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PMID: 12606710 Published · ppublish English Journal Article Research Support, Non-U.S. Gov't Research Support, U.S. Gov't, Non-P.H.S.

Stochastic gene expression as a many-body problem.

Sasai M, Wolynes PG

Abstract

Gene expression has a stochastic component because of the single-molecule nature of the gene and the small number of copies of individual DNA-binding proteins in the cell. We show how the statistics of such systems can be mapped onto quantum many-body problems. The dynamics of a single gene switch resembles the spin-boson model of a two-site polaron or an electron transfer reaction. Networks of switches can be approximately described as quantum spin systems by using an appropriate variational principle. In this way, the concept of frustration for magnetic systems can be taken over into gene networks. The landscape of stable attractors depends on the degree and style of frustration, much as for neural networks. We show the number of attractors, which may represent cell types, is much smaller for appropriately designed weakly frustrated stochastic networks than for randomly connected networks.

MeSH Terms
Algorithms Animals Biophysical Phenomena Biophysics Gene Expression Models, Molecular Models, Theoretical Molecular Biology/methods Stochastic Processes
Authors & Affiliations
2 authors, click to expand affiliations / ORCID
Sasai Masaki
Graduate School of Human Informatics, Nagoya University, Nagoya 464-8601, Japan.
Wolynes Peter G
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Article Info
Journal
Proceedings of the National Academy of Sciences of the United States of America
Abbr.
Proc Natl Acad Sci U S A
ISSN
0027-8424
Published
2003-03-04
Epub
2003-00-26
Pages
2374-9
Language
English
Region
United States
NLM ID
7505876
PMCID
PMC151348
Subset
IM
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