Mapping regulatory variants controlling gene expression in drought response and tolerance in maize
Abstract Background Gene expression is a key determinant of cellular response. Natural variation in gene expression bridges genetic variation to phenotypic alteration. Identification of the regulatory variants controlling the gene expression in response to drought, a major environmental threat of cr...
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doaj-3f57ff5a093d4f0ba2c7b1cad043f3ad2020-11-25T02:41:22ZengBMCGenome Biology1474-760X2020-07-0121112210.1186/s13059-020-02069-1Mapping regulatory variants controlling gene expression in drought response and tolerance in maizeShengxue Liu0Cuiping Li1Hongwei Wang2Shuhui Wang3Shiping Yang4Xiaohu Liu5Jianbing Yan6Bailin Li7Mary Beatty8Gina Zastrow-Hayes9Shuhui Song10Feng Qin11State Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural UniversityNational Genomics Data Center & CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, and China National Center for BioinformationAgricultural College, Yangtze UniversityState Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural UniversityState Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural UniversityState Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural UniversityNational Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural UniversityCorteva AgriscienceCorteva AgriscienceCorteva AgriscienceNational Genomics Data Center & CAS Key Laboratory of Genome Sciences and Information, Beijing Institute of Genomics, Chinese Academy of Sciences, and China National Center for BioinformationState Key Laboratory of Plant Physiology and Biochemistry, College of Biological Sciences, China Agricultural UniversityAbstract Background Gene expression is a key determinant of cellular response. Natural variation in gene expression bridges genetic variation to phenotypic alteration. Identification of the regulatory variants controlling the gene expression in response to drought, a major environmental threat of crop production worldwide, is of great value for drought-tolerant gene identification. Results A total of 627 RNA-seq analyses are performed for 224 maize accessions which represent a wide genetic diversity under three water regimes; 73,573 eQTLs are detected for about 30,000 expressing genes with high-density genome-wide single nucleotide polymorphisms, reflecting a comprehensive and dynamic genetic architecture of gene expression in response to drought. The regulatory variants controlling the gene expression constitutively or drought-dynamically are unraveled. Focusing on dynamic regulatory variants resolved to genes encoding transcription factors, a drought-responsive network reflecting a hierarchy of transcription factors and their target genes is built. Moreover, 97 genes are prioritized to associate with drought tolerance due to their expression variations through the Mendelian randomization analysis. One of the candidate genes, Abscisic acid 8′-hydroxylase, is verified to play a negative role in plant drought tolerance. Conclusions This study unravels the effects of genetic variants on gene expression dynamics in drought response which allows us to better understand the role of distal and proximal genetic effects on gene expression and phenotypic plasticity. The prioritized drought-associated genes may serve as direct targets for functional investigation or allelic mining.http://link.springer.com/article/10.1186/s13059-020-02069-1Regulatory variantsGene expressionDrought responseStress toleranceMaize |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shengxue Liu Cuiping Li Hongwei Wang Shuhui Wang Shiping Yang Xiaohu Liu Jianbing Yan Bailin Li Mary Beatty Gina Zastrow-Hayes Shuhui Song Feng Qin |
spellingShingle |
Shengxue Liu Cuiping Li Hongwei Wang Shuhui Wang Shiping Yang Xiaohu Liu Jianbing Yan Bailin Li Mary Beatty Gina Zastrow-Hayes Shuhui Song Feng Qin Mapping regulatory variants controlling gene expression in drought response and tolerance in maize Genome Biology Regulatory variants Gene expression Drought response Stress tolerance Maize |
author_facet |
Shengxue Liu Cuiping Li Hongwei Wang Shuhui Wang Shiping Yang Xiaohu Liu Jianbing Yan Bailin Li Mary Beatty Gina Zastrow-Hayes Shuhui Song Feng Qin |
author_sort |
Shengxue Liu |
title |
Mapping regulatory variants controlling gene expression in drought response and tolerance in maize |
title_short |
Mapping regulatory variants controlling gene expression in drought response and tolerance in maize |
title_full |
Mapping regulatory variants controlling gene expression in drought response and tolerance in maize |
title_fullStr |
Mapping regulatory variants controlling gene expression in drought response and tolerance in maize |
title_full_unstemmed |
Mapping regulatory variants controlling gene expression in drought response and tolerance in maize |
title_sort |
mapping regulatory variants controlling gene expression in drought response and tolerance in maize |
publisher |
BMC |
series |
Genome Biology |
issn |
1474-760X |
publishDate |
2020-07-01 |
description |
Abstract Background Gene expression is a key determinant of cellular response. Natural variation in gene expression bridges genetic variation to phenotypic alteration. Identification of the regulatory variants controlling the gene expression in response to drought, a major environmental threat of crop production worldwide, is of great value for drought-tolerant gene identification. Results A total of 627 RNA-seq analyses are performed for 224 maize accessions which represent a wide genetic diversity under three water regimes; 73,573 eQTLs are detected for about 30,000 expressing genes with high-density genome-wide single nucleotide polymorphisms, reflecting a comprehensive and dynamic genetic architecture of gene expression in response to drought. The regulatory variants controlling the gene expression constitutively or drought-dynamically are unraveled. Focusing on dynamic regulatory variants resolved to genes encoding transcription factors, a drought-responsive network reflecting a hierarchy of transcription factors and their target genes is built. Moreover, 97 genes are prioritized to associate with drought tolerance due to their expression variations through the Mendelian randomization analysis. One of the candidate genes, Abscisic acid 8′-hydroxylase, is verified to play a negative role in plant drought tolerance. Conclusions This study unravels the effects of genetic variants on gene expression dynamics in drought response which allows us to better understand the role of distal and proximal genetic effects on gene expression and phenotypic plasticity. The prioritized drought-associated genes may serve as direct targets for functional investigation or allelic mining. |
topic |
Regulatory variants Gene expression Drought response Stress tolerance Maize |
url |
http://link.springer.com/article/10.1186/s13059-020-02069-1 |
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