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An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits
Selection for wheat (Triticum aestivum L.) grain quality is often costly and time-consuming since it requires extensive phenotyping in the last phases of development of new lines and cultivars. The development of high-throughput genotyping in the last decade enabled reliable and rapid predictions of...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069980/ https://www.ncbi.nlm.nih.gov/pubmed/33920359 http://dx.doi.org/10.3390/plants10040745 |
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author | Plavšin, Ivana Gunjača, Jerko Šatović, Zlatko Šarčević, Hrvoje Ivić, Marko Dvojković, Krešimir Novoselović, Dario |
author_facet | Plavšin, Ivana Gunjača, Jerko Šatović, Zlatko Šarčević, Hrvoje Ivić, Marko Dvojković, Krešimir Novoselović, Dario |
author_sort | Plavšin, Ivana |
collection | PubMed |
description | Selection for wheat (Triticum aestivum L.) grain quality is often costly and time-consuming since it requires extensive phenotyping in the last phases of development of new lines and cultivars. The development of high-throughput genotyping in the last decade enabled reliable and rapid predictions of breeding values based only on marker information. Genomic selection (GS) is a method that enables the prediction of breeding values of individuals by simultaneously incorporating all available marker information into a model. The success of GS depends on the obtained prediction accuracy, which is influenced by various molecular, genetic, and phenotypic factors, as well as the factors of the selected statistical model. The objectives of this article are to review research on GS for wheat quality done so far and to highlight the key factors affecting prediction accuracy, in order to suggest the most applicable approach in GS for wheat quality traits. |
format | Online Article Text |
id | pubmed-8069980 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-80699802021-04-26 An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits Plavšin, Ivana Gunjača, Jerko Šatović, Zlatko Šarčević, Hrvoje Ivić, Marko Dvojković, Krešimir Novoselović, Dario Plants (Basel) Review Selection for wheat (Triticum aestivum L.) grain quality is often costly and time-consuming since it requires extensive phenotyping in the last phases of development of new lines and cultivars. The development of high-throughput genotyping in the last decade enabled reliable and rapid predictions of breeding values based only on marker information. Genomic selection (GS) is a method that enables the prediction of breeding values of individuals by simultaneously incorporating all available marker information into a model. The success of GS depends on the obtained prediction accuracy, which is influenced by various molecular, genetic, and phenotypic factors, as well as the factors of the selected statistical model. The objectives of this article are to review research on GS for wheat quality done so far and to highlight the key factors affecting prediction accuracy, in order to suggest the most applicable approach in GS for wheat quality traits. MDPI 2021-04-11 /pmc/articles/PMC8069980/ /pubmed/33920359 http://dx.doi.org/10.3390/plants10040745 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Review Plavšin, Ivana Gunjača, Jerko Šatović, Zlatko Šarčević, Hrvoje Ivić, Marko Dvojković, Krešimir Novoselović, Dario An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits |
title | An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits |
title_full | An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits |
title_fullStr | An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits |
title_full_unstemmed | An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits |
title_short | An Overview of Key Factors Affecting Genomic Selection for Wheat Quality Traits |
title_sort | overview of key factors affecting genomic selection for wheat quality traits |
topic | Review |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8069980/ https://www.ncbi.nlm.nih.gov/pubmed/33920359 http://dx.doi.org/10.3390/plants10040745 |
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