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Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay

Despite extensive research, the sequence features affecting microRNA-mediated regulation are not well understood, limiting our ability to predict gene expression levels in both native and synthetic sequences. Here we employed a massively parallel reporter assay to investigate the effect of over 14,0...

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Autores principales: Vainberg Slutskin, Ilya, Weingarten-Gabbay, Shira, Nir, Ronit, Weinberger, Adina, Segal, Eran
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5802814/
https://www.ncbi.nlm.nih.gov/pubmed/29410437
http://dx.doi.org/10.1038/s41467-018-02980-z
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author Vainberg Slutskin, Ilya
Weingarten-Gabbay, Shira
Nir, Ronit
Weinberger, Adina
Segal, Eran
author_facet Vainberg Slutskin, Ilya
Weingarten-Gabbay, Shira
Nir, Ronit
Weinberger, Adina
Segal, Eran
author_sort Vainberg Slutskin, Ilya
collection PubMed
description Despite extensive research, the sequence features affecting microRNA-mediated regulation are not well understood, limiting our ability to predict gene expression levels in both native and synthetic sequences. Here we employed a massively parallel reporter assay to investigate the effect of over 14,000 rationally designed 3′ UTR sequences on reporter construct repression. We found that multiple factors, including microRNA identity, hybridization energy, target accessibility, and target multiplicity, can be manipulated to achieve a predictable, up to 57-fold, change in protein repression. Moreover, we predict protein repression and RNA levels with high accuracy (R = 0.84 and R = 0.80, respectively) using only 3′ UTR sequence, as well as the effect of mutation in native 3′ UTRs on protein repression (R = 0.63). Taken together, our results elucidate the effect of different sequence features on miRNA-mediated regulation and demonstrate the predictability of their effect on gene expression with applications in regulatory genomics and synthetic biology.
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spelling pubmed-58028142018-02-09 Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay Vainberg Slutskin, Ilya Weingarten-Gabbay, Shira Nir, Ronit Weinberger, Adina Segal, Eran Nat Commun Article Despite extensive research, the sequence features affecting microRNA-mediated regulation are not well understood, limiting our ability to predict gene expression levels in both native and synthetic sequences. Here we employed a massively parallel reporter assay to investigate the effect of over 14,000 rationally designed 3′ UTR sequences on reporter construct repression. We found that multiple factors, including microRNA identity, hybridization energy, target accessibility, and target multiplicity, can be manipulated to achieve a predictable, up to 57-fold, change in protein repression. Moreover, we predict protein repression and RNA levels with high accuracy (R = 0.84 and R = 0.80, respectively) using only 3′ UTR sequence, as well as the effect of mutation in native 3′ UTRs on protein repression (R = 0.63). Taken together, our results elucidate the effect of different sequence features on miRNA-mediated regulation and demonstrate the predictability of their effect on gene expression with applications in regulatory genomics and synthetic biology. Nature Publishing Group UK 2018-02-06 /pmc/articles/PMC5802814/ /pubmed/29410437 http://dx.doi.org/10.1038/s41467-018-02980-z Text en © The Author(s) 2018 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
Vainberg Slutskin, Ilya
Weingarten-Gabbay, Shira
Nir, Ronit
Weinberger, Adina
Segal, Eran
Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay
title Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay
title_full Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay
title_fullStr Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay
title_full_unstemmed Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay
title_short Unraveling the determinants of microRNA mediated regulation using a massively parallel reporter assay
title_sort unraveling the determinants of microrna mediated regulation using a massively parallel reporter assay
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5802814/
https://www.ncbi.nlm.nih.gov/pubmed/29410437
http://dx.doi.org/10.1038/s41467-018-02980-z
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