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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2018
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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. |
format | Online Article Text |
id | pubmed-5802814 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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