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Abstract
The catalog of cancer driver mutations in protein-coding genes has greatly expanded in the past decade. However, non-coding cancer driver mutations are less well-characterized and only a handful of recurrent non-coding mutations, most notably TERT promoter mutations, have been reported. Here, as part of the ICGC/TCGA Pan-Cancer Analysis of Whole Genomes (PCAWG) Consortium, which aggregated whole genome sequencing data from 2658 cancer across 38 tumor types, we perform multi-faceted pathway and network analyses of non-coding mutations across 2583 whole cancer genomes from 27 tumor types compiled by the ICGC/TCGA PCAWG project that was motivated by the success of pathway and network analyses in prioritizing rare mutations in protein-coding genes. While few non-coding genomic elements are recurrently mutated in this cohort, we identify 93 genes harboring non-coding mutations that cluster into several modules of interacting proteins. Among these are promoter mutations associated with reduced mRNA expression in TP53, TLE4, and TCF4. We find that biological processes had variable proportions of coding and non-coding mutations, with chromatin remodeling and proliferation pathways altered primarily by coding mutations, while developmental pathways, including Wnt and Notch, altered by both coding and non-coding mutations. RNA splicing is primarily altered by non-coding mutations in this cohort, and samples containing non-coding mutations in well-known RNA splicing factors exhibit similar gene expression signatures as samples with coding mutations in these genes. These analyses contribute a new repertoire of possible cancer genes and mechanisms that are altered by non-coding mutations and offer insights into additional cancer vulnerabilities that can be investigated for potential therapeutic treatments.
Understanding deregulation of biological pathways in cancer can provide insight into disease etiology and potential therapies. Here, as part of the PanCancer Analysis of Whole Genomes (PCAWG) consortium, the authors present pathway and network analysis of 2583 whole cancer genomes from 27 tumour types.
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1 Princeton University, Department of Computer Science, Princeton, USA (GRID:grid.16750.35) (ISNI:0000 0001 2097 5006); Emory University, Department of Biomedical Informatics, Atlanta, USA (GRID:grid.189967.8) (ISNI:0000 0001 0941 6502)
2 University of California, Santa Cruz, Department of Biomolecular Engineering and UC Santa Cruz Genomics Institute, Santa Cruz, USA (GRID:grid.205975.c) (ISNI:0000 0001 0740 6917)
3 Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada (GRID:grid.419890.d) (ISNI:0000 0004 0626 690X)
4 Ghent University, IMEC, Department of Information Technology, IDLab, Ghent, the Netherlands (GRID:grid.426571.3); Ghent University, Department of Plant Biotechnology and Bioinformatics, Ghent, the Netherlands (GRID:grid.426571.3)
5 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); Norwegian University of Science and Technology, Trondheim, Norway (GRID:grid.5947.f) (ISNI:0000 0001 1516 2393)
6 Institute of Molecular Life Sciences and Swiss Institute of Bioinformatics, University of Zurich, Zurich, Switzerland (GRID:grid.7400.3) (ISNI:0000 0004 1937 0650); University Hospital Zurich, Department of Pathology and Molecular Pathology, Zurich, Switzerland (GRID:grid.412004.3) (ISNI:0000 0004 0478 9977)
7 Weill Cornell Medicine, Department of Physiology and Biophysics, New York, USA (GRID:grid.5386.8) (ISNI:000000041936877X)
8 Vancouver Prostate Centre, Vancouver, Canada (GRID:grid.412541.7) (ISNI:0000 0001 0684 7796)
9 The Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital Center for Cancer Research, Charlestown, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Massachusetts General Hospital, Department of Pathology, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
10 The Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital Center for Cancer Research, Charlestown, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
11 Aarhus University Hospital, Department of Molecular Medicine (MOMA), Aarhus, Denmark (GRID:grid.154185.c) (ISNI:0000 0004 0512 597X); Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
12 Human Genome Sequencing Center, Baylor College of Medicine, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X)
13 Technical University of Denmark, Kemitorvet, DTU Bioinformatics, Department of Bio and Health Informatics, Kongens Lyngby, Denmark (GRID:grid.5170.3) (ISNI:0000 0001 2181 8870); University of Copenhagen, Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
14 Institute of Molecular Life Sciences and Swiss Institute of Bioinformatics, University of Zurich, Zurich, Switzerland (GRID:grid.7400.3) (ISNI:0000 0004 1937 0650)
15 Vancouver Prostate Centre, Vancouver, Canada (GRID:grid.412541.7) (ISNI:0000 0001 0684 7796); Indiana University, Department of Computer Science, Bloomington, USA (GRID:grid.411377.7) (ISNI:0000 0001 0790 959X)
16 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); ICREA, Barcelona, Spain (GRID:grid.425902.8) (ISNI:0000 0000 9601 989X)
17 Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382)
18 The University of Texas MD Anderson Cancer Center, Department of Genomic Medicine, Houston, USA (GRID:grid.240145.6) (ISNI:0000 0001 2291 4776); The Jackson Laboratory for Genomic Medicine, Farmington, USA (GRID:grid.249880.f) (ISNI:0000 0004 0374 0039); Baylor College of Medicine, Quantitative & Computational Biosciences Graduate Program, Houston, USA (GRID:grid.39382.33) (ISNI:0000 0001 2160 926X)
19 University of Toronto, Department of Molecular Genetics, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938)
20 Dana-Farber/Boston Children’s Cancer and Blood Disorders Center, Boston, USA (GRID:grid.17063.33); Harvard Medical School, Department of Pediatrics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34)
21 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Dana-Farber Cancer Institute, Department of Medical Oncology, Boston, USA (GRID:grid.65499.37) (ISNI:0000 0001 2106 9910); Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
22 Aarhus University Hospital, Department of Molecular Medicine (MOMA), Aarhus, Denmark (GRID:grid.154185.c) (ISNI:0000 0004 0512 597X); Aarhus University, Department of Mathematics, Aarhus, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
23 Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan (GRID:grid.7048.b); RIKEN Center for Integrative Medical Sciences, Yokohama, Japan (GRID:grid.7048.b)
24 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Foundation Medicine, Inc, Cambridge, USA (GRID:grid.418158.1) (ISNI:0000 0004 0534 4718)
25 Wellcome Sanger Institute, Wellcome Genome Campus, Hinxton, Cambridge, UK (GRID:grid.10306.34) (ISNI:0000 0004 0606 5382); University of Cambridge, Department of Haematology, Cambridge, UK (GRID:grid.5335.0) (ISNI:0000000121885934)
26 University of Bern, Department for BioMedical Research, Bern, Switzerland (GRID:grid.5734.5) (ISNI:0000 0001 0726 5157); University Hospital and University of Bern, Department of Medical Oncology, Inselspital, Bern, Switzerland (GRID:grid.5734.5) (ISNI:0000 0001 0726 5157); University of Bern, Graduate School for Cellular and Biomedical Sciences, Bern, Switzerland (GRID:grid.5734.5) (ISNI:0000 0001 0726 5157)
27 The University of Texas MD Anderson Cancer Center, Department of Genitourinary Medical Oncology - Research, Division of Cancer Medicine, Houston, USA (GRID:grid.240145.6) (ISNI:0000 0001 2291 4776)
28 Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584); Heidelberg University, Faculty of Biosciences, Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373)
29 University of Texas MD Anderson Cancer Center, Houston, USA (GRID:grid.240145.6) (ISNI:0000 0001 2291 4776)
30 Korea Advanced Institute of Science and Technology, Daejeon, South Korea (GRID:grid.37172.30) (ISNI:0000 0001 2292 0500)
31 The Barcelona Institute of Science and Technology, Institute for Research in Biomedicine (IRB Barcelona), Barcelona, Spain (GRID:grid.473715.3); Universitat Pompeu Fabra, Research Program on Biomedical Informatics, Barcelona, Spain (GRID:grid.5612.0) (ISNI:0000 0001 2172 2676)
32 Uppsala University, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457)
33 Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584)
34 Barcelona Supercomputing Center (BSC), Barcelona, Spain (GRID:grid.10097.3f) (ISNI:0000 0004 0387 1602); The University of Queensland, Queensland Centre for Medical Genomics, Institute for Molecular Bioscience, St Lucia, Australia (GRID:grid.1003.2) (ISNI:0000 0000 9320 7537)
35 Universidade do Porto, CIBIO/InBIO - Research Center in Biodiversity and Genetic Resources, Vairão, Portugal (GRID:grid.5808.5) (ISNI:0000 0001 1503 7226); European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge, UK (GRID:grid.225360.0) (ISNI:0000 0000 9709 7726)
36 The Barcelona Institute of Science and Technology, Institute for Research in Biomedicine (IRB Barcelona), Barcelona, Spain (GRID:grid.473715.3)
37 University of Milano Bicocca, Monza, Italy (GRID:grid.7563.7) (ISNI:0000 0001 2174 1754)
38 Peter MacCallum Cancer Centre and University of Melbourne, Melbourne,, Australia (GRID:grid.1055.1) (ISNI:0000000403978434); The University of Melbourne, Sir Peter MacCallum Department of Oncology, Melbourne, Australia (GRID:grid.1008.9) (ISNI:0000 0001 2179 088X)
39 Yale University, Department of Computer Science, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); Yale University, Department of Molecular Biophysics and Biochemistry, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
40 Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
41 CNAG-CRG, Centre for Genomic Regulation (CRG), Barcelona Institute of Science and Technology (BIST), Barcelona, Spain (GRID:grid.11478.3b); Universitat Pompeu Fabra (UPF), Barcelona, Spain (GRID:grid.5612.0) (ISNI:0000 0001 2172 2676)
42 Stanford University, Department of Internal Medicine, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
43 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
44 Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); University of Texas Health Science Center, Center for Precision Health, School of Biomedical Informatics, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
45 University of Toronto, The Donnelly Centre, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938)
46 Division of Theoretical Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584); University Clinics, Health Data Science Unit, Heidelberg, Germany (GRID:grid.411941.8) (ISNI:0000 0000 9194 7179); Heidelberg University, Institute of Pharmacy and Molecular Biotechnology and BioQuant, Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373)
47 Massachusetts General Hospital Center for Cancer Research, Charlestown, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34)
48 Bioinformatics Research Centre (BiRC), Aarhus University, Aarhus, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722); Aarhus University, Department of Mathematics, Aarhus, Denmark (GRID:grid.7048.b) (ISNI:0000 0001 1956 2722)
49 Simon Fraser University, Burnaby, Canada (GRID:grid.61971.38) (ISNI:0000 0004 1936 7494)
50 Heidelberg University, Faculty of Biosciences, Heidelberg, Germany (GRID:grid.7700.0) (ISNI:0000 0001 2190 4373); Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany (GRID:grid.7497.d) (ISNI:0000 0004 0492 0584)
51 Aarhus University Hospital, Department of Molecular Medicine (MOMA), Aarhus, Denmark (GRID:grid.154185.c) (ISNI:0000 0004 0512 597X)
52 University of Toronto, Toronto, Department of Medical Biophysics, Ontario, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938); Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Canada (GRID:grid.419890.d) (ISNI:0000 0004 0626 690X)
53 University of Bern, Department for BioMedical Research, Bern, Switzerland (GRID:grid.5734.5) (ISNI:0000 0001 0726 5157); University Hospital and University of Bern, Department of Medical Oncology, Inselspital, Bern, Switzerland (GRID:grid.5734.5) (ISNI:0000 0001 0726 5157)
54 Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan (GRID:grid.5734.5)
55 Computational Biology Center, Memorial Sloan Kettering Cancer Center, New York, USA (GRID:grid.51462.34) (ISNI:0000 0001 2171 9952); ETH Zurich, Department of Biology, Zürich, Switzerland (GRID:grid.5801.c) (ISNI:0000 0001 2156 2780); ETH Zurich, Department of Computer Science, Zurich, Switzerland (GRID:grid.5801.c) (ISNI:0000 0001 2156 2780); SIB Swiss Institute of Bioinformatics, Lausanne, Switzerland (GRID:grid.419765.8) (ISNI:0000 0001 2223 3006); University Hospital Zurich, Zurich, Switzerland (GRID:grid.412004.3) (ISNI:0000 0004 0478 9977)
56 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); MIT Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology, Cambridge, USA (GRID:grid.116068.8) (ISNI:0000 0001 2341 2786)
57 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34)
58 Research Core Center, National Cancer Centre Korea, Goyang-si, South Korea (GRID:grid.66859.34)
59 Sungkyunkwan University School of Medicine, Department of Health Sciences and Technology, Seoul, South Korea (GRID:grid.264381.a) (ISNI:0000 0001 2181 989X); Samsung Genome Institute, Seoul, South Korea (GRID:grid.264381.a)
60 Uppsala University, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457); Institute of Computer Science, Polish Academy of Sciences, Warsawa, Poland (GRID:grid.425308.8) (ISNI:0000 0001 2158 4832)
61 European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL-EBI), Wellcome Genome Campus, Hinxton, Cambridge, UK (GRID:grid.225360.0) (ISNI:0000 0000 9709 7726); Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany (GRID:grid.4709.a) (ISNI:0000 0004 0495 846X)
62 Yale University, Department of Molecular Biophysics and Biochemistry, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
63 Computational Biology Center, Memorial Sloan Kettering Cancer Center, New York, USA (GRID:grid.51462.34) (ISNI:0000 0001 2171 9952)
64 Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
65 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Harvard University, Cambridge, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
66 Weill Cornell Medicine, Department of Physiology and Biophysics, New York, USA (GRID:grid.5386.8) (ISNI:000000041936877X); Institute for Computational Biomedicine, Weill Cornell Medicine, New York, USA (GRID:grid.5386.8) (ISNI:000000041936877X); Memorial Sloan Kettering Cancer Center, New York, USA (GRID:grid.51462.34) (ISNI:0000 0001 2171 9952)
67 The Jackson Laboratory for Genomic Medicine, Farmington, USA (GRID:grid.249880.f) (ISNI:0000 0004 0374 0039); Yale University, Department of Molecular Biophysics and Biochemistry, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); Yale University, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
68 Weill Cornell Medicine, Department of Physiology and Biophysics, New York, USA (GRID:grid.5386.8) (ISNI:000000041936877X); Institute for Computational Biomedicine, Weill Cornell Medicine, New York, USA (GRID:grid.5386.8) (ISNI:000000041936877X); Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, USA (GRID:grid.5386.8) (ISNI:000000041936877X)
69 Massachusetts General Hospital Center for Cancer Research, Charlestown, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924); Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
70 Yale University, Department of Molecular Biophysics and Biochemistry, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
71 Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); Yale University, Yale School of Medicine, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710)
72 Universitat Pompeu Fabra, Research Program on Biomedical Informatics, Barcelona, Spain (GRID:grid.5612.0) (ISNI:0000 0001 2172 2676); Institute for Research in Biomedicine (IRB Barcelona), Barcelona, Spain (GRID:grid.7722.0) (ISNI:0000 0001 1811 6966)
73 RIKEN Center for Integrative Medical Sciences, Yokohama, Japan (GRID:grid.7722.0)
74 Division of Hematology-Oncology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, South Korea (GRID:grid.154185.c); Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University School of Medicine, Seoul, South Korea (GRID:grid.264381.a) (ISNI:0000 0001 2181 989X)
75 Cheonan Industry-Academic Collaboration Foundation, Sangmyung University, Cheonan, South Korea (GRID:grid.263136.3) (ISNI:0000 0004 0533 2389)
76 Spanish National Cancer Research Centre, Madrid, Spain (GRID:grid.7719.8) (ISNI:0000 0000 8700 1153)
77 Institute for Research in Biomedicine (IRB Barcelona), Barcelona, Spain (GRID:grid.7722.0) (ISNI:0000 0001 1811 6966)
78 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Harvard Medical School, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Massachusetts General Hospital, Boston, USA (GRID:grid.32224.35) (ISNI:0000 0004 0386 9924)
79 Universitat Pompeu Fabra, Research Program on Biomedical Informatics, Barcelona, Spain (GRID:grid.5612.0) (ISNI:0000 0001 2172 2676); Institute for Research in Biomedicine (IRB Barcelona), Barcelona, Spain (GRID:grid.7722.0) (ISNI:0000 0001 1811 6966); Vall d’Hebron Institute of Oncology: VHIO, Barcelona, Spain (GRID:grid.7722.0)
80 Computational Biology Center, Memorial Sloan Kettering Cancer Center, New York, USA (GRID:grid.51462.34) (ISNI:0000 0001 2171 9952); Harvard Medical School, cBio Center, Dana-Farber Cancer Institute, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Dana-Farber Cancer Institute, Boston, USA (GRID:grid.65499.37) (ISNI:0000 0001 2106 9910); Harvard Medical School, Department of Cell Biology, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X)
81 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Dana-Farber Cancer Institute, Department of Cancer Biology, Boston, USA (GRID:grid.65499.37) (ISNI:0000 0001 2106 9910)
82 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Dana-Farber Cancer Institute, Boston, USA (GRID:grid.65499.37) (ISNI:0000 0001 2106 9910)
83 Harvard Medical School, Department of Cell Biology, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); cBio Center, Dana-Farber Cancer Institute, Boston, USA (GRID:grid.65499.37) (ISNI:0000 0001 2106 9910)
84 University of Toronto, Department of Molecular Genetics, Toronto, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938); Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Canada (GRID:grid.419890.d) (ISNI:0000 0004 0626 690X)
85 University of Copenhagen, Finsen Laboratory and Biotech Research & Innovation Centre (BRIC), Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X)
86 Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34); Stanford University School of Medicine, Department of Genetics, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956)
87 Laboratory for Medical Science Mathematics, RIKEN Center for Integrative Medical Sciences, Yokohama, Japan (GRID:grid.66859.34); CREST, Japan Science and Technology Agency, Tokyo, Japan (GRID:grid.419082.6) (ISNI:0000 0004 1754 9200); Tokyo Medical and Dental University, Bunkyo-ku, Department of Medical Science Mathematics, Medical Research Institute, Tokyo, Japan (GRID:grid.265073.5) (ISNI:0000 0001 1014 9130); The University of Tokyo, Bunkyo-ku, Laboratory for Medical Science Mathematics, Department of Biological Sciences, Graduate School of Science, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X)
88 Uppsala University, Science for Life Laboratory, Department of Cell and Molecular Biology, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457); Karolinska Institutet, Science for Life Laboratory, Department of Oncology-Pathology, Stockholm, Sweden (GRID:grid.4714.6) (ISNI:0000 0004 1937 0626)
89 Tallinn University of Technology, Department of Gene Technology, Tallinn, Estonia (GRID:grid.6988.f) (ISNI:0000000110107715); Genetics & Genome Biology Program, SickKids Research Institute, The Hospital for Sick Children, Toronto, Canada (GRID:grid.42327.30) (ISNI:0000 0004 0473 9646)
90 Uppsala University, Science for Life Laboratory, Department of Immunology, Genetics and Pathology, Uppsala, Sweden (GRID:grid.8993.b) (ISNI:0000 0004 1936 9457)
91 Xi’an Jiaotong University, School of Computer Science and Technology, Xi’an, China (GRID:grid.43169.39) (ISNI:0000 0001 0599 1243); Xi’an Jiaotong University, School of Electronic and Information Engineering, Xi’an, China (GRID:grid.43169.39) (ISNI:0000 0001 0599 1243); The McDonnell Genome Institute at Washington University, St Louis, USA (GRID:grid.4367.6) (ISNI:0000 0001 2355 7002)
92 Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany (GRID:grid.4709.a) (ISNI:0000 0004 0495 846X)
93 Genome Biology Unit, European Molecular Biology Laboratory (EMBL), Heidelberg, Germany (GRID:grid.4709.a) (ISNI:0000 0004 0495 846X); University of Copenhagen, Finsen Laboratory and Biotech Research & Innovation Centre (BRIC), Copenhagen, Denmark (GRID:grid.5254.6) (ISNI:0000 0001 0674 042X); Charité Universitätsmedizin Berlin, Department of Urology, Berlin, Germany (GRID:grid.6363.0) (ISNI:0000 0001 2218 4662)
94 Oregon Health & Sciences University, Portland, USA (GRID:grid.5288.7) (ISNI:0000 0000 9758 5690)
95 The Chinese University of Hong Kong, Shatin, Department of Medicine and Therapeutics, Hong Kong, China (GRID:grid.10784.3a) (ISNI:0000 0004 1937 0482); Second Military Medical University, Shanghai, China (GRID:grid.73113.37) (ISNI:0000 0004 0369 1660)
96 Xi’an Jiaotong University, School of Computer Science and Technology, Xi’an, China (GRID:grid.43169.39) (ISNI:0000 0001 0599 1243); The University of Texas Health Science Center at Houston, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
97 Yale University, Program in Computational Biology and Bioinformatics, New Haven, USA (GRID:grid.47100.32) (ISNI:0000000419368710); The Ohio State University, Department of Biomedical Informatics, College of Medicine, Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943); The Ohio State University Comprehensive Cancer Center (OSUCCC – James), Columbus, USA (GRID:grid.261331.4) (ISNI:0000 0001 2285 7943)
98 The University of Texas Health Science Center at Houston, School of Biomedical Informatics, Houston, USA (GRID:grid.267308.8) (ISNI:0000 0000 9206 2401)
99 Northwestern University, Department of Biochemistry and Molecular Genetics, Feinberg School of Medicine, Chicago, USA (GRID:grid.16753.36) (ISNI:0000 0001 2299 3507)
100 Computational Biology Program, Ontario Institute for Cancer Research, Toronto, Ontario, Canada (GRID:grid.419890.d) (ISNI:0000 0004 0626 690X); University of Toronto, Toronto, Department of Medical Biophysics, Ontario, Canada (GRID:grid.17063.33) (ISNI:0000 0001 2157 2938)
101 Princeton University, Department of Computer Science, Princeton, USA (GRID:grid.16750.35) (ISNI:0000 0001 2097 5006)