Identification of Key Gene Network Modules and Hub Genes Associated with Wheat Response to Biotic Stress Using Combined Microarray Meta-analysis and WGCN Analysis
Wheat (Triticum aestivum) is one of the major crops worldwide and a primary source of calories for human food. Biotic stresses such as fungi, bacteria, and diseases limit wheat production. Although plant breeding and genetic engineering for biotic stress resistance have been suggested as promising solutions to handle losses caused by biotic stress factors, a comprehensive understanding of molecular mechanisms and identifying key genes is a critical step to obtaining success. Here, a network-based meta-analysis approach based on two main statistical methods was used to identify key genes and molecular mechanisms of the wheat response to biotic stress. A total of 163 samples (21,792 genes) from 10 datasets were analyzed. Fisher Z test based on the p-value and REM method based on effect size resulted in 533 differentially expressed genes (p < 0.001 and FDR< 0.001). WGCNA analysis using a dynamic tree-cutting algorithm was used to construct a co-expression network and three significant modules were detected. The modules were significantly enriched by 16 BP terms and 4 KEGG pathways (Benjamini-Hochberg FDR < 0.001). A total of nine hub genes (a top 1.5% of genes with the highest degree) were identified from the constructed network. The identification of DE genes, gene-gene co-expressing network, and hub genes may contribute to uncovering the molecular mechanisms of the wheat response to biotic stress.
机构:
Taian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Guo, Dongmei
Wang, Hongchun
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Shandong Univ, Dept Clin Lab, Qilu Hosp, Jinan, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Wang, Hongchun
Sun, Li
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Taian City Cent Hosp Branch, Dept Occupat Dis, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Sun, Li
Liu, Shuang
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Taian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Liu, Shuang
Du, Shujing
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Taian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Du, Shujing
Qiao, Wenjing
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Taian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Qiao, Wenjing
Wang, Weiyan
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Taian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Wang, Weiyan
Hou, Gang
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Taian City Cent Hosp, Dept Pathol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Hou, Gang
Zhang, Kaigang
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Taian City Cent Hosp, Dept Orthoped, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Zhang, Kaigang
Li, Chunpu
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Taian City Cent Hosp, Dept Orthoped, Tai An, Shandong, Peoples R China
Tianjin Med Univ, Canc Inst & Hosp, Dept Orthoped, Tianjin, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
Li, Chunpu
Teng, Qingliang
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Taian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R ChinaTaian City Cent Hosp, Dept Hematol, Tai An, Shandong, Peoples R China
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Yu, Baiyang
Liu, Jianbin
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Liu, Jianbin
Wu, Di
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Wu, Di
Liu, Ying
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Liu, Ying
Cen, Weijian
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Cen, Weijian
Wang, Shaokui
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South China Agr Univ, Coll Agr, Guangzhou 510642, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Wang, Shaokui
Li, Rongbai
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Li, Rongbai
Luo, Jijing
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Guangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
Guangxi Univ, Coll Agr, Nanning 530004, Peoples R ChinaGuangxi Univ, Coll Life Sci & Technol, State Key Lab Conservat & Utilizat Subtrop Agrobi, Nanning 530004, Peoples R China
机构:
Sichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R China
Peoples Hosp Leshan, Gen Practice Dept, Leshan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R China
Li, Fanmin
Li, Min
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Kunming Med Univ, Affiliated Hosp 1, Dept Resp & Crit Care Med, Kunming, Yunnan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R China
Li, Min
Hu, Lijia
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Peoples Hosp Leshan, Dept Ultrasound Imaging, Leshan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R China
Hu, Lijia
Zhu, Wenye
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Kunming Med Univ, Affiliated Hosp 1, Dept Pharm, Kunming, Yunnan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R China
Zhu, Wenye
Cheng, Deyun
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Sichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R ChinaSichuan Univ, West China Hosp, Dept Resp & Crit Care Med, Chengdu 610046, Sichuan, Peoples R China