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RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets
BACKGROUND: MicroRNAs (miRNAs) are small non-coding RNA molecules mediating the translational repression and degradation of target mRNAs in the cell. Mature miRNAs are used as a template by the RNA-induced silencing complex (RISC) to recognize the complementary mRNAs to be regulated. To discern furt...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6471694/ https://www.ncbi.nlm.nih.gov/pubmed/30999843 http://dx.doi.org/10.1186/s12859-019-2683-y |
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author | Perconti, Giovanni Rubino, Patrizia Contino, Flavia Bivona, Serena Bertolazzi, Giorgio Tumminello, Michele Feo, Salvatore Giallongo, Agata Coronnello, Claudia |
author_facet | Perconti, Giovanni Rubino, Patrizia Contino, Flavia Bivona, Serena Bertolazzi, Giorgio Tumminello, Michele Feo, Salvatore Giallongo, Agata Coronnello, Claudia |
author_sort | Perconti, Giovanni |
collection | PubMed |
description | BACKGROUND: MicroRNAs (miRNAs) are small non-coding RNA molecules mediating the translational repression and degradation of target mRNAs in the cell. Mature miRNAs are used as a template by the RNA-induced silencing complex (RISC) to recognize the complementary mRNAs to be regulated. To discern further RISC functions, we analyzed the activities of two RISC proteins, AGO2 and GW182, in the MCF-7 human breast cancer cell line. METHODS: We performed three RIP-Chip experiments using either anti-AGO2 or anti-GW182 antibodies and compiled a data set made up of the miRNA and mRNA expression profiles of three samples for each experiment. Specifically, we analyzed the input sample, the immunoprecipitated fraction and the unbound sample resulting from the RIP experiment. We used the expression profile of the input sample to compute several variables, using formulae capable of integrating the information on miRNA binding sites, both in the 3’UTR and coding regions, with miRNA and mRNA expression level profiles. We compared immunoprecipitated vs unbound samples to determine the enriched or underrepresented genes in the immunoprecipitated fractions, independently for AGO2 and GW182 related samples. RESULTS: For each of the two proteins, we trained and tested several support vector machine algorithms capable of distinguishing the enriched from the underrepresented genes that were experimentally detected. The most efficient algorithm for distinguishing the enriched genes in AGO2 immunoprecipitated samples was trained by using variables involving the number of binding sites in both the 3’UTR and coding region, integrated with the miRNA expression profile, as expected for miRNA targets. On the other hand, we found that the best variable for distinguishing the enriched genes in the GW182 immunoprecipitated samples was the length of the coding region. CONCLUSIONS: Due to the major role of GW182 in GW/P-bodies, our data suggests that the AGO2-GW182 RISC recruits genes based on miRNA binding sites in the 3’UTR and coding region, but only the longer mRNAs probably remain sequestered in GW/P-bodies, functioning as a repository for translationally silenced RNAs. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-019-2683-y) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-6471694 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-64716942019-04-24 RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets Perconti, Giovanni Rubino, Patrizia Contino, Flavia Bivona, Serena Bertolazzi, Giorgio Tumminello, Michele Feo, Salvatore Giallongo, Agata Coronnello, Claudia BMC Bioinformatics Research BACKGROUND: MicroRNAs (miRNAs) are small non-coding RNA molecules mediating the translational repression and degradation of target mRNAs in the cell. Mature miRNAs are used as a template by the RNA-induced silencing complex (RISC) to recognize the complementary mRNAs to be regulated. To discern further RISC functions, we analyzed the activities of two RISC proteins, AGO2 and GW182, in the MCF-7 human breast cancer cell line. METHODS: We performed three RIP-Chip experiments using either anti-AGO2 or anti-GW182 antibodies and compiled a data set made up of the miRNA and mRNA expression profiles of three samples for each experiment. Specifically, we analyzed the input sample, the immunoprecipitated fraction and the unbound sample resulting from the RIP experiment. We used the expression profile of the input sample to compute several variables, using formulae capable of integrating the information on miRNA binding sites, both in the 3’UTR and coding regions, with miRNA and mRNA expression level profiles. We compared immunoprecipitated vs unbound samples to determine the enriched or underrepresented genes in the immunoprecipitated fractions, independently for AGO2 and GW182 related samples. RESULTS: For each of the two proteins, we trained and tested several support vector machine algorithms capable of distinguishing the enriched from the underrepresented genes that were experimentally detected. The most efficient algorithm for distinguishing the enriched genes in AGO2 immunoprecipitated samples was trained by using variables involving the number of binding sites in both the 3’UTR and coding region, integrated with the miRNA expression profile, as expected for miRNA targets. On the other hand, we found that the best variable for distinguishing the enriched genes in the GW182 immunoprecipitated samples was the length of the coding region. CONCLUSIONS: Due to the major role of GW182 in GW/P-bodies, our data suggests that the AGO2-GW182 RISC recruits genes based on miRNA binding sites in the 3’UTR and coding region, but only the longer mRNAs probably remain sequestered in GW/P-bodies, functioning as a repository for translationally silenced RNAs. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-019-2683-y) contains supplementary material, which is available to authorized users. BioMed Central 2019-04-18 /pmc/articles/PMC6471694/ /pubmed/30999843 http://dx.doi.org/10.1186/s12859-019-2683-y Text en © The Author(s). 2019 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided 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 Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Perconti, Giovanni Rubino, Patrizia Contino, Flavia Bivona, Serena Bertolazzi, Giorgio Tumminello, Michele Feo, Salvatore Giallongo, Agata Coronnello, Claudia RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets |
title | RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets |
title_full | RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets |
title_fullStr | RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets |
title_full_unstemmed | RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets |
title_short | RIP-Chip analysis supports different roles for AGO2 and GW182 proteins in recruiting and processing microRNA targets |
title_sort | rip-chip analysis supports different roles for ago2 and gw182 proteins in recruiting and processing microrna targets |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6471694/ https://www.ncbi.nlm.nih.gov/pubmed/30999843 http://dx.doi.org/10.1186/s12859-019-2683-y |
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