• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

通过加权基因共表达网络分析和关联分析鉴定小麦叶片中盐胁迫响应基因

Identification of Salt-Stress-Responding Genes by Weighted Gene Correlation Network Analysis and Association Analysis in Wheat Leaves.

作者信息

Qiao Linyi, Li Yijuan, Wang Liujie, Gu Chunxia, Luo Shiyin, Li Xin, Yan Jinlong, Lu Chengda, Chang Zhijian, Gao Wei, Zhang Xiaojun

机构信息

College of Agronomy, Shanxi Key Laboratory of Crop Genetics and Molecular Improvement, Shanxi Agricultural University, Taiyuan 030031, China.

Millet Research Institute, Shanxi Agricultural University, Changzhi 046011, China.

出版信息

Plants (Basel). 2024 Sep 21;13(18):2642. doi: 10.3390/plants13182642.

DOI:10.3390/plants13182642
PMID:39339617
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11435117/
Abstract

The leaf is not only the main site of photosynthesis, but also an important organ reflecting plant salt tolerance. Discovery of salt-stress-responding genes in the leaf is of great significance for the molecular improvement of salt tolerance in wheat varieties. In this study, transcriptome sequencing was conducted on the leaves of salt-tolerant wheat germplasm CH7034 seedlings at 0, 1, 6, 24, and 48 h after NaCl treatment. Based on weighted gene correlation network analysis of differentially expressed genes (DEGs) under salt stress, 12 co-expression modules were obtained, of which, 9 modules containing 4029 DEGs were related to the salt stress time-course. These DEGs were submitted to the Wheat Union database, and a total of 904,588 SNPs were retrieved from 114 wheat germplasms, distributed on 21 wheat chromosomes. Using the R language package and GAPIT program, association analysis was performed between 904,588 SNPs and leaf salt injury index of 114 wheat germplasms. The results showed that 30 single nucleotide polymorphisms (SNPs) from 15 DEGs were associated with salt tolerance. Then, nine candidate genes, including four genes (, , , and ) encoding enzymes as well as five genes (, , , , and ) encoding functional proteins, were identified by converting salt tolerance-related SNPs into Kompetitive Allele-Specifc PCR (KASP) markers for validation. Finally, interaction network prediction was performed on and , both belonging to the Turquoise module. Our results will contribute to a further understanding of the salt stress response mechanism in plant leaves and provide candidate genes and molecular markers for improving salt-tolerant wheat varieties.

摘要

叶片不仅是光合作用的主要场所,也是反映植物耐盐性的重要器官。在叶片中发现盐胁迫响应基因对于小麦品种耐盐性的分子改良具有重要意义。本研究对耐盐小麦种质CH7034幼苗在NaCl处理后0、1、6、24和48小时的叶片进行了转录组测序。基于盐胁迫下差异表达基因(DEGs)的加权基因共表达网络分析,获得了12个共表达模块,其中9个包含4029个DEGs的模块与盐胁迫时间进程相关。将这些DEGs提交到小麦联合数据库,从114份小麦种质中总共检索到904588个单核苷酸多态性(SNP),分布在21条小麦染色体上。使用R语言包和GAPIT程序,对904588个SNP与114份小麦种质的叶片盐害指数进行了关联分析。结果表明,来自15个DEGs的30个单核苷酸多态性(SNP)与耐盐性相关。然后,通过将耐盐性相关的SNP转化为竞争性等位基因特异性PCR(KASP)标记进行验证,鉴定出9个候选基因,包括4个编码酶的基因(、、、和)以及5个编码功能蛋白的基因(、、、、和)。最后,对属于绿松石模块的和进行了相互作用网络预测。我们的结果将有助于进一步了解植物叶片中的盐胁迫响应机制,并为改良耐盐小麦品种提供候选基因和分子标记。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/72ea2a77bea6/plants-13-02642-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/62fceca12d6e/plants-13-02642-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/32da810af42a/plants-13-02642-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/31088488fc89/plants-13-02642-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/630384df18e5/plants-13-02642-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/65b88e9476f9/plants-13-02642-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/72ea2a77bea6/plants-13-02642-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/62fceca12d6e/plants-13-02642-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/32da810af42a/plants-13-02642-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/31088488fc89/plants-13-02642-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/630384df18e5/plants-13-02642-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/65b88e9476f9/plants-13-02642-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/981e/11435117/72ea2a77bea6/plants-13-02642-g006.jpg

相似文献

1
Identification of Salt-Stress-Responding Genes by Weighted Gene Correlation Network Analysis and Association Analysis in Wheat Leaves.通过加权基因共表达网络分析和关联分析鉴定小麦叶片中盐胁迫响应基因
Plants (Basel). 2024 Sep 21;13(18):2642. doi: 10.3390/plants13182642.
2
RNA-Seq-Based WGCNA and Association Analysis Reveal the Key Regulatory Module and Genes Responding to Salt Stress in Wheat Roots.基于RNA测序的加权基因共表达网络分析及关联分析揭示小麦根系中响应盐胁迫的关键调控模块和基因
Plants (Basel). 2024 Jan 17;13(2):274. doi: 10.3390/plants13020274.
3
Transcriptomic analysis of differentially expressed genes in leaves and roots of two alfalfa (Medicago sativa L.) cultivars with different salt tolerance.两种耐盐性不同的紫花苜蓿(Medicago sativa L.)品种叶片和根系差异表达基因的转录组分析。
BMC Plant Biol. 2021 Oct 5;21(1):446. doi: 10.1186/s12870-021-03201-4.
4
Comparative transcriptomic and metabolic profiling provides insight into the mechanism by which the autophagy inhibitor 3-MA enhances salt stress sensitivity in wheat seedlings.比较转录组学和代谢组学分析揭示了自噬抑制剂 3-MA 增强小麦幼苗耐盐性的机制。
BMC Plant Biol. 2021 Dec 6;21(1):577. doi: 10.1186/s12870-021-03351-5.
5
Transcriptome analysis of bread wheat leaves in response to salt stress.转录组分析小麦叶片对盐胁迫的响应。
PLoS One. 2021 Jul 9;16(7):e0254189. doi: 10.1371/journal.pone.0254189. eCollection 2021.
6
Comparative transcriptome responses of leaf and root tissues to salt stress in wheat strains with different salinity tolerances.不同耐盐性小麦品系叶片和根系组织对盐胁迫的比较转录组反应
Front Genet. 2023 Feb 23;14:1015599. doi: 10.3389/fgene.2023.1015599. eCollection 2023.
7
Unraveling wheat's response to salt stress during early growth stages through transcriptomic analysis and co-expression network profiling.通过转录组分析和共表达网络分析揭示小麦在早期生长阶段对盐胁迫的响应。
BMC Genom Data. 2024 Apr 12;25(1):36. doi: 10.1186/s12863-024-01221-1.
8
Genetic networks underlying salinity tolerance in wheat uncovered with genome-wide analyses and selective sweeps.利用全基因组分析和选择清除揭示小麦耐盐性的遗传网络。
Theor Appl Genet. 2022 Sep;135(9):2925-2941. doi: 10.1007/s00122-022-04153-5. Epub 2022 Aug 1.
9
Genetic and transcriptional variations in NRAMP-2 and OPAQUE1 genes are associated with salt stress response in wheat.NRAMP-2 和 OPAQUE1 基因的遗传和转录变异与小麦的盐胁迫反应有关。
Theor Appl Genet. 2019 Feb;132(2):323-346. doi: 10.1007/s00122-018-3220-5. Epub 2018 Nov 3.
10
Integrated GWAS and transcriptomic analysis reveal the candidate salt-responding genes regulating Na/K balance in barley ( L.).整合全基因组关联研究(GWAS)和转录组分析揭示了调控大麦(L.)钠/钾平衡的候选盐响应基因。
Front Plant Sci. 2023 Jan 20;13:1004477. doi: 10.3389/fpls.2022.1004477. eCollection 2022.

引用本文的文献

1
Identification of Salt Tolerance-Related Genes in Wheat Roots Based on RNA-Seq and Association Analysis.基于RNA测序和关联分析鉴定小麦根系耐盐相关基因
Plants (Basel). 2025 Jul 27;14(15):2318. doi: 10.3390/plants14152318.
2
Spatiotemporal dynamics of benzylisoquinoline alkaloid gene expression and co-expression networks during Papaver Somniferum developmental stages.罂粟发育阶段中苄基异喹啉生物碱基因表达及共表达网络的时空动态
Sci Rep. 2025 Jul 28;15(1):27406. doi: 10.1038/s41598-025-11942-7.
3
Mapping of a Quantitative Trait Locus for Stay-Green Trait in Common Wheat.

本文引用的文献

1
Calcium signal regulated carbohydrate metabolism in wheat seedlings under salinity stress.钙信号调控盐胁迫下小麦幼苗的碳水化合物代谢
Physiol Mol Biol Plants. 2024 Jan;30(1):123-136. doi: 10.1007/s12298-024-01413-0. Epub 2024 Feb 1.
2
RNA-Seq-Based WGCNA and Association Analysis Reveal the Key Regulatory Module and Genes Responding to Salt Stress in Wheat Roots.基于RNA测序的加权基因共表达网络分析及关联分析揭示小麦根系中响应盐胁迫的关键调控模块和基因
Plants (Basel). 2024 Jan 17;13(2):274. doi: 10.3390/plants13020274.
3
Genome-Wide Analysis of the Amino Acid Permeases Gene Family in Wheat and Enhanced Salt Tolerance by Accumulating Ethylene.
普通小麦持绿性状数量性状位点的定位
Plants (Basel). 2025 Feb 27;14(5):727. doi: 10.3390/plants14050727.
4
Identification of Ethylene Response Factors in Wheat Reveals That Contributes to Salt Tolerance.小麦中乙烯反应因子的鉴定表明其有助于耐盐性。
Plants (Basel). 2025 Feb 18;14(4):621. doi: 10.3390/plants14040621.
5
Exploring Drought Resistance Genes from the Roots of the Wheat Cultivar Yunhan1818.从小麦品种云汉1818根系中挖掘抗旱基因。
Int J Mol Sci. 2024 Dec 16;25(24):13458. doi: 10.3390/ijms252413458.
小麦氨基酸通透酶基因家族的全基因组分析和乙烯积累增强耐盐性。
Int J Mol Sci. 2023 Sep 7;24(18):13800. doi: 10.3390/ijms241813800.
4
Genetic incorporation of genes for the optimal plant architecture in common wheat.将用于优化普通小麦株型的基因进行遗传整合。
Mol Breed. 2022 Oct 14;42(10):66. doi: 10.1007/s11032-022-01336-2. eCollection 2022 Oct.
5
Comparative transcriptome responses of leaf and root tissues to salt stress in wheat strains with different salinity tolerances.不同耐盐性小麦品系叶片和根系组织对盐胁迫的比较转录组反应
Front Genet. 2023 Feb 23;14:1015599. doi: 10.3389/fgene.2023.1015599. eCollection 2023.
6
AtS40-1, a group I DUF584 protein positively regulates ABA response and salt tolerance in Arabidopsis.AtS40-1,一个 I DUF584 蛋白阳性调控拟南芥 ABA 响应和耐盐性的小组。
Gene. 2022 Dec 20;846:146846. doi: 10.1016/j.gene.2022.146846. Epub 2022 Aug 28.
7
The sweetpotato β-amylase gene IbBAM1.1 enhances drought and salt stress resistance by regulating ROS homeostasis and osmotic balance.甘薯β-淀粉酶基因 IbBAM1.1 通过调节 ROS 稳态和渗透平衡增强了抗旱和耐盐性。
Plant Physiol Biochem. 2021 Nov;168:167-176. doi: 10.1016/j.plaphy.2021.09.034. Epub 2021 Oct 7.
8
Genome-Wide Identification of Wheat Gene Family Reveals That Is Referred to Drought and Salt Resistances.小麦基因家族的全基因组鉴定表明其与抗旱性和抗盐性有关。
Front Plant Sci. 2021 Jun 4;12:663118. doi: 10.3389/fpls.2021.663118. eCollection 2021.
9
Histone acetyltransferase TaHAG1 acts as a crucial regulator to strengthen salt tolerance of hexaploid wheat.组蛋白乙酰转移酶 TaHAG1 作为关键调控因子增强六倍体小麦的耐盐性。
Plant Physiol. 2021 Aug 3;186(4):1951-1969. doi: 10.1093/plphys/kiab187.
10
Introduction of glucan synthase into the cytosol in wheat endosperm causes massive maltose accumulation and represses starch synthesis.将葡聚糖合酶导入小麦胚乳细胞溶质中会导致大量麦芽糖积累并抑制淀粉合成。
Plant J. 2021 Jun;106(5):1431-1442. doi: 10.1111/tpj.15246. Epub 2021 May 4.