SCARLET: Single-cell tumor phylogeny inference with copy-number constrained mutation losses.
Journal
Cell systems
ISSN: 2405-4720
Titre abrégé: Cell Syst
Pays: United States
ID NLM: 101656080
Informations de publication
Date de publication:
22 04 2020
22 04 2020
Historique:
entrez:
1
9
2020
pubmed:
31
8
2020
medline:
7
7
2021
Statut:
ppublish
Résumé
A small number of somatic mutations drive the development of cancer, but all somatic mutations are markers of the evolutionary history of a tumor. Prominent methods to construct phylogenies from single-cell sequencing data use single-nucleotide variants (SNVs) as markers but fail to adequately account for copy-number aberrations (CNAs), which can overlap SNVs and result in SNV losses. Here, we introduce SCARLET, an algorithm that infers tumor phylogenies from single-cell DNA sequencing data while accounting for both CNA-driven loss of SNVs and sequencing errors. SCARLET outperforms existing methods on simulated data, with more accurate inference of the order in which mutations were acquired and the mutations present in individual cells. Using a single-cell dataset from a patient with colorectal cancer, SCARLET constructs a tumor phylogeny that is consistent with the observed CNAs and suggests an alternate origin for the patient's metastases. SCARLET is available at: github.com/raphael-group/scarlet.
Identifiants
pubmed: 32864481
doi: 10.1016/j.cels.2020.04.001
pmc: PMC7451135
mid: NIHMS1587836
doi:
Types de publication
Journal Article
Research Support, N.I.H., Extramural
Research Support, Non-U.S. Gov't
Research Support, U.S. Gov't, Non-P.H.S.
Langues
eng
Sous-ensembles de citation
IM
Pagination
323-332.e8Subventions
Organisme : NHGRI NIH HHS
ID : R01 HG007069
Pays : United States
Organisme : NCI NIH HHS
ID : U24 CA211000
Pays : United States
Déclaration de conflit d'intérêts
Declaration of Interests BJR is a founder of Medley Genomics and a member of its board of directors.
Références
Cell Syst. 2016 Jul;3(1):43-53
pubmed: 27467246
Sci Rep. 2020 Feb 26;10(1):3498
pubmed: 32103044
IEEE/ACM Trans Comput Biol Bioinform. 2009 Jan-Mar;6(1):118-25
pubmed: 19179705
Genome Res. 2015 Oct;25(10):1499-507
pubmed: 26430160
Genome Biol. 2016 May 05;17:86
pubmed: 27149953
Nat Commun. 2018 Dec 4;9(1):5144
pubmed: 30514897
Cell. 2012 Mar 2;148(5):886-95
pubmed: 22385958
Nat Methods. 2017 Feb;14(2):167-173
pubmed: 28068316
Genome Biol. 2016 Apr 15;17:69
pubmed: 27083415
Genome Biol. 2015 May 06;16:91
pubmed: 25944252
Nat Rev Genet. 2016 Mar;17(3):175-88
pubmed: 26806412
Cancer Cell. 2018 Apr 9;33(4):676-689.e3
pubmed: 29622463
Nat Genet. 2018 Aug;50(8):1189-1195
pubmed: 30013179
Nature. 2013 Sep 19;501(7467):338-45
pubmed: 24048066
Genome Biol. 2015 Feb 13;16:35
pubmed: 25786235
Bioinformatics. 2015 Jun 15;31(12):i62-70
pubmed: 26072510
Algorithms Mol Biol. 2017 May 16;12:13
pubmed: 28515774
BMC Bioinformatics. 2014 Feb 01;15:35
pubmed: 24484323
Genome Res. 2017 Nov;27(11):1885-1894
pubmed: 29030470
J Comput Biol. 2018 Jul;25(7):689-708
pubmed: 29658782
Bioinformatics. 2015 Jun 15;31(12):i258-67
pubmed: 26072490
IEEE/ACM Trans Comput Biol Bioinform. 2006 Apr-Jun;3(2):165-73
pubmed: 17048402
Cancer Lett. 2006 Jan 28;232(1):48-57
pubmed: 16221525
Genome Res. 2017 Aug;27(8):1287-1299
pubmed: 28546418
Bioinformatics. 2015 May 1;31(9):1349-56
pubmed: 25568283
Bioinformatics. 2018 Sep 1;34(17):i671-i679
pubmed: 30423070
Bioinformatics. 2017 Jul 15;33(14):i152-i160
pubmed: 28882002
Nat Protoc. 2016 Feb;11(2):214-235
pubmed: 26741407
Nature. 2014 Aug 14;512(7513):155-60
pubmed: 25079324
Genome Biol. 2017 Sep 19;18(1):178
pubmed: 28927434
Genome Res. 2019 Nov;29(11):1847-1859
pubmed: 31628257
Nat Commun. 2019 Jun 21;10(1):2750
pubmed: 31227714
Cell Syst. 2019 Jun 26;8(6):514-522.e5
pubmed: 31229560
Genome Res. 2019 Nov;29(11):1860-1877
pubmed: 31628256
Nat Genet. 2016 Jul;48(7):758-67
pubmed: 27182968
Proc Natl Acad Sci U S A. 2016 Sep 13;113(37):E5528-37
pubmed: 27573852
Nat Rev Cancer. 2015 Aug;15(8):473-83
pubmed: 26156638
Trends Cancer. 2017 Aug;3(8):546-550
pubmed: 28780931
PLoS Comput Biol. 2014 Apr 17;10(4):e1003535
pubmed: 24743184