Evidence map›Paper›PMID 41820840›Full record

ArticleBMC plant biology2026

Unravelling the genetics of heat-responsive fruit traits in pepper [Capsicum annuum L.] via GWAS under subtropical climates.

M Yogananda, Vinod Kumar Sharma, Arpita Srivastava, B R Shashidhar, Navinder Saini, Priti Upadhyay, T S Aruna, Sudhir Kumar, Mir Asif Iquebal, Sarika Jaiswal and 2 more

Abstract read
In one paragraph

Article in BMC plant biology, 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

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

1 citing paper in PubMed.

  1. Review
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

12 authors.

M YoganandaDivision of Vegetable Science, Indian Agricultural Research Institute, Indian Council of Agricultural Research (ICAR), New Delhi, India.
Vinod Kumar SharmaDivision of Germplasm Evaluation, ICAR-NBPGR, New Delhi, India. vinod.kumar15@icar.org.in.
Arpita SrivastavaDivision of Vegetable Science, Indian Agricultural Research Institute, Indian Council of Agricultural Research (ICAR), New Delhi, India.
B R ShashidharICAR-VPKAS, Almora, India.
Navinder SainiDivision of Genetics, ICAR- Indian Agricultural Research Institute, New Delhi, India.
Priti UpadhyayDivision of Vegetable Science, Indian Agricultural Research Institute, Indian Council of Agricultural Research (ICAR), New Delhi, India.
T S ArunaDivision of Vegetable Science, Indian Agricultural Research Institute, Indian Council of Agricultural Research (ICAR), New Delhi, India.
Sudhir KumarDivision of Plant Physiology, ICAR-Indian Agricultural Research Institute, New Delhi, India.
Mir Asif IquebalDivision of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India.
Sarika JaiswalDivision of Agricultural Bioinformatics, ICAR-Indian Agricultural Statistics Research Institute, New Delhi, India.
Thippeswamy DanakumaraICAR-Indian Institute of Shree Anna (Millets) Research, Regional Station, Barmer District, Gudamalani, Rajasthan, 344031, India.
Manisha MangalDivision of Vegetable Science, Indian Agricultural Research Institute, Indian Council of Agricultural Research (ICAR), New Delhi, India. manishamangal9@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPepper (Capsicum annuum L.) holds significant global importance as both a spice and a vegetable, extensively cultivated for its unique pungency, nutritional value, and diverse pharmaceutical uses. Being a warm tropical fruit vegetable, it is highly sensitive to heat stress (HS). However, temperature above 33 °C impairs its reproduction, subsequently impacting fruit yield and seed quality. Despite this vulnerability, pepper harbors substantial genetic diversity for key morphological, fruit, and seed traits. Therefore, studying this genetic diversity and identifying genome-wide candidate genes through GWAS for these traits under heat-stress conditions is crucial for advancing heat-resilient pepper improvement.

resultsWe assessed the genotypic and phenotypic variance among 146 diverse accessions in two seasons (S1: 2022 and S2: 2023) under HS condition. Key morphological, fruit, and seed traits exhibited significant genotypic effects (P < 0.001) across seasons. A pooled ANOVA revealed significant genotype × season interactions for a number of traits, including leaf length (LL), number of primary branch (NPB), average fruit width (AFW), average fruit weight (AF Wt), and hundred-seed weight (HSW). The majority of traits exhibited high heritability (>60%) and high genetic advance (>20%) suitable for selection. Genome-wide SNP screening identified 292.91 million biallelic SNPs, with 1,04,354 high-quality SNPs chosen for GWAS. Population structure and PCA revealed three genetic subpopulations, with LD decay estimated at 580.21 kb, showing extended LD. The BLINK model with Bonferroni correction (−log₁₀(p) > 7.01) identified 58 significant MTAs across all chromosomes, with chr01 having highest (13) followed by chr03 (10), chr11 (6), chr05 (5), chr10 (5), chr06 (4), chr07 (4), chr12 (4), chr04 (3), chr08 (2) and chr09 (2). Fourteen MTAs were consistent across seasons, including one pleiotropic SNP that affects six traits. In-silico annotation revealed that the majority of potential SNPs were found in gene-rich locations.

conclusionOur study offers significant insights into phenotypic and genetic diversity of pepper for heat tolerance. The BLINK model detected 14 consistent MTAs. Annotated putative genes were mainly associated with cell differentiation, hormonal signalling, flowering, fruit and seed biology, making them useful targets for climate-resilient breeding programs and MAS strategies.

Indexed as

CapsicumFruitHeat-Shock ResponseGenome-Wide Association StudyGenotypeHot TemperaturePhenotypePolymorphism, Single NucleotideQuantitative Trait LociTropical ClimateANOVAGWASHeat stressIn-silico annotationMarker traits associationPepper

Identifiers

PMID41820840
PMCPMC13093989

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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 OpenQuestion graph.