Evidence map›Paper›PMID 40343950›Full record

ArticlePloS one2025

Genome-wide association study of biological nitrogen fixation traits in mini-core cowpea germplasm.

Gelase Nkurunziza, Emmanuel K Mbeyagala, Emmanuel Amponsah Adjei, Isaac Onziga Dramadri, Richard Edema, Arfang Badji, Rahiel Hagos Abrah, Astere Bararyenya, Kpedetin Ariel Frejus Sodedji, Phinehas Tukamuhabwa and 3 more

Abstract read
In one paragraph

Article in PloS one, 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

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. 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

13 authors.

Gelase NkurunzizaDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.ORCID https://orcid.org/0009-0007-7644-6569
Emmanuel K MbeyagalaNational Agricultural Research Organization- National Semi-Arid Resources Research Institute (NARO-NaSARRI), Serere, Uganda.
Emmanuel Amponsah AdjeiDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.ORCID https://orcid.org/0000-0002-3138-6060
Isaac Onziga DramadriDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.ORCID https://orcid.org/0000-0002-9423-7126
Richard EdemaDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.
Arfang BadjiMakerere University Regional Centre for Crop Improvement, Makerere University, Kampala, Uganda.
Rahiel Hagos AbrahMakerere University Regional Centre for Crop Improvement, Makerere University, Kampala, Uganda.
Astere BararyenyaNon-Timber Forest Products and Orphan Crop Species Unit, Laboratory of Applied Ecology (LEA), University of Abomey-Calavi (UAC), Cotonou, Benin.
Kpedetin Ariel Frejus SodedjiInstitute of Advance Training in Agriculture, University of Burundi, Bujumbura, Burundi.ORCID https://orcid.org/0000-0003-3450-3346
Phinehas TukamuhabwaDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.
Mildred Ochwo SsemakulaDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.
John Baptist TumuhairweDepartment of Soil Science and Land Use Management, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.
Thomas Lapaka OdongDepartment of Crop Science and Horticulture, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Uganda.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Biological Nitrogen Fixation (BNF) efficiency in legume crops such as cowpea (Vigna unguiculata L. Walp) has been less documented yet is key in improving yield performance and restoring soil fertility in sub-Saharan Africa. Nevertheless, little progress has been made in understanding the gene control of the BNF traits in cowpea to sustain the development of smart agriculture in this part of the world. This study aimed to identify cowpea genotypes and map genomic regions for BNF traits for developing high nitrogen-fixing cultivars. A total of 241 mini-core cowpea genotypes were inoculated with Bradyrhizobium spp in a screen house for two cycles. Phenotypic data collected on the number of nodules (NN) per plant, nodule efficiency (NE) in percentage, and nodule dry weight (NDW) per plant revealed significant differences implying high genetic variability in the mini-core population for nodulation capacity. Fifteen significant association signals were identified for BNF traits on nine chromosomes except Vu02 and Vu09 when two multi-locus models were considered. Markers accounting for over 15% variation for BNF traits included 2_31410 (2.32Mb) on Vu05 and 2_45545 (24.93Mb) on Vu06 for NN, 2_06530 (56.64Mb) and 2_27028 (34.31Mb) on Vu01 for NE and 2_50837 (10.07Mb) on Vu01 and 2_11699 (34.41Mb) on Vu07 for NDW, respectively. Additionally, positional candidate genes near the peak markers that encode genes associated with BNF in cowpea included Vigun06g121800, Vigun01g160600, Vigun10g014400, Vigun07g221500, Vigun07g221300 and Vigun11g096700. The genotype TVu-1477 was identified to have favorable alleles for both three studied traits. The significant markers identified in this study can be converted to Kompetitive Allele Specific-PCR (KASP) markers to accelerate the development of high-yielding cowpea varieties that also enhance soil fertility.

Indexed as

Genome-Wide Association StudyNitrogen FixationVignaBradyrhizobiumGenotypePhenotypePolymorphism, Single NucleotideQuantitative Trait LociRoot Nodules, Plant

Identifiers

PMID40343950
PMCPMC12063810

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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.