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Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs
BACKGROUND: Short tandem repeats (STRs) were recently found to have significant impacts on gene expression and diseases in humans, but their roles on gene expression and complex traits in pigs remain unexplored. This study investigates the effects of STRs on gene expression in liver tissues based on...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8762894/ https://www.ncbi.nlm.nih.gov/pubmed/35034641 http://dx.doi.org/10.1186/s40104-021-00658-z |
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author | Wu, Zhongzi Gong, Huanfa Zhou, Zhimin Jiang, Tao Lin, Ziqi Li, Jing Xiao, Shijun Yang, Bin Huang, Lusheng |
author_facet | Wu, Zhongzi Gong, Huanfa Zhou, Zhimin Jiang, Tao Lin, Ziqi Li, Jing Xiao, Shijun Yang, Bin Huang, Lusheng |
author_sort | Wu, Zhongzi |
collection | PubMed |
description | BACKGROUND: Short tandem repeats (STRs) were recently found to have significant impacts on gene expression and diseases in humans, but their roles on gene expression and complex traits in pigs remain unexplored. This study investigates the effects of STRs on gene expression in liver tissues based on the whole-genome sequences and RNA-Seq data of a discovery cohort of 260 F6 individuals and a validation population of 296 F7 individuals from a heterogeneous population generated from crosses among eight pig breeds. RESULTS: We identified 5203 and 5868 significantly expression STRs (eSTRs, FDR < 1%) in the F6 and F7 populations, respectively, most of which could be reciprocally validated (π1 = 0.92). The eSTRs explained 27.5% of the cis-heritability of gene expression traits on average. We further identified 235 and 298 fine-mapped STRs through the Bayesian fine-mapping approach in the F6 and F7 pigs, respectively, which were significantly enriched in intron, ATAC peak, compartment A and H3K4me3 regions. We identified 20 fine-mapped STRs located in 100 kb windows upstream and downstream of published complex trait-associated SNPs, which colocalized with epigenetic markers such as H3K27ac and ATAC peaks. These included eSTR of the CLPB, PGLS, PSMD6 and DHDH genes, which are linked with genome-wide association study (GWAS) SNPs for blood-related traits, leg conformation, growth-related traits, and meat quality traits, respectively. CONCLUSIONS: This study provides insights into the effects of STRs on gene expression traits. The identified eSTRs are valuable resources for prioritizing causal STRs for complex traits in pigs. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40104-021-00658-z. |
format | Online Article Text |
id | pubmed-8762894 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-87628942022-01-18 Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs Wu, Zhongzi Gong, Huanfa Zhou, Zhimin Jiang, Tao Lin, Ziqi Li, Jing Xiao, Shijun Yang, Bin Huang, Lusheng J Anim Sci Biotechnol Research BACKGROUND: Short tandem repeats (STRs) were recently found to have significant impacts on gene expression and diseases in humans, but their roles on gene expression and complex traits in pigs remain unexplored. This study investigates the effects of STRs on gene expression in liver tissues based on the whole-genome sequences and RNA-Seq data of a discovery cohort of 260 F6 individuals and a validation population of 296 F7 individuals from a heterogeneous population generated from crosses among eight pig breeds. RESULTS: We identified 5203 and 5868 significantly expression STRs (eSTRs, FDR < 1%) in the F6 and F7 populations, respectively, most of which could be reciprocally validated (π1 = 0.92). The eSTRs explained 27.5% of the cis-heritability of gene expression traits on average. We further identified 235 and 298 fine-mapped STRs through the Bayesian fine-mapping approach in the F6 and F7 pigs, respectively, which were significantly enriched in intron, ATAC peak, compartment A and H3K4me3 regions. We identified 20 fine-mapped STRs located in 100 kb windows upstream and downstream of published complex trait-associated SNPs, which colocalized with epigenetic markers such as H3K27ac and ATAC peaks. These included eSTR of the CLPB, PGLS, PSMD6 and DHDH genes, which are linked with genome-wide association study (GWAS) SNPs for blood-related traits, leg conformation, growth-related traits, and meat quality traits, respectively. CONCLUSIONS: This study provides insights into the effects of STRs on gene expression traits. The identified eSTRs are valuable resources for prioritizing causal STRs for complex traits in pigs. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s40104-021-00658-z. BioMed Central 2022-01-17 /pmc/articles/PMC8762894/ /pubmed/35034641 http://dx.doi.org/10.1186/s40104-021-00658-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 Wu, Zhongzi Gong, Huanfa Zhou, Zhimin Jiang, Tao Lin, Ziqi Li, Jing Xiao, Shijun Yang, Bin Huang, Lusheng Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
title | Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
title_full | Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
title_fullStr | Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
title_full_unstemmed | Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
title_short | Mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
title_sort | mapping short tandem repeats for liver gene expression traits helps prioritize potential causal variants for complex traits in pigs |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8762894/ https://www.ncbi.nlm.nih.gov/pubmed/35034641 http://dx.doi.org/10.1186/s40104-021-00658-z |
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