Cargando…
Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion
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...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10631224/ https://www.ncbi.nlm.nih.gov/pubmed/37940862 http://dx.doi.org/10.1186/s12870-023-04502-6 |
_version_ | 1785132328123629568 |
---|---|
author | Aamir, Mohd Shanmugam, V. Dubey, Manish Kumar Husain, Fohad Mabood Adil, Mohd Ansari, Waquar Akhter Rai, Ashutosh Sah, Pankaj |
author_facet | Aamir, Mohd Shanmugam, V. Dubey, Manish Kumar Husain, Fohad Mabood Adil, Mohd Ansari, Waquar Akhter Rai, Ashutosh Sah, Pankaj |
author_sort | Aamir, Mohd |
collection | PubMed |
description | 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(adj)-values or q-value); p(adj)-value < 0.05], [(p(cal)-values); p(cal)-value < 0.05; p(cal) < 0.01; p(cal) < 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(S) (p(cal)-value < 0.05) and the Weighted Correlation Gene Network Analysis (WGCNA) of the 1786 significant DEGs (p(cal-)value < 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-023-04502-6. |
format | Online Article Text |
id | pubmed-10631224 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-106312242023-11-07 Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion Aamir, Mohd Shanmugam, V. Dubey, Manish Kumar Husain, Fohad Mabood Adil, Mohd Ansari, Waquar Akhter Rai, Ashutosh Sah, Pankaj BMC Plant Biol Research 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(adj)-values or q-value); p(adj)-value < 0.05], [(p(cal)-values); p(cal)-value < 0.05; p(cal) < 0.01; p(cal) < 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(S) (p(cal)-value < 0.05) and the Weighted Correlation Gene Network Analysis (WGCNA) of the 1786 significant DEGs (p(cal-)value < 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. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12870-023-04502-6. BioMed Central 2023-11-08 /pmc/articles/PMC10631224/ /pubmed/37940862 http://dx.doi.org/10.1186/s12870-023-04502-6 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Aamir, Mohd Shanmugam, V. Dubey, Manish Kumar Husain, Fohad Mabood Adil, Mohd Ansari, Waquar Akhter Rai, Ashutosh Sah, Pankaj Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
title | Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
title_full | Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
title_fullStr | Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
title_full_unstemmed | Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
title_short | Transcriptomic characterization of Trichoderma harzianum T34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
title_sort | transcriptomic characterization of trichoderma harzianum t34 primed tomato plants: assessment of biocontrol agent induced host specific gene expression and plant growth promotion |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10631224/ https://www.ncbi.nlm.nih.gov/pubmed/37940862 http://dx.doi.org/10.1186/s12870-023-04502-6 |
work_keys_str_mv | AT aamirmohd transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT shanmugamv transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT dubeymanishkumar transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT husainfohadmabood transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT adilmohd transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT ansariwaquarakhter transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT raiashutosh transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion AT sahpankaj transcriptomiccharacterizationoftrichodermaharzianumt34primedtomatoplantsassessmentofbiocontrolagentinducedhostspecificgeneexpressionandplantgrowthpromotion |