Evidence map›Paper›PMID 41982513›Full record

ArticleFrontiers in plant science2026

Genome-wide association study and gene network analysis of drought tolerance in wheat during early growth.

Amira M I Mourad, Ahmed Sallam, Shamseldeen Eltaher, Andreas Börner, Yasser S Moursi

Abstract read
In one paragraph

Article in Frontiers in plant science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. Article
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.

Amira M I MouradGenebank Department, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, Germany.
Ahmed SallamFaculty of Biotechnology, Badr University in Assiut (BUA), Assiut, Egypt.
Shamseldeen EltaherDepartment of Plant Biotechnology, Faculty of Biotechnology, University of Sadat City (USC), Sadat City, Egypt.
Andreas BörnerGenebank Department, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, Germany.
Yasser S MoursiDepartment of Botany, Faculty of Science, Fayoum University, Fayoum, Egypt.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Drought is one of the most damaging abiotic stresses, reducing seed germination, impairing seedling establishment, and ultimately decreasing crop yield. The objectives of the present study were to identify associated SNP markers and genes associated with drought tolerance in wheat at early developmental stages and to explore gene networks that reveal gene-gene interactions under drought stress. Methods: A total of 168 genotypes were tested for drought tolerance under 20% PEG (drought stress) and 0% PEG (control). Genome-wide association study, annotation analyses, gene network analysis were performed. Results: High genetic variation was observed among genotypes for all traits scored under both conditions. The GWAS identified 130 and 128 significant SNPs under drought and control conditions, respectively. Gene annotation identified 98 genes responsive to drought stress, of which 54 have been previously reported to be associated with drought tolerance. Ten SNPs were common between control and drought treatments, nine of which were located within genes controlling variation in germination percentage. Gene network analysis of these nine gene models showed that they were organized into eight distinct pathways. Discussion: These networks were regulated by master genes encoding proteins with diverse biological functions, including rRNA and tRNA methyltransferases, protein kinases, and potassium transmembrane transporters. These findings provide fundamental insights into the genetic basis of drought tolerance in wheat. These results indicate that GWAS is a robust and instrumental approach to identifying the associated genes. The network analysis explored the interactions among several genes, not the effect of each gene individually, which will help us to understand the drought tolerance during early stages in wheat. These findings are fundamental to better understand drought tolerance in wheat.

Indexed as

droughtgene networkgerminationGWASseedlingTriticum aestivum L.

Identifiers

PMID41982513
PMCPMC13073781

What Socratic holds

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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.