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Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice

Rice is a globally cultivated crop and is primarily a staple food source for more than half of the world’s population. Various single-nucleotide polymorphism (SNP) arrays have been developed and utilized as standard genotyping methods for rice breeding research. Considering the importance of SNP arr...

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Autores principales: Kim, Kyu-Won, Nawade, Bhagwat, Nam, Jungrye, Chu, Sang-Ho, Ha, Jungmin, Park, Yong-Jin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9637963/
https://www.ncbi.nlm.nih.gov/pubmed/36352876
http://dx.doi.org/10.3389/fpls.2022.1036177
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author Kim, Kyu-Won
Nawade, Bhagwat
Nam, Jungrye
Chu, Sang-Ho
Ha, Jungmin
Park, Yong-Jin
author_facet Kim, Kyu-Won
Nawade, Bhagwat
Nam, Jungrye
Chu, Sang-Ho
Ha, Jungmin
Park, Yong-Jin
author_sort Kim, Kyu-Won
collection PubMed
description Rice is a globally cultivated crop and is primarily a staple food source for more than half of the world’s population. Various single-nucleotide polymorphism (SNP) arrays have been developed and utilized as standard genotyping methods for rice breeding research. Considering the importance of SNP arrays with more inclusive genetic information for GWAS and genomic selection, we integrated SNPs from eight different data resources: resequencing data from the Korean World Rice Collection (KRICE) of 475 accessions, 3,000 rice genome project (3 K-RGP) data, 700 K high-density rice array, Affymetrix 44 K SNP array, QTARO, Reactome, and plastid and GMO information. The collected SNPs were filtered and selected based on the breeder’s interest, covering all key traits or research areas to develop an integrated array system representing inclusive genomic polymorphisms. A total of 581,006 high-quality SNPs were synthesized with an average distance of 200 bp between adjacent SNPs, generating a 580 K Axiom Rice Genotyping Chip (580 K _ KNU chip). Further validation of this array on 4,720 genotypes revealed robust and highly efficient genotyping. This has also been demonstrated in genome-wide association studies (GWAS) and genomic selection (GS) of three traits: clum length, heading date, and panicle length. Several SNPs significantly associated with cut-off, −log(10) p-value >7.0, were detected in GWAS, and the GS predictabilities for the three traits were more than 0.5, in both rrBLUP and convolutional neural network (CNN) models. The Axiom 580 K Genotyping array will provide a cost-effective genotyping platform and accelerate rice GWAS and GS studies.
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spelling pubmed-96379632022-11-08 Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice Kim, Kyu-Won Nawade, Bhagwat Nam, Jungrye Chu, Sang-Ho Ha, Jungmin Park, Yong-Jin Front Plant Sci Plant Science Rice is a globally cultivated crop and is primarily a staple food source for more than half of the world’s population. Various single-nucleotide polymorphism (SNP) arrays have been developed and utilized as standard genotyping methods for rice breeding research. Considering the importance of SNP arrays with more inclusive genetic information for GWAS and genomic selection, we integrated SNPs from eight different data resources: resequencing data from the Korean World Rice Collection (KRICE) of 475 accessions, 3,000 rice genome project (3 K-RGP) data, 700 K high-density rice array, Affymetrix 44 K SNP array, QTARO, Reactome, and plastid and GMO information. The collected SNPs were filtered and selected based on the breeder’s interest, covering all key traits or research areas to develop an integrated array system representing inclusive genomic polymorphisms. A total of 581,006 high-quality SNPs were synthesized with an average distance of 200 bp between adjacent SNPs, generating a 580 K Axiom Rice Genotyping Chip (580 K _ KNU chip). Further validation of this array on 4,720 genotypes revealed robust and highly efficient genotyping. This has also been demonstrated in genome-wide association studies (GWAS) and genomic selection (GS) of three traits: clum length, heading date, and panicle length. Several SNPs significantly associated with cut-off, −log(10) p-value >7.0, were detected in GWAS, and the GS predictabilities for the three traits were more than 0.5, in both rrBLUP and convolutional neural network (CNN) models. The Axiom 580 K Genotyping array will provide a cost-effective genotyping platform and accelerate rice GWAS and GS studies. Frontiers Media S.A. 2022-10-24 /pmc/articles/PMC9637963/ /pubmed/36352876 http://dx.doi.org/10.3389/fpls.2022.1036177 Text en Copyright © 2022 Kim, Nawade, Nam, Chu, Ha and Park https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Plant Science
Kim, Kyu-Won
Nawade, Bhagwat
Nam, Jungrye
Chu, Sang-Ho
Ha, Jungmin
Park, Yong-Jin
Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice
title Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice
title_full Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice
title_fullStr Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice
title_full_unstemmed Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice
title_short Development of an inclusive 580K SNP array and its application for genomic selection and genome-wide association studies in rice
title_sort development of an inclusive 580k snp array and its application for genomic selection and genome-wide association studies in rice
topic Plant Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9637963/
https://www.ncbi.nlm.nih.gov/pubmed/36352876
http://dx.doi.org/10.3389/fpls.2022.1036177
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