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Nearly maximal information gain due to time integration in central dogma reactions
Living cells process information about their environment through the central dogma processes of transcription and translation, which drive the cellular response to stimuli. Here, we study the transfer of information from environmental input to the transcript and protein expression levels. Evaluation...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10206154/ https://www.ncbi.nlm.nih.gov/pubmed/37235057 http://dx.doi.org/10.1016/j.isci.2023.106767 |
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author | Sarkar, Swarnavo Rammohan, Jayan |
author_facet | Sarkar, Swarnavo Rammohan, Jayan |
author_sort | Sarkar, Swarnavo |
collection | PubMed |
description | Living cells process information about their environment through the central dogma processes of transcription and translation, which drive the cellular response to stimuli. Here, we study the transfer of information from environmental input to the transcript and protein expression levels. Evaluation of both experimental and analogous simulation data reveals that transcription and translation are not two simple information channels connected in series. Instead, we demonstrate that the central dogma reactions often create a time-integrating information channel, where the translation channel receives and integrates multiple outputs from the transcription channel. This information channel model of the central dogma provides new information-theoretic selection criteria for the central dogma rate constants. Using the data for four well-studied species we show that their central dogma rate constants achieve information gain because of time integration while also keeping the loss because of stochasticity in translation relatively low ([Formula: see text] bits). |
format | Online Article Text |
id | pubmed-10206154 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-102061542023-05-25 Nearly maximal information gain due to time integration in central dogma reactions Sarkar, Swarnavo Rammohan, Jayan iScience Article Living cells process information about their environment through the central dogma processes of transcription and translation, which drive the cellular response to stimuli. Here, we study the transfer of information from environmental input to the transcript and protein expression levels. Evaluation of both experimental and analogous simulation data reveals that transcription and translation are not two simple information channels connected in series. Instead, we demonstrate that the central dogma reactions often create a time-integrating information channel, where the translation channel receives and integrates multiple outputs from the transcription channel. This information channel model of the central dogma provides new information-theoretic selection criteria for the central dogma rate constants. Using the data for four well-studied species we show that their central dogma rate constants achieve information gain because of time integration while also keeping the loss because of stochasticity in translation relatively low ([Formula: see text] bits). Elsevier 2023-04-28 /pmc/articles/PMC10206154/ /pubmed/37235057 http://dx.doi.org/10.1016/j.isci.2023.106767 Text en https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Sarkar, Swarnavo Rammohan, Jayan Nearly maximal information gain due to time integration in central dogma reactions |
title | Nearly maximal information gain due to time integration in central dogma reactions |
title_full | Nearly maximal information gain due to time integration in central dogma reactions |
title_fullStr | Nearly maximal information gain due to time integration in central dogma reactions |
title_full_unstemmed | Nearly maximal information gain due to time integration in central dogma reactions |
title_short | Nearly maximal information gain due to time integration in central dogma reactions |
title_sort | nearly maximal information gain due to time integration in central dogma reactions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10206154/ https://www.ncbi.nlm.nih.gov/pubmed/37235057 http://dx.doi.org/10.1016/j.isci.2023.106767 |
work_keys_str_mv | AT sarkarswarnavo nearlymaximalinformationgainduetotimeintegrationincentraldogmareactions AT rammohanjayan nearlymaximalinformationgainduetotimeintegrationincentraldogmareactions |