Identification of Common Driver Gene Modules and Associations between Cancers through Integrated Network Analysis.

driver gene module gene mutation mutual exclusivity network analysis signaling pathway

Journal

Global challenges (Hoboken, NJ)
ISSN: 2056-6646
Titre abrégé: Glob Chall
Pays: Germany
ID NLM: 101705641

Informations de publication

Date de publication:
Sep 2021
Historique:
received: 20 01 2021
revised: 26 04 2021
entrez: 10 9 2021
pubmed: 11 9 2021
medline: 11 9 2021
Statut: epublish

Résumé

High-throughput biological data has created an unprecedented opportunity for illuminating the mechanisms of tumor emergence and evolution. An important and challenging problem in deciphering cancers is to investigate the commonalities of driver genes and pathways and the associations between cancers. Aiming at this problem, a tool ComCovEx is developed to identify common cancer driver gene modules between two cancers by searching for the candidates in local signaling networks using an exclusivity-coverage iteration strategy and outputting those with significant coverage and exclusivity for both cancers. The associations of the cancer pairs are further evaluated by Fisher's exact test. Being applied to 11 TCGA cancer datasets, ComCovEx identifies 13 significantly associated cancer pairs with plenty of biologically significant common gene modules. The novel results of cancer relationship and common gene modules reveal the relevant pathological basis of different cancer types and provide new clues to diagnosis and drug treatment in associated cancers.

Identifiants

pubmed: 34504716
doi: 10.1002/gch2.202100006
pii: GCH2202100006
pmc: PMC8414517
doi:

Types de publication

Journal Article

Langues

eng

Pagination

2100006

Informations de copyright

© 2021 The Authors. Global Challenges published by Wiley‐VCH GmbH.

Déclaration de conflit d'intérêts

The authors declare no conflict of interest.

Références

Bioinformatics. 2004 Jun 12;20(9):1464-5
pubmed: 14962934
Nat Genet. 2015 Feb;47(2):106-14
pubmed: 25501392
Nat Protoc. 2009;4(1):44-57
pubmed: 19131956
Cancer. 1993 May 15;71(10):3054-7
pubmed: 8490833
Genome Res. 2003 Nov;13(11):2498-504
pubmed: 14597658
IEEE/ACM Trans Comput Biol Bioinform. 2018 May-Jun;15(3):988-998
pubmed: 28113329
Nucleic Acids Res. 2009 Jan;37(1):1-13
pubmed: 19033363
PLoS Comput Biol. 2013;9(5):e1003054
pubmed: 23717195
Carcinogenesis. 2018 Jul 3;39(7):937-947
pubmed: 29741610
Genome Biol. 2015 Aug 08;16:160
pubmed: 26253137
J Clin Oncol. 2008 Jan 20;26(3):392-8
pubmed: 18202415
Cancer Lett. 2013 Nov 1;340(2):212-9
pubmed: 23353056
Nature. 2007 Mar 8;446(7132):153-8
pubmed: 17344846
Int J Clin Exp Pathol. 2019 Sep 01;12(9):3613-3619
pubmed: 31934211
IEEE/ACM Trans Comput Biol Bioinform. 2020 Mar-Apr;17(2):390-401
pubmed: 29994261
Bioinformatics. 2015 Jun 15;31(12):i284-92
pubmed: 26072494
Bioinformatics. 2010 Nov 15;26(22):2927-8
pubmed: 20926419
Int J Biol Sci. 2017 Jun 1;13(6):772-781
pubmed: 28656002
Oncotarget. 2016 Jun 7;7(23):33887-900
pubmed: 27036044
Brief Bioinform. 2021 May 20;22(3):
pubmed: 32591774
Science. 2013 Mar 29;339(6127):1546-58
pubmed: 23539594
Gan To Kagaku Ryoho. 2014 Nov;41(12):2039-41
pubmed: 25731415
Cancer Res. 2004 Mar 1;64(5):1664-8
pubmed: 14996725
Nat Rev Cancer. 2002 May;2(5):331-41
pubmed: 12044009
Nat Med. 2004 Aug;10(8):789-99
pubmed: 15286780
Leukemia. 2010 Feb;24(2):469-73
pubmed: 19865112
Cancer Res. 2013 Feb 1;73(3):1180-9
pubmed: 23243023
Bioinformatics. 2004 Mar 1;20(4):578-80
pubmed: 14990455
Genome Med. 2014 Jan 30;6(1):5
pubmed: 24479672
Genome Biol. 2015 Feb 26;16:45
pubmed: 25887147
Nature. 2008 Oct 23;455(7216):1069-75
pubmed: 18948947
Nucleic Acids Res. 2017 Jan 4;45(D1):D833-D839
pubmed: 27924018
Adv Sci (Weinh). 2018 Jul 23;5(9):1800640
pubmed: 30250803
Genome Res. 2012 Feb;22(2):375-85
pubmed: 21653252
Adv Sci (Weinh). 2018 Dec 18;6(4):1801384
pubmed: 30828525
Nature. 2010 Apr 15;464(7291):993-8
pubmed: 20393554
Oncotarget. 2017 May 30;8(22):36115-36126
pubmed: 28415609
Braz Oral Res. 2011 May-Jun;25(3):235-40
pubmed: 21670854
World J Surg Oncol. 2005 Jul 26;3:51
pubmed: 16045793
BMC Med Genomics. 2011 Apr 14;4:34
pubmed: 21489305
Nature. 2009 Apr 9;458(7239):719-24
pubmed: 19360079
Cancer. 2003 Mar 15;97(6):1404-11
pubmed: 12627503
Tumour Biol. 2015 Dec;36(12):9487-97
pubmed: 26124004
Proc Natl Acad Sci U S A. 2005 Oct 25;102(43):15545-50
pubmed: 16199517
Glob Chall. 2021 Jun 19;5(9):2100006
pubmed: 34504716
Bioinformatics. 2012 Nov 15;28(22):2940-7
pubmed: 22982574
J Clin Oncol. 2001 Mar 1;19(5):1539-69
pubmed: 11230499
Genome Res. 2009 Sep;19(9):1570-8
pubmed: 19574499
J Cell Mol Med. 2019 Nov;23(11):7180-7189
pubmed: 31475450
Genome Biol. 2010;11(5):R53
pubmed: 20482850
Genome Res. 2012 Feb;22(2):398-406
pubmed: 21908773
BMC Bioinformatics. 2014 Aug 09;15:271
pubmed: 25106096
Nat Commun. 2019 Apr 3;10(1):1523
pubmed: 30944313
Hinyokika Kiyo. 2010 May;56(5):269-72
pubmed: 20519925
Cancer. 1994 Mar 15;73(6):1615-20
pubmed: 8156488
Genome Biol. 2019 Jan 3;20(1):1
pubmed: 30606230
Molecules. 2018 May 08;23(5):
pubmed: 29738475
Urology. 2013 Jan;81(1):209.e1-7
pubmed: 23153939
Biomed Res Int. 2014;2014:375980
pubmed: 24982873
Genome Biol. 2008;9 Suppl 1:S4
pubmed: 18613948
J Clin Endocrinol Metab. 2007 Jun;92(6):2387-90
pubmed: 17426084
Proc Natl Acad Sci U S A. 2007 Dec 11;104(50):20007-12
pubmed: 18077431
Science. 2007 Nov 16;318(5853):1108-13
pubmed: 17932254
J Clin Oncol. 2005 Oct 20;23(30):7467-74
pubmed: 16234513
FASEB J. 2008 Aug;22(8):2605-22
pubmed: 18434431
BMC Cancer. 2019 Dec 16;19(1):1225
pubmed: 31842801

Auteurs

Bo Gao (B)

IAM MADIS NCMIS Academy of Mathematics and Systems Science Chinese Academy of Sciences Beijing 100190 China.
School of Mathematics Shandong University Jinan 250100 China.
School of Mathematical Sciences University of Chinese Academy of Sciences Beijing 100049 China.
School of Public Health Capital Medical University Beijing 100069 China.
Beijing Municipal Key Laboratory of Clinical Epidemiology Beijing 100069 China.

Yue Zhao (Y)

IAM MADIS NCMIS Academy of Mathematics and Systems Science Chinese Academy of Sciences Beijing 100190 China.
School of Mathematical Sciences University of Chinese Academy of Sciences Beijing 100049 China.

Yonghang Gao (Y)

IAM MADIS NCMIS Academy of Mathematics and Systems Science Chinese Academy of Sciences Beijing 100190 China.
School of Mathematical Sciences University of Chinese Academy of Sciences Beijing 100049 China.

Guojun Li (G)

School of Mathematics Shandong University Jinan 250100 China.
Research Center for Mathematics and Interdisciplinary Sciences Shandong University Qingdao 266237 China.

Ling-Yun Wu (LY)

IAM MADIS NCMIS Academy of Mathematics and Systems Science Chinese Academy of Sciences Beijing 100190 China.
School of Mathematical Sciences University of Chinese Academy of Sciences Beijing 100049 China.

Classifications MeSH