Abstract Population-level distributions of fluorescence or molecule counts are often taken to reflect the behaviours of individual cells within that population. In this conceptual article, I argue that counting subpopulations can be a misleading proxy for identifying the number of behavioural modes accessible to individual cells within a system. I show that definitions of behavioural modes based on deterministic modelling can fail when fluctuations in a system’s state—or noise—become significant. In such cases, peaks in the probability distribution—emerging from stochastic descriptions—are often interpreted as substitutes for deterministically defined stable modes. However, I demonstrate that this interpretation can break down: it is possible to construct counterexamples in which two subpopulations arise from a system that supports only a single mode of behaviour, driven by non-equilibrium transient dynamics. Better understanding the role of noise in transient biological randomness may allow for the discovery of novel mechanisms of regulation that are not apparent in steady-state behaviours.
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James Holehouse
Proceedings of the Royal Society B Biological Sciences
Santa Fe Institute
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James Holehouse (Wed,) studied this question.
www.synapsesocial.com/papers/69fbe3ca164b5133a91a321c — DOI: https://doi.org/10.1098/rspb.2026.0134