Chemical cues and cognitive models: Integrating metabolomics and AI for plant stress resilience

Plants make thousands of different chemicals that reveal how they cope with changing climates. This view explains how evolving artificial intelligence approaches can combine these chemical fingerprints with genetics and environment to build a digital twin of a plant, helping breeders predict performance and develop climate-resilient crops much faster.

Authors

Institutions

Publication Details

Journal
Journal of Integrative Plant Biology
Published
2026-11-03
DOI
https://doi.org/10.1111/jipb.70434
Primary Topic
Plant Stress Responses and Tolerance
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Chemical cues and cognitive models: Integrating metabolomics and AI for plant stress resilience

Veda Krishnan, Aiswarya Girija, Alisdair Robert Fernie, Julia von Steimker
Journal of Integrative Plant Biology
Plant Stress Responses and Tolerance
article

Chemical cues and cognitive models: Integrating metabolomics and AI for plant stress resilience

Veda Krishnan, Aiswarya Girija, Alisdair Robert Fernie, Julia von Steimker
article en

Abstract

Plants make thousands of different chemicals that reveal how they cope with changing climates. This view explains how evolving artificial intelligence approaches can combine these chemical fingerprints with genetics and environment to build a digital twin of a plant, helping breeders predict performance and develop climate-resilient crops much faster.

Journal of Integrative Plant Biology
Indian Council of Agricultural Research (IN), Max Planck Institute of Molecular Plant Physiology (DE), Institute of Biological, Environmental and Rural Sciences (GB), Indian Agricultural Research Institute (IN)
Openalex Percentile: Top 17%
Plant Stress Responses and Tolerance
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon