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Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle
BACKGROUND: Dual-purpose cattle are more adaptive to environmental challenges than single-purpose dairy or beef cattle. Balance among milk, reproductive, and mastitis resistance traits in breeding programs is therefore more critical for dual-purpose cattle to increase net income and maintain well-be...
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/PMC6842163/ https://www.ncbi.nlm.nih.gov/pubmed/31703627 http://dx.doi.org/10.1186/s12864-019-6224-x |
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author | Zhou, Jinghang Liu, Liyuan Chen, Chunpeng James Zhang, Menghua Lu, Xin Zhang, Zhiwu Huang, Xixia Shi, Yuangang |
author_facet | Zhou, Jinghang Liu, Liyuan Chen, Chunpeng James Zhang, Menghua Lu, Xin Zhang, Zhiwu Huang, Xixia Shi, Yuangang |
author_sort | Zhou, Jinghang |
collection | PubMed |
description | BACKGROUND: Dual-purpose cattle are more adaptive to environmental challenges than single-purpose dairy or beef cattle. Balance among milk, reproductive, and mastitis resistance traits in breeding programs is therefore more critical for dual-purpose cattle to increase net income and maintain well-being. With dual-purpose Xinjiang Brown cattle adapted to the Xinjiang Region in northwestern China, we conducted genome-wide association studies (GWAS) to dissect the genetic architecture related to milk, reproductive, and mastitis resistance traits. Phenotypic data were collected for 2410 individuals measured during 1995–2017. By adding another 445 ancestors, a total of 2855 related individuals were used to derive estimated breeding values for all individuals, including the 2410 individuals with phenotypes. Among phenotyped individuals, we genotyped 403 cows with the Illumina 150 K Bovine BeadChip. RESULTS: GWAS were conducted with the FarmCPU (Fixed and random model circulating probability unification) method. We identified 12 markers significantly associated with six of the 10 traits under the threshold of 5% after a Bonferroni multiple test correction. Seven of these SNPs were in QTL regions previously identified to be associated with related traits. One identified SNP, BovineHD1600006691, was significantly associated with both age at first service and age at first calving. This SNP directly overlapped a QTL previously reported to be associated with calving ease. Within 160 Kb upstream and downstream of each significant SNP identified, we speculated candidate genes based on functionality. Four of the SNPs were located within four candidate genes, including CDH2, which is linked to milk fat percentage, and GABRG2, which is associated with milk protein yield. CONCLUSIONS: These findings are beneficial not only for breeding through marker-assisted selection, but also for genome editing underlying the related traits to enhance the overall performance of dual-purpose cattle. |
format | Online Article Text |
id | pubmed-6842163 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-68421632019-11-14 Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle Zhou, Jinghang Liu, Liyuan Chen, Chunpeng James Zhang, Menghua Lu, Xin Zhang, Zhiwu Huang, Xixia Shi, Yuangang BMC Genomics Research Article BACKGROUND: Dual-purpose cattle are more adaptive to environmental challenges than single-purpose dairy or beef cattle. Balance among milk, reproductive, and mastitis resistance traits in breeding programs is therefore more critical for dual-purpose cattle to increase net income and maintain well-being. With dual-purpose Xinjiang Brown cattle adapted to the Xinjiang Region in northwestern China, we conducted genome-wide association studies (GWAS) to dissect the genetic architecture related to milk, reproductive, and mastitis resistance traits. Phenotypic data were collected for 2410 individuals measured during 1995–2017. By adding another 445 ancestors, a total of 2855 related individuals were used to derive estimated breeding values for all individuals, including the 2410 individuals with phenotypes. Among phenotyped individuals, we genotyped 403 cows with the Illumina 150 K Bovine BeadChip. RESULTS: GWAS were conducted with the FarmCPU (Fixed and random model circulating probability unification) method. We identified 12 markers significantly associated with six of the 10 traits under the threshold of 5% after a Bonferroni multiple test correction. Seven of these SNPs were in QTL regions previously identified to be associated with related traits. One identified SNP, BovineHD1600006691, was significantly associated with both age at first service and age at first calving. This SNP directly overlapped a QTL previously reported to be associated with calving ease. Within 160 Kb upstream and downstream of each significant SNP identified, we speculated candidate genes based on functionality. Four of the SNPs were located within four candidate genes, including CDH2, which is linked to milk fat percentage, and GABRG2, which is associated with milk protein yield. CONCLUSIONS: These findings are beneficial not only for breeding through marker-assisted selection, but also for genome editing underlying the related traits to enhance the overall performance of dual-purpose cattle. BioMed Central 2019-11-08 /pmc/articles/PMC6842163/ /pubmed/31703627 http://dx.doi.org/10.1186/s12864-019-6224-x 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 Article Zhou, Jinghang Liu, Liyuan Chen, Chunpeng James Zhang, Menghua Lu, Xin Zhang, Zhiwu Huang, Xixia Shi, Yuangang Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle |
title | Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle |
title_full | Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle |
title_fullStr | Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle |
title_full_unstemmed | Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle |
title_short | Genome-wide association study of milk and reproductive traits in dual-purpose Xinjiang Brown cattle |
title_sort | genome-wide association study of milk and reproductive traits in dual-purpose xinjiang brown cattle |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6842163/ https://www.ncbi.nlm.nih.gov/pubmed/31703627 http://dx.doi.org/10.1186/s12864-019-6224-x |
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