Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing

Trivalent Aluminum (Al3+) in acidic soils is harmful to root growth and significantly reduce crop yields. Therefore, mining beneficial genes for Al tolerance is valuable for rice production. The objective of this research is to identify some beneficial genes for Al tolerance from rice landraces with...

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Main Authors: Minghui Zhao, Jiayu Song, Aiting Wu, Tao Hu, Jinquan Li
Format: Article
Language:English
Published: Frontiers Media S.A. 2018-12-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/article/10.3389/fpls.2018.01838/full
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spelling doaj-4bd5951ff784462fbb61d57f63f89ae62020-11-24T21:52:41ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2018-12-01910.3389/fpls.2018.01838372189Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment SequencingMinghui Zhao0Jiayu Song1Aiting Wu2Tao Hu3Jinquan Li4Jinquan Li5Rice Research Institute, Shenyang Agriculture University, Shenyang, ChinaRice Research Institute, Shenyang Agriculture University, Shenyang, ChinaRice Research Institute, Shenyang Agriculture University, Shenyang, ChinaRice Research Institute, Shenyang Agriculture University, Shenyang, ChinaState Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural University, Guangzhou, ChinaDepartment of Plant Breeding and Genetics, Max Planck Institute for Plant Breeding Research, Cologne, GermanyTrivalent Aluminum (Al3+) in acidic soils is harmful to root growth and significantly reduce crop yields. Therefore, mining beneficial genes for Al tolerance is valuable for rice production. The objective of this research is to identify some beneficial genes for Al tolerance from rice landraces with high density SNP set from SLAF-seq (Specific-Locus Amplified Fragment sequencing). A total of 67,511 SNPs were obtained from SLAF-seq and used for genome-wide association study (GWAS) for Al tolerance with the 150 accessions of rice landraces in the Ting's rice core collection. The results showed that rice landraces in the Ting's rice core collection possessed a wide-range of variation for Al tolerance, measured by relative root elongation (RRE). With the mixed linear models, GWAS identified a total of 25 associations between SNPs and Al tolerant trait with p < 0.001 and false discovery rate (FDR) <10%. The explained percentage by quantitative trait locus (QTL) to phenotypic variation was from 7.27 to 13.31%. Five of twenty five QTLs identified in this study were co-localized with the previously cloned genes or previously identified QTLs related to Al tolerance or root growth/development. These results indicated that landraces are important sources for Al tolerance in rice and the mapping results could provide important information to breed Al tolerant rice cultivars through marker-assisted selection.https://www.frontiersin.org/article/10.3389/fpls.2018.01838/fullAluminum tolerancegenome-wide association mappingrelative root elongationrice landracesAl tolerant QTLSLAF-seq
collection DOAJ
language English
format Article
sources DOAJ
author Minghui Zhao
Jiayu Song
Aiting Wu
Tao Hu
Jinquan Li
Jinquan Li
spellingShingle Minghui Zhao
Jiayu Song
Aiting Wu
Tao Hu
Jinquan Li
Jinquan Li
Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing
Frontiers in Plant Science
Aluminum tolerance
genome-wide association mapping
relative root elongation
rice landraces
Al tolerant QTL
SLAF-seq
author_facet Minghui Zhao
Jiayu Song
Aiting Wu
Tao Hu
Jinquan Li
Jinquan Li
author_sort Minghui Zhao
title Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing
title_short Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing
title_full Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing
title_fullStr Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing
title_full_unstemmed Mining Beneficial Genes for Aluminum Tolerance Within a Core Collection of Rice Landraces Through Genome-Wide Association Mapping With High Density SNPs From Specific-Locus Amplified Fragment Sequencing
title_sort mining beneficial genes for aluminum tolerance within a core collection of rice landraces through genome-wide association mapping with high density snps from specific-locus amplified fragment sequencing
publisher Frontiers Media S.A.
series Frontiers in Plant Science
issn 1664-462X
publishDate 2018-12-01
description Trivalent Aluminum (Al3+) in acidic soils is harmful to root growth and significantly reduce crop yields. Therefore, mining beneficial genes for Al tolerance is valuable for rice production. The objective of this research is to identify some beneficial genes for Al tolerance from rice landraces with high density SNP set from SLAF-seq (Specific-Locus Amplified Fragment sequencing). A total of 67,511 SNPs were obtained from SLAF-seq and used for genome-wide association study (GWAS) for Al tolerance with the 150 accessions of rice landraces in the Ting's rice core collection. The results showed that rice landraces in the Ting's rice core collection possessed a wide-range of variation for Al tolerance, measured by relative root elongation (RRE). With the mixed linear models, GWAS identified a total of 25 associations between SNPs and Al tolerant trait with p < 0.001 and false discovery rate (FDR) <10%. The explained percentage by quantitative trait locus (QTL) to phenotypic variation was from 7.27 to 13.31%. Five of twenty five QTLs identified in this study were co-localized with the previously cloned genes or previously identified QTLs related to Al tolerance or root growth/development. These results indicated that landraces are important sources for Al tolerance in rice and the mapping results could provide important information to breed Al tolerant rice cultivars through marker-assisted selection.
topic Aluminum tolerance
genome-wide association mapping
relative root elongation
rice landraces
Al tolerant QTL
SLAF-seq
url https://www.frontiersin.org/article/10.3389/fpls.2018.01838/full
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