Genome-wide association study dissects yield components associated with low-phosphorus stress tolerance in maize

Key message Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance. Phosphorus deficiency in soils will se...

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Published inTheoretical and applied genetics Vol. 131; no. 8; pp. 1699 - 1714
Main Authors Xu, Cheng, Zhang, Hongwei, Sun, Jianhao, Guo, Zifeng, Zou, Cheng, Li, Wen-Xue, Xie, Chuanxiao, Huang, Changling, Xu, Ruineng, Liao, Hong, Wang, Jinxiang, Xu, Xiaojie, Wang, Shanhong, Xu, Yunbi
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.08.2018
Springer
Springer Nature B.V
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Abstract Key message Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance. Phosphorus deficiency in soils will severely affect maize ( Zea mays L.) growth and development, thus decreasing the final yield. Deciphering the genetic basis of yield-related traits can benefit our understanding of maize tolerance to low-phosphorus stress. However, considering that yield-related traits should be evaluated under field condition with large populations rather than under hydroponic condition at a single-plant level, searching for appropriate field experimental sites and target traits for low-phosphorus stress tolerance is still very challenging. In this study, a genome-wide association analysis using two natural populations was performed to detect candidate genes in response to low-phosphorus stress at two experimental sites representative of different climate and soil types. In total, 259 candidate genes were identified and these candidate genes are mainly involved in four major pathways: transcriptional regulation, reactive oxygen scavenging, hormone regulation, and remodeling of cell wall. Among these candidate genes, 98 showed differential expression by transcriptome data. Based on a haplotype analysis of grain number under phosphorus deficiency condition, the positive haplotypes with favorable alleles across five loci increased grain number by 42% than those without favorable alleles. For further verifying the feasibility of genomic selection for improving maize low-phosphorus tolerance, we also validated the predictive ability of five genomic selection methods and suggested that moderate-density SNPs were sufficient to make accurate predictions for low-phosphorus tolerance traits. All these results will facilitate elucidating genetic basis of maize tolerance to low-phosphorus stress and improving marker-assisted selection efficiency in breeding process.
AbstractList Key message Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance. Phosphorus deficiency in soils will severely affect maize ( Zea mays L.) growth and development, thus decreasing the final yield. Deciphering the genetic basis of yield-related traits can benefit our understanding of maize tolerance to low-phosphorus stress. However, considering that yield-related traits should be evaluated under field condition with large populations rather than under hydroponic condition at a single-plant level, searching for appropriate field experimental sites and target traits for low-phosphorus stress tolerance is still very challenging. In this study, a genome-wide association analysis using two natural populations was performed to detect candidate genes in response to low-phosphorus stress at two experimental sites representative of different climate and soil types. In total, 259 candidate genes were identified and these candidate genes are mainly involved in four major pathways: transcriptional regulation, reactive oxygen scavenging, hormone regulation, and remodeling of cell wall. Among these candidate genes, 98 showed differential expression by transcriptome data. Based on a haplotype analysis of grain number under phosphorus deficiency condition, the positive haplotypes with favorable alleles across five loci increased grain number by 42% than those without favorable alleles. For further verifying the feasibility of genomic selection for improving maize low-phosphorus tolerance, we also validated the predictive ability of five genomic selection methods and suggested that moderate-density SNPs were sufficient to make accurate predictions for low-phosphorus tolerance traits. All these results will facilitate elucidating genetic basis of maize tolerance to low-phosphorus stress and improving marker-assisted selection efficiency in breeding process.
Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance. Phosphorus deficiency in soils will severely affect maize (Zea mays L.) growth and development, thus decreasing the final yield. Deciphering the genetic basis of yield-related traits can benefit our understanding of maize tolerance to low-phosphorus stress. However, considering that yield-related traits should be evaluated under field condition with large populations rather than under hydroponic condition at a single-plant level, searching for appropriate field experimental sites and target traits for low-phosphorus stress tolerance is still very challenging. In this study, a genome-wide association analysis using two natural populations was performed to detect candidate genes in response to low-phosphorus stress at two experimental sites representative of different climate and soil types. In total, 259 candidate genes were identified and these candidate genes are mainly involved in four major pathways: transcriptional regulation, reactive oxygen scavenging, hormone regulation, and remodeling of cell wall. Among these candidate genes, 98 showed differential expression by transcriptome data. Based on a haplotype analysis of grain number under phosphorus deficiency condition, the positive haplotypes with favorable alleles across five loci increased grain number by 42% than those without favorable alleles. For further verifying the feasibility of genomic selection for improving maize low-phosphorus tolerance, we also validated the predictive ability of five genomic selection methods and suggested that moderate-density SNPs were sufficient to make accurate predictions for low-phosphorus tolerance traits. All these results will facilitate elucidating genetic basis of maize tolerance to low-phosphorus stress and improving marker-assisted selection efficiency in breeding process.
Key messagePhosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance.Phosphorus deficiency in soils will severely affect maize (Zea mays L.) growth and development, thus decreasing the final yield. Deciphering the genetic basis of yield-related traits can benefit our understanding of maize tolerance to low-phosphorus stress. However, considering that yield-related traits should be evaluated under field condition with large populations rather than under hydroponic condition at a single-plant level, searching for appropriate field experimental sites and target traits for low-phosphorus stress tolerance is still very challenging. In this study, a genome-wide association analysis using two natural populations was performed to detect candidate genes in response to low-phosphorus stress at two experimental sites representative of different climate and soil types. In total, 259 candidate genes were identified and these candidate genes are mainly involved in four major pathways: transcriptional regulation, reactive oxygen scavenging, hormone regulation, and remodeling of cell wall. Among these candidate genes, 98 showed differential expression by transcriptome data. Based on a haplotype analysis of grain number under phosphorus deficiency condition, the positive haplotypes with favorable alleles across five loci increased grain number by 42% than those without favorable alleles. For further verifying the feasibility of genomic selection for improving maize low-phosphorus tolerance, we also validated the predictive ability of five genomic selection methods and suggested that moderate-density SNPs were sufficient to make accurate predictions for low-phosphorus tolerance traits. All these results will facilitate elucidating genetic basis of maize tolerance to low-phosphorus stress and improving marker-assisted selection efficiency in breeding process.
Key message
Key message Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers and associated candidate genes and molecular pathways for low-phosphorus stress tolerance. Phosphorus deficiency in soils will severely affect maize (Zea mays L.) growth and development, thus decreasing the final yield. Deciphering the genetic basis of yield-related traits can benefit our understanding of maize tolerance to low-phosphorus stress. However, considering that yield-related traits should be evaluated under field condition with large populations rather than under hydroponic condition at a single-plant level, searching for appropriate field experimental sites and target traits for low-phosphorus stress tolerance is still very challenging. In this study, a genome-wide association analysis using two natural populations was performed to detect candidate genes in response to low-phosphorus stress at two experimental sites representative of different climate and soil types. In total, 259 candidate genes were identified and these candidate genes are mainly involved in four major pathways: transcriptional regulation, reactive oxygen scavenging, hormone regulation, and remodeling of cell wall. Among these candidate genes, 98 showed differential expression by transcriptome data. Based on a haplotype analysis of grain number under phosphorus deficiency condition, the positive haplotypes with favorable alleles across five loci increased grain number by 42% than those without favorable alleles. For further verifying the feasibility of genomic selection for improving maize low-phosphorus tolerance, we also validated the predictive ability of five genomic selection methods and suggested that moderate-density SNPs were sufficient to make accurate predictions for low-phosphorus tolerance traits. All these results will facilitate elucidating genetic basis of maize tolerance to low-phosphorus stress and improving marker-assisted selection efficiency in breeding process.
Audience Academic
Author Liao, Hong
Wang, Jinxiang
Li, Wen-Xue
Xie, Chuanxiao
Wang, Shanhong
Xu, Xiaojie
Huang, Changling
Guo, Zifeng
Sun, Jianhao
Zou, Cheng
Xu, Yunbi
Xu, Ruineng
Xu, Cheng
Zhang, Hongwei
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  organization: Institute of Crop Science, Chinese Academy of Agricultural Sciences
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  organization: Institute of Soil Fertilizer and Water-saving Agriculture, Gansu Academy of Agricultural Sciences
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  organization: Institute of Crop Science, Chinese Academy of Agricultural Sciences
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  organization: State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural University, Root Biology Center, College of Natural Resources and Environment, South China Agricultural University
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  organization: State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural University, Root Biology Center, College of Natural Resources and Environment, South China Agricultural University
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  givenname: Jinxiang
  surname: Wang
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  organization: State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, South China Agricultural University, Root Biology Center, College of Natural Resources and Environment, South China Agricultural University
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  organization: Institute of Crop Science, Chinese Academy of Agricultural Sciences
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  givenname: Yunbi
  surname: Xu
  fullname: Xu, Yunbi
  email: y.xu@cgiar.org
  organization: Institute of Crop Science, Chinese Academy of Agricultural Sciences, International Maize and Wheat Improvement Center (CIMMYT)
BackLink https://www.ncbi.nlm.nih.gov/pubmed/29754325$$D View this record in MEDLINE/PubMed
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SSID ssj0002503
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Snippet Key message Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified...
Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified molecular markers...
Key message
Key message Phosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified...
Key messagePhosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified...
KEY MESSAGEPhosphorus deficiency in soil is a worldwide constraint threatening maize production. Through a genome-wide association study, we identified...
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crossref
pubmed
springer
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StartPage 1699
SubjectTerms Agriculture
Alleles
Association analysis
Biochemistry
Biomedical and Life Sciences
Biotechnology
Cell walls
Chromosome Mapping
Corn
Gene expression
Gene regulation
Genetic aspects
Genetic Association Studies
Genome-wide association studies
Genomes
Haplotypes
Health aspects
Hypophosphatemia
Life Sciences
Marker-assisted selection
Original Article
Phenotype
Phosphorus
Phosphorus - physiology
Physiological aspects
Plant Biochemistry
Plant Breeding
Plant Breeding/Biotechnology
Plant Genetics and Genomics
Polymorphism, Single Nucleotide
Single-nucleotide polymorphism
Soil types
Stress analysis (Engineering)
Stress, Physiological
Transcription
Zea mays
Zea mays - genetics
Zea mays - physiology
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Title Genome-wide association study dissects yield components associated with low-phosphorus stress tolerance in maize
URI https://link.springer.com/article/10.1007/s00122-018-3108-4
https://www.ncbi.nlm.nih.gov/pubmed/29754325
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https://search.proquest.com/docview/2038711631
Volume 131
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