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Model-Based Investigation of the Relationship between Regulation Level and Pulse Property of I1-FFL Gene Circuits
[Image: see text] Mathematical models are powerful tools in guiding the construction of synthetic biological circuits, given their capability of accurately capturing and predicting circuit dynamics. Recent innovations in RNA technology have enabled the development of a variety of new tools for regul...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Chemical Society
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9295143/ https://www.ncbi.nlm.nih.gov/pubmed/35729788 http://dx.doi.org/10.1021/acssynbio.2c00109 |
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author | Ryan, Jordan Hong, Seongho Foo, Mathias Kim, Jongmin Tang, Xun |
author_facet | Ryan, Jordan Hong, Seongho Foo, Mathias Kim, Jongmin Tang, Xun |
author_sort | Ryan, Jordan |
collection | PubMed |
description | [Image: see text] Mathematical models are powerful tools in guiding the construction of synthetic biological circuits, given their capability of accurately capturing and predicting circuit dynamics. Recent innovations in RNA technology have enabled the development of a variety of new tools for regulating gene expression at both the transcription and translation levels. However, the effects of different regulation levels on the circuit dynamics remain largely unexplored. In this study, we focus on the type 1 incoherent feed-forward loop (I1-FFL) gene circuit with four different variations (TX, TL, HY-1, HY-2), to investigate how regulation at the transcription and translation levels affect the circuit dynamics. We develop a mechanistic model for each of the four circuits and deploy sensitivity analysis to investigate the circuits’ dynamics in terms of pulse generation. Based on the analysis, we observe that the repression regulation mechanism dominates the characteristics of the pulse as compared to the activation regulation mechanism and find that the I1-FFL with transcription repression has a higher chance of generating a pulse meeting the desired criteria. The experimental results in Escherichia coli also confirm our findings from the computational analysis. We expect our findings to facilitate future experimental construction of gene circuits with insights on the selection of appropriate transcription and translation regulation tools. |
format | Online Article Text |
id | pubmed-9295143 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | American Chemical Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-92951432022-07-20 Model-Based Investigation of the Relationship between Regulation Level and Pulse Property of I1-FFL Gene Circuits Ryan, Jordan Hong, Seongho Foo, Mathias Kim, Jongmin Tang, Xun ACS Synth Biol [Image: see text] Mathematical models are powerful tools in guiding the construction of synthetic biological circuits, given their capability of accurately capturing and predicting circuit dynamics. Recent innovations in RNA technology have enabled the development of a variety of new tools for regulating gene expression at both the transcription and translation levels. However, the effects of different regulation levels on the circuit dynamics remain largely unexplored. In this study, we focus on the type 1 incoherent feed-forward loop (I1-FFL) gene circuit with four different variations (TX, TL, HY-1, HY-2), to investigate how regulation at the transcription and translation levels affect the circuit dynamics. We develop a mechanistic model for each of the four circuits and deploy sensitivity analysis to investigate the circuits’ dynamics in terms of pulse generation. Based on the analysis, we observe that the repression regulation mechanism dominates the characteristics of the pulse as compared to the activation regulation mechanism and find that the I1-FFL with transcription repression has a higher chance of generating a pulse meeting the desired criteria. The experimental results in Escherichia coli also confirm our findings from the computational analysis. We expect our findings to facilitate future experimental construction of gene circuits with insights on the selection of appropriate transcription and translation regulation tools. American Chemical Society 2022-06-22 2022-07-15 /pmc/articles/PMC9295143/ /pubmed/35729788 http://dx.doi.org/10.1021/acssynbio.2c00109 Text en © 2022 The Authors. Published by American Chemical Society https://creativecommons.org/licenses/by/4.0/Permits the broadest form of re-use including for commercial purposes, provided that author attribution and integrity are maintained (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Ryan, Jordan Hong, Seongho Foo, Mathias Kim, Jongmin Tang, Xun Model-Based Investigation of the Relationship between Regulation Level and Pulse Property of I1-FFL Gene Circuits |
title | Model-Based Investigation of the Relationship between
Regulation Level and Pulse Property of I1-FFL Gene Circuits |
title_full | Model-Based Investigation of the Relationship between
Regulation Level and Pulse Property of I1-FFL Gene Circuits |
title_fullStr | Model-Based Investigation of the Relationship between
Regulation Level and Pulse Property of I1-FFL Gene Circuits |
title_full_unstemmed | Model-Based Investigation of the Relationship between
Regulation Level and Pulse Property of I1-FFL Gene Circuits |
title_short | Model-Based Investigation of the Relationship between
Regulation Level and Pulse Property of I1-FFL Gene Circuits |
title_sort | model-based investigation of the relationship between
regulation level and pulse property of i1-ffl gene circuits |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9295143/ https://www.ncbi.nlm.nih.gov/pubmed/35729788 http://dx.doi.org/10.1021/acssynbio.2c00109 |
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