada
27Department of Gene Technology, Tallinn University of Technology, Estonia
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Claes Wadelius
28Science for Life Laboratory, Department of Immunology, Genetics and Pathology, Uppsala University, Uppsala, Sweden
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Lina Wadi
21Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
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Jing Zhang
24Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
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  • ORCID record for Jing Zhang
Keith A. Boroevich
29Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
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  • ORCID record for Keith A. Boroevich
Joana Carlevaro-Fita
8Centre for Genomic Regulation (CRG), Barcelona 08003, Spain
9Universitat Pompeu Fabra (UPF), Barcelona, Spain
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Dimple Chakravarty
30Department of Genitourinary Medical Oncology - Research, Division of Cancer Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Calvin W.Y. Chan
10Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), 69120 Heidelberg, Germany
33Faculty of Biosciences, Heidelberg University, Im Neuenheimer Feld 234, 69120 Heidelberg, Germany
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  • ORCID record for Calvin W.Y. Chan
Nuno A. Fonseca
31European Bioinformatics Institute. European Molecular Biology Laboratory. Wellcome Trust Genome Campus, Hinxton, Cambridgeshire, UK
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Mark P. Hamilton
32Department of Molecular and Cellular Biology, Baylor College of Medicine, 1 Baylor Plaza Houston M822, Houston, Texas 77030, USA
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Chen Hong
4Division of Applied Bioinformatics, German Cancer Research Center, Im Neuenheimer Feld 280, Heidelberg 69120, Germany
33Faculty of Biosciences, Heidelberg University, Im Neuenheimer Feld 234, 69120 Heidelberg, Germany
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Andre Kahles
34Division of Computational Biology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
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  • ORCID record for Andre Kahles
Youngwook Kim
35Samsung Medical Center, Sungkyunkwan University School of Medicine South Korea
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Kjong-Van Lehmann
34Division of Computational Biology, Memorial Sloan Kettering Cancer Center, New York, NY 10065, USA
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Todd A. Johnson
29Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
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Abdullah Kahraman
36Institute of Molecular Life Sciences and Swiss Institute of Bioinformatics, University of Zurich, CH-8057 Zurich, Switzerland
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Keunchil Park
35Samsung Medical Center, Sungkyunkwan University School of Medicine South Korea
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Gordon Saksena
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
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Lina Sieverling
4Division of Applied Bioinformatics, German Cancer Research Center, Im Neuenheimer Feld 280, Heidelberg 69120, Germany
33Faculty of Biosciences, Heidelberg University, Im Neuenheimer Feld 234, 69120 Heidelberg, Germany
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Nicholas A. Sinnott-Armstrong
37Department of Genetics, Stanford University School of Medicine, Stanford, California, USA
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Peter J. Campbell
3Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridgeshire, UK
38Department of Haematology, University of Cambridge, Cambridge CB2 2XY, UK
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Asger Hobolth
20Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
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Manolis Kellis
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
39MIT Computer Science and Artificial Intelligence Laboratory, Cambridge, Massachusetts, USA
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Michael S. Lawrence
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
12Massachusetts General Hospital, Center for Cancer Research, Charlestown, Massachusetts 02129, USA
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Ben Raphael
40Department of Computer Science, Princeton University, Princeton, New Jersey 08540, USA
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Mark A. Rubin
41Weill Cornell Medicine and New York Presbyterian, Department of Pathology and Laboratory Medicine, New York, NY, USA
42Weill Cornell Medicine and New York Presbyterian, Caryl and Israel Englander Institute for Precision Medicine, New York, NY, USA
43Weill Cornell Medicine and New York Presbyterian, Sandra and Edward Meyer Cancer Center, New York, NY, USA
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Chris Sander
13Department of Cell Biology, Harvard Medical School, Boston, MA, USA
14cBio Center, Dana-Farber Cancer Institute, Harvard Medical School, Boston
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Lincoln Stein
7Department of Molecular Genetics, University of Toronto, Toronto, Ontario, Canada
21Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
44Ontario Institute for Cancer Research, Toronto, Ontario M5G 0A3, Canada
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Josh Stuart
45Center for Biomolecular Science and Engineering, University of California at Santa Cruz, Santa Cruz, CA 95064, USA
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Tatsuhiko Tsunoda
46Department of Medical Science Mathematics, Medical Research Institute, Tokyo Medical and Dental University, Tokyo, Japan
47Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan
48CREST, Japan Science and Technology Agency, Tokyo, Japan
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David A. Wheeler
49Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, USA
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Rory Johnson
50Department of Medical Oncology, Inselspital, University Hospital and University of Bern, 3010 Bern, Switzerland
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Jüri Reimand
21Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada
22Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
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Mark B. Gerstein
51Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut, USA
52Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut, USA
53Department of Computer Science, Yale University, New Haven, Connecticut, USA
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Ekta Khurana
17Department of Physiology and Biophysics, Weill Cornell Medicine, 1300 York Avenue, New York, NY, 10065, USA
18Institute for Computational Biomedicine, Weill Cornell Medical College, New York, New York 10021 USA
42Weill Cornell Medicine and New York Presbyterian, Caryl and Israel Englander Institute for Precision Medicine, New York, NY, USA
43Weill Cornell Medicine and New York Presbyterian, Sandra and Edward Meyer Cancer Center, New York, NY, USA
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Núria López-Bigas
5Institute for Research in Biomedicine (IRB Barcelona), The Barcelona Institute of Science and Technology, Baldiri Reixac, 10, 08028 Barcelona, Spain
6Research Program on Biomedical Informatics, Universitat Pompeu Fabra, Barcelona, Spain
54Catalan Institution for Research and Advanced Studies (ICREA), 08010 Barcelona, Spain
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Iñigo Martincorena
3Wellcome Trust Sanger Institute, Hinxton CB10 1SA, Cambridgeshire, UK
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  • ORCID record for Iñigo Martincorena
Jakob Skou Pedersen
2Department of Molecular Medicine (MOMA), Aarhus University Hospital, Aarhus, Denmark
20Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark
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Gad Getz
1The Broad Institute of MIT and Harvard, Cambridge, Massachusetts 02124, USA
12Massachusetts General Hospital, Center for Cancer Research, Charlestown, Massachusetts 02129, USA
55Harvard Medical School, 250 Longwood Avenue, Boston, 02115, MA, USA MA, USA
56Massachusetts General Hospital, Department of Pathology, Boston, Massachusetts, USA
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Abstract

Discovery of cancer drivers has traditionally focused on the identification of protein-coding genes. Here we present a comprehensive analysis of putative cancer driver mutations in both protein-coding and non-coding genomic regions across >2,500 whole cancer genomes from the Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium. We developed a statistically rigorous strategy for combining significance levels from multiple driver discovery methods and demonstrate that the integrated results overcome limitations of individual methods. We combined this strategy with careful filtering and applied it to protein-coding genes, promoters, untranslated regions (UTRs), distal enhancers and non-coding RNAs. These analyses redefine the landscape of non-coding driver mutations in cancer genomes, confirming a few previously reported elements and raising doubts about others, while identifying novel candidate elements across 27 cancer types. Novel recurrent events were found in the promoters or 5’UTRs of TP53, RFTN1, RNF34, and MTG2, in the 3’UTRs of NFKBIZ and TOB1, and in the non-coding RNA RMRP. We provide evidence that the previously reported non-coding RNAs NEAT1 and MALAT1 may be subject to a localized mutational process. Perhaps the most striking finding is the relative paucity of point mutations driving cancer in non-coding genes and regulatory elements. Though we have limited power to discover infrequent non-coding drivers in individual cohorts, combined analysis of promoters of known cancer genes show little excess of mutations beyond TERT.

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The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY-NC-ND 4.0 International license.
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Posted December 23, 2017.
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Discovery and characterization of coding and non-coding driver mutations in more than 2,500 whole cancer genomes
Esther Rheinbay, Morten Muhlig Nielsen, Federico Abascal, Grace Tiao, Henrik Hornshøj, Julian M. Hess, Randi Istrup Pedersen, Lars Feuerbach, Radhakrishnan Sabarinathan, Tobias Madsen, Jaegil Kim, Loris Mularoni, Shimin Shuai, Andrés Lanzós, Carl Herrmann, Yosef E. Maruvka, Ciyue Shen, Samirkumar B. Amin, Johanna Bertl, Priyanka Dhingra, Klev Diamanti, Abel Gonzalez-Perez, Qianyun Guo, Nicholas J. Haradhvala, Keren Isaev, Malene Juul, Jan Komorowski, Sushant Kumar, Donghoon Lee, Lucas Lochovsky, Eric Minwei Liu, Oriol Pich, David Tamborero, Husen M. Umer, Liis Uusküla-Reimand, Claes Wadelius, Lina Wadi, Jing Zhang, Keith A. Boroevich, Joana Carlevaro-Fita, Dimple Chakravarty, Calvin W.Y. Chan, Nuno A. Fonseca, Mark P. Hamilton, Chen Hong, Andre Kahles, Youngwook Kim, Kjong-Van Lehmann, Todd A. Johnson, Abdullah Kahraman, Keunchil Park, Gordon Saksena, Lina Sieverling, Nicholas A. Sinnott-Armstrong, Peter J. Campbell, Asger Hobolth, Manolis Kellis, Michael S. Lawrence, Ben Raphael, Mark A. Rubin, Chris Sander, Lincoln Stein, Josh Stuart, Tatsuhiko Tsunoda, David A. Wheeler, Rory Johnson, Jüri Reimand, Mark B. Gerstein, Ekta Khurana, Núria López-Bigas, Iñigo Martincorena, Jakob Skou Pedersen, Gad Getz
bioRxiv 237313; doi: https://doi.org/10.1101/237313
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Discovery and characterization of coding and non-coding driver mutations in more than 2,500 whole cancer genomes
Esther Rheinbay, Morten Muhlig Nielsen, Federico Abascal, Grace Tiao, Henrik Hornshøj, Julian M. Hess, Randi Istrup Pedersen, Lars Feuerbach, Radhakrishnan Sabarinathan, Tobias Madsen, Jaegil Kim, Loris Mularoni, Shimin Shuai, Andrés Lanzós, Carl Herrmann, Yosef E. Maruvka, Ciyue Shen, Samirkumar B. Amin, Johanna Bertl, Priyanka Dhingra, Klev Diamanti, Abel Gonzalez-Perez, Qianyun Guo, Nicholas J. Haradhvala, Keren Isaev, Malene Juul, Jan Komorowski, Sushant Kumar, Donghoon Lee, Lucas Lochovsky, Eric Minwei Liu, Oriol Pich, David Tamborero, Husen M. Umer, Liis Uusküla-Reimand, Claes Wadelius, Lina Wadi, Jing Zhang, Keith A. Boroevich, Joana Carlevaro-Fita, Dimple Chakravarty, Calvin W.Y. Chan, Nuno A. Fonseca, Mark P. Hamilton, Chen Hong, Andre Kahles, Youngwook Kim, Kjong-Van Lehmann, Todd A. Johnson, Abdullah Kahraman, Keunchil Park, Gordon Saksena, Lina Sieverling, Nicholas A. Sinnott-Armstrong, Peter J. Campbell, Asger Hobolth, Manolis Kellis, Michael S. Lawrence, Ben Raphael, Mark A. Rubin, Chris Sander, Lincoln Stein, Josh Stuart, Tatsuhiko Tsunoda, David A. Wheeler, Rory Johnson, Jüri Reimand, Mark B. Gerstein, Ekta Khurana, Núria López-Bigas, Iñigo Martincorena, Jakob Skou Pedersen, Gad Getz
bioRxiv 237313; doi: https://doi.org/10.1101/237313

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