Cargando…
Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep
SIMPLE SUMMARY: Parentage misassignments directly affect genetic gain in traditional breeding programs. The use of genetic markers facilitates parentage verification. In sheep, microsatellite markers and single nucleotide polymorphism (SNP) markers have been proposed by the International Society of...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7824810/ https://www.ncbi.nlm.nih.gov/pubmed/33466430 http://dx.doi.org/10.3390/ani11010086 |
_version_ | 1783640168215871488 |
---|---|
author | Marina, Héctor Suarez-Vega, Aroa Pelayo, Rocío Gutiérrez-Gil, Beatriz Reverter, Antonio Esteban-Blanco, Cristina Arranz, Juan José |
author_facet | Marina, Héctor Suarez-Vega, Aroa Pelayo, Rocío Gutiérrez-Gil, Beatriz Reverter, Antonio Esteban-Blanco, Cristina Arranz, Juan José |
author_sort | Marina, Héctor |
collection | PubMed |
description | SIMPLE SUMMARY: Parentage misassignments directly affect genetic gain in traditional breeding programs. The use of genetic markers facilitates parentage verification. In sheep, microsatellite markers and single nucleotide polymorphism (SNP) markers have been proposed by the International Society of Animal Sciences (ISAG) for parentage testing. Since the implementation of genomic selection, the microsatellite information used for parental testing in previous generations is gradually being replaced by SNPs. However, parentage verifications should all be performed using the same technology. A strategy for transitioning from microsatellites to SNP markers, while avoiding extra genotyping costs, is the imputation of microsatellite alleles from SNP haplotypes. This study aims to identify the optimum approach, using a minimum number of SNPs to accurately impute microsatellite markers and developing a low-density SNP chip for parentage verification in the Assaf sheep breed. The imputation approach described here reached high accuracies using a low number of SNP markers, which supports the development of a low-density SNP chip that could avoid the problems of genotyping with both technologies, being a cost-effective method for parentage testing. This study will help sheep breeders to perform parentage verification when different genotyping platforms have been used across generations. ABSTRACT: Transitioning from traditional to new genotyping technologies requires the development of bridging methodologies to avoid extra genotyping costs. This study aims to identify the optimum number of single nucleotide polymorphisms (SNPs) necessary to accurately impute microsatellite markers to develop a low-density SNP chip for parentage verification in the Assaf sheep breed. The accuracy of microsatellite marker imputation was assessed with three metrics: genotype concordance (C), genotype dosage (length r(2)), and allelic dosage (allelic r(2)), for all imputation scenarios tested (0.5–10 Mb microsatellite flanking SNP windows). The imputation accuracy for the three metrics analyzed for all haplotype lengths tested was higher than 0.90 (C), 0.80 (length r(2)), and 0.75 (allelic r(2)), indicating strong genotype concordance. The window with 2 Mb length provides the best accuracy for the imputation procedure and the design of an affordable low-density SNP chip for parentage testing. We additionally evaluated imputation performance under two null models, naive (imputing the most common allele) and random (imputing by randomly selecting the allele), which in comparison showed weak genotype concordances (0.41 and 0.15, respectively). Therefore, we describe a precise methodology in the present article to impute multiallelic microsatellite genotypes from a low-density SNP chip in sheep and solve the problem of parentage verification when different genotyping platforms have been used across generations. |
format | Online Article Text |
id | pubmed-7824810 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-78248102021-01-24 Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep Marina, Héctor Suarez-Vega, Aroa Pelayo, Rocío Gutiérrez-Gil, Beatriz Reverter, Antonio Esteban-Blanco, Cristina Arranz, Juan José Animals (Basel) Article SIMPLE SUMMARY: Parentage misassignments directly affect genetic gain in traditional breeding programs. The use of genetic markers facilitates parentage verification. In sheep, microsatellite markers and single nucleotide polymorphism (SNP) markers have been proposed by the International Society of Animal Sciences (ISAG) for parentage testing. Since the implementation of genomic selection, the microsatellite information used for parental testing in previous generations is gradually being replaced by SNPs. However, parentage verifications should all be performed using the same technology. A strategy for transitioning from microsatellites to SNP markers, while avoiding extra genotyping costs, is the imputation of microsatellite alleles from SNP haplotypes. This study aims to identify the optimum approach, using a minimum number of SNPs to accurately impute microsatellite markers and developing a low-density SNP chip for parentage verification in the Assaf sheep breed. The imputation approach described here reached high accuracies using a low number of SNP markers, which supports the development of a low-density SNP chip that could avoid the problems of genotyping with both technologies, being a cost-effective method for parentage testing. This study will help sheep breeders to perform parentage verification when different genotyping platforms have been used across generations. ABSTRACT: Transitioning from traditional to new genotyping technologies requires the development of bridging methodologies to avoid extra genotyping costs. This study aims to identify the optimum number of single nucleotide polymorphisms (SNPs) necessary to accurately impute microsatellite markers to develop a low-density SNP chip for parentage verification in the Assaf sheep breed. The accuracy of microsatellite marker imputation was assessed with three metrics: genotype concordance (C), genotype dosage (length r(2)), and allelic dosage (allelic r(2)), for all imputation scenarios tested (0.5–10 Mb microsatellite flanking SNP windows). The imputation accuracy for the three metrics analyzed for all haplotype lengths tested was higher than 0.90 (C), 0.80 (length r(2)), and 0.75 (allelic r(2)), indicating strong genotype concordance. The window with 2 Mb length provides the best accuracy for the imputation procedure and the design of an affordable low-density SNP chip for parentage testing. We additionally evaluated imputation performance under two null models, naive (imputing the most common allele) and random (imputing by randomly selecting the allele), which in comparison showed weak genotype concordances (0.41 and 0.15, respectively). Therefore, we describe a precise methodology in the present article to impute multiallelic microsatellite genotypes from a low-density SNP chip in sheep and solve the problem of parentage verification when different genotyping platforms have been used across generations. MDPI 2021-01-05 /pmc/articles/PMC7824810/ /pubmed/33466430 http://dx.doi.org/10.3390/ani11010086 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Marina, Héctor Suarez-Vega, Aroa Pelayo, Rocío Gutiérrez-Gil, Beatriz Reverter, Antonio Esteban-Blanco, Cristina Arranz, Juan José Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep |
title | Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep |
title_full | Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep |
title_fullStr | Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep |
title_full_unstemmed | Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep |
title_short | Accuracy of Imputation of Microsatellite Markers from a 50K SNP Chip in Spanish Assaf Sheep |
title_sort | accuracy of imputation of microsatellite markers from a 50k snp chip in spanish assaf sheep |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7824810/ https://www.ncbi.nlm.nih.gov/pubmed/33466430 http://dx.doi.org/10.3390/ani11010086 |
work_keys_str_mv | AT marinahector accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep AT suarezvegaaroa accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep AT pelayorocio accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep AT gutierrezgilbeatriz accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep AT reverterantonio accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep AT estebanblancocristina accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep AT arranzjuanjose accuracyofimputationofmicrosatellitemarkersfroma50ksnpchipinspanishassafsheep |