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Characterizing genetic intra-tumor heterogeneity across 2,658 human cancer genomes

View ORCID ProfileStefan C. Dentro, View ORCID ProfileIgnaty Leshchiner, View ORCID ProfileKerstin Haase, View ORCID ProfileMaxime Tarabichi, View ORCID ProfileJeff Wintersinger, View ORCID ProfileAmit G. Deshwar, View ORCID ProfileKaixian Yu, Yulia Rubanova, View ORCID ProfileGeoff Macintyre, View ORCID ProfileJonas Demeulemeester, Ignacio Vázquez-García, View ORCID ProfileKortine Kleinheinz, Dimitri G. Livitz, View ORCID ProfileSalem Malikic, Nilgun Donmez, View ORCID ProfileSubhajit Sengupta, Pavana Anur, View ORCID ProfileClemency Jolly, View ORCID ProfileMarek Cmero, View ORCID ProfileDaniel Rosebrock, View ORCID ProfileSteven Schumacher, Yu Fan, View ORCID ProfileMatthew Fittall, View ORCID ProfileRuben M. Drews, View ORCID ProfileXiaotong Yao, Juhee Lee, View ORCID ProfileMatthias Schlesner, View ORCID ProfileHongtu Zhu, David J. Adams, View ORCID ProfileGad Getz, View ORCID ProfilePaul C. Boutros, View ORCID ProfileMarcin Imielinski, Rameen Beroukhim, View ORCID ProfileS. Cenk Sahinalp, Yuan Ji, View ORCID ProfileMartin Peifer, View ORCID ProfileInigo Martincorena, View ORCID ProfileFlorian Markowetz, View ORCID ProfileVille Mustonen, Ke Yuan, View ORCID ProfileMoritz Gerstung, View ORCID ProfilePaul T. Spellman, Wenyi Wang, View ORCID ProfileQuaid D. Morris, View ORCID ProfileDavid C. Wedge, View ORCID ProfilePeter Van Loo, on behalf of the PCAWG Evolution and Heterogeneity Working Groupthe PCAWG consortium., the PCAWG consortium
doi: https://doi.org/10.1101/312041
Stefan C. Dentro
1The Francis Crick Institute, London, United Kingdom
2Wellcome Trust Sanger Institute, Cambridge, United Kingdom
3Big Data Institute, University of Oxford, Oxford, United Kingdom
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Ignaty Leshchiner
4Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Kerstin Haase
1The Francis Crick Institute, London, United Kingdom
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Maxime Tarabichi
1The Francis Crick Institute, London, United Kingdom
2Wellcome Trust Sanger Institute, Cambridge, United Kingdom
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Jeff Wintersinger
5University of Toronto, Toronto, Canada
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Amit G. Deshwar
5University of Toronto, Toronto, Canada
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Kaixian Yu
6The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Yulia Rubanova
5University of Toronto, Toronto, Canada
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Geoff Macintyre
7Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
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Jonas Demeulemeester
1The Francis Crick Institute, London, United Kingdom
8Department of Human Genetics, University of Leuven, Leuven, Belgium
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Ignacio Vázquez-García
2Wellcome Trust Sanger Institute, Cambridge, United Kingdom
9University of Cambridge, Cambridge, United Kingdom
10Computational Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
11Irving Institute for Cancer Dynamics, Columbia University, New York, NY, USA
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Kortine Kleinheinz
12German Cancer Research Center (DKFZ), Heidelberg, Germany
13Heidelberg University, Heidelberg, Germany
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Dimitri G. Livitz
4Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Salem Malikic
14Simon Fraser University, Vancouver, Canada
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Nilgun Donmez
14Simon Fraser University, Vancouver, Canada
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Subhajit Sengupta
15NorthShore University HealthSystem, Evanston, IL, USA
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Pavana Anur
16Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
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Clemency Jolly
1The Francis Crick Institute, London, United Kingdom
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Marek Cmero
17University of Melbourne, Melbourne, Australia
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Daniel Rosebrock
4Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Steven Schumacher
4Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Yu Fan
6The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Matthew Fittall
1The Francis Crick Institute, London, United Kingdom
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Ruben M. Drews
7Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
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Xiaotong Yao
18Weill Cornell Medicine, New York, NY, USA
19New York Genome Center, New York, NY, USA
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Juhee Lee
20University of California Santa Cruz, Santa Cruz, CA, USA
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Matthias Schlesner
10Computational Oncology, Memorial Sloan Kettering Cancer Center, New York, NY, USA
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Hongtu Zhu
6The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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David J. Adams
2Wellcome Trust Sanger Institute, Cambridge, United Kingdom
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Gad Getz
4Broad Institute of MIT and Harvard, Cambridge, MA, USA
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Paul C. Boutros
5University of Toronto, Toronto, Canada
21University of California, Los Angeles, Los Angeles, CA, USA
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Marcin Imielinski
18Weill Cornell Medicine, New York, NY, USA
19New York Genome Center, New York, NY, USA
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Rameen Beroukhim
4Broad Institute of MIT and Harvard, Cambridge, MA, USA
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S. Cenk Sahinalp
22Indiana University, Bloomington, IN, USA
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Yuan Ji
15NorthShore University HealthSystem, Evanston, IL, USA
23The University of Chicago, Chicago, IL, USA
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Martin Peifer
24University of Cologne, Cologne, Germany
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Inigo Martincorena
2Wellcome Trust Sanger Institute, Cambridge, United Kingdom
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Florian Markowetz
7Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
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Ville Mustonen
25Organismal and Evolutionary Biology Research Programme, Department of Computer Science, Institute of Biotechnology, University of Helsinki, Helsinki, Finland
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Ke Yuan
7Cancer Research UK Cambridge Institute, University of Cambridge, Cambridge, United Kingdom
26School of Computing Science, University of Glasgow, Glasgow, United Kingdom
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Moritz Gerstung
27European Molecular Biology Laboratory, European Bioinformatics Institute, Cambridge, United Kingdom
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Paul T. Spellman
16Molecular and Medical Genetics, Oregon Health & Science University, Portland, OR, USA
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Wenyi Wang
6The University of Texas MD Anderson Cancer Center, Houston, TX, USA
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Quaid D. Morris
5University of Toronto, Toronto, Canada
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David C. Wedge
3Big Data Institute, University of Oxford, Oxford, United Kingdom
28Oxford NIHR Biomedical Research Centre, Oxford, United Kingdom
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Peter Van Loo
1The Francis Crick Institute, London, United Kingdom
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  • For correspondence: Peter.VanLoo@crick.ac.uk
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SUMMARY

Intra-tumor heterogeneity (ITH) is a mechanism of therapeutic resistance and therefore an important clinical challenge. However, the extent, origin and drivers of ITH across cancer types are poorly understood. To address this question, we extensively characterize ITH across whole-genome sequences of 2,658 cancer samples, spanning 38 cancer types. Nearly all informative samples (95.1%) contain evidence of distinct subclonal expansions, with frequent branching relationships between subclones. We observe positive selection of subclonal driver mutations across most cancer types, and identify cancer type specific subclonal patterns of driver gene mutations, fusions, structural variants and copy-number alterations, as well as dynamic changes in mutational processes between subclonal expansions. Our results underline the importance of ITH and its drivers in tumor evolution, and provide an unprecedented pan-cancer resource of comprehensively annotated subclonal events from whole-genome sequencing data.

Competing Interest Statement

R.B. owns equity in Ampressa Therapeutics. G.G. receives research funds from IBM and Pharmacyclics and is an inventor on patent applications related to MuTect, ABSOLUTE, MutSig, MSMuTect and POLYSOLVER. I.L. is a consultant for PACT Pharma. B.J.R. is a consultant at and has ownership interest (including stock and patents) in Medley Genomics. All other authors declare no competing interests.

Copyright 
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-ND 4.0 International license.
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Posted April 22, 2020.
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Characterizing genetic intra-tumor heterogeneity across 2,658 human cancer genomes
Stefan C. Dentro, Ignaty Leshchiner, Kerstin Haase, Maxime Tarabichi, Jeff Wintersinger, Amit G. Deshwar, Kaixian Yu, Yulia Rubanova, Geoff Macintyre, Jonas Demeulemeester, Ignacio Vázquez-García, Kortine Kleinheinz, Dimitri G. Livitz, Salem Malikic, Nilgun Donmez, Subhajit Sengupta, Pavana Anur, Clemency Jolly, Marek Cmero, Daniel Rosebrock, Steven Schumacher, Yu Fan, Matthew Fittall, Ruben M. Drews, Xiaotong Yao, Juhee Lee, Matthias Schlesner, Hongtu Zhu, David J. Adams, Gad Getz, Paul C. Boutros, Marcin Imielinski, Rameen Beroukhim, S. Cenk Sahinalp, Yuan Ji, Martin Peifer, Inigo Martincorena, Florian Markowetz, Ville Mustonen, Ke Yuan, Moritz Gerstung, Paul T. Spellman, Wenyi Wang, Quaid D. Morris, David C. Wedge, Peter Van Loo, on behalf of the PCAWG Evolution and Heterogeneity Working Groupthe PCAWG consortium., the PCAWG consortium
bioRxiv 312041; doi: https://doi.org/10.1101/312041
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Characterizing genetic intra-tumor heterogeneity across 2,658 human cancer genomes
Stefan C. Dentro, Ignaty Leshchiner, Kerstin Haase, Maxime Tarabichi, Jeff Wintersinger, Amit G. Deshwar, Kaixian Yu, Yulia Rubanova, Geoff Macintyre, Jonas Demeulemeester, Ignacio Vázquez-García, Kortine Kleinheinz, Dimitri G. Livitz, Salem Malikic, Nilgun Donmez, Subhajit Sengupta, Pavana Anur, Clemency Jolly, Marek Cmero, Daniel Rosebrock, Steven Schumacher, Yu Fan, Matthew Fittall, Ruben M. Drews, Xiaotong Yao, Juhee Lee, Matthias Schlesner, Hongtu Zhu, David J. Adams, Gad Getz, Paul C. Boutros, Marcin Imielinski, Rameen Beroukhim, S. Cenk Sahinalp, Yuan Ji, Martin Peifer, Inigo Martincorena, Florian Markowetz, Ville Mustonen, Ke Yuan, Moritz Gerstung, Paul T. Spellman, Wenyi Wang, Quaid D. Morris, David C. Wedge, Peter Van Loo, on behalf of the PCAWG Evolution and Heterogeneity Working Groupthe PCAWG consortium., the PCAWG consortium
bioRxiv 312041; doi: https://doi.org/10.1101/312041

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