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Nonlinear memory in cell-division dynamics across species.

Shijie Zhang1, Chenyi Fei1, Jörn Dunkel1

  • 1Department of Mathematics, Massachusetts Institute of Technology, Cambridge, MA 02139.

Proceedings of the National Academy of Sciences of the United States of America
|September 3, 2025
PubMed
Summary
This summary is machine-generated.

Cell size control is key for homeostasis. New models reveal that cell division often depends on complex, nonlinear memory, challenging existing linear models in bacteria and yeast.

Keywords:
Bayesian inferencecell divisioncellular memorystochastic dynamics

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Area of Science:

  • Quantitative Biology
  • Cell Biology
  • Dynamical Systems

Background:

  • Cell-size homeostasis is crucial for cell function and relies on regulated growth and division.
  • Advanced imaging (e.g., mother machines) enables tracking cell-size dynamics across generations.
  • Current understanding of cell-size control mechanisms within a dynamical-systems framework is limited.

Purpose of the Study:

  • To develop and apply a novel framework for inferring stochastic-differential-equation models of cell growth and division.
  • To investigate the role of nonlinear memory effects in cell division timing.
  • To quantitatively evaluate prevailing cell homeostasis models (sizer, adder, timer).

Main Methods:

  • Inference of stochastic-differential-equation models with Poisson noise from experimental time-series data.
  • Parameterization of Poisson intensity incorporating cell size and ancestral history to capture nonlinear memory.
  • Application of the framework to cell-size trajectories of *Escherichia coli*, *Bacillus subtilis*, *Schizosaccharomyces pombe*, and *Dictyostelium discoideum*.

Main Results:

  • The developed framework successfully infers quantitative models of stochastic cell growth and division.
  • Analysis revealed that cell division timing in multiple organisms often involves significant nonlinear memory components.
  • The popular linear-memory models (sizer, adder, timer) were found to be insufficient in many cases.

Conclusions:

  • Existing linear-memory paradigms for cell homeostasis may need reevaluation and generalization.
  • Nonlinear memory plays a substantial role in regulating cell division across diverse species.
  • The inference framework is broadly applicable to modeling stochastic jump processes in various scientific fields.