Evidence map›Paper›PMID 41909810›Full record

ArticleFrontiers in bioinformatics2026

Identification of key genes in chickpea transcriptomics and the development of ChickpeaOmicsR as a comprehensive resource to advance breeding and genomic studies.

Alsamman M Alsamman, Khaled H Mousa, Asmaa E Abd El-Hak, Doaa A Korkar, Anas M Saedwi, Sandy Khaled, Al-Sayed Al-Soudy, Achraf El Allali, Zakaria Kehel, Morad M Mokhtar

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Article in Frontiers in bioinformatics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

10 authors.

Alsamman M AlsammanInternational Center for Agricultural Research in the Dry Areas (ICARDA), Giza, Egypt.
Khaled H MousaInternational Center for Agricultural Research in the Dry Areas (ICARDA), Giza, Egypt.
Asmaa E Abd El-HakInternational Center for Agricultural Research in the Dry Areas (ICARDA), Giza, Egypt.
Doaa A KorkarInternational Center for Agricultural Research in the Dry Areas (ICARDA), Giza, Egypt.
Anas M SaedwiInternational Center for Agricultural Research in the Dry Areas (ICARDA), Giza, Egypt.
Sandy KhaledAgricultural Genetic Engineering Research Institute (AGERI), Agricultural Research Center (ARC), Giza, Egypt.
Al-Sayed Al-SoudyCollege of Chemical Sciences and Engineering (CCSE), Chemical and Biochemical Sciences (CBS), Mohammed VI Polytechnic University (UM6P), Ben Guerir, Morocco.
Achraf El AllaliBioinformatics Laboratory, College of Computing, Mohammed VI Polytechnic University, Ben Guerir, Morocco.
Zakaria KehelGenbank, International Center for Agricultural Research In the Dry Areas, Rabat, Morocco.
Morad M MokhtarCollege of Chemical Sciences and Engineering (CCSE), Chemical and Biochemical Sciences (CBS), Mohammed VI Polytechnic University (UM6P), Ben Guerir, Morocco.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Chickpea ( Methods: This study analyzed transcriptomic responses to six stress conditions-drought, heat, cold, salinity, Fusarium infection, and developmental stages-using publicly available RNA-seq datasets. We identified differentially expressed genes (DEGs), enriched gene ontology (GO) terms, and protein-protein interaction (PPI) networks. Critically, we developed ChickpeaOmicsR, the first comprehensive R package that automates the integration of transcriptomic, genomic, and proteomic data and standardizes fragmented chickpea gene nomenclature; enables breeders without bioinformatics expertise to perform complex analyses (e.g., DEG identification, PPI visualization, GWAS integration) in minutes; and provides pre-validated datasets and analytical workflows unavailable in existing tools. Results: Each stress triggered distinct molecular pathways. Drought and heat stress affected cell wall organization and defense responses, while cold stress influenced circadian rhythm genes. Fusarium stress involved pathways related to innate immunity and secondary metabolism. Developmental stages showed the highest transcriptome variability among the conditions tested. Discussion: The development of ChickpeaOmicsR addresses critical gaps in chickpea research infrastructure. By providing an integrated and accessible tool that enables complex analyses for breeders without bioinformatics expertise, it accelerates the discovery of stress-resilient genes and the development of improved chickpea varieties.

Indexed as

Cicer arietinum L.differentially expressed genes (DEGs)GWASRNA-seqR programming language

Identifiers

PMID41909810
PMCPMC13022592

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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.