Feedback between stochastic gene networks and population dynamics enables cellular decision-making

被引:2
作者
Piho, Paul [1 ]
Thomas, Philipp [1 ]
机构
[1] Imperial Coll London, Dept Math, London, England
基金
英国科研创新办公室;
关键词
ANALYTICAL DISTRIBUTIONS; POSITIVE FEEDBACK; GROWTH-RATE; EXPRESSION; PERSISTENCE; HETEROGENEITY; BISTABILITY; SELECTION; ORIGINS; NOISE;
D O I
10.1126/sciadv.adl4895
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Phenotypic selection occurs when genetically identical cells are subject to different reproductive abilities due to cellular noise. Such noise arises from fluctuations in reactions synthesizing proteins and plays a crucial role in how cells make decisions and respond to stress or drugs. We propose a general stochastic agent-based model for growing populations capturing the feedback between gene expression and cell division dynamics. We devise a finite state projection approach to analyze gene expression and division distributions and infer selection from single-cell data in mother machines and lineage trees. We use the theory to quantify selection in multi-stable gene expression networks and elucidate that the trade-off between phenotypic switching and selection enables robust decision-making essential for synthetic circuits and developmental lineage decisions. Using live-cell data, we demonstrate that combining theory and inference provides quantitative insights into bet-hedging-like response to DNA damage and adaptation during antibiotic exposure in Escherichia coli.
引用
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页数:10
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