Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions

Rice (<i>Oryza sativa</i> L.) appearance quality, which is mainly defined by grain shape and chalkiness, is an important target in rice breeding. In this study, we first re-sequenced 137 indica accessions and then conducted a genome-wide association study (GWAS) for six agronomic traits...

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Main Authors: Nansheng Wang, Huguang Chen, Yingzhi Qian, Zhaojie Liang, Guiqiang Zheng, Jun Xiang, Ting Feng, Min Li, Wei Zeng, Yaling Bao, Erbao Liu, Chaopu Zhang, Jianlong Xu, Yingyao Shi
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Language:English
Published: MDPI AG 2023-01-01
Series:Plants
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Online Access:https://www.mdpi.com/2223-7747/12/3/419
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author Nansheng Wang
Huguang Chen
Yingzhi Qian
Zhaojie Liang
Guiqiang Zheng
Jun Xiang
Ting Feng
Min Li
Wei Zeng
Yaling Bao
Erbao Liu
Chaopu Zhang
Jianlong Xu
Yingyao Shi
author_facet Nansheng Wang
Huguang Chen
Yingzhi Qian
Zhaojie Liang
Guiqiang Zheng
Jun Xiang
Ting Feng
Min Li
Wei Zeng
Yaling Bao
Erbao Liu
Chaopu Zhang
Jianlong Xu
Yingyao Shi
author_sort Nansheng Wang
collection DOAJ
description Rice (<i>Oryza sativa</i> L.) appearance quality, which is mainly defined by grain shape and chalkiness, is an important target in rice breeding. In this study, we first re-sequenced 137 indica accessions and then conducted a genome-wide association study (GWAS) for six agronomic traits with the 2,998,034 derived single nucleotide polymorphisms (SNPs) by using the best linear unbiased prediction (BLUP) values for each trait. The results revealed that 195 SNPs had significant associations with the six agronomic traits. Based on the genome-wide linkage disequilibrium (LD) blocks, candidate genes for the target traits were detected within 100 kb upstream and downstream of the relevant SNP loci. Results indicate that six quantitative trait loci (QTLs) significantly associated with six traits (<i>qTGW4.1</i>, <i>qTGW4.2</i>, <i>qGL4.1</i>, <i>qGL12.1</i>, <i>qGL12.2</i>, <i>qGW2.1</i>, <i>qGW4.1</i>, <i>qGW6.1</i>, <i>qGW8.1</i>, <i>qGW8.2</i>, <i>qGW9.1</i>, <i>qGW11.1</i>, <i>qGLWR2.1</i>, <i>qGLWR2.2</i>, <i>qGLWR4.2</i>, <i>qPGWC5.1</i> and <i>qDEC6.1</i>) were identified for haplotype analysis. Among these QTLs, two (<i>qTGW4.2</i> and <i>qGW6.1</i>), were overlapped with <i>FLO19</i> and <i>OsbZIP47</i>, respectively, and the remaining four were novel QTLs. These candidate genes were further validated by haplotype block construction.
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spelling doaj.art-5d5336db8b9a4de8bf380e56a242b77a2023-11-16T17:42:05ZengMDPI AGPlants2223-77472023-01-0112341910.3390/plants12030419Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian AccessionsNansheng Wang0Huguang Chen1Yingzhi Qian2Zhaojie Liang3Guiqiang Zheng4Jun Xiang5Ting Feng6Min Li7Wei Zeng8Yaling Bao9Erbao Liu10Chaopu Zhang11Jianlong Xu12Yingyao Shi13College of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaInstitute of Crop Sciences, Chinese Academy of Agricultural Sciences, Beijing 100081, ChinaCollege of Agronomy, Anhui Agricultural University, Hefei 230036, ChinaRice (<i>Oryza sativa</i> L.) appearance quality, which is mainly defined by grain shape and chalkiness, is an important target in rice breeding. In this study, we first re-sequenced 137 indica accessions and then conducted a genome-wide association study (GWAS) for six agronomic traits with the 2,998,034 derived single nucleotide polymorphisms (SNPs) by using the best linear unbiased prediction (BLUP) values for each trait. The results revealed that 195 SNPs had significant associations with the six agronomic traits. Based on the genome-wide linkage disequilibrium (LD) blocks, candidate genes for the target traits were detected within 100 kb upstream and downstream of the relevant SNP loci. Results indicate that six quantitative trait loci (QTLs) significantly associated with six traits (<i>qTGW4.1</i>, <i>qTGW4.2</i>, <i>qGL4.1</i>, <i>qGL12.1</i>, <i>qGL12.2</i>, <i>qGW2.1</i>, <i>qGW4.1</i>, <i>qGW6.1</i>, <i>qGW8.1</i>, <i>qGW8.2</i>, <i>qGW9.1</i>, <i>qGW11.1</i>, <i>qGLWR2.1</i>, <i>qGLWR2.2</i>, <i>qGLWR4.2</i>, <i>qPGWC5.1</i> and <i>qDEC6.1</i>) were identified for haplotype analysis. Among these QTLs, two (<i>qTGW4.2</i> and <i>qGW6.1</i>), were overlapped with <i>FLO19</i> and <i>OsbZIP47</i>, respectively, and the remaining four were novel QTLs. These candidate genes were further validated by haplotype block construction.https://www.mdpi.com/2223-7747/12/3/419riceGWASQTLsgrain shapechalkiness
spellingShingle Nansheng Wang
Huguang Chen
Yingzhi Qian
Zhaojie Liang
Guiqiang Zheng
Jun Xiang
Ting Feng
Min Li
Wei Zeng
Yaling Bao
Erbao Liu
Chaopu Zhang
Jianlong Xu
Yingyao Shi
Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions
Plants
rice
GWAS
QTLs
grain shape
chalkiness
title Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions
title_full Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions
title_fullStr Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions
title_full_unstemmed Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions
title_short Genome-Wide Association Study of Rice Grain Shape and Chalkiness in a Worldwide Collection of Xian Accessions
title_sort genome wide association study of rice grain shape and chalkiness in a worldwide collection of xian accessions
topic rice
GWAS
QTLs
grain shape
chalkiness
url https://www.mdpi.com/2223-7747/12/3/419
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