Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats

Genomic tools have shown promising results in maximizing breeding outcomes, but their impact has not yet been explored. This study aimed to outline the effect of the individual haplotypes of each component of the casein complex (αS1, β, αS2, and κ-casein) on zoometric/linear appraisal breeding value...

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Main Authors: Javier Fernández Álvarez, Francisco J. Navas González, José M. León Jurado, Antonio González Ariza, María A. Martínez Martínez, Carlos Iglesias Pastrana, María G. Pizarro Inostroza, Juan V. Delgado Bermejo
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-07-01
Series:Frontiers in Veterinary Science
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Online Access:https://www.frontiersin.org/articles/10.3389/fvets.2023.1138528/full
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author Javier Fernández Álvarez
Francisco J. Navas González
José M. León Jurado
Antonio González Ariza
Antonio González Ariza
María A. Martínez Martínez
Carlos Iglesias Pastrana
María G. Pizarro Inostroza
María G. Pizarro Inostroza
Juan V. Delgado Bermejo
author_facet Javier Fernández Álvarez
Francisco J. Navas González
José M. León Jurado
Antonio González Ariza
Antonio González Ariza
María A. Martínez Martínez
Carlos Iglesias Pastrana
María G. Pizarro Inostroza
María G. Pizarro Inostroza
Juan V. Delgado Bermejo
author_sort Javier Fernández Álvarez
collection DOAJ
description Genomic tools have shown promising results in maximizing breeding outcomes, but their impact has not yet been explored. This study aimed to outline the effect of the individual haplotypes of each component of the casein complex (αS1, β, αS2, and κ-casein) on zoometric/linear appraisal breeding values. A discriminant canonical analysis was performed to study the relationship between the predicted breeding value for 17 zoometric/linear appraisal traits and the aforementioned casein gene haplotypic sequences. The analysis considered a total of 41,323 zoometric/linear appraisal records from 22,727 primiparous does, 17,111 multiparous does, and 1,485 bucks registered in the Murciano-Grandina goat breed herdbook. Results suggest that, although a lack of significant differences (p > 0.05) was reported across the predictive breeding values of zoometric/linear appraisal traits for αS1, αS2, and κ casein, significant differences were found for β casein (p < 0.05). The presence of β casein haplotypic sequences GAGACCCC, GGAACCCC, GGAACCTC, GGAATCTC, GGGACCCC, GGGATCTC, and GGGGCCCC, linked to differential combinations of increased quantities of higher quality milk in terms of its composition, may also be connected to increased zoometric/linear appraisal predicted breeding values. Selection must be performed carefully, given the fact that the consideration of apparently desirable animals that present the haplotypic sequence GGGATCCC in the β casein gene, due to their positive predicted breeding values for certain zoometric/linear appraisal traits such as rear insertion height, bone quality, anterior insertion, udder depth, rear legs side view, and rear legs rear view, may lead to an indirect selection against the other zoometric/linear appraisal traits and in turn lead to an inefficient selection toward an optimal dairy morphological type in Murciano-Granadina goats. Contrastingly, the consideration of animals presenting the GGAACCCC haplotypic sequence involves also considering animals that increase the genetic potential for all zoometric/linear appraisal traits, thus making them recommendable as breeding animals. The relevance of this study relies on the fact that the information derived from these analyses will enhance the selection of breeding individuals, in which a desirable dairy type is indirectly sought, through the haplotypic sequences in the β casein locus, which is not currently routinely considered in the Murciano-Granadina goat breeding program.
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spelling doaj.art-77cf26c010024bb0af180b328c4433a32023-07-07T11:21:25ZengFrontiers Media S.A.Frontiers in Veterinary Science2297-17692023-07-011010.3389/fvets.2023.11385281138528Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goatsJavier Fernández Álvarez0Francisco J. Navas González1José M. León Jurado2Antonio González Ariza3Antonio González Ariza4María A. Martínez Martínez5Carlos Iglesias Pastrana6María G. Pizarro Inostroza7María G. Pizarro Inostroza8Juan V. Delgado Bermejo9National Association of Caprine of Murciano-Granadina Breed (CAPRIGRAN), Granada, SpainDepartment of Genetics, University of Córdoba, Córdoba, SpainAgropecuary Provincial Centre, Diputación Provincial de Córdoba, Córdoba, SpainDepartment of Genetics, University of Córdoba, Córdoba, SpainAgropecuary Provincial Centre, Diputación Provincial de Córdoba, Córdoba, SpainDepartment of Genetics, University of Córdoba, Córdoba, SpainDepartment of Genetics, University of Córdoba, Córdoba, SpainDepartment of Genetics, University of Córdoba, Córdoba, SpainAnimal Breeding Consulting, S.L., Córdoba Science and Technology Park Rabanales, Córdoba, SpainDepartment of Genetics, University of Córdoba, Córdoba, SpainGenomic tools have shown promising results in maximizing breeding outcomes, but their impact has not yet been explored. This study aimed to outline the effect of the individual haplotypes of each component of the casein complex (αS1, β, αS2, and κ-casein) on zoometric/linear appraisal breeding values. A discriminant canonical analysis was performed to study the relationship between the predicted breeding value for 17 zoometric/linear appraisal traits and the aforementioned casein gene haplotypic sequences. The analysis considered a total of 41,323 zoometric/linear appraisal records from 22,727 primiparous does, 17,111 multiparous does, and 1,485 bucks registered in the Murciano-Grandina goat breed herdbook. Results suggest that, although a lack of significant differences (p > 0.05) was reported across the predictive breeding values of zoometric/linear appraisal traits for αS1, αS2, and κ casein, significant differences were found for β casein (p < 0.05). The presence of β casein haplotypic sequences GAGACCCC, GGAACCCC, GGAACCTC, GGAATCTC, GGGACCCC, GGGATCTC, and GGGGCCCC, linked to differential combinations of increased quantities of higher quality milk in terms of its composition, may also be connected to increased zoometric/linear appraisal predicted breeding values. Selection must be performed carefully, given the fact that the consideration of apparently desirable animals that present the haplotypic sequence GGGATCCC in the β casein gene, due to their positive predicted breeding values for certain zoometric/linear appraisal traits such as rear insertion height, bone quality, anterior insertion, udder depth, rear legs side view, and rear legs rear view, may lead to an indirect selection against the other zoometric/linear appraisal traits and in turn lead to an inefficient selection toward an optimal dairy morphological type in Murciano-Granadina goats. Contrastingly, the consideration of animals presenting the GGAACCCC haplotypic sequence involves also considering animals that increase the genetic potential for all zoometric/linear appraisal traits, thus making them recommendable as breeding animals. The relevance of this study relies on the fact that the information derived from these analyses will enhance the selection of breeding individuals, in which a desirable dairy type is indirectly sought, through the haplotypic sequences in the β casein locus, which is not currently routinely considered in the Murciano-Granadina goat breeding program.https://www.frontiersin.org/articles/10.3389/fvets.2023.1138528/fulldata miningSNPscaprinediscriminant canonical analysiszoometrics
spellingShingle Javier Fernández Álvarez
Francisco J. Navas González
José M. León Jurado
Antonio González Ariza
Antonio González Ariza
María A. Martínez Martínez
Carlos Iglesias Pastrana
María G. Pizarro Inostroza
María G. Pizarro Inostroza
Juan V. Delgado Bermejo
Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats
Frontiers in Veterinary Science
data mining
SNPs
caprine
discriminant canonical analysis
zoometrics
title Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats
title_full Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats
title_fullStr Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats
title_full_unstemmed Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats
title_short Discriminant canonical tool for inferring the effect of αS1, αS2, β, and κ casein haplotypes and haplogroups on zoometric/linear appraisal breeding values in Murciano-Granadina goats
title_sort discriminant canonical tool for inferring the effect of αs1 αs2 β and κ casein haplotypes and haplogroups on zoometric linear appraisal breeding values in murciano granadina goats
topic data mining
SNPs
caprine
discriminant canonical analysis
zoometrics
url https://www.frontiersin.org/articles/10.3389/fvets.2023.1138528/full
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