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Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results

BACKGROUND: Structural variants and tandem repeats are relevant sources of genomic variation that are not routinely analyzed in genome wide association studies mainly due to challenging identification and genotyping. Here, we profiled these variants via state-of-the-art strategies in the founder ani...

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Autores principales: Blaj, Iulia, Tetens, Jens, Bennewitz, Jörn, Thaller, Georg, Falker-Gieske, Clemens
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9440560/
https://www.ncbi.nlm.nih.gov/pubmed/36057580
http://dx.doi.org/10.1186/s12864-022-08716-0
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author Blaj, Iulia
Tetens, Jens
Bennewitz, Jörn
Thaller, Georg
Falker-Gieske, Clemens
author_facet Blaj, Iulia
Tetens, Jens
Bennewitz, Jörn
Thaller, Georg
Falker-Gieske, Clemens
author_sort Blaj, Iulia
collection PubMed
description BACKGROUND: Structural variants and tandem repeats are relevant sources of genomic variation that are not routinely analyzed in genome wide association studies mainly due to challenging identification and genotyping. Here, we profiled these variants via state-of-the-art strategies in the founder animals of four F(2) pig crosses using whole-genome sequence data (20x coverage). The variants were compared at a founder level with the commonly screened SNPs and small indels. At the F(2) level, we carried out an association study using imputed structural variants and tandem repeats with four growth and carcass traits followed by a comparison with a previously conducted SNPs and small indels based association study. RESULTS: A total of 13,201 high confidence structural variants and 103,730 polymorphic tandem repeats (with a repeat length of 2-20 bp) were profiled in the founders. We observed a moderate to high (r from 0.48 to 0.57) level of co-localization between SNPs or small indels and structural variants or tandem repeats. In the association step 56.56% of the significant variants were not in high LD with significantly associated SNPs and small indels identified for the same traits in the earlier study and thus presumably not tagged in case of a standard association study. For the four growth and carcass traits investigated, many of the already proposed candidate genes in our previous studies were confirmed and additional ones were identified. Interestingly, a common pattern on how structural variants or tandem repeats regulate the phenotypic traits emerged. Many of the significant variants were embedded or nearby long non-coding RNAs drawing attention to their functional importance. Through which specific mechanisms the identified long non-coding RNAs and their associated structural variants or tandem repeats contribute to quantitative trait variation will need further investigation. CONCLUSIONS: The current study provides insights into the characteristics of structural variants and tandem repeats and their role in association studies. A systematic incorporation of these variants into genome wide association studies is advised. While not of immediate interest for genomic prediction purposes, this will be particularly beneficial for elucidating biological mechanisms driving the complex trait variation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08716-0.
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spelling pubmed-94405602022-09-04 Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results Blaj, Iulia Tetens, Jens Bennewitz, Jörn Thaller, Georg Falker-Gieske, Clemens BMC Genomics Research BACKGROUND: Structural variants and tandem repeats are relevant sources of genomic variation that are not routinely analyzed in genome wide association studies mainly due to challenging identification and genotyping. Here, we profiled these variants via state-of-the-art strategies in the founder animals of four F(2) pig crosses using whole-genome sequence data (20x coverage). The variants were compared at a founder level with the commonly screened SNPs and small indels. At the F(2) level, we carried out an association study using imputed structural variants and tandem repeats with four growth and carcass traits followed by a comparison with a previously conducted SNPs and small indels based association study. RESULTS: A total of 13,201 high confidence structural variants and 103,730 polymorphic tandem repeats (with a repeat length of 2-20 bp) were profiled in the founders. We observed a moderate to high (r from 0.48 to 0.57) level of co-localization between SNPs or small indels and structural variants or tandem repeats. In the association step 56.56% of the significant variants were not in high LD with significantly associated SNPs and small indels identified for the same traits in the earlier study and thus presumably not tagged in case of a standard association study. For the four growth and carcass traits investigated, many of the already proposed candidate genes in our previous studies were confirmed and additional ones were identified. Interestingly, a common pattern on how structural variants or tandem repeats regulate the phenotypic traits emerged. Many of the significant variants were embedded or nearby long non-coding RNAs drawing attention to their functional importance. Through which specific mechanisms the identified long non-coding RNAs and their associated structural variants or tandem repeats contribute to quantitative trait variation will need further investigation. CONCLUSIONS: The current study provides insights into the characteristics of structural variants and tandem repeats and their role in association studies. A systematic incorporation of these variants into genome wide association studies is advised. While not of immediate interest for genomic prediction purposes, this will be particularly beneficial for elucidating biological mechanisms driving the complex trait variation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-022-08716-0. BioMed Central 2022-09-03 /pmc/articles/PMC9440560/ /pubmed/36057580 http://dx.doi.org/10.1186/s12864-022-08716-0 Text en © The Author(s) 2022 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
Blaj, Iulia
Tetens, Jens
Bennewitz, Jörn
Thaller, Georg
Falker-Gieske, Clemens
Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results
title Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results
title_full Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results
title_fullStr Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results
title_full_unstemmed Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results
title_short Structural variants and tandem repeats in the founder individuals of four F(2) pig crosses and implications to F(2) GWAS results
title_sort structural variants and tandem repeats in the founder individuals of four f(2) pig crosses and implications to f(2) gwas results
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9440560/
https://www.ncbi.nlm.nih.gov/pubmed/36057580
http://dx.doi.org/10.1186/s12864-022-08716-0
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