Emergence of Drug Tolerance in Cancer Cell Populations: An Evolutionary Outcome of Selection, Nongenetic Instability, and Stress-Induced Adaptation
Authored by Rebecca H Chisholm, Tommaso Lorenzi, Alexander Lorz, Annette K Larsen, Almeida Luis Neves de, Alexandre Escargueil, Jean Clairambault
Date Published: 2015
DOI: 10.1158/0008-5472.can-14-2103
Sponsors:
French National Research Agency (ANR)
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Model Documentation:
Other Narrative
Mathematical description
Model Code URLs:
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Abstract
In recent experiments on isogenetic cancer cell lines, it was observed
that exposure to high doses of anticancer drugs can induce the emergence
of a subpopulation of weakly proliferative and drug-tolerant cells, which display markers associated with stem cell-like cancer cells. After
a period of time, some of the surviving cells were observed to change
their phenotype to resume normal proliferation and eventually repopulate
the sample. Furthermore, the drug-tolerant cells could be drug
resensitized following drug washout. Here, we propose a theoretical
mechanism for the transient emergence of such drug tolerance. In this
framework, we formulate an individual-based model and an
integro-differential equation model of reversible phenotypic evolution
in a cell population exposed to cytotoxic drugs. The outcomes of both
models suggest that nongenetic instability, stress-induced adaptation, selection, and the interplay between these mechanisms can push an
actively proliferating cell population to transition into a weakly
proliferative and drug-tolerant state. Hence, the cell population
experiences much less stress in the presence of the drugs and, in the
long run, reacquires a proliferative phenotype, due to phenotypic
fluctuations and selection pressure. These mechanisms can also reverse
epigenetic drug tolerance following drug washout. Our study highlights
how the transient appearance of the weakly proliferative and
drug-tolerant cells is related to the use of high-dose therapy.
Furthermore, we show how stem-like characteristics can act to stabilize
the transient, weakly proliferative, and drug-tolerant subpopulation for
a longer time window. Finally, using our models as in silico
laboratories, we propose new testable hypotheses that could help uncover
general principles underlying the emergence of cancer drug tolerance.
(C)2015 AACR.
Tags
Dynamics
Heterogeneity
Equilibrium
repopulation
Stem-cells
Mathematical-model
Gene-expression
Resistance
Therapy
Ribonucleotide reductase