Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles
The content and composition of starch in cereal grains are closely related to yield. Few studies have been done on the identification of the genes or loci associated with these traits in barley. This study was conducted to identify the genes or loci controlling starch traits in barley grains, includ...
Main Authors: | , , , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2021-01-01
|
Series: | International Journal of Molecular Sciences |
Subjects: | |
Online Access: | https://www.mdpi.com/1422-0067/22/2/553 |
_version_ | 1797415047257915392 |
---|---|
author | Mengdi Li La Geng Shanggeng Xie Dezhi Wu Lingzhen Ye Guoping Zhang |
author_facet | Mengdi Li La Geng Shanggeng Xie Dezhi Wu Lingzhen Ye Guoping Zhang |
author_sort | Mengdi Li |
collection | DOAJ |
description | The content and composition of starch in cereal grains are closely related to yield. Few studies have been done on the identification of the genes or loci associated with these traits in barley. This study was conducted to identify the genes or loci controlling starch traits in barley grains, including total starch (TS), amylose (AC) and amylopectin (AP) contents. A large genotypic variation was found in all examined starch traits. GWAS analysis detected 13, 2, 10 QTLs for TS, AC and AP, respectively, and 5 of them were commonly shared by AP and TS content. qTS-3.1, qAC-6.2 and qAP-5.1 may explain the largest variation of TS, AC and AP, respectively. Four putative candidate genes, i.e., <i>HORVU6Hr1G087920</i>, <i>HORVU5Hr1G011230</i>, <i>HORVU5Hr1G011270</i> and <i>HORVU5Hr1G011280</i>, showed the high expression in the developing barley grains when starch accumulates rapidly. The examined 100 barley accessions could be divided into two groups based on the polymorphism of the marker S5H_29297679, with 93 accessions having allele GG and seven accessions having AA. Moreover, significantly positive correlation was found between the number of favorable alleles of the identified QTLs and TS, AC, AP content. In conclusion, the identified loci or genes in this study could be useful for genetic improvement of grains starch in barley. |
first_indexed | 2024-03-09T05:42:24Z |
format | Article |
id | doaj.art-adeda5217aae448b9d6a4aaa458d9acf |
institution | Directory Open Access Journal |
issn | 1661-6596 1422-0067 |
language | English |
last_indexed | 2024-03-09T05:42:24Z |
publishDate | 2021-01-01 |
publisher | MDPI AG |
record_format | Article |
series | International Journal of Molecular Sciences |
spelling | doaj.art-adeda5217aae448b9d6a4aaa458d9acf2023-12-03T12:24:04ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-01-0122255310.3390/ijms22020553Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative AllelesMengdi Li0La Geng1Shanggeng Xie2Dezhi Wu3Lingzhen Ye4Guoping Zhang5Institute of Crop Science, Zhejiang University, Hangzhou 310058, ChinaInstitute of Crop Science, Zhejiang University, Hangzhou 310058, ChinaInstitute of Crop Science, Zhejiang University, Hangzhou 310058, ChinaInstitute of Crop Science, Zhejiang University, Hangzhou 310058, ChinaInstitute of Crop Science, Zhejiang University, Hangzhou 310058, ChinaInstitute of Crop Science, Zhejiang University, Hangzhou 310058, ChinaThe content and composition of starch in cereal grains are closely related to yield. Few studies have been done on the identification of the genes or loci associated with these traits in barley. This study was conducted to identify the genes or loci controlling starch traits in barley grains, including total starch (TS), amylose (AC) and amylopectin (AP) contents. A large genotypic variation was found in all examined starch traits. GWAS analysis detected 13, 2, 10 QTLs for TS, AC and AP, respectively, and 5 of them were commonly shared by AP and TS content. qTS-3.1, qAC-6.2 and qAP-5.1 may explain the largest variation of TS, AC and AP, respectively. Four putative candidate genes, i.e., <i>HORVU6Hr1G087920</i>, <i>HORVU5Hr1G011230</i>, <i>HORVU5Hr1G011270</i> and <i>HORVU5Hr1G011280</i>, showed the high expression in the developing barley grains when starch accumulates rapidly. The examined 100 barley accessions could be divided into two groups based on the polymorphism of the marker S5H_29297679, with 93 accessions having allele GG and seven accessions having AA. Moreover, significantly positive correlation was found between the number of favorable alleles of the identified QTLs and TS, AC, AP content. In conclusion, the identified loci or genes in this study could be useful for genetic improvement of grains starch in barley.https://www.mdpi.com/1422-0067/22/2/553<i>Hordeum vulgare</i> L.total starch (TS)amylose (AC)amylopectin (AP)core collectiongenome-wide association study (GWAS) |
spellingShingle | Mengdi Li La Geng Shanggeng Xie Dezhi Wu Lingzhen Ye Guoping Zhang Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles International Journal of Molecular Sciences <i>Hordeum vulgare</i> L. total starch (TS) amylose (AC) amylopectin (AP) core collection genome-wide association study (GWAS) |
title | Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles |
title_full | Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles |
title_fullStr | Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles |
title_full_unstemmed | Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles |
title_short | Genome-Wide Association Study on Total Starch, Amylose and Amylopectin in Barley Grain Reveals Novel Putative Alleles |
title_sort | genome wide association study on total starch amylose and amylopectin in barley grain reveals novel putative alleles |
topic | <i>Hordeum vulgare</i> L. total starch (TS) amylose (AC) amylopectin (AP) core collection genome-wide association study (GWAS) |
url | https://www.mdpi.com/1422-0067/22/2/553 |
work_keys_str_mv | AT mengdili genomewideassociationstudyontotalstarchamyloseandamylopectininbarleygrainrevealsnovelputativealleles AT lageng genomewideassociationstudyontotalstarchamyloseandamylopectininbarleygrainrevealsnovelputativealleles AT shanggengxie genomewideassociationstudyontotalstarchamyloseandamylopectininbarleygrainrevealsnovelputativealleles AT dezhiwu genomewideassociationstudyontotalstarchamyloseandamylopectininbarleygrainrevealsnovelputativealleles AT lingzhenye genomewideassociationstudyontotalstarchamyloseandamylopectininbarleygrainrevealsnovelputativealleles AT guopingzhang genomewideassociationstudyontotalstarchamyloseandamylopectininbarleygrainrevealsnovelputativealleles |