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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2019
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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. |
format | Online Article Text |
id | pubmed-6762214 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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