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Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci
BACKGROUND: Association mapping studies of quantitative trait loci (QTL) for canine hip dysplasia (CHD) can contribute to the understanding of the genetic background of this common and debilitating disease and might contribute to its genetic improvement. The power of association studies for CHD is l...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8414704/ https://www.ncbi.nlm.nih.gov/pubmed/34474664 http://dx.doi.org/10.1186/s12864-021-07945-z |
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author | Wang, Shizhi Strandberg, Erling Arvelius, Per Clements, Dylan N. Wiener, Pamela Friedrich, Juliane |
author_facet | Wang, Shizhi Strandberg, Erling Arvelius, Per Clements, Dylan N. Wiener, Pamela Friedrich, Juliane |
author_sort | Wang, Shizhi |
collection | PubMed |
description | BACKGROUND: Association mapping studies of quantitative trait loci (QTL) for canine hip dysplasia (CHD) can contribute to the understanding of the genetic background of this common and debilitating disease and might contribute to its genetic improvement. The power of association studies for CHD is limited by relatively small sample numbers for CHD records within countries, suggesting potential benefits of joining data across countries. However, this is complicated due to the use of different scoring systems across countries. In this study, we incorporated routinely assessed CHD records and genotype data of German Shepherd dogs from two countries (UK and Sweden) to perform genome-wide association studies (GWAS) within populations using different variations of CHD phenotypes. As phenotypes, dogs were either classified into cases and controls based on the Fédération Cynologique Internationale (FCI) five-level grading of the worst hip or the FCI grade was treated as an ordinal trait. In a subsequent meta-analysis, we added publicly available data from a Finnish population and performed the GWAS across all populations. Genetic associations for the CHD phenotypes were evaluated in a linear mixed model using 62,089 SNPs. RESULTS: Multiple SNPs with genome-wide significant and suggestive associations were detected in single-population GWAS and the meta-analysis. Few of these SNPs overlapped between populations or between single-population GWAS and the meta-analysis, suggesting that many CHD-related QTL are population-specific. More significant or suggestive SNPs were identified when FCI grades were used as phenotypes in comparison to the case-control approach. MED13 (Chr 9) and PLEKHA7 (Chr 21) emerged as novel positional candidate genes associated with hip dysplasia. CONCLUSIONS: Our findings confirm the complex genetic nature of hip dysplasia in dogs, with multiple loci associated with the trait, most of which are population-specific. Routinely assessed CHD information collected across countries provide an opportunity to increase sample sizes and statistical power for association studies. While the lack of standardisation of CHD assessment schemes across countries poses a challenge, we showed that conversion of traits can be utilised to overcome this obstacle. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07945-z. |
format | Online Article Text |
id | pubmed-8414704 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-84147042021-09-09 Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci Wang, Shizhi Strandberg, Erling Arvelius, Per Clements, Dylan N. Wiener, Pamela Friedrich, Juliane BMC Genomics Research BACKGROUND: Association mapping studies of quantitative trait loci (QTL) for canine hip dysplasia (CHD) can contribute to the understanding of the genetic background of this common and debilitating disease and might contribute to its genetic improvement. The power of association studies for CHD is limited by relatively small sample numbers for CHD records within countries, suggesting potential benefits of joining data across countries. However, this is complicated due to the use of different scoring systems across countries. In this study, we incorporated routinely assessed CHD records and genotype data of German Shepherd dogs from two countries (UK and Sweden) to perform genome-wide association studies (GWAS) within populations using different variations of CHD phenotypes. As phenotypes, dogs were either classified into cases and controls based on the Fédération Cynologique Internationale (FCI) five-level grading of the worst hip or the FCI grade was treated as an ordinal trait. In a subsequent meta-analysis, we added publicly available data from a Finnish population and performed the GWAS across all populations. Genetic associations for the CHD phenotypes were evaluated in a linear mixed model using 62,089 SNPs. RESULTS: Multiple SNPs with genome-wide significant and suggestive associations were detected in single-population GWAS and the meta-analysis. Few of these SNPs overlapped between populations or between single-population GWAS and the meta-analysis, suggesting that many CHD-related QTL are population-specific. More significant or suggestive SNPs were identified when FCI grades were used as phenotypes in comparison to the case-control approach. MED13 (Chr 9) and PLEKHA7 (Chr 21) emerged as novel positional candidate genes associated with hip dysplasia. CONCLUSIONS: Our findings confirm the complex genetic nature of hip dysplasia in dogs, with multiple loci associated with the trait, most of which are population-specific. Routinely assessed CHD information collected across countries provide an opportunity to increase sample sizes and statistical power for association studies. While the lack of standardisation of CHD assessment schemes across countries poses a challenge, we showed that conversion of traits can be utilised to overcome this obstacle. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07945-z. BioMed Central 2021-09-02 /pmc/articles/PMC8414704/ /pubmed/34474664 http://dx.doi.org/10.1186/s12864-021-07945-z Text en © The Author(s) 2021 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 Wang, Shizhi Strandberg, Erling Arvelius, Per Clements, Dylan N. Wiener, Pamela Friedrich, Juliane Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
title | Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
title_full | Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
title_fullStr | Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
title_full_unstemmed | Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
title_short | Genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
title_sort | genome-wide association studies for canine hip dysplasia in single and multiple populations – implications and potential novel risk loci |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8414704/ https://www.ncbi.nlm.nih.gov/pubmed/34474664 http://dx.doi.org/10.1186/s12864-021-07945-z |
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