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A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population
BACKGROUND: Carcass traits are important in pig breeding programs for improving pork production. Understanding the genetic variants underlies complex phenotypes can help explain trait variation in pigs. In this study, we integrated a weighted single-step genome-wide association study (wssGWAS) and c...
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/PMC9375371/ https://www.ncbi.nlm.nih.gov/pubmed/35964005 http://dx.doi.org/10.1186/s12864-022-08804-1 |
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author | Ding, Rongrong Zhuang, Zhanwei Qiu, Yibin Wang, Xingwang Wu, Jie Zhou, Shenping Ruan, Donglin Xu, Cineng Hong, Linjun Gu, Ting Zheng, Enqin Cai, Gengyuan Huang, Wen Wu, Zhenfang Yang, Jie |
author_facet | Ding, Rongrong Zhuang, Zhanwei Qiu, Yibin Wang, Xingwang Wu, Jie Zhou, Shenping Ruan, Donglin Xu, Cineng Hong, Linjun Gu, Ting Zheng, Enqin Cai, Gengyuan Huang, Wen Wu, Zhenfang Yang, Jie |
author_sort | Ding, Rongrong |
collection | PubMed |
description | BACKGROUND: Carcass traits are important in pig breeding programs for improving pork production. Understanding the genetic variants underlies complex phenotypes can help explain trait variation in pigs. In this study, we integrated a weighted single-step genome-wide association study (wssGWAS) and copy number variation (CNV) analyses to map genetic variations and genes associated with loin muscle area (LMA), loin muscle depth (LMD) and lean meat percentage (LMP) in Duroc pigs. RESULTS: Firstly, we performed a genome-wide analysis for CNV detection using GeneSeek Porcine SNP50 Bead chip data of 3770 pigs. A total of 11,100 CNVs were detected, which were aggregated by overlapping 695 CNV regions (CNVRs). Next, we investigated CNVs of pigs from the same population by whole-genome resequencing. A genome-wide analysis of 21 pigs revealed 23,856 CNVRs that were further divided into three categories (851 gain, 22,279 loss, and 726 mixed), which covered 190.8 Mb (~ 8.42%) of the pig autosomal genome. Further, the identified CNVRs were used to determine an overall validation rate of 68.5% for the CNV detection accuracy of chip data. CNVR association analyses identified one CNVR associated with LMA, one with LMD and eight with LMP after applying stringent Bonferroni correction. The wssGWAS identified eight, six and five regions explaining more than 1% of the additive genetic variance for LMA, LMD and LMP, respectively. The CNVR analyses and wssGWAS identified five common regions, of which three regions were associated with LMA and two with LMP. Four genes (DOK7, ARAP1, ELMO2 and SLC13A3) were highlighted as promising candidates according to their function. CONCLUSIONS: We determined an overall validation rate for the CNV detection accuracy of low-density chip data and constructed a genomic CNV map for Duroc pigs using resequencing, thereby proving a value genetic variation resource for pig genome research. Furthermore, our study utilized a composite genetic strategy for complex traits in pigs, which will contribute to the study for elucidating the genetic architecture that may be influenced and regulated by multiple forms of variations. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08804-1. |
format | Online Article Text |
id | pubmed-9375371 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-93753712022-08-14 A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population Ding, Rongrong Zhuang, Zhanwei Qiu, Yibin Wang, Xingwang Wu, Jie Zhou, Shenping Ruan, Donglin Xu, Cineng Hong, Linjun Gu, Ting Zheng, Enqin Cai, Gengyuan Huang, Wen Wu, Zhenfang Yang, Jie BMC Genomics Research BACKGROUND: Carcass traits are important in pig breeding programs for improving pork production. Understanding the genetic variants underlies complex phenotypes can help explain trait variation in pigs. In this study, we integrated a weighted single-step genome-wide association study (wssGWAS) and copy number variation (CNV) analyses to map genetic variations and genes associated with loin muscle area (LMA), loin muscle depth (LMD) and lean meat percentage (LMP) in Duroc pigs. RESULTS: Firstly, we performed a genome-wide analysis for CNV detection using GeneSeek Porcine SNP50 Bead chip data of 3770 pigs. A total of 11,100 CNVs were detected, which were aggregated by overlapping 695 CNV regions (CNVRs). Next, we investigated CNVs of pigs from the same population by whole-genome resequencing. A genome-wide analysis of 21 pigs revealed 23,856 CNVRs that were further divided into three categories (851 gain, 22,279 loss, and 726 mixed), which covered 190.8 Mb (~ 8.42%) of the pig autosomal genome. Further, the identified CNVRs were used to determine an overall validation rate of 68.5% for the CNV detection accuracy of chip data. CNVR association analyses identified one CNVR associated with LMA, one with LMD and eight with LMP after applying stringent Bonferroni correction. The wssGWAS identified eight, six and five regions explaining more than 1% of the additive genetic variance for LMA, LMD and LMP, respectively. The CNVR analyses and wssGWAS identified five common regions, of which three regions were associated with LMA and two with LMP. Four genes (DOK7, ARAP1, ELMO2 and SLC13A3) were highlighted as promising candidates according to their function. CONCLUSIONS: We determined an overall validation rate for the CNV detection accuracy of low-density chip data and constructed a genomic CNV map for Duroc pigs using resequencing, thereby proving a value genetic variation resource for pig genome research. Furthermore, our study utilized a composite genetic strategy for complex traits in pigs, which will contribute to the study for elucidating the genetic architecture that may be influenced and regulated by multiple forms of variations. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08804-1. BioMed Central 2022-08-13 /pmc/articles/PMC9375371/ /pubmed/35964005 http://dx.doi.org/10.1186/s12864-022-08804-1 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 Ding, Rongrong Zhuang, Zhanwei Qiu, Yibin Wang, Xingwang Wu, Jie Zhou, Shenping Ruan, Donglin Xu, Cineng Hong, Linjun Gu, Ting Zheng, Enqin Cai, Gengyuan Huang, Wen Wu, Zhenfang Yang, Jie A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population |
title | A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population |
title_full | A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population |
title_fullStr | A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population |
title_full_unstemmed | A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population |
title_short | A composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a Duroc pig population |
title_sort | composite strategy of genome-wide association study and copy number variation analysis for carcass traits in a duroc pig population |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9375371/ https://www.ncbi.nlm.nih.gov/pubmed/35964005 http://dx.doi.org/10.1186/s12864-022-08804-1 |
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