bioRxivEvolutionary BiologyPreprint
Determinants of stem cell enrichment in healthy tissues and tumors: implications for non-genetic drug resistance
N. L. Komarova, L. D. Weiss, P. van den Driessche, J. S. Lowengrub, D. Wodarz
Abstract
Drug resistance is a major challenge for cancer therapy. While resistance mutations are often the focus of investigation, non-genetic resistance mechanisms are also important. One such mechanism is the presence of relatively high fractions of cancer stem cells (CSCs), which have reduced susceptibility to chemotherapy, radiation, and targeted treatments compared to more differentiated cells. The reasons for high CSC fractions (CSC enrichment) are not well understood. Previous experimental and mathematical modeling work identified a particular feedback loop in tumors that can promote CSC enrichment. Here, we use mathematical models of hierarchically structured cell populations to build on this work and to provide a comprehensive analysis of how different feedback regulatory processes that might partially operate in tumors can influence the stem cell fractions during somatic evolution of healthy tissue or during tumor growth. We find that depending on the particular feedback loops that are present, CSC fractions can increase or decrease. We define characteristics of the feedback mechanisms that are required for CSC enrichment to occur, and show how the magnitude of enrichment is determined by parameters. In particular, enrichment requires a reduction in division rates or an increase in death rates with higher population sizes, and the feedback mediators that achieve this can be secreted by either CSCs or by more differentiated cells. The extent of enrichment is determined by the death rate of CSCs, the probability of CSC self-renewal, and by the strength of feedback on cell divisions. Defining these characteristics can guide experimental approaches that aim to screen for and identify feedback mediators that can promote CSC enrichment in specific cancers, which in turn can help understand and overcome the phenomenon of CSC-based therapy resistance.
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Effect of feedback regulation on stem cell fractions in tissues and tumors: understanding chemoresistance in bladder cancer
Lora D. Weiss, Pauline Van den Driessche, … Natalia L. Komarova·bioRxiv·Oct 24, 2019
- Mathematical Modeling Reveals the Factors Involved in the Phenomena of Cancer Stem Cells Stabilization
N. Morozova, N. Bessonov, … A. Harel-Bellan·bioRxiv·Nov 20, 2018
- Estimating stem cell fractions in hierarchically organized tumors
Benjamin Werner, Jacob G Scott, … Philipp M Altrock·Cancer ResearchPeer-reviewed·Mar 31, 2016
- A non-local model for cancer stem cells and the tumor growth paradox
Iacopo Borsi, Antonio Fasano, … Thomas Hillen·bioRxiv·May 21, 2015
- A model for the intrinsic limit of cancer therapy: duality of treatment-induced cell death and treatment-induced stemness
E. Angelini, Y. Wang, … S. Huang·bioRxiv·Oct 5, 2021
- Cancer stem cell plasticity as tumor growth promoter and catalyst of population collapse
Jan Poleszczuk, Heiko Enderling·Stem Cells InternationalPeer-reviewed·Jan 1, 2016