Division of Plant Pathology, ICAR-Indian Agricultural Research Institute, Pusa, New Delhi-110012, Delhi, India.
Department of Biotechnology, University Centre for Research & Development (UCRD), Chandigarh University, Punjab, 140413, India.
BMC Plant Biol. 2023 Nov 8;23(1):552. doi: 10.1186/s12870-023-04502-6.
In this study, we investigated the intricate interplay between Trichoderma and the tomato genome, focusing on the transcriptional and metabolic changes triggered during the late colonization event. Microarray probe set (GSE76332) was utilized to analyze the gene expression profiles changes of the un-inoculated control (tomato) and Trichoderma-tomato interactions for identification of the differentially expressed significant genes. Based on principal component analysis and R-based correlation, we observed a positive correlation between the two cross-comaparable groups, corroborating the existence of transcriptional responses in the host triggered by Trichoderma priming. The statistically significant genes based on different p-value cut-off scores [(p-values or q-value); p-value < 0.05], [(p-values); p-value < 0.05; p < 0.01; p < 0.001)] were cross compared. Through cross-comparison, we identified 156 common genes that were consistently significant across all probability thresholds, and showing a strong positive corelation between p-value and q-value in the selected probe sets. We reported TD2, CPT1, pectin synthase, EXT-3 (extensin-3), Lox C, and pyruvate kinase (PK), which exhibited upregulated expression, and Glb1 and nitrate reductase (nii), which demonstrated downregulated expression during Trichoderma-tomato interaction. In addition, microbial priming with Trichoderma resulted into differential expression of transcription factors related to systemic defense and flowering including MYB13, MYB78, ERF2, ERF3, ERF5, ERF-1B, NAC, MADS box, ZF3, ZAT10, A20/AN1, polyol sugar transporter like zinc finger proteins, and a novel plant defensin protein. The potential bottleneck and hub genes involved in this dynamic response were also identified. The protein-protein interaction (PPI) network analysis based on 25 topmost DEG (p-value < 0.05) and the Weighted Correlation Gene Network Analysis (WGCNA) of the 1786 significant DEGs (pvalue < 0.05) we reported the hits associated with carbohydrate metabolism, secondary metabolite biosynthesis, and the nitrogen metabolism. We conclude that the Trichoderma-induced microbial priming re-programmed the host genome for transcriptional response during the late colonization event and were characterized by metabolic shifting and biochemical changes specific to plant growth and development. The work also highlights the relevance of statistical parameters in understanding the gene regulatory dynamics and complex regulatory networks based on differential expression, co-expression, and protein interaction networks orchestrating the host responses to beneficial microbial interactions.
在这项研究中,我们研究了木霉与番茄基因组之间复杂的相互作用,重点关注晚期定植事件中触发的转录和代谢变化。利用微阵列探针集(GSE76332)分析未接种对照(番茄)和木霉-番茄相互作用的基因表达谱变化,以鉴定差异表达的显著基因。基于主成分分析和基于 R 的相关性,我们观察到两个可比较的交叉组之间存在正相关,这证实了木霉引发的宿主中存在转录反应。基于不同的 p 值截止分数([p 值或 q 值];p 值 < 0.05),对基于统计意义的基因进行交叉比较。通过交叉比较,我们确定了 156 个在所有概率阈值下始终显著的共同基因,并在所选探针集中显示出 p 值和 q 值之间的强正相关。我们报告了 TD2、CPT1、果胶合酶、EXT-3(伸展素 3)、Lox C 和丙酮酸激酶(PK),它们表现出上调表达,而 Glb1 和硝酸还原酶(nii)则在木霉-番茄相互作用期间表现出下调表达。此外,用木霉进行微生物引发导致与系统防御和开花相关的转录因子的差异表达,包括 MYB13、MYB78、ERF2、ERF3、ERF5、ERF-1B、NAC、MADS 盒、ZF3、ZAT10、A20/AN1、多元醇糖转运蛋白样锌指蛋白和一种新的植物防御蛋白。还确定了参与这种动态反应的潜在瓶颈和枢纽基因。基于 25 个最高差异表达基因(p 值 < 0.05)的蛋白质-蛋白质相互作用(PPI)网络分析和 1786 个显著差异表达基因(p 值 < 0.05)的加权相关基因网络分析(WGCNA),我们报告了与碳水化合物代谢、次生代谢物生物合成和氮代谢相关的命中。我们得出的结论是,木霉诱导的微生物引发重新编程了宿主基因组,以在晚期定植事件中进行转录反应,并以特定于植物生长和发育的代谢转变和生化变化为特征。这项工作还强调了统计参数在理解基于差异表达、共表达和蛋白质相互作用网络的基因调控动态和复杂调控网络方面的相关性,这些网络协调了宿主对有益微生物相互作用的反应。