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Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences
BACKGROUND: The detection of quantitative trait loci has accelerated with recent developments in genomics. The introduction of genomic selection in combination with sequencing efforts has made a large amount of genotypic data available. Functional traits such as fertility and calving traits have bee...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5702100/ https://www.ncbi.nlm.nih.gov/pubmed/29178833 http://dx.doi.org/10.1186/s12864-017-4308-z |
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author | Frischknecht, Mirjam Bapst, Beat Seefried, Franz R. Signer-Hasler, Heidi Garrick, Dorian Stricker, Christian Fries, Ruedi Russ, Ingolf Sölkner, Johann Bieber, Anna Strillacci, Maria G. Gredler-Grandl, Birgit Flury, Christine |
author_facet | Frischknecht, Mirjam Bapst, Beat Seefried, Franz R. Signer-Hasler, Heidi Garrick, Dorian Stricker, Christian Fries, Ruedi Russ, Ingolf Sölkner, Johann Bieber, Anna Strillacci, Maria G. Gredler-Grandl, Birgit Flury, Christine |
author_sort | Frischknecht, Mirjam |
collection | PubMed |
description | BACKGROUND: The detection of quantitative trait loci has accelerated with recent developments in genomics. The introduction of genomic selection in combination with sequencing efforts has made a large amount of genotypic data available. Functional traits such as fertility and calving traits have been included in routine genomic estimation of breeding values making large quantities of phenotypic data available for these traits. This data was used to investigate the genetics underlying fertility and calving traits and to identify potentially causative genomic regions and variants. We performed genome-wide association studies for 13 functional traits related to female fertility as well as for direct and maternal calving ease based on imputed whole-genome sequences. Deregressed breeding values from ~1000–5000 bulls per trait were used to test for associations with approximately 10 million imputed sequence SNPs. RESULTS: We identified a QTL on BTA17 associated with non-return rate at 56 days and with interval from first to last insemination. We found two significantly associated non-synonymous SNPs within this QTL region. Two more QTL for fertility traits were identified on BTA25 and 29. A single QTL was identified for maternal calving traits on BTA13 whereas three QTL on BTA19, 21 and 25 were identified for direct calving traits. The QTL on BTA19 co-localizes with the reported BH2 haplotype. The QTL on BTA25 is concordant for fertility and calving traits and co-localizes with a QTL previously reported to influence stature and related traits in Brown Swiss dairy cattle. CONCLUSION: The detection of QTL and their causative variants remains challenging. Combining comprehensive phenotypic data with imputed whole genome sequences seems promising. We present a QTL on BTA17 for female fertility in dairy cattle with two significantly associated non-synonymous SNPs, along with five additional QTL for fertility traits and calving traits. For all of these we fine mapped the regions and suggest candidate genes and candidate variants. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-017-4308-z) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5702100 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-57021002017-12-04 Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences Frischknecht, Mirjam Bapst, Beat Seefried, Franz R. Signer-Hasler, Heidi Garrick, Dorian Stricker, Christian Fries, Ruedi Russ, Ingolf Sölkner, Johann Bieber, Anna Strillacci, Maria G. Gredler-Grandl, Birgit Flury, Christine BMC Genomics Research Article BACKGROUND: The detection of quantitative trait loci has accelerated with recent developments in genomics. The introduction of genomic selection in combination with sequencing efforts has made a large amount of genotypic data available. Functional traits such as fertility and calving traits have been included in routine genomic estimation of breeding values making large quantities of phenotypic data available for these traits. This data was used to investigate the genetics underlying fertility and calving traits and to identify potentially causative genomic regions and variants. We performed genome-wide association studies for 13 functional traits related to female fertility as well as for direct and maternal calving ease based on imputed whole-genome sequences. Deregressed breeding values from ~1000–5000 bulls per trait were used to test for associations with approximately 10 million imputed sequence SNPs. RESULTS: We identified a QTL on BTA17 associated with non-return rate at 56 days and with interval from first to last insemination. We found two significantly associated non-synonymous SNPs within this QTL region. Two more QTL for fertility traits were identified on BTA25 and 29. A single QTL was identified for maternal calving traits on BTA13 whereas three QTL on BTA19, 21 and 25 were identified for direct calving traits. The QTL on BTA19 co-localizes with the reported BH2 haplotype. The QTL on BTA25 is concordant for fertility and calving traits and co-localizes with a QTL previously reported to influence stature and related traits in Brown Swiss dairy cattle. CONCLUSION: The detection of QTL and their causative variants remains challenging. Combining comprehensive phenotypic data with imputed whole genome sequences seems promising. We present a QTL on BTA17 for female fertility in dairy cattle with two significantly associated non-synonymous SNPs, along with five additional QTL for fertility traits and calving traits. For all of these we fine mapped the regions and suggest candidate genes and candidate variants. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12864-017-4308-z) contains supplementary material, which is available to authorized users. BioMed Central 2017-11-25 /pmc/articles/PMC5702100/ /pubmed/29178833 http://dx.doi.org/10.1186/s12864-017-4308-z Text en © The Author(s). 2017 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 Frischknecht, Mirjam Bapst, Beat Seefried, Franz R. Signer-Hasler, Heidi Garrick, Dorian Stricker, Christian Fries, Ruedi Russ, Ingolf Sölkner, Johann Bieber, Anna Strillacci, Maria G. Gredler-Grandl, Birgit Flury, Christine Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences |
title | Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences |
title_full | Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences |
title_fullStr | Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences |
title_full_unstemmed | Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences |
title_short | Genome-wide association studies of fertility and calving traits in Brown Swiss cattle using imputed whole-genome sequences |
title_sort | genome-wide association studies of fertility and calving traits in brown swiss cattle using imputed whole-genome sequences |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5702100/ https://www.ncbi.nlm.nih.gov/pubmed/29178833 http://dx.doi.org/10.1186/s12864-017-4308-z |
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