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Published on: January 26, 2024
Mathematical modeling reveals the biological program regulating lymphopenia-induced proliferation
Andrew Yates1, Manoj Saini, Anne Mathiot
1Division of Immune Cell Biology, National Institute for Medical Research, The Ridgeway, London, United Kingdom.
Insights
T cell division in lymphopenia occurs through independent, stochastic divisions, not a predetermined "autopilot" program. This finding suggests a homeostatic role for T cell proliferation during lymphopenia.
Area of Science:
- Immunology
- Computational Biology
- Cell Biology
Background:
- T cell activation via T cell receptor (TCR) binding to peptide-MHC complexes drives T lymphocyte proliferation.
- While foreign peptide recognition triggers division and differentiation, self-peptide recognition in lymphopenic conditions induces slower divisions, with or without differentiation.
- It remains unclear if these distinct T cell responses stem from separate cell cycle control programs.
Purpose of the Study:
- To investigate the distinct cell cycle control mechanisms governing T cell proliferation in lymphopenic conditions.
- To differentiate between deterministic and stochastic models of T cell division using mathematical modeling.
Main Methods:
- Utilized a mathematical modeling approach to analyze the proliferative response of TCR transgenic F5 T cells.
- Compared two models: an
- autopilot
- deterministic burst model and a single stochastic division model.
- Validated model predictions experimentally regarding division onset, rate, and nature.
Main Results:
- The
- autopilot
- deterministic model poorly described T cell responses to lymphopenia.
- The single stochastic division model closely fitted experimental data for T cell proliferation in lymphopenia.
- Experimental validation confirmed the model's predictions on T cell division dynamics.
Conclusions:
- T cell division induced by lymphopenia is best described by a process of single stochastic divisions.
- This stochastic division mechanism appears optimized for T cell homeostasis rather than differentiation.
- The findings suggest distinct regulatory pathways for T cell proliferation in response to foreign antigens versus lymphopenic self-peptide stimulation.
Abstract:
Recognition of peptide-MHC by the TCR induces T lymphocytes to undergo cell division. Although recognition of foreign peptide induces a program of cellular division and differentiation by responding T cells, stimulation by self-peptide MHC complexes in lymphopenic conditions induces a slower burst of divisions that may or may not be accompanied by effector differentiation. Although both responses are triggered by signals from the TCR, it is not known whether they represent distinct programs of cell cycle control. In this study, we use a mathematical modeling approach to analyze the proliferative response of TCR transgenic F5 T cells to lymphopenia. We tested two fundamentally different models of cell division: one in which T cells are triggered into an "autopilot" deterministic burst of divisions, a model successfully used elsewhere to describe T cell responses to cognate Ag, and a second contrasting model in which cells undergo independent single stochastic divisions. Whereas the autopilot model provided a very poor description of the F5 T cell responses to lymphopenia, the model of single stochastic divisions fitted the experimental data remarkably closely. Furthermore, this model proved robust because specific predictions of cellular behavior made by this model concerning the onset, rate, and nature of division were successfully validated experimentally. Our results suggest cell division induced by lymphopenia involves a process of single stochastic divisions, which is best suited to a homeostatic rather than differentiation role.
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