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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
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.
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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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