The role of memory in non-genetic inheritance and its impact on cancer treatment resistance.
Journal
PLoS computational biology
ISSN: 1553-7358
Titre abrégé: PLoS Comput Biol
Pays: United States
ID NLM: 101238922
Informations de publication
Date de publication:
08 2021
08 2021
Historique:
received:
01
03
2021
accepted:
11
08
2021
revised:
10
09
2021
pubmed:
31
8
2021
medline:
23
11
2021
entrez:
30
8
2021
Statut:
epublish
Résumé
Intra-tumour heterogeneity is a leading cause of treatment failure and disease progression in cancer. While genetic mutations have long been accepted as a primary mechanism of generating this heterogeneity, the role of phenotypic plasticity is becoming increasingly apparent as a driver of intra-tumour heterogeneity. Consequently, understanding the role of this plasticity in treatment resistance and failure is a key component of improving cancer therapy. We develop a mathematical model of stochastic phenotype switching that tracks the evolution of drug-sensitive and drug-tolerant subpopulations to clarify the role of phenotype switching on population growth rates and tumour persistence. By including cytotoxic therapy in the model, we show that, depending on the strategy of the drug-tolerant subpopulation, stochastic phenotype switching can lead to either transient or permanent drug resistance. We study the role of phenotypic heterogeneity in a drug-resistant, genetically homogeneous population of non-small cell lung cancer cells to derive a rational treatment schedule that drives population extinction and avoids competitive release of the drug-tolerant sub-population. This model-informed therapeutic schedule results in increased treatment efficacy when compared against periodic therapy, and, most importantly, sustained tumour decay without the development of resistance.
Identifiants
pubmed: 34460809
doi: 10.1371/journal.pcbi.1009348
pii: PCOMPBIOL-D-21-00385
pmc: PMC8432806
doi:
Substances chimiques
Antineoplastic Agents
0
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
e1009348Subventions
Organisme : NIAID NIH HHS
ID : R01 AI116868
Pays : United States
Organisme : NIH HHS
ID : R01 OD011095
Pays : United States
Organisme : NCI NIH HHS
ID : U01 CA232382
Pays : United States
Organisme : NCI NIH HHS
ID : U54 CA193489
Pays : United States
Déclaration de conflit d'intérêts
The authors have declared that no competing interests exist.
Références
Math Biosci Eng. 2019 Jun 11;16(5):5419-5450
pubmed: 31499719
J Theor Biol. 2020 Apr 7;490:110162
pubmed: 31953135
Nat Rev Clin Oncol. 2018 Feb;15(2):81-94
pubmed: 29115304
Biochim Biophys Acta. 2016 Nov;1860(11 Pt B):2627-45
pubmed: 27339473
Nat Commun. 2018 Dec 18;9(1):5372
pubmed: 30560953
PLoS Biol. 2015 Mar 12;13(3):e1002109
pubmed: 25763575
Br J Cancer. 2015 May 26;112(11):1725-32
pubmed: 25965164
Cancer Res. 2009 Jun 1;69(11):4894-903
pubmed: 19487300
Cancer Res. 2015 Apr 15;75(8):1567-79
pubmed: 25878146
Cancer Discov. 2015 Aug;5(8):806-20
pubmed: 26193902
Curr Biol. 2010 Sep 28;20(18):1666-71
pubmed: 20832310
Br J Cancer. 2009 Oct 6;101(7):1130-6
pubmed: 19724279
J R Soc Interface. 2019 Nov 29;16(160):20190332
pubmed: 31690233
Science. 2004 Sep 10;305(5690):1622-5
pubmed: 15308767
Cell. 2010 Apr 2;141(1):69-80
pubmed: 20371346
Biochim Biophys Acta. 2010 Jan;1805(1):105-17
pubmed: 19931353
Nat Rev Microbiol. 2007 Jan;5(1):48-56
pubmed: 17143318
Bull Math Biol. 2019 Sep;81(9):3623-3641
pubmed: 29423880
Bull Math Biol. 2018 May;80(5):954-970
pubmed: 28508297
Genetics. 2016 Dec;204(4):1523-1539
pubmed: 27770034
Genes Dev. 2014 May 15;28(10):1054-67
pubmed: 24788094
Clin Cancer Res. 2004 Mar 15;10(6):1976-83
pubmed: 15041715
Cell Rep. 2017 May 16;19(7):1351-1364
pubmed: 28514656
CA Cancer J Clin. 2018 Jan;68(1):7-30
pubmed: 29313949
J Math Biol. 1990;28(4):365-82
pubmed: 2117040
J Math Biol. 2020 Feb;80(3):775-807
pubmed: 31641842
J Theor Biol. 2013 Nov 7;336:144-57
pubmed: 23899941
Science. 2016 Dec 16;354(6318):
pubmed: 27980159
Nature. 2017 Sep 21;549(7672):404-408
pubmed: 28869970
Cancer Res. 2020 Apr 1;80(7):1578-1589
pubmed: 31948939
Sci Rep. 2017 Aug 16;7(1):8473
pubmed: 28814770
Cell. 2020 Aug 20;182(4):947-959.e17
pubmed: 32735851
Cancer Res. 2015 Mar 15;75(6):930-9
pubmed: 25627977
Nat Commun. 2016 Feb 19;7:10690
pubmed: 26891683
Nat Ecol Evol. 2019 Mar;3(3):450-456
pubmed: 30778184
Nat Rev Cancer. 2014 May;14(5):371-80
pubmed: 24739582
Cancer Res. 2018 Apr 15;78(8):2127-2139
pubmed: 29382708
Math Biosci Eng. 2012 Apr;9(2):313-46
pubmed: 22901067
Nat Rev Cancer. 2017 Oct 25;17(11):637-658
pubmed: 29068003
Nat Rev Cancer. 2015 Dec;15(12):730-45
pubmed: 26597528
Nat Commun. 2020 May 14;11(1):2393
pubmed: 32409712
Nat Commun. 2017 Nov 28;8(1):1816
pubmed: 29180633
Nat Rev Cancer. 2013 Oct;13(10):714-26
pubmed: 24060863
Nat Commun. 2018 Sep 13;9(1):3722
pubmed: 30213942
Nat Commun. 2015 Feb 11;6:6139
pubmed: 25669750
BMC Syst Biol. 2014 Aug 15;8:84
pubmed: 25128194
Nat Commun. 2013;4:2467
pubmed: 24045430
PLoS Comput Biol. 2019 Apr 15;15(4):e1006866
pubmed: 30986219
Philos Trans R Soc Lond B Biol Sci. 2010 Feb 27;365(1540):557-66
pubmed: 20083632
Cancer Gene Ther. 2009 Dec;16(12):873-82
pubmed: 19498461
Cell. 2011 Aug 19;146(4):633-44
pubmed: 21854987
Bull Math Biol. 2020 Jul 31;82(8):104
pubmed: 32737602
J Math Biol. 2016 Oct;73(4):1001-33
pubmed: 26936033
Proc Natl Acad Sci U S A. 2017 Dec 26;114(52):13679-13684
pubmed: 29229836
Front Oncol. 2018 Mar 06;8:50
pubmed: 29560343
J Math Biol. 2012 Aug;65(2):309-48
pubmed: 21842424
NAR Cancer. 2021 Jul 09;3(3):zcab027
pubmed: 34316714
Biol Direct. 2016 Aug 23;11:43
pubmed: 27550042
FEMS Microbiol Lett. 2004 Jan 15;230(1):13-8
pubmed: 14734160
Nat Commun. 2017 Dec 8;8(1):1995
pubmed: 29222471
PLoS Biol. 2019 Mar 13;17(3):e3000178
pubmed: 30865623
Theor Popul Biol. 2007 Dec;72(4):560-75
pubmed: 17915273
Nat Rev Cancer. 2019 Feb;19(2):110-117
pubmed: 30470829
Interface Focus. 2013 Aug 6;3(4):20130016
pubmed: 24511380
Sci Rep. 2012;2:656
pubmed: 22977731
Science. 2020 Jun 12;368(6496):1261-1265
pubmed: 32241885
PLoS Comput Biol. 2019 Aug 26;15(8):e1007278
pubmed: 31449515
Nature. 2017 Jun 15;546(7658):431-435
pubmed: 28607484
Evolution. 2009 Sep;63(9):2315-25
pubmed: 19453724
Commun Biol. 2019 Feb 5;2:53
pubmed: 30729189