Evidence mapPaperPMID 41714925Full record

ArticleBMC genomics2026

Multimodal learning reveals plants' hidden sensory integration logic.

Kelly L Vomo-Donfack, Rafael Jorge León Morcillo, Grégory Ginot, Verónica G Doblas, Ian Morilla

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Kelly L Vomo-DonfackUniversité Sorbonne Paris Nord, LAGA, CNRS, UMR 7539, Laboratoire d'excellence Infibrex, Villetaneuse, F-93430, France.
Rafael Jorge León MorcilloInstituto de Hortofruticultura Subtropical y Mediterránea La Mayora (IHSM), Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Málaga, 29010, Spain.
Grégory GinotUniversité Sorbonne Paris Nord, LAGA, CNRS, UMR 7539, Laboratoire d'excellence Infibrex, Villetaneuse, F-93430, France.
Verónica G DoblasInstituto de Hortofruticultura Subtropical y Mediterránea La Mayora (IHSM), Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Málaga, 29010, Spain. veroglez@ihsm.uma-csic.es.
Ian MorillaUniversité Sorbonne Paris Nord, LAGA, CNRS, UMR 7539, Laboratoire d'excellence Infibrex, Villetaneuse, F-93430, France. ian.morilla@ihsm.uma-csic.es.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Plants integrate complex environmental signals through interconnected molecular networks, yet the fundamental rules governing this sensory integration remain unknown. Studying tomato roots interacting with fungal symbionts, we discovered how microbial effectors systematically reprogram plant sensory systems by coordinating transcriptional, metabolic, and phenotypic responses. Our multimodal analysis not only confirmed prior experimental findings through purely computational means, but also revealed novel integration hubs where sensory pathways converge. This dual validation approach revealed two key mechanisms: first, the rewiring of iron homeostasis through citrate-mediated redox control, and second, the targeted suppression of jasmonate defences. Furthermore, we demonstrate how nuclear splicing programs are isolated from metabolic noise. These findings establish a new paradigm for understanding plant-microbe communication by showing how symbionts exploit latent hubs where sensory pathways converge. The discovered integration logic provides both fundamental insights into plant perception and concrete targets for engineering stress-resilient crops.

Indexed as

Solanum lycopersicumCyclopentanesGene Expression Regulation, PlantIronMycorrhizaeOxylipinsPlant RootsSymbiosisCyclopentanesIronjasmonic acidOxylipinsArbuscular Mycorrhizal Fungi (AMF)Effector BiologyIntelligence (AI) in PlantsMultimodal Contrastive LearningPlant-Microbe InteractionsSensory Integration

Identifiers

PMID41714925
PMCPMC13032346

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.