Dynamically adjusted cell fate decisions and resilience to mutant invasion during steady-state hematopoiesis revealed by an experimentally parameterized mathematical model

A major next step in hematopoietic stem cell (HSC) biology is to enhance our quantitative understanding of cellular and evolutionary dynamics involved in undisturbed hematopoiesis. Mathematical models have been and continue to be key in this respect, and are most powerful when parameterized experimentally and containing sufficient biological complexity. In this paper, we use data from label propagation experiments in mice to parameterize a mathematical model of hematopoiesis that includes homeostatic control mechanisms as well as clonal evolution. We find that nonlinear feedback control can drastically change the interpretation of kinetic estimates at homeostasis. This suggests that short-term HSC and multipotent progenitors can dynamically adjust to sustain themselves temporarily in the absence of long-term HSCs, even if they differentiate more often than they self-renew in undisturbed homeostasis. Additionally, the presence of feedback control in the model renders the system resilient against mutant invasion. Invasion barriers, however, can be overcome by a combination of age-related changes in stem cell differentiation and evolutionary niche construction dynamics based on a mutant-associated inflammatory environment. This helps us understand the evolution of e.g., <i>TET2</i> or <i>DNMT3A</i> mutants, and how to potentially reduce mutant burden.

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Publication Details

Journal
Proceedings of the National Academy of Sciences
Published
2024-09-09
DOI
https://doi.org/10.1073/pnas.2321525121
Citations
4
Primary Topic
Hematopoietic Stem Cell Transplantation
Type
article
Field-Weighted Citation Impact
1.82

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article

Dynamically adjusted cell fate decisions and resilience to mutant invasion during steady-state hematopoiesis revealed by an experimentally parameterized mathematical model

Natalia L. Komarova, Angela G. Fleischman, Dominik Wodarz, Chiara Rignot
4 citations
Proceedings of the National Academy of Sciences
Hematopoietic Stem Cell Transplantation
1.82
article

Dynamically adjusted cell fate decisions and resilience to mutant invasion during steady-state hematopoiesis revealed by an experimentally parameterized mathematical model

Natalia L. Komarova, Angela G. Fleischman, Dominik Wodarz, Chiara Rignot
article en
4 citations

Abstract

A major next step in hematopoietic stem cell (HSC) biology is to enhance our quantitative understanding of cellular and evolutionary dynamics involved in undisturbed hematopoiesis. Mathematical models have been and continue to be key in this respect, and are most powerful when parameterized experimentally and containing sufficient biological complexity. In this paper, we use data from label propagation experiments in mice to parameterize a mathematical model of hematopoiesis that includes homeostatic control mechanisms as well as clonal evolution. We find that nonlinear feedback control can drastically change the interpretation of kinetic estimates at homeostasis. This suggests that short-term HSC and multipotent progenitors can dynamically adjust to sustain themselves temporarily in the absence of long-term HSCs, even if they differentiate more often than they self-renew in undisturbed homeostasis. Additionally, the presence of feedback control in the model renders the system resilient against mutant invasion. Invasion barriers, however, can be overcome by a combination of age-related changes in stem cell differentiation and evolutionary niche construction dynamics based on a mutant-associated inflammatory environment. This helps us understand the evolution of e.g., <i>TET2</i> or <i>DNMT3A</i> mutants, and how to potentially reduce mutant burden.

Proceedings of the National Academy of SciencesVol. 121(38)
University of California, Irvine (US), University of California San Diego (US)
National Science Foundation, National Institutes of Health
Openalex Percentile: Top 14%
Hematopoietic Stem Cell Transplantation
1.82
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Dynamically adjusted cell fate decisions and resilience to mutant invasion during steady-state hematopoiesis revealed by an experimentally parameterized mathematical model — Natalia L. Komarova, Angela G. Fleischman, et al. · Proceedings of the National Academy of Sciences (2024) | TGRS Research Map | TGRS