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Updated: Sep 9, 2025

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Tracking and Quantifying Developmental Processes in C. elegans Using Open-source Tools
Published on: December 16, 2015
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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.
Summary
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.
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.
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