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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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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. |
format | Online Article Text |
id | pubmed-9508079 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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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