Cargando…

Characterization and mitigation of gene expression burden in mammalian cells

Despite recent advances in circuit engineering, the design of genetic networks in mammalian cells is still painstakingly slow and fraught with inexplicable failures. Here, we demonstrate that transiently expressed genes in mammalian cells compete for limited transcriptional and translational resourc...

Descripción completa

Detalles Bibliográficos
Autores principales: Frei, Timothy, Cella, Federica, Tedeschi, Fabiana, Gutiérrez, Joaquín, Stan, Guy-Bart, Khammash, Mustafa, Siciliano, Velia
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7492461/
https://www.ncbi.nlm.nih.gov/pubmed/32934213
http://dx.doi.org/10.1038/s41467-020-18392-x
_version_ 1783582373528469504
author Frei, Timothy
Cella, Federica
Tedeschi, Fabiana
Gutiérrez, Joaquín
Stan, Guy-Bart
Khammash, Mustafa
Siciliano, Velia
author_facet Frei, Timothy
Cella, Federica
Tedeschi, Fabiana
Gutiérrez, Joaquín
Stan, Guy-Bart
Khammash, Mustafa
Siciliano, Velia
author_sort Frei, Timothy
collection PubMed
description Despite recent advances in circuit engineering, the design of genetic networks in mammalian cells is still painstakingly slow and fraught with inexplicable failures. Here, we demonstrate that transiently expressed genes in mammalian cells compete for limited transcriptional and translational resources. This competition results in the coupling of otherwise independent exogenous and endogenous genes, creating a divergence between intended and actual function. Guided by a resource-aware mathematical model, we identify and engineer natural and synthetic miRNA-based incoherent feedforward loop (iFFL) circuits that mitigate gene expression burden. The implementation of these circuits features the use of endogenous miRNAs as elementary components of the engineered iFFL device, a versatile hybrid design that allows burden mitigation to be achieved across different cell-lines with minimal resource requirements. This study establishes the foundations for context-aware prediction and improvement of in vivo synthetic circuit performance, paving the way towards more rational synthetic construct design in mammalian cells.
format Online
Article
Text
id pubmed-7492461
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-74924612020-10-01 Characterization and mitigation of gene expression burden in mammalian cells Frei, Timothy Cella, Federica Tedeschi, Fabiana Gutiérrez, Joaquín Stan, Guy-Bart Khammash, Mustafa Siciliano, Velia Nat Commun Article Despite recent advances in circuit engineering, the design of genetic networks in mammalian cells is still painstakingly slow and fraught with inexplicable failures. Here, we demonstrate that transiently expressed genes in mammalian cells compete for limited transcriptional and translational resources. This competition results in the coupling of otherwise independent exogenous and endogenous genes, creating a divergence between intended and actual function. Guided by a resource-aware mathematical model, we identify and engineer natural and synthetic miRNA-based incoherent feedforward loop (iFFL) circuits that mitigate gene expression burden. The implementation of these circuits features the use of endogenous miRNAs as elementary components of the engineered iFFL device, a versatile hybrid design that allows burden mitigation to be achieved across different cell-lines with minimal resource requirements. This study establishes the foundations for context-aware prediction and improvement of in vivo synthetic circuit performance, paving the way towards more rational synthetic construct design in mammalian cells. Nature Publishing Group UK 2020-09-15 /pmc/articles/PMC7492461/ /pubmed/32934213 http://dx.doi.org/10.1038/s41467-020-18392-x Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Frei, Timothy
Cella, Federica
Tedeschi, Fabiana
Gutiérrez, Joaquín
Stan, Guy-Bart
Khammash, Mustafa
Siciliano, Velia
Characterization and mitigation of gene expression burden in mammalian cells
title Characterization and mitigation of gene expression burden in mammalian cells
title_full Characterization and mitigation of gene expression burden in mammalian cells
title_fullStr Characterization and mitigation of gene expression burden in mammalian cells
title_full_unstemmed Characterization and mitigation of gene expression burden in mammalian cells
title_short Characterization and mitigation of gene expression burden in mammalian cells
title_sort characterization and mitigation of gene expression burden in mammalian cells
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7492461/
https://www.ncbi.nlm.nih.gov/pubmed/32934213
http://dx.doi.org/10.1038/s41467-020-18392-x
work_keys_str_mv AT freitimothy characterizationandmitigationofgeneexpressionburdeninmammaliancells
AT cellafederica characterizationandmitigationofgeneexpressionburdeninmammaliancells
AT tedeschifabiana characterizationandmitigationofgeneexpressionburdeninmammaliancells
AT gutierrezjoaquin characterizationandmitigationofgeneexpressionburdeninmammaliancells
AT stanguybart characterizationandmitigationofgeneexpressionburdeninmammaliancells
AT khammashmustafa characterizationandmitigationofgeneexpressionburdeninmammaliancells
AT sicilianovelia characterizationandmitigationofgeneexpressionburdeninmammaliancells