Genome-wide association study and transcriptome sequencing to identify candidate genes for waterlogging tolerance during germination in barley (Hordeum vulgare L.)

IF 4.5 2区 生物学 Q2 ENVIRONMENTAL SCIENCES
{"title":"Genome-wide association study and transcriptome sequencing to identify candidate genes for waterlogging tolerance during germination in barley (Hordeum vulgare L.)","authors":"","doi":"10.1016/j.envexpbot.2024.105901","DOIUrl":null,"url":null,"abstract":"<div><p>Waterlogging stress is a significant abiotic stress that has a pronounced effect on both the yield and quality of barley. Despite this, there is a lack of comprehensive understanding regarding the molecular response mechanisms involved in barley germination under waterlogging stress. In this study, we investigated five root and shoot traits related to waterlogging tolerance across 250 barley accessions. Our findings indicate that the tolerant genotype displayed lower levels of starch degradation, electrical conductivity (EC), and malondialdehyde (MDA) content compared to the sensitive genotype under waterlogging conditions. Through genome-wide association study (GWAS) analysis, we identified 77 significant Single Nucleotide Polymorphisms (SNPs) associated with waterlogging tolerance during germination. Additionally, transcriptomic analysis (RNA-Seq) revealed 1776 and 839 differentially expressed genes (DEGs) in Liu Leng Zi Da Mai (waterlogging tolerant) and Naso Nijo (waterlogging sensitive), respectively. It is noteworthy that a considerable number of these DEGs were found to be associated with transcription factors, including <em>AP2/ERF</em>, <em>HSF</em>, <em>WRKY</em>, <em>MYB</em>, and <em>MADS</em>. Through the integration of GWAS and RNA-Seq data analysis, a total of 32 candidate genes were pinpointed, primarily linked to plant hormones and energy metabolism regulation such as <em>ERF</em>, <em>HSF</em>, <em>AEC</em> and <em>LEA</em>. In conclusion, these findings provide novel genetic resources and insights to enhance waterlogging tolerance at germination in future barley cultivars through genomic and marker-assisted selection. This results also lay the foundation for further functional analysis of the identified candidate genes.</p></div>","PeriodicalId":11758,"journal":{"name":"Environmental and Experimental Botany","volume":null,"pages":null},"PeriodicalIF":4.5000,"publicationDate":"2024-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Environmental and Experimental Botany","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0098847224002594","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENVIRONMENTAL SCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Waterlogging stress is a significant abiotic stress that has a pronounced effect on both the yield and quality of barley. Despite this, there is a lack of comprehensive understanding regarding the molecular response mechanisms involved in barley germination under waterlogging stress. In this study, we investigated five root and shoot traits related to waterlogging tolerance across 250 barley accessions. Our findings indicate that the tolerant genotype displayed lower levels of starch degradation, electrical conductivity (EC), and malondialdehyde (MDA) content compared to the sensitive genotype under waterlogging conditions. Through genome-wide association study (GWAS) analysis, we identified 77 significant Single Nucleotide Polymorphisms (SNPs) associated with waterlogging tolerance during germination. Additionally, transcriptomic analysis (RNA-Seq) revealed 1776 and 839 differentially expressed genes (DEGs) in Liu Leng Zi Da Mai (waterlogging tolerant) and Naso Nijo (waterlogging sensitive), respectively. It is noteworthy that a considerable number of these DEGs were found to be associated with transcription factors, including AP2/ERF, HSF, WRKY, MYB, and MADS. Through the integration of GWAS and RNA-Seq data analysis, a total of 32 candidate genes were pinpointed, primarily linked to plant hormones and energy metabolism regulation such as ERF, HSF, AEC and LEA. In conclusion, these findings provide novel genetic resources and insights to enhance waterlogging tolerance at germination in future barley cultivars through genomic and marker-assisted selection. This results also lay the foundation for further functional analysis of the identified candidate genes.

通过全基因组关联研究和转录组测序确定大麦(Hordeum vulgare L.)发芽期间耐涝性的候选基因
涝胁迫是一种严重的非生物胁迫,对大麦的产量和质量都有明显的影响。尽管如此,人们对水涝胁迫下大麦发芽的分子响应机制还缺乏全面的了解。在这项研究中,我们调查了 250 个大麦品种中与耐涝性相关的五个根和芽性状。我们的研究结果表明,与敏感基因型相比,耐涝基因型在水涝条件下的淀粉降解、电导率(EC)和丙二醛(MDA)含量水平较低。通过全基因组关联研究(GWAS)分析,我们发现了 77 个与发芽期间耐涝性相关的显著单核苷酸多态性(SNPs)。此外,通过转录组分析(RNA-Seq),我们发现刘楞子大麦(耐涝)和那须二丈(涝敏感)分别有 1776 和 839 个差异表达基因(DEGs)。值得注意的是,这些差异表达基因中有相当一部分与转录因子有关,包括 AP2/ERF、HSF、WRKY、MYB 和 MADS。通过整合 GWAS 和 RNA-Seq 数据分析,共确定了 32 个候选基因,主要与植物激素和能量代谢调控有关,如 ERF、HSF、AEC 和 LEA。总之,这些发现为通过基因组和标记辅助选择提高未来大麦栽培品种发芽时的耐涝性提供了新的遗传资源和见解。这些结果还为进一步对已鉴定的候选基因进行功能分析奠定了基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Environmental and Experimental Botany
Environmental and Experimental Botany 环境科学-环境科学
CiteScore
9.30
自引率
5.30%
发文量
342
审稿时长
26 days
期刊介绍: Environmental and Experimental Botany (EEB) publishes research papers on the physical, chemical, biological, molecular mechanisms and processes involved in the responses of plants to their environment. In addition to research papers, the journal includes review articles. Submission is in agreement with the Editors-in-Chief. The Journal also publishes special issues which are built by invited guest editors and are related to the main themes of EEB. The areas covered by the Journal include: (1) Responses of plants to heavy metals and pollutants (2) Plant/water interactions (salinity, drought, flooding) (3) Responses of plants to radiations ranging from UV-B to infrared (4) Plant/atmosphere relations (ozone, CO2 , temperature) (5) Global change impacts on plant ecophysiology (6) Biotic interactions involving environmental factors.
文献相关原料
公司名称 产品信息 采购帮参考价格
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信