Evidence map›Paper›PMID 35954301›Full record

ArticleCells2022

Genome-Wide Association Analysis Reveals Trait-Linked Markers for Grain Nutrient and Agronomic Traits in Diverse Set of Chickpea Germplasm.

Rajasekhar Srungarapu, Mahesh Damodhar Mahendrakar, Lal Ahamed Mohammad, Uttam Chand, Venkata Ramana Jagarlamudi, Kiran Prakash Kondamudi, Himabindu Kudapa, Srinivasan Samineni

Open access · goldAbstract read
In one paragraph

Article in Cells, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 16 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
16citing papers in PubMed, 1 pooled it
4.4field-weighted citation impact, top 6% of its field
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

16 citing papers in PubMed, 1 synthesis or guideline pooled it, 23 citations in OpenAlex.

  1. Pooled it
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  4. Genomic dissection of phenological and yield-associated traits in lentil (Physiology and molecular biology of plants : an international journal of functional plant biology · 2026
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  12. Review
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  15. Review
  16. Chickpea (Plants (Basel, Switzerland) · 2022
    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

8 authors at 2 institutions in 1 country.

Rajasekhar SrungarapuAccelerated Crop Improvement, Chickpea Breeding, International Crops Research Institute for the Semi-Arid Tropics, Patancheru 502324, India.ORCID 0000-0002-3139-6269
Mahesh Damodhar MahendrakarAccelerated Crop Improvement, Chickpea Breeding, International Crops Research Institute for the Semi-Arid Tropics, Patancheru 502324, India.ORCID 0000-0003-1052-0109
Lal Ahamed MohammadDepartment of Genetics and Plant Breeding, Acharya N.G. Ranga Agricultural University, Guntur 522034, India.
Uttam ChandAccelerated Crop Improvement, Chickpea Breeding, International Crops Research Institute for the Semi-Arid Tropics, Patancheru 502324, India.
Venkata Ramana JagarlamudiDepartment of Genetics and Plant Breeding, Acharya N.G. Ranga Agricultural University, Guntur 522034, India.
Kiran Prakash KondamudiDepartment of Statistics and Computer Applications, Acharya N.G. Ranga Agricultural University, Guntur 522034, India.
Himabindu KudapaGenomics, Pre-Breeding and Bioinformatics, International Crops Research Institute for the Semi-Arid Tropics, Patancheru 502324, India.
Srinivasan SamineniAccelerated Crop Improvement, Chickpea Breeding, International Crops Research Institute for the Semi-Arid Tropics, Patancheru 502324, India.ORCID 0000-0001-9350-8847
Acharya N. G. Ranga Agricultural University · INInternational Crops Research Institute for the Semi-Arid Tropics · IN

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Chickpea is an inexpensive source of protein, minerals, and vitamins to the poor people living in arid and semi-arid regions of Southern Asia and Sub-Saharan Africa. New chickpea cultivars with enhanced levels of protein, Fe and Zn content are a medium-term strategy for supplying essential nutrients for human health and reducing malnutrition. In the current study, a chickpea reference set of 280 accessions, including landraces, breeding lines, and advanced cultivars, was evaluated for grain protein, Fe, Zn content and agronomic traits over two seasons. Using a mid-density 5k SNP array, 4603 highly informative SNPs distributed across the chickpea genome were used for GWAS analysis. Population structure analysis revealed three subpopulations (K = 3). Linkage disequilibrium (LD) was extensive, and LD decay was relatively low. A total of 20 and 46 marker-trait associations (MTAs) were identified for grain nutrient and agronomic traits, respectively, using FarmCPU and BLINK models. Of which seven SNPs for grain protein, twelve for Fe, and one for Zn content were distributed on chromosomes 1, 4, 6, and 7. The marker S4_4477846 on chr4 was found to be co-associated with grain protein over seasons. The markers S1_11613376 and S1_2772537 co-associated with grain Fe content under NSII and pooled seasons and S7_9379786 marker under NSI and pooled seasons. The markers S4_31996956 co-associated with grain Fe and days to maturity. SNP annotation of associated markers were found to be related to gene functions of metal ion binding, transporters, protein kinases, transcription factors, and many more functions involved in plant metabolism along with Fe and protein homeostasis. The identified significant MTAs has potential use in marker-assisted selection for developing nutrient-rich chickpea cultivars after validation in the breeding populations.

Indexed as

CicerGrain ProteinsBiomarkersEdible GrainGenome-Wide Association StudyHumansNutrientsPhenotypeBiomarkersGrain ProteinsNutrientsBLINKchickpea reference setFarmCPUgrain FeGWASlinkage disequilibriumpopulation structureproteinZn

Identifiers

PMID35954301
PMCPMC9367858
OpenAlexW4290705614

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.