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Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics

Even in the steady-state, the number of biomolecules in living cells fluctuates dynamically, and the frequency spectrum of this chemical fluctuation carries valuable information about the dynamics of the reactions creating these biomolecules. Recent advances in single-cell techniques enable direct m...

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Autores principales: Song, Sanggeun, Yang, Gil-Suk, Park, Seong Jun, Hong, Sungguan, Kim, Ji-Hyun, Sung, Jaeyoung
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762214/
https://www.ncbi.nlm.nih.gov/pubmed/31525182
http://dx.doi.org/10.1371/journal.pcbi.1007356
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author Song, Sanggeun
Yang, Gil-Suk
Park, Seong Jun
Hong, Sungguan
Kim, Ji-Hyun
Sung, Jaeyoung
author_facet Song, Sanggeun
Yang, Gil-Suk
Park, Seong Jun
Hong, Sungguan
Kim, Ji-Hyun
Sung, Jaeyoung
author_sort Song, Sanggeun
collection PubMed
description Even in the steady-state, the number of biomolecules in living cells fluctuates dynamically, and the frequency spectrum of this chemical fluctuation carries valuable information about the dynamics of the reactions creating these biomolecules. Recent advances in single-cell techniques enable direct monitoring of the time-traces of the protein number in each cell; however, it is not yet clear how the stochastic dynamics of these time-traces is related to the reaction mechanism and dynamics. Here, we derive a rigorous relation between the frequency-spectrum of the product number fluctuation and the reaction mechanism and dynamics, starting from a generalized master equation. This relation enables us to analyze the time-traces of the protein number and extract information about dynamics of mRNA number and transcriptional regulation, which cannot be directly observed by current experimental techniques. We demonstrate our frequency spectrum analysis of protein number fluctuation, using the gene network model of luciferase expression under the control of the Bmal 1a promoter in mouse fibroblast cells. We also discuss how the dynamic heterogeneity of transcription and translation rates affects the frequency-spectra of the mRNA and protein number.
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spelling pubmed-67622142019-10-11 Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics Song, Sanggeun Yang, Gil-Suk Park, Seong Jun Hong, Sungguan Kim, Ji-Hyun Sung, Jaeyoung PLoS Comput Biol Research Article Even in the steady-state, the number of biomolecules in living cells fluctuates dynamically, and the frequency spectrum of this chemical fluctuation carries valuable information about the dynamics of the reactions creating these biomolecules. Recent advances in single-cell techniques enable direct monitoring of the time-traces of the protein number in each cell; however, it is not yet clear how the stochastic dynamics of these time-traces is related to the reaction mechanism and dynamics. Here, we derive a rigorous relation between the frequency-spectrum of the product number fluctuation and the reaction mechanism and dynamics, starting from a generalized master equation. This relation enables us to analyze the time-traces of the protein number and extract information about dynamics of mRNA number and transcriptional regulation, which cannot be directly observed by current experimental techniques. We demonstrate our frequency spectrum analysis of protein number fluctuation, using the gene network model of luciferase expression under the control of the Bmal 1a promoter in mouse fibroblast cells. We also discuss how the dynamic heterogeneity of transcription and translation rates affects the frequency-spectra of the mRNA and protein number. Public Library of Science 2019-09-16 /pmc/articles/PMC6762214/ /pubmed/31525182 http://dx.doi.org/10.1371/journal.pcbi.1007356 Text en © 2019 Song et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Song, Sanggeun
Yang, Gil-Suk
Park, Seong Jun
Hong, Sungguan
Kim, Ji-Hyun
Sung, Jaeyoung
Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics
title Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics
title_full Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics
title_fullStr Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics
title_full_unstemmed Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics
title_short Frequency spectrum of chemical fluctuation: A probe of reaction mechanism and dynamics
title_sort frequency spectrum of chemical fluctuation: a probe of reaction mechanism and dynamics
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6762214/
https://www.ncbi.nlm.nih.gov/pubmed/31525182
http://dx.doi.org/10.1371/journal.pcbi.1007356
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