Quantitative Understanding of Probabilistic Behavior of Living Cells Operated by Vibrant Intracellular Networks

  • Lim, Yu Rim; 
  • Kim, Ji-Hyun; 
  • Park, Seong Jun; 
  • Yang, Gil-Suk; 
  • Song, Sanggeun; 
  • ... Sung, Jaeyoung; 
  • 외 2명
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22

초록

For quantitative understanding of probabilistic behaviors of living cells, it is essential to construct a correct mathematical description of intracellular networks interacting with complex cell environments, which has been a formidable task. Here, we present a novel model and stochastic kinetics for an intracellular network interacting with hidden cell environments, employing a complete description of cell state dynamics and its coupling to the system network. Our analysis reveals that various environmental effects on the product number fluctuation of intracellular reaction networks can be collectively characterized by Laplace transform of the time-correlation function of the product creation rate fluctuation with the Laplace variable being the product decay rate. On the basis of the latter result, we propose an efficient method for quantitative analysis of the chemical fluctuation produced by intracellular networks coupled to hidden cell environments. By applying the present approach to the gene expression network, we obtain simple analytic results for the gene expression variability and the environment-induced correlations between the expression levels of mutually noninteracting genes. The theoretical results compose a unified framework for quantitative understanding of various gene expression statistics observed across a number of different systems with a small number of adjustable parameters with clear physical meanings.

키워드

Biological physics; Interdisciplinary physics; Statistical physics; STOCHASTIC GENE-EXPRESSION; ESCHERICHIA-COLI; SINGLE-CELL; SACCHAROMYCES-CEREVISIAE; EXTRINSIC FLUCTUATIONS; COUNTING STATISTICS; BIOLOGICAL NOISE; DECISION-MAKING; DISTRIBUTIONS; DETERMINES
제목
Quantitative Understanding of Probabilistic Behavior of Living Cells Operated by Vibrant Intracellular Networks
저자
Lim, Yu Rim; Kim, Ji-Hyun; Park, Seong Jun; Yang, Gil-Suk; Song, Sanggeun; Chang, Suk-Kyu; Lee, Nam Ki; Sung, Jaeyoung
DOI
10.1103/PhysRevX.5.031014
발행일
2015-08
유형
Article
저널명
Physical Review X
권
5
호
3

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