Evidence map›Paper›PMID 40316639›Full record

ArticleScientific reports2025

Mungbean G × E interaction unveiling resistance to Cercospora leaf spot through GGE biplot analysis.

Mohammad Irfan, Mohd Ashraf Bhat, Uzma Rashid, Farooq Ahmed Bhat, Khairiah Mubarak Alwutayd

Abstract read
In one paragraph

Article in Scientific reports, 2025. 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. Distribution and Occurrence of Cercospora Leaf Spot of Mungbean (Plant-environment interactions (Hoboken, N.J.) · 2026
    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.

Mohammad IrfanDepartment of Genetics and Plant Breeding, FoA, SKUAST-Kashmir, Srinagar, India. irather046@gmail.com.
Mohd Ashraf BhatDepartment of Genetics and Plant Breeding, FoA, SKUAST-Kashmir, Srinagar, India.
Uzma RashidDepartment of Plant Pathology, FoA, SKUAST-Kashmir, Srinagar, India. uzmawani.1994@gmail.com.
Farooq Ahmed BhatDepartment of Plant Pathology, FoA, SKUAST-Kashmir, Srinagar, India.
Khairiah Mubarak AlwutaydDepartment of Biology, College of Science, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Cercospora leaf spot (CLS), caused by Cercospora canescens, is a major threat to mungbean production worldwide. The disease is complicated by its wide host range, diverse pathogenic strains, and the influence of environmental factors. Understanding the interplay between the host, pathogen, and environmental conditions is crucial for developing effective control measures. In a bid to identify and validate CLS resistant mungbean genotypes we conducted multi-environment trials; Genomic selection of mungbean for resistance against CLS necessitates pre-identification in diverse environments. Initially, 110 genotypes were screened under controlled conditions in which thirty-day-old mungbean plants were thoroughly sprayed with the spore suspension using a glass atomizer. After three weeks of revalidation under controlled conditions, Koch's postulates was adopted for disease identification before selecting 16 genotypes for field testing across four different environments over three successive years. The results obtained from the GGE biplot analysis emphasize the importance of taking both genetic and ambient factors in consideration when evaluating the potential of mungbean genotypes for resistance against CLS and therefore two genotypes "SK-89 (15)" and "WMB-9 (14)" was identified as desirable genotypes. The Additive Main Effects and Multiplicative Interaction (AMMI) model and the GGE biplot have emerged as potent tools for unraveling GEI complexities. It has expanded its application to include evaluation of resistant genotypes and to locate "ideal" evaluation sites and "mega environments" linked to resistance against infection. The study provides valuable insights for future breeding programs, allowing researchers to focus on incorporating these resistant traits into future varieties.

Indexed as

CercosporaDisease ResistancePlant DiseasesVignaGenotypeHost-Pathogen InteractionsPlant LeavesCercospora leaf spotGGE biplotMultienvironment trialMungbeanResistance

Identifiers

PMID40316639
PMCPMC12048526

What OpenQuestion holds

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Registered trials

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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 OpenQuestion graph.