Evidence map›Paper›PMID 41930719›Full record

ArticleMolecular ecology2026

Identification of Genetic Variation Associated With Heat Tolerance in Cowpea (Vigna unguiculata L. Walp.).

Roland Akakpo, Elaine J Lee, Jacob B Pacheco, Esteban F Rios, Michael B Kantar, Ousmane Boukar, Kevin M Volz, Habib Akinmade, Luis Getino, Kenneth J Boote and 2 more

Abstract read
In one paragraph

Article in Molecular ecology, 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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0cells of the map it votes in
0citing papers in PubMed
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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Roland AkakpoDepartment of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota, USA.ORCID https://orcid.org/0000-0002-6445-6993
Elaine J LeeDepartment of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota, USA.
Jacob B PachecoDepartment of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota, USA.
Esteban F RiosAgronomy Department, University of Florida, Gainesville, Florida, USA.
Michael B KantarDepartment of Tropical Plant & Soil Sciences, University of Hawaii, Honolulu, Hawaii, USA.ORCID https://orcid.org/0000-0001-5542-0975
Ousmane BoukarInternational Institute of Tropical Agriculture, Kano, Nigeria, USA.ORCID https://orcid.org/0000-0003-0234-4264
Kevin M VolzDavid Volz Design, Costa Mesa, California, USA.
Habib AkinmadePlant Breeding Graduate Program, University of Florida, Gainesville, Florida, USA.
Luis GetinoDepartamento de Biología Molecular, Universidad de León, León, Spain.
Kenneth J BooteDepartment of Agricultural and Biological Engineering, University of Florida, Gainesville, Florida, USA.
María Muñoz-AmatriaínDepartamento de Biología Molecular, Universidad de León, León, Spain.ORCID https://orcid.org/0000-0002-4476-1691
Peter L MorrellDepartment of Agronomy and Plant Genetics, University of Minnesota, St. Paul, Minnesota, USA.

Funding

Foundation for Food and Agriculture Research ICRC20-0000000032University of Florida
6 · The paper itself

Abstract

Heat tolerance is an important trait in cowpea, a crop that is the primary protein source for a large portion of the human population in sub-Saharan Africa. Cultivated, landrace, semi-wild, and wild cowpea grow across the region in diverse climatic conditions. This study used environmental association (envGWAS) and allele-frequency outlier approaches across a panel of 580 gene bank accessions to identify genomic regions associated with adaptation to heat and limited precipitation. Allele frequency outliers are detected independent of potential selective factors driving differentiation; we used a ranking-based approach to identify the climate variables most associated with variants among outliers. Precipitation-related variables dominated the signals we identified for envGWAS and allele frequency outliers. We identified variants on all 11 chromosomes that are putatively associated with cowpea adaptation to higher-temperature environments. The overlap between variants associated with low precipitation and high temperature suggests that these traits may be inextricably linked in cowpea. The Sahel region is the source of many accessions with derived variants associated with high temperatures, suggesting that accessions from this region could contribute heat tolerance alleles for cowpea improvement.

Indexed as

Genetic VariationThermotoleranceVignaChromosomes, PlantClimateGene FrequencyHot Temperaturecowpeaenvironmental genome‐wide association (envGWAS)heat stresslow precipitationVigna

Identifiers

PMID41930719
PMCPMC13047730

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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.