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Phenotypic evolutionary models in stem cell biology: replacement, quiescence, and variability.
Marc Mangel1, Michael B Bonsall
1Center for Biomolecular Science and Engineering, Department of Applied Mathematics and Statistics, University of California Santa Cruz, Santa Cruz, California, USA.
We introduce a new framework for modeling stem cell behavior using phenotypic evolutionary models. This approach reveals how stem cell competition and optimal quiescence strategies emerge from interactions within and beyond the stem cell niche.
Area of Science:
- Developmental Biology
- Evolutionary Biology
- Mathematical Biology
Background:
- Phenotypic evolutionary models are widely used in biology but underutilized for general stem cell studies.
- Existing research on stem cells primarily focuses on cancer or limited niche-specific dynamics.
Purpose of the Study:
- To develop a generalizable framework for applying phenotypic evolutionary models to stem cell systems.
- To investigate stem cell behavior, including competition and response dynamics, beyond the immediate niche.
Main Methods:
- Developed a modeling framework based on stochastic kinetics of stem cells, transit-amplifying cells, and differentiated cells.
- Incorporated positive and negative feedback mechanisms to simulate signal transduction.
- Utilized deterministic and stochastic versions of the framework, integrating state-dependent life history theory.
Main Results:
- The model demonstrates how graded signals can elicit all-or-none responses in stem cell populations.
- Analysis of stem cell line competition reveals conditions for niche replacement by alternative phenotypes.
- Stochastic modeling predicts optimal stem cell behavior involving prolonged quiescence and population-level variability in activity timing.
Conclusions:
- The developed framework enables broader application of evolutionary modeling to stem cell biology.
- Understanding stem cell behavior requires considering factors beyond the immediate stem cell niche.
- The findings provide insights into stem cell quiescence and population dynamics, with relevance to systems like hematopoiesis.
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