ArticleThe New phytologist2017
Genetic architecture of plant stress resistance: multi-trait genome-wide association mapping.
Article in The New phytologist, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 73 papers.
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Who cites it
73 citing papers in PubMed.
- Integrating natural variation through GWAS - genetics of drought and flood tolerance in grass pea reveal independent yet interconnected mechanisms.BMC plant biology · 2026Article
- Divergent and stabilizing selection shape the phenotypic space of Arabidopsis thaliana.PLoS biology · 2025Article
- Next-generation translational genomics for developing future crops.Functional & integrative genomics · 2025Review
- Climate-Resilient Crops: Integrating AI, Multi-Omics, and Advanced Phenotyping to Address Global Agricultural and Societal Challenges.Plants (Basel, Switzerland) · 2025Review
- Beyond the Standard GWAS-A Guide for Plant Biologists.Plant & cell physiology · 2025Review
- Article
- Multi-trait association mapping for phosphorous efficiency reveals flexible root architectures in sorghum.BMC plant biology · 2024Article
- Review
- Genome-wide association analysis reveals genes controlling an antagonistic effect of biotic and osmotic stress on Arabidopsis thaliana growth.Molecular plant pathology · 2024Article
- Integrating ecophysiology and omics to unlock crop response to drought and herbivory stress.Frontiers in plant science · 2024Article
- Calcium Signaling and the Response to Heat Shock in Crop Plants.International journal of molecular sciences · 2023Review
- Transcriptome profiling of Bergenia purpurascens under cold stress.BMC genomics · 2023Article
- Article
- Predicting yield of individual field-grown rapeseed plants from rosette-stage leaf gene expression.PLoS computational biology · 2023Article
- Genome-wide association study reveals WRKY42 as a novel plant transcription factor that influences oviposition preference of Pieris butterflies.Journal of experimental botany · 2023Article
- Cross-stress gene expression atlas of Marchantia polymorpha reveals the hierarchy and regulatory principles of abiotic stress responses.Nature communications · 2023Article
- Drought response in Arabidopsis displays synergistic coordination between stems and leaves.Journal of experimental botany · 2023Article
- Screening and identification of multiple abiotic stress responsive candidate genes based on hybrid-sequencing inHeliyon · 2023Article
- Breeding crops for drought-affected environments and improved climate resilience.The Plant cell · 2023Review
- Gene-by-environment interactions in plants: Molecular mechanisms, environmental drivers, and adaptive plasticity.The Plant cell · 2023Review
13 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
37 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Plants are exposed to combinations of various biotic and abiotic stresses, but stress responses are usually investigated for single stresses only. Here, we investigated the genetic architecture underlying plant responses to 11 single stresses and several of their combinations by phenotyping 350 Arabidopsis thaliana accessions. A set of 214 000 single nucleotide polymorphisms (SNPs) was screened for marker-trait associations in genome-wide association (GWA) analyses using tailored multi-trait mixed models. Stress responses that share phytohormonal signaling pathways also share genetic architecture underlying these responses. After removing the effects of general robustness, for the 30 most significant SNPs, average quantitative trait locus (QTL) effect sizes were larger for dual stresses than for single stresses. Plants appear to deploy broad-spectrum defensive mechanisms influencing multiple traits in response to combined stresses. Association analyses identified QTLs with contrasting and with similar responses to biotic vs abiotic stresses, and below-ground vs above-ground stresses. Our approach allowed for an unprecedented comprehensive genetic analysis of how plants deal with a wide spectrum of stress conditions.
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