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Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds

Despite the wide biodiversity of avian species of zootechnical interest in Spain, projects aimed at characterizing these genotypes and their products are necessary. External and internal egg quality traits were measured in 819 eggs laid by hens of 10 different genotypes: White, Franciscan, Black and...

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Autores principales: González Ariza, Antonio, Arando Arbulu, Ander, Navas González, Francisco Javier, León Jurado, José Manuel, Delgado Bermejo, Juan Vicente, Camacho Vallejo, María Esperanza
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508079/
https://www.ncbi.nlm.nih.gov/pubmed/36151264
http://dx.doi.org/10.1038/s41598-022-20111-z
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author González Ariza, Antonio
Arando Arbulu, Ander
Navas González, Francisco Javier
León Jurado, José Manuel
Delgado Bermejo, Juan Vicente
Camacho Vallejo, María Esperanza
author_facet González Ariza, Antonio
Arando Arbulu, Ander
Navas González, Francisco Javier
León Jurado, José Manuel
Delgado Bermejo, Juan Vicente
Camacho Vallejo, María Esperanza
author_sort González Ariza, Antonio
collection PubMed
description Despite the wide biodiversity of avian species of zootechnical interest in Spain, projects aimed at characterizing these genotypes and their products are necessary. External and internal egg quality traits were measured in 819 eggs laid by hens of 10 different genotypes: White, Franciscan, Black and Partridge varieties of Utrerana, Blue Andalusian, Spanish White-Faced, Andalusian Tufted White and Black varieties, Araucana; and Leghorn Lohmann LSL-Classic lineage (commercial hybrid line) hen breeds. After multicollinearity analysis of egg quality-related traits was performed (VIF ≤ 4), major diameter, minor diameter, egg weight, and albumen height were deemed redundant explanatory variables and discarded. A stepwise discriminant canonical analysis was developed to cluster eggs across hen genotypes considering egg quality attributes. Shell a* and b* variables reported the highest discriminant power (Wilks’ lambda: 0.699 and 0.729, respectively). The first two discriminant functions captured 60.48% of the variance across groups (F1: 39.36%; F2: 21.12%). Clear quality differentiation signs are evidenced for Mediterranean native breeds’ eggs when compared to Leghorn’s eggs. Consequently, this evidence of egg quality differentiation may favor the standardization of breed- and variety-linked distinctive products, which may open new market opportunities based on the existence of a wide spectrum of diet or culinary applications.
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spelling pubmed-95080792022-09-25 Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds González Ariza, Antonio Arando Arbulu, Ander Navas González, Francisco Javier León Jurado, José Manuel Delgado Bermejo, Juan Vicente Camacho Vallejo, María Esperanza Sci Rep Article Despite the wide biodiversity of avian species of zootechnical interest in Spain, projects aimed at characterizing these genotypes and their products are necessary. External and internal egg quality traits were measured in 819 eggs laid by hens of 10 different genotypes: White, Franciscan, Black and Partridge varieties of Utrerana, Blue Andalusian, Spanish White-Faced, Andalusian Tufted White and Black varieties, Araucana; and Leghorn Lohmann LSL-Classic lineage (commercial hybrid line) hen breeds. After multicollinearity analysis of egg quality-related traits was performed (VIF ≤ 4), major diameter, minor diameter, egg weight, and albumen height were deemed redundant explanatory variables and discarded. A stepwise discriminant canonical analysis was developed to cluster eggs across hen genotypes considering egg quality attributes. Shell a* and b* variables reported the highest discriminant power (Wilks’ lambda: 0.699 and 0.729, respectively). The first two discriminant functions captured 60.48% of the variance across groups (F1: 39.36%; F2: 21.12%). Clear quality differentiation signs are evidenced for Mediterranean native breeds’ eggs when compared to Leghorn’s eggs. Consequently, this evidence of egg quality differentiation may favor the standardization of breed- and variety-linked distinctive products, which may open new market opportunities based on the existence of a wide spectrum of diet or culinary applications. Nature Publishing Group UK 2022-09-23 /pmc/articles/PMC9508079/ /pubmed/36151264 http://dx.doi.org/10.1038/s41598-022-20111-z Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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/) .
spellingShingle Article
González Ariza, Antonio
Arando Arbulu, Ander
Navas González, Francisco Javier
León Jurado, José Manuel
Delgado Bermejo, Juan Vicente
Camacho Vallejo, María Esperanza
Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
title Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
title_full Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
title_fullStr Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
title_full_unstemmed Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
title_short Data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
title_sort data mining-based discriminant analysis as a tool for the study of egg quality in native hen breeds
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9508079/
https://www.ncbi.nlm.nih.gov/pubmed/36151264
http://dx.doi.org/10.1038/s41598-022-20111-z
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