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Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits

BACKGROUND: Variants that regulate transcription, such as expression quantitative trait loci (eQTL), have shown enrichment in genome-wide association studies (GWAS) for mammalian complex traits. However, no study has reported eQTL in sheep, although it is an important agricultural species for which...

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Autores principales: Yuan, Zehu, Sunduimijid, Bolormaa, Xiang, Ruidong, Behrendt, Ralph, Knight, Matthew I., Mason, Brett A., Reich, Coralie M., Prowse-Wilkins, Claire, Vander Jagt, Christy J., Chamberlain, Amanda J., MacLeod, Iona M., Li, Fadi, Yue, Xiangpeng, Daetwyler, Hans D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7812657/
https://www.ncbi.nlm.nih.gov/pubmed/33461502
http://dx.doi.org/10.1186/s12711-021-00602-9
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author Yuan, Zehu
Sunduimijid, Bolormaa
Xiang, Ruidong
Behrendt, Ralph
Knight, Matthew I.
Mason, Brett A.
Reich, Coralie M.
Prowse-Wilkins, Claire
Vander Jagt, Christy J.
Chamberlain, Amanda J.
MacLeod, Iona M.
Li, Fadi
Yue, Xiangpeng
Daetwyler, Hans D.
author_facet Yuan, Zehu
Sunduimijid, Bolormaa
Xiang, Ruidong
Behrendt, Ralph
Knight, Matthew I.
Mason, Brett A.
Reich, Coralie M.
Prowse-Wilkins, Claire
Vander Jagt, Christy J.
Chamberlain, Amanda J.
MacLeod, Iona M.
Li, Fadi
Yue, Xiangpeng
Daetwyler, Hans D.
author_sort Yuan, Zehu
collection PubMed
description BACKGROUND: Variants that regulate transcription, such as expression quantitative trait loci (eQTL), have shown enrichment in genome-wide association studies (GWAS) for mammalian complex traits. However, no study has reported eQTL in sheep, although it is an important agricultural species for which many GWAS of complex meat traits have been conducted. Using RNA sequence data produced from liver and muscle from 149 sheep and imputed whole-genome single nucleotide polymorphisms (SNPs), our aim was to dissect the genetic architecture of the transcriptome by associating sheep genotypes with three major molecular phenotypes including gene expression (geQTL), exon expression (eeQTL) and RNA splicing (sQTL). We also examined these three types of eQTL for their enrichment in GWAS of multi-meat traits and fatty acid profiles. RESULTS: Whereas a relatively small number of molecular phenotypes were significantly heritable (h(2) > 0, P < 0.05), their mean heritability ranged from 0.67 to 0.73 for liver and from 0.71 to 0.77 for muscle. Association analysis between molecular phenotypes and SNPs within ± 1 Mb identified many significant cis-eQTL (false discovery rate, FDR < 0.01). The median distance between the eQTL and transcription start sites (TSS) ranged from 68 to 153 kb across the three eQTL types. The number of common variants between geQTL, eeQTL and sQTL within each tissue, and the number of common variants between liver and muscle within each eQTL type were all significantly (P < 0.05) larger than expected by chance. The identified eQTL were significantly (P < 0.05) enriched in GWAS hits associated with 56 carcass traits and fatty acid profiles. For example, several geQTL in muscle mapped to the FAM184B gene, hundreds of sQTL in liver and muscle mapped to the CAST gene, and hundreds of sQTL in liver mapped to the C6 gene. These three genes are associated with body composition or fatty acid profiles. CONCLUSIONS: We detected a large number of significant eQTL and found that the overlap of variants between eQTL types and tissues was prevalent. Many eQTL were also QTL for meat traits. Our study fills a gap in the knowledge on the regulatory variants and their role in complex traits for the sheep model.
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spelling pubmed-78126572021-01-19 Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits Yuan, Zehu Sunduimijid, Bolormaa Xiang, Ruidong Behrendt, Ralph Knight, Matthew I. Mason, Brett A. Reich, Coralie M. Prowse-Wilkins, Claire Vander Jagt, Christy J. Chamberlain, Amanda J. MacLeod, Iona M. Li, Fadi Yue, Xiangpeng Daetwyler, Hans D. Genet Sel Evol Research Article BACKGROUND: Variants that regulate transcription, such as expression quantitative trait loci (eQTL), have shown enrichment in genome-wide association studies (GWAS) for mammalian complex traits. However, no study has reported eQTL in sheep, although it is an important agricultural species for which many GWAS of complex meat traits have been conducted. Using RNA sequence data produced from liver and muscle from 149 sheep and imputed whole-genome single nucleotide polymorphisms (SNPs), our aim was to dissect the genetic architecture of the transcriptome by associating sheep genotypes with three major molecular phenotypes including gene expression (geQTL), exon expression (eeQTL) and RNA splicing (sQTL). We also examined these three types of eQTL for their enrichment in GWAS of multi-meat traits and fatty acid profiles. RESULTS: Whereas a relatively small number of molecular phenotypes were significantly heritable (h(2) > 0, P < 0.05), their mean heritability ranged from 0.67 to 0.73 for liver and from 0.71 to 0.77 for muscle. Association analysis between molecular phenotypes and SNPs within ± 1 Mb identified many significant cis-eQTL (false discovery rate, FDR < 0.01). The median distance between the eQTL and transcription start sites (TSS) ranged from 68 to 153 kb across the three eQTL types. The number of common variants between geQTL, eeQTL and sQTL within each tissue, and the number of common variants between liver and muscle within each eQTL type were all significantly (P < 0.05) larger than expected by chance. The identified eQTL were significantly (P < 0.05) enriched in GWAS hits associated with 56 carcass traits and fatty acid profiles. For example, several geQTL in muscle mapped to the FAM184B gene, hundreds of sQTL in liver and muscle mapped to the CAST gene, and hundreds of sQTL in liver mapped to the C6 gene. These three genes are associated with body composition or fatty acid profiles. CONCLUSIONS: We detected a large number of significant eQTL and found that the overlap of variants between eQTL types and tissues was prevalent. Many eQTL were also QTL for meat traits. Our study fills a gap in the knowledge on the regulatory variants and their role in complex traits for the sheep model. BioMed Central 2021-01-18 /pmc/articles/PMC7812657/ /pubmed/33461502 http://dx.doi.org/10.1186/s12711-021-00602-9 Text en © The Author(s) 2021 Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/. 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 in a credit line to the data.
spellingShingle Research Article
Yuan, Zehu
Sunduimijid, Bolormaa
Xiang, Ruidong
Behrendt, Ralph
Knight, Matthew I.
Mason, Brett A.
Reich, Coralie M.
Prowse-Wilkins, Claire
Vander Jagt, Christy J.
Chamberlain, Amanda J.
MacLeod, Iona M.
Li, Fadi
Yue, Xiangpeng
Daetwyler, Hans D.
Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
title Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
title_full Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
title_fullStr Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
title_full_unstemmed Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
title_short Expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
title_sort expression quantitative trait loci in sheep liver and muscle contribute to variations in meat traits
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7812657/
https://www.ncbi.nlm.nih.gov/pubmed/33461502
http://dx.doi.org/10.1186/s12711-021-00602-9
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