Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice

Direct seeding is considered an efficient cultivation technology that reduces water use and labor costs. Mesocotyl length is one of the significant traits in cultivation; long mesocotyl is beneficial for the rate and uniformity of seedling emergence. In this study, we used a core collection of 137 r...

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Main Authors: Seong-Gyu Jang, So-Yeon Park, San Mar Lar, Hongjia Zhang, Ah-Rim Lee, Fang-Yuan Cao, Jeonghwan Seo, Tae-Ho Ham, Joohyun Lee, Soon-Wook Kwon
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Agronomy
Subjects:
Online Access:https://www.mdpi.com/2073-4395/11/12/2527
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author Seong-Gyu Jang
So-Yeon Park
San Mar Lar
Hongjia Zhang
Ah-Rim Lee
Fang-Yuan Cao
Jeonghwan Seo
Tae-Ho Ham
Joohyun Lee
Soon-Wook Kwon
author_facet Seong-Gyu Jang
So-Yeon Park
San Mar Lar
Hongjia Zhang
Ah-Rim Lee
Fang-Yuan Cao
Jeonghwan Seo
Tae-Ho Ham
Joohyun Lee
Soon-Wook Kwon
author_sort Seong-Gyu Jang
collection DOAJ
description Direct seeding is considered an efficient cultivation technology that reduces water use and labor costs. Mesocotyl length is one of the significant traits in cultivation; long mesocotyl is beneficial for the rate and uniformity of seedling emergence. In this study, we used a core collection of 137 rice accessions to identify quantitative trait loci (QTL) for mesocotyl elongation. A genome-wide association study (GWAS), combined with a principal component analysis (PCA) and a kinship matrix analysis, was conducted for the genotype analysis of 2 million, high-quality single nucleotide polymorphisms (SNPs). Through this GWAS analysis, 11 lead SNPs were confirmed to be associated with mesocotyl length, and a linkage disequilibrium (LD) decay analysis identified the 230 kb exploratory range for the detection of QTLs and candidate genes. Based on the gene expression database and haplotype analysis, five candidate genes (<i>Os01g0269800</i>, <i>Os01g0731100</i>, <i>Os08g0136700</i>, <i>Os08g0137800,</i> and <i>Os08g0137900</i>) were detected to be significantly associated with phenotypic variation. Five candidate gene expressions are reported to be associated with various plant hormone responses. Interestingly, two biotic stress response genes and two copper-containing redox proteins were detected as the candidate genes. The results of this study provide associated SNPs in candidate genes for mesocotyl length and strategies for developing direct seeding in breeding programs.
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spelling doaj.art-e5be5bafce2748fbb32e2b8a97e3699d2023-11-23T03:23:17ZengMDPI AGAgronomy2073-43952021-12-011112252710.3390/agronomy11122527Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in RiceSeong-Gyu Jang0So-Yeon Park1San Mar Lar2Hongjia Zhang3Ah-Rim Lee4Fang-Yuan Cao5Jeonghwan Seo6Tae-Ho Ham7Joohyun Lee8Soon-Wook Kwon9Department of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDepartment of Crop Science, Konkuk University, Seoul 05029, KoreaDepartment of Crop Science, Konkuk University, Seoul 05029, KoreaDepartment of Plant Bioscience, College of Natural Resources and Life Science, Pusan National University, Miryang 50463, KoreaDirect seeding is considered an efficient cultivation technology that reduces water use and labor costs. Mesocotyl length is one of the significant traits in cultivation; long mesocotyl is beneficial for the rate and uniformity of seedling emergence. In this study, we used a core collection of 137 rice accessions to identify quantitative trait loci (QTL) for mesocotyl elongation. A genome-wide association study (GWAS), combined with a principal component analysis (PCA) and a kinship matrix analysis, was conducted for the genotype analysis of 2 million, high-quality single nucleotide polymorphisms (SNPs). Through this GWAS analysis, 11 lead SNPs were confirmed to be associated with mesocotyl length, and a linkage disequilibrium (LD) decay analysis identified the 230 kb exploratory range for the detection of QTLs and candidate genes. Based on the gene expression database and haplotype analysis, five candidate genes (<i>Os01g0269800</i>, <i>Os01g0731100</i>, <i>Os08g0136700</i>, <i>Os08g0137800,</i> and <i>Os08g0137900</i>) were detected to be significantly associated with phenotypic variation. Five candidate gene expressions are reported to be associated with various plant hormone responses. Interestingly, two biotic stress response genes and two copper-containing redox proteins were detected as the candidate genes. The results of this study provide associated SNPs in candidate genes for mesocotyl length and strategies for developing direct seeding in breeding programs.https://www.mdpi.com/2073-4395/11/12/2527genome-wide association study (GWAS)mesocotyl lengthhaplotyperice
spellingShingle Seong-Gyu Jang
So-Yeon Park
San Mar Lar
Hongjia Zhang
Ah-Rim Lee
Fang-Yuan Cao
Jeonghwan Seo
Tae-Ho Ham
Joohyun Lee
Soon-Wook Kwon
Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice
Agronomy
genome-wide association study (GWAS)
mesocotyl length
haplotype
rice
title Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice
title_full Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice
title_fullStr Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice
title_full_unstemmed Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice
title_short Genome-Wide Association Study (GWAS) of Mesocotyl Length for Direct Seeding in Rice
title_sort genome wide association study gwas of mesocotyl length for direct seeding in rice
topic genome-wide association study (GWAS)
mesocotyl length
haplotype
rice
url https://www.mdpi.com/2073-4395/11/12/2527
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