Integrated transcriptome and metabolome association analysis reveals the complex genetic architecture of tobacco bacterial wilt resistance
文献类型: 外文期刊
作者: Muhammad Kamran;Jie Liu;Feng Lin;Asad Ullah;Tania Aqeel;Muhammad Shahzad;Xueliang Ren;Min Ren;Xiangyang Lou;Haiming Xu;Shizhou Yu
作者机构:
关键词: Candidate genes;Differentially expressed genes;Metabolomics;Ralstonia solanacearum;Resistance mechanisms;Tobacco bacterial wilt;Transcriptomics
期刊名称: Industrial Crops and Products
ISSN: 0926-6690
年卷期: 2025 年 233 卷
页码:
收录情况: SCIE(2025版) ; ; EI(2025版)
摘要: Tobacco bacterial wilt, caused by Ralstonia solanacearum, severely affects tobacco crops, leading to significant economic losses. We performed integrated transcriptomic and metabolomic analyses to identify key genes and metabolites that govern tobacco's resistance to bacterial wilt. Resistant (Qiongzhongwuzhishan, R1), moderately resistant (Fandisanhao‑bing, R2), and susceptible (Honghuadajinyuan, S) genotypes were sampled at 3, 24, and 48 h post‑inoculation. RNA‑seq identified 16,295 differentially expressed genes (DEGs) (FDR < 0.05, |log₂FC= > 1). In R1 (treated vs. control), 3046, 2332, and 2003 genes were upregulated, while 1403, 3099, and 2895 genes were downregulated at 3 h, 24 h, and 48 h, respectively. In R1 (treated) vs. R2 (treated), 1900, 3867, and 3553 genes were upregulated, while 1321, 6818, and 3490 genes were downregulated at 3 h, 24 h, and 48 h, respectively. Similarly, in R1 (treated) vs. S (treated), 1236, 1333, and 1689 genes were upregulated, and 836, 2496, and 1292 genes were downregulated at the corresponding time points. Time‑course analysis using maSigPro identified 11,121 genes with significant temporal expression changes. Metabolomic profiling detected 69 differentially accumulated metabolites, from which the 20 most significant (p < 0.05) were selected. Weighted Gene Co‑expression Network Analysis (WGCNA) clustered genes into 17 modules; five were significantly correlated with key metabolites and overlapped with DESeq2 and maSigPro gene sets. A total of 39 candidate genes were consistently identified through differential expression, functional enrichment, and network analyses, and six were validated by qRT‑PCR. These results provide a foundational framework for future studies into the genetic architecture and molecular basis of bacterial wilt resistance in tobacco.
分类号:
- 相关文献
作者其他论文 更多>>
-
Metabolomic Markers Reveal How hCG–Ketoprofen Intervention Increase Pregnancy Percentage Following Timed Artificial Insemination in Dairy Cows
作者:Hubdar Ali Kolachi;Muhammad Shahzad;Jesse Oluwaseun Ayantoye;Baigao Yang;Xiaomeng Zhang;Pengcheng Wan;Xueming Zhao
关键词:anti-inflammatory effect;dairy cows;human chorionic gonadotrophin (hCG);ketoprofen;metabolomics;timed artificial insemination (TAI)
-
Ferroptosis-driven cryoinjury in porcine testicular tissue: Mechanisms, antioxidant-based cryoprotection, and translational strategies for fertility preservation
作者:Jesse Oluwaseun Ayantoye;Baigao Yang;Hang Zhang;Jianhua Dong;Xiaomeng Zhang;Haoran Song;Muhammad Shahzad;Hubdar Ali Kolachi;David Olusola Aderibigbe;Osamede Henry Osaiyuwu;Pengcheng Wan;Hongmei Pan;Xueming Zhao
关键词:Cryoinjury;Cryopreservation;Ferroptosis;Lipid peroxidation;Porcine testicular tissue;Spermatogonial stem cells (SSCs)
-
Microbial-mediated shifts regulate the trade-off between soil organic carbon content and stability after cropland afforestation in Eastern China
作者:Jie Liu;Lin Yang;Jie Wang;Lei Zhang;Yongqi Qian;Ren Wei;Wenkai Cui;Chenghu Zhou
关键词:Croplands;Microbial-derived carbon;Mineral-associated organic carbon;Particulate organic carbon;Planted forests;Soil organic carbon
-
Fixed-time artificial insemination technology in buffaloes: a review
作者:Hubdar Ali Kolachi;Xiaomeng Zhang;Muhammad Mohsen Rahimoon;Muhammad Shahzad;Ayantoye Jesse Oluwaseun;Muhammad Ibrahim Panhwar;Mohammad Farooque Hassan;Omaima Mohammad Tawfik Kandil;Pengcheng Wan;Xueming Zhao
关键词:buffalo;estrous synchronization;fixed-time artificial insemination (FTAI);FTAI protocols;reproductive cycle;TAI
-
Impacts of tillage treatments on soil physical properties and maize growth at two sites under different climatic conditions in black soil region of Northeast China
作者:Yongqi Qian;Zhongbin Zhang;Fahui Jiang;Jianhao Wang;Fangjin Dong;Jie Liu;Xinhua Peng
关键词:Conservation tillage;Mollisols;Soil physical properties;Soil structure;Strip tillage
-
Advances in Timed Artificial Insemination: Integrating Omics Technologies for Enhanced Reproductive Efficiency in Dairy Cattle
作者:Jesse Oluwaseun Ayantoye;Hubdar Ali Kolachi;Xiaomeng Zhang;Muhammad Shahzad;Omaima Mohamed Tawfik Kandil;Pengcheng Wan;Xueming Zhao
关键词:dairy cattle;estradiol/progesterone;GnRH;omics technologies;reproductive efficiency;timed artificial insemination
-
Identification and functional analysis of Wall-Associated Kinase genes in Nicotiana tabacum
作者:Ling Li;Linggai Cao;Jintao Li;Zhiqiang Zhang;Jie Liu;Zhongying Ren;Jie Zhang;Rengang Wang;Yangfan Miao;Shizhou Yu;Wei Li
关键词:evolutionary;expression analysis;stress response;tobacco;wall-associated kinase