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Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins
BACKGROUND: Milk production is an economically important sector of global agriculture. Much attention has been paid to the identification of quantitative trait loci (QTL) associated with milk, fat, and protein yield and the genetic and molecular mechanisms underlying them. Copy number variation (CNV...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4152564/ https://www.ncbi.nlm.nih.gov/pubmed/25128478 http://dx.doi.org/10.1186/1471-2164-15-683 |
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author | Xu, Lingyang Cole, John B Bickhart, Derek M Hou, Yali Song, Jiuzhou VanRaden, Paul M Sonstegard, Tad S Van Tassell, Curtis P Liu, George E |
author_facet | Xu, Lingyang Cole, John B Bickhart, Derek M Hou, Yali Song, Jiuzhou VanRaden, Paul M Sonstegard, Tad S Van Tassell, Curtis P Liu, George E |
author_sort | Xu, Lingyang |
collection | PubMed |
description | BACKGROUND: Milk production is an economically important sector of global agriculture. Much attention has been paid to the identification of quantitative trait loci (QTL) associated with milk, fat, and protein yield and the genetic and molecular mechanisms underlying them. Copy number variation (CNV) is an emerging class of variants which may be associated with complex traits. RESULTS: In this study, we performed a genome-wide association between CNVs and milk production traits in 26,362 Holstein bulls and cows. A total of 99 candidate CNVs were identified using Illumina BovineSNP50 array data, and association tests for each production trait were performed using a linear regression analysis with PCA correlation. A total of 34 CNVs on 22 chromosomes were significantly associated with at least one milk production trait after false discovery rate (FDR) correction. Some of those CNVs were located within or near known QTL for milk production traits. We further investigated the relationship between associated CNVs with neighboring SNPs. For all 82 combinations of traits and CNVs (less than 400 kb in length), we found 17 cases where CNVs directly overlapped with tag SNPs and 40 cases where CNVs were adjacent to tag SNPs. In 5 cases, CNVs located were in strong linkage disequilibrium with tag SNPs, either within or adjacent to the same haplotype block. There were an additional 20 cases where CNVs did not have a significant association with SNPs, suggesting that the effects of those CNVs were probably not captured by tag SNPs. CONCLUSION: We conclude that combining CNV with SNP analyses reveals more genetic variations underlying milk production traits than those revealed by SNPs alone. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2164-15-683) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-4152564 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-41525642014-09-09 Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins Xu, Lingyang Cole, John B Bickhart, Derek M Hou, Yali Song, Jiuzhou VanRaden, Paul M Sonstegard, Tad S Van Tassell, Curtis P Liu, George E BMC Genomics Research Article BACKGROUND: Milk production is an economically important sector of global agriculture. Much attention has been paid to the identification of quantitative trait loci (QTL) associated with milk, fat, and protein yield and the genetic and molecular mechanisms underlying them. Copy number variation (CNV) is an emerging class of variants which may be associated with complex traits. RESULTS: In this study, we performed a genome-wide association between CNVs and milk production traits in 26,362 Holstein bulls and cows. A total of 99 candidate CNVs were identified using Illumina BovineSNP50 array data, and association tests for each production trait were performed using a linear regression analysis with PCA correlation. A total of 34 CNVs on 22 chromosomes were significantly associated with at least one milk production trait after false discovery rate (FDR) correction. Some of those CNVs were located within or near known QTL for milk production traits. We further investigated the relationship between associated CNVs with neighboring SNPs. For all 82 combinations of traits and CNVs (less than 400 kb in length), we found 17 cases where CNVs directly overlapped with tag SNPs and 40 cases where CNVs were adjacent to tag SNPs. In 5 cases, CNVs located were in strong linkage disequilibrium with tag SNPs, either within or adjacent to the same haplotype block. There were an additional 20 cases where CNVs did not have a significant association with SNPs, suggesting that the effects of those CNVs were probably not captured by tag SNPs. CONCLUSION: We conclude that combining CNV with SNP analyses reveals more genetic variations underlying milk production traits than those revealed by SNPs alone. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/1471-2164-15-683) contains supplementary material, which is available to authorized users. BioMed Central 2014-08-15 /pmc/articles/PMC4152564/ /pubmed/25128478 http://dx.doi.org/10.1186/1471-2164-15-683 Text en © Xu et al.; licensee BioMed Central Ltd. 2014 This article is published under license to BioMed Central Ltd. This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. 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 Xu, Lingyang Cole, John B Bickhart, Derek M Hou, Yali Song, Jiuzhou VanRaden, Paul M Sonstegard, Tad S Van Tassell, Curtis P Liu, George E Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins |
title | Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins |
title_full | Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins |
title_fullStr | Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins |
title_full_unstemmed | Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins |
title_short | Genome wide CNV analysis reveals additional variants associated with milk production traits in Holsteins |
title_sort | genome wide cnv analysis reveals additional variants associated with milk production traits in holsteins |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4152564/ https://www.ncbi.nlm.nih.gov/pubmed/25128478 http://dx.doi.org/10.1186/1471-2164-15-683 |
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