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MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle

MicroRNAs (miRNA) are key modulators of gene expression and so act as putative fine-tuners of complex phenotypes. Here, we hypothesized that causal variants of complex traits are enriched in miRNAs and miRNA-target networks. First, we conducted a genome-wide association study (GWAS) for seven functi...

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Autores principales: Fang, Lingzhao, Sørensen, Peter, Sahana, Goutam, Panitz, Frank, Su, Guosheng, Zhang, Shengli, Yu, Ying, Li, Bingjie, Ma, Li, Liu, George, Lund, Mogens Sandø, Thomsen, Bo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6008395/
https://www.ncbi.nlm.nih.gov/pubmed/29921979
http://dx.doi.org/10.1038/s41598-018-27729-y
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author Fang, Lingzhao
Sørensen, Peter
Sahana, Goutam
Panitz, Frank
Su, Guosheng
Zhang, Shengli
Yu, Ying
Li, Bingjie
Ma, Li
Liu, George
Lund, Mogens Sandø
Thomsen, Bo
author_facet Fang, Lingzhao
Sørensen, Peter
Sahana, Goutam
Panitz, Frank
Su, Guosheng
Zhang, Shengli
Yu, Ying
Li, Bingjie
Ma, Li
Liu, George
Lund, Mogens Sandø
Thomsen, Bo
author_sort Fang, Lingzhao
collection PubMed
description MicroRNAs (miRNA) are key modulators of gene expression and so act as putative fine-tuners of complex phenotypes. Here, we hypothesized that causal variants of complex traits are enriched in miRNAs and miRNA-target networks. First, we conducted a genome-wide association study (GWAS) for seven functional and milk production traits using imputed sequence variants (13~15 million) and >10,000 animals from three dairy cattle breeds, i.e., Holstein (HOL), Nordic red cattle (RDC) and Jersey (JER). Second, we analyzed for enrichments of association signals in miRNAs and their miRNA-target networks. Our results demonstrated that genomic regions harboring miRNA genes were significantly (P < 0.05) enriched with GWAS signals for milk production traits and mastitis, and that enrichments within miRNA-target gene networks were significantly higher than in random gene-sets for the majority of traits. Furthermore, most between-trait and across-breed correlations of enrichments with miRNA-target networks were significantly greater than with random gene-sets, suggesting pleiotropic effects of miRNAs. Intriguingly, genes that were differentially expressed in response to mammary gland infections were significantly enriched in the miRNA-target networks associated with mastitis. All these findings were consistent across three breeds. Collectively, our observations demonstrate the importance of miRNAs and their targets for the expression of complex traits.
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spelling pubmed-60083952018-06-26 MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle Fang, Lingzhao Sørensen, Peter Sahana, Goutam Panitz, Frank Su, Guosheng Zhang, Shengli Yu, Ying Li, Bingjie Ma, Li Liu, George Lund, Mogens Sandø Thomsen, Bo Sci Rep Article MicroRNAs (miRNA) are key modulators of gene expression and so act as putative fine-tuners of complex phenotypes. Here, we hypothesized that causal variants of complex traits are enriched in miRNAs and miRNA-target networks. First, we conducted a genome-wide association study (GWAS) for seven functional and milk production traits using imputed sequence variants (13~15 million) and >10,000 animals from three dairy cattle breeds, i.e., Holstein (HOL), Nordic red cattle (RDC) and Jersey (JER). Second, we analyzed for enrichments of association signals in miRNAs and their miRNA-target networks. Our results demonstrated that genomic regions harboring miRNA genes were significantly (P < 0.05) enriched with GWAS signals for milk production traits and mastitis, and that enrichments within miRNA-target gene networks were significantly higher than in random gene-sets for the majority of traits. Furthermore, most between-trait and across-breed correlations of enrichments with miRNA-target networks were significantly greater than with random gene-sets, suggesting pleiotropic effects of miRNAs. Intriguingly, genes that were differentially expressed in response to mammary gland infections were significantly enriched in the miRNA-target networks associated with mastitis. All these findings were consistent across three breeds. Collectively, our observations demonstrate the importance of miRNAs and their targets for the expression of complex traits. Nature Publishing Group UK 2018-06-19 /pmc/articles/PMC6008395/ /pubmed/29921979 http://dx.doi.org/10.1038/s41598-018-27729-y 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
Fang, Lingzhao
Sørensen, Peter
Sahana, Goutam
Panitz, Frank
Su, Guosheng
Zhang, Shengli
Yu, Ying
Li, Bingjie
Ma, Li
Liu, George
Lund, Mogens Sandø
Thomsen, Bo
MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle
title MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle
title_full MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle
title_fullStr MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle
title_full_unstemmed MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle
title_short MicroRNA-guided prioritization of genome-wide association signals reveals the importance of microRNA-target gene networks for complex traits in cattle
title_sort microrna-guided prioritization of genome-wide association signals reveals the importance of microrna-target gene networks for complex traits in cattle
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6008395/
https://www.ncbi.nlm.nih.gov/pubmed/29921979
http://dx.doi.org/10.1038/s41598-018-27729-y
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