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February 11, 2026Plants1 citationsOpen Access

Integrated Gene Regulatory Network Analysis Reveals Coordinated Transcriptional Reprogramming in the Arabidopsis thaliana–Trichoderma atroviride Interaction

ESEvelyn SánchezLMLorena MeletJFJosé David Fernández

Key Points

  • The aim is to understand the regulatory mechanisms of transcriptional changes in the interaction between Arabidopsis thaliana and Trichoderma atroviride.
  • Conducted transcriptomics analysis and gene regulatory network inference.
  • Analyzed gene expression changes at 72 hours post-inoculation.
  • Reconstructed specific GRNs for Arabidopsis and Trichoderma using DNA-binding motifs and GENIE3.
  • Identified differentially expressed biological processes and regulatory modules.
  • Arabidopsis exhibited activation of hypoxia, stress, and root development-related pathways.
  • Trichoderma showed reprogramming of membrane transport and primary metabolism.
  • Identified regulatory modules linked to hypoxia responses and developmental remodeling in Arabidopsis.
  • T. atroviride displayed strong induction of 20–22 nt sRNAs with target interactions in Arabidopsis.

Abstract

Mutualistic interactions between plants and beneficial fungi rely on extensive transcriptional reprogramming in both partners, yet the underlying regulatory mechanisms coordinating these responses remain incompletely understood. Here, we combined a transcriptomics analysis with a gene regulatory network (GRN) inference to dissect the interaction between Arabidopsis thaliana and the growth-promoting fungus Trichoderma atroviride. At an early but established stage of colonization (72 h post-inoculation), we identified widespread transcriptional changes in both of the organisms, including host activation of hypoxia, stress and root development-related pathways in Arabidopsis, and fungal reprogramming of membrane transport and primary metabolism. Using DNA-binding motifs and GENIE3-based regulatory inference, we reconstructed interaction-specific GRNs for each species. The subnetworks focused on the main differentially expressed biological processes and uncovered ERF-, WRKY-, NAC- and DOF-centered modules linking hypoxia responses with developmental remodeling in the plant, whereas the putative orthologs of TFs involved in developmental and stress-related TFs in fungi, such as CrzA, RME1, NsdC, PacC and RPN4, formed a regulatory core coordinating fungal transport and metabolic adjustment. In parallel, we uncovered contrasting sRNA dynamics between the partners. While the Arabidopsis sRNA changes were limited, T. atroviride exhibited a strong induction of 20–22 nt sRNAs, including a small set of high-confidence sRNA–mRNA interactions targeting host genes involved in root function and immunity. Together, our results extend previous pathway-based descriptions of the Arabidopsis–Trichoderma mutualism and provide a systems-level, testable framework for how coordinated regulatory programs in both of the partners support the interaction.

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Cite This Study

Sánchez et al. (2026) studied this question.

synapsesocial.com/papers/698c1c22267fb587c655e54bhttps://doi.org/10.3390/plants15040533
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