Evidence map›Paper›PMID 41572208›Full record

ArticleBMC plant biology2026

Dual RNA-seq analysis reveals differences in defensive lncRNA expression in Pinus spp. with varying susceptibility to Fusarium circinatum.

Cristina Zamora-Ballesteros, Julio J Diez, Gloria Pinto, Artur Alves, Katrin Heer, Jorge Martín-García

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Article in BMC plant biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Cristina Zamora-BallesterosEva Mayr-Stihl Professorship for Forest Genetics, Faculty of Environment and Natural Resources, Albert-Ludwigs-Universität Freiburg, Bertoldstraße 17, 79098, Freiburg i. Br, Germany. cristinazamoraballesteros@gmail.com.
Julio J DiezSustainable Forest Management Research Institute iuFOR, University of Valladolid, Avda de Madrid s/n, 34004, Palencia, Spain.
Gloria PintoCentre for Environmental and Marine Studies, Department of Biology, CESAM, University of Aveiro, Aveiro, 3810-193, Portugal.
Artur AlvesCentre for Environmental and Marine Studies, Department of Biology, CESAM, University of Aveiro, Aveiro, 3810-193, Portugal.
Katrin HeerEva Mayr-Stihl Professorship for Forest Genetics, Faculty of Environment and Natural Resources, Albert-Ludwigs-Universität Freiburg, Bertoldstraße 17, 79098, Freiburg i. Br, Germany.
Jorge Martín-GarcíaSustainable Forest Management Research Institute iuFOR, University of Valladolid, Avda de Madrid s/n, 34004, Palencia, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundLong non-coding RNAs (lncRNAs) are emerging regulators of plant immunity, but their roles in conifer-pathogen interactions remain largely unexplored. We applied a dual RNA-seq approach to resistant Pinus pinea and susceptible P. radiata challenged with Fusarium circinatum at 4 dpi, and concurrently profiled fungal lncRNAs.

resultsUsing a conservative multi-tool pipeline, we identified 8,783 lncRNAs in P. radiata, 5,255 in P. pinea, and 1,020 in F. circinatum. Pine lncRNAs displayed canonical features (shorter length, fewer/shorter exons, intergenic dominance) and limited primary-sequence conservation. Differential expression analysis revealed 37 (P. radiata) and 34 (P. pinea) infection-responsive lncRNAs. Predicted cis targets in P. radiata were enriched for energy/redox and gibberellin-related functions, whereas P. pinea targets pointed to TCA/redox and translation control. Weighted gene co-expression analysis placed P. radiata lncRNAs in defence-like modules without significant infection association, while P. pinea lncRNAs clustered into two modules with opposite associations to infection: one that increased and was enriched for immunity, flavonoid biosynthesis, and cell-wall processes, and another that decreased and was linked to photosynthesis and chloroplast functions. On the pathogen side, infection of the resistant host triggered distinct F. circinatum lncRNAs linked to transcriptional control and putative cis activation of cell-wall-degrading and toxin-biosynthetic genes, alongside down-regulation near ergosterol-biosynthetic loci. By contrast, during infection of the susceptible host, species-associated modules were dominated by translation-related functions.

conclusionsTogether, these results define a non-coding regulatory layer that differentiates resistance and susceptibility strategies in the Pinus-F. circinatum pathosystem, provide the first lncRNA catalogues for P. pinea and F. circinatum, and deliver testable candidates for functional validation and biomarker development in forest disease management.

Indexed as

FusariumPinusPlant DiseasesRNA, Long NoncodingRNA, PlantDisease ResistanceGene Expression Regulation, PlantHost-Pathogen InteractionsRNA-SeqRNA, Long NoncodingRNA, PlantCo-expression networksConifer immunityDual RNA-seqFusarium circinatumLncRNAPinus pineaPinus radiata

Identifiers

PMID41572208
PMCPMC12911216

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LicenceCC BY
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.