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Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice
Flavonoids have anti-inflammatory, antioxidative, and anticarcinogenic effects. Breeding rice varieties rich in flavonoids can prevent chronic diseases such as cancer and cardio-cerebrovascular diseases. However, most of the genes reported are known to regulate flavonoid content in leaves or seedlin...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10531027/ https://www.ncbi.nlm.nih.gov/pubmed/37761824 http://dx.doi.org/10.3390/genes14091684 |
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author | Xia, Haijian Pu, Xiaoying Zhu, Xiaoyang Yang, Xiaomeng Guo, Haifeng Diao, Henan Zhang, Quan Wang, Yulong Sun, Xingming Zhang, Hongliang Zhang, Zhanying Zeng, Yawen Li, Zichao |
author_facet | Xia, Haijian Pu, Xiaoying Zhu, Xiaoyang Yang, Xiaomeng Guo, Haifeng Diao, Henan Zhang, Quan Wang, Yulong Sun, Xingming Zhang, Hongliang Zhang, Zhanying Zeng, Yawen Li, Zichao |
author_sort | Xia, Haijian |
collection | PubMed |
description | Flavonoids have anti-inflammatory, antioxidative, and anticarcinogenic effects. Breeding rice varieties rich in flavonoids can prevent chronic diseases such as cancer and cardio-cerebrovascular diseases. However, most of the genes reported are known to regulate flavonoid content in leaves or seedlings. To further elucidate the genetic basis of flavonoid content in rice grains and identify germplasm rich in flavonoids in grains, a set of rice core collections containing 633 accessions from 32 countries was used to determine total flavonoid content (TFC) in brown rice. We identified ten excellent germplasms with TFC exceeding 300 mg/100 g. Using a compressed mixed linear model, a total of 53 quantitative trait loci (QTLs) were detected through a genome-wide association study (GWAS). By combining linkage disequilibrium (LD) analysis, location of significant single nucleotide polymorphisms (SNPs), gene expression, and haplotype analysis, eight candidate genes were identified from two important QTLs (qTFC1-6 and qTFC9-7), among which LOC_Os01g59440 and LOC_Os09g24260 are the most likely candidate genes. We also analyzed the geographic distribution and breeding utilization of favorable haplotypes of the two genes. Our findings provide insights into the genetic basis of TFC in brown rice and could facilitate the breeding of flavonoid-rich varieties, which may be a prevention and adjuvant treatment for cancer and cardio-cerebrovascular diseases. |
format | Online Article Text |
id | pubmed-10531027 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-105310272023-09-28 Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice Xia, Haijian Pu, Xiaoying Zhu, Xiaoyang Yang, Xiaomeng Guo, Haifeng Diao, Henan Zhang, Quan Wang, Yulong Sun, Xingming Zhang, Hongliang Zhang, Zhanying Zeng, Yawen Li, Zichao Genes (Basel) Article Flavonoids have anti-inflammatory, antioxidative, and anticarcinogenic effects. Breeding rice varieties rich in flavonoids can prevent chronic diseases such as cancer and cardio-cerebrovascular diseases. However, most of the genes reported are known to regulate flavonoid content in leaves or seedlings. To further elucidate the genetic basis of flavonoid content in rice grains and identify germplasm rich in flavonoids in grains, a set of rice core collections containing 633 accessions from 32 countries was used to determine total flavonoid content (TFC) in brown rice. We identified ten excellent germplasms with TFC exceeding 300 mg/100 g. Using a compressed mixed linear model, a total of 53 quantitative trait loci (QTLs) were detected through a genome-wide association study (GWAS). By combining linkage disequilibrium (LD) analysis, location of significant single nucleotide polymorphisms (SNPs), gene expression, and haplotype analysis, eight candidate genes were identified from two important QTLs (qTFC1-6 and qTFC9-7), among which LOC_Os01g59440 and LOC_Os09g24260 are the most likely candidate genes. We also analyzed the geographic distribution and breeding utilization of favorable haplotypes of the two genes. Our findings provide insights into the genetic basis of TFC in brown rice and could facilitate the breeding of flavonoid-rich varieties, which may be a prevention and adjuvant treatment for cancer and cardio-cerebrovascular diseases. MDPI 2023-08-25 /pmc/articles/PMC10531027/ /pubmed/37761824 http://dx.doi.org/10.3390/genes14091684 Text en © 2023 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 | Article Xia, Haijian Pu, Xiaoying Zhu, Xiaoyang Yang, Xiaomeng Guo, Haifeng Diao, Henan Zhang, Quan Wang, Yulong Sun, Xingming Zhang, Hongliang Zhang, Zhanying Zeng, Yawen Li, Zichao Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice |
title | Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice |
title_full | Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice |
title_fullStr | Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice |
title_full_unstemmed | Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice |
title_short | Genome-Wide Association Study Reveals the Genetic Basis of Total Flavonoid Content in Brown Rice |
title_sort | genome-wide association study reveals the genetic basis of total flavonoid content in brown rice |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10531027/ https://www.ncbi.nlm.nih.gov/pubmed/37761824 http://dx.doi.org/10.3390/genes14091684 |
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