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MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation

Competition for intracellular resources, also known as gene expression burden, induces coupling between independently co-expressed genes, a detrimental effect on predictability and reliability of gene circuits in mammalian cells. We recently showed that microRNA (miRNA)-mediated target downregulatio...

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Autores principales: Cella, Federica, Perrino, Giansimone, Tedeschi, Fabiana, Viero, Gabriella, Bosia, Carla, Stan, Guy-Bart, Siciliano, Velia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10123119/
https://www.ncbi.nlm.nih.gov/pubmed/36912077
http://dx.doi.org/10.1093/nar/gkad151
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author Cella, Federica
Perrino, Giansimone
Tedeschi, Fabiana
Viero, Gabriella
Bosia, Carla
Stan, Guy-Bart
Siciliano, Velia
author_facet Cella, Federica
Perrino, Giansimone
Tedeschi, Fabiana
Viero, Gabriella
Bosia, Carla
Stan, Guy-Bart
Siciliano, Velia
author_sort Cella, Federica
collection PubMed
description Competition for intracellular resources, also known as gene expression burden, induces coupling between independently co-expressed genes, a detrimental effect on predictability and reliability of gene circuits in mammalian cells. We recently showed that microRNA (miRNA)-mediated target downregulation correlates with the upregulation of a co-expressed gene, and by exploiting miRNAs-based incoherent-feed-forward loops (iFFLs) we stabilise a gene of interest against burden. Considering these findings, we speculate that miRNA-mediated gene downregulation causes cellular resource redistribution. Despite the extensive use of miRNA in synthetic circuits regulation, this indirect effect was never reported before. Here we developed a synthetic genetic system that embeds miRNA regulation, and a mathematical model, MIRELLA, to unravel the miRNA (MI) RolE on intracellular resource aLLocAtion. We report that the link between miRNA-gene downregulation and independent genes upregulation is a result of the concerted action of ribosome redistribution and ‘queueing-effect’ on the RNA degradation pathway. Taken together, our results provide for the first time insights into the hidden regulatory interaction of miRNA-based synthetic networks, potentially relevant also in endogenous gene regulation. Our observations allow to define rules for complexity- and context-aware design of genetic circuits, in which transgenes co-expression can be modulated by tuning resource availability via number and location of miRNA target sites.
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spelling pubmed-101231192023-04-25 MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation Cella, Federica Perrino, Giansimone Tedeschi, Fabiana Viero, Gabriella Bosia, Carla Stan, Guy-Bart Siciliano, Velia Nucleic Acids Res Synthetic Biology and Bioengineering Competition for intracellular resources, also known as gene expression burden, induces coupling between independently co-expressed genes, a detrimental effect on predictability and reliability of gene circuits in mammalian cells. We recently showed that microRNA (miRNA)-mediated target downregulation correlates with the upregulation of a co-expressed gene, and by exploiting miRNAs-based incoherent-feed-forward loops (iFFLs) we stabilise a gene of interest against burden. Considering these findings, we speculate that miRNA-mediated gene downregulation causes cellular resource redistribution. Despite the extensive use of miRNA in synthetic circuits regulation, this indirect effect was never reported before. Here we developed a synthetic genetic system that embeds miRNA regulation, and a mathematical model, MIRELLA, to unravel the miRNA (MI) RolE on intracellular resource aLLocAtion. We report that the link between miRNA-gene downregulation and independent genes upregulation is a result of the concerted action of ribosome redistribution and ‘queueing-effect’ on the RNA degradation pathway. Taken together, our results provide for the first time insights into the hidden regulatory interaction of miRNA-based synthetic networks, potentially relevant also in endogenous gene regulation. Our observations allow to define rules for complexity- and context-aware design of genetic circuits, in which transgenes co-expression can be modulated by tuning resource availability via number and location of miRNA target sites. Oxford University Press 2023-03-13 /pmc/articles/PMC10123119/ /pubmed/36912077 http://dx.doi.org/10.1093/nar/gkad151 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of Nucleic Acids Research. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Synthetic Biology and Bioengineering
Cella, Federica
Perrino, Giansimone
Tedeschi, Fabiana
Viero, Gabriella
Bosia, Carla
Stan, Guy-Bart
Siciliano, Velia
MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation
title MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation
title_full MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation
title_fullStr MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation
title_full_unstemmed MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation
title_short MIRELLA: a mathematical model explains the effect of microRNA-mediated synthetic genes regulation on intracellular resource allocation
title_sort mirella: a mathematical model explains the effect of microrna-mediated synthetic genes regulation on intracellular resource allocation
topic Synthetic Biology and Bioengineering
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10123119/
https://www.ncbi.nlm.nih.gov/pubmed/36912077
http://dx.doi.org/10.1093/nar/gkad151
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