Evidence map›Paper›PMID 42799890›Full record

ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2026

Genome-wide association study of diverse soybean [Glycine max (L.) Merrill] accessions for agronomic and seed composition traits in Rwanda.

Doreen Mutoni, Felix B Fritschi, Trupti Joshi, Kerry Clark, Jason Gillman, Kristin Bilyeu

Abstract read
In one paragraph

Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 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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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Doreen MutoniDivision of Plant Science and Technology, University of Missouri, Columbia, MO, 65211, USA.ORCID http://orcid.org/0009-0005-2440-1487
Felix B FritschiDivision of Plant Science and Technology, University of Missouri, Columbia, MO, 65211, USA.ORCID http://orcid.org/0000-0003-0825-6855
Trupti JoshiDepartment of Biomedical Sciences, Joan C. Edwards School of Medicine, Marshall University, Huntington, WV, 25703, USA.ORCID http://orcid.org/0000-0001-8944-4924
Kerry ClarkSchool of Natural Resources, College of Agriculture, Food and Natural Resources, University of Missouri, Columbia, MO, 65211, USA.ORCID http://orcid.org/0000-0002-8413-6970
Jason GillmanPlant Genetics Research Unit, United States Department of Agriculture, Agricultural Research Service, Columbia, MO, 65211, USA.ORCID http://orcid.org/0000-0003-3246-7417
Kristin BilyeuPlant Genetics Research Unit, United States Department of Agriculture, Agricultural Research Service, Columbia, MO, 65211, USA. kristin.bilyeu@usda.gov.ORCID https://orcid.org/0000-0002-4141-4790

Funding

WV INBRE: The Inhibitor of Growth Family Member 4 (ING4) inhibits L-Type Amino Acid Transporter 1 (LAT1) expression to suppress Breast CancerP20GM103434 · NIGMS · MARSHALL UNIVERSITY · PI GARY O RANKIN · 2012 to 2026
$61.1M
Missouri Department of Health and Senior Services (MDHSS) Contract #AOC23380006National Science Foundation (NSF) IOS-2343815 and OAC-2232889NIGMS NIH HHS P20 GM103434NIH HHS P20GM103434United States Agency for International Development BFS-G-11-00002 and EEM-G-00-04-00013
6 · The paper itself

Abstract

key messageThis research explored the genetic basis of adaptation for soybean to the low-latitude but high-elevation production regions in Rwanda. Soybean [Glycine max (L.) Merrill] is an increasingly important crop in Rwanda; however, production remains constrained by limited availability of high-yielding, locally adapted cultivars. The varieties introduced through Rwanda's Crop Intensification Program were developed for other regions of sub-Saharan Africa and exhibit poor adaptation, delayed maturity and low productivity in Rwanda. This study evaluated diverse germplasm to support development of a national soybean breeding program. A total of 466 accessions representing maturity groups (MG) III-X were evaluated across six environments in Rwanda during 2017 and 2018. Trials were conducted in randomized complete block designs with three or two replications. Traits evaluated included flowering (R1), beginning pod (R3), maturity (R8), reproductive periods, plant height, single-row harvest weight, 100-seed weight and seed protein and oil content. Genotype and genotype-by-environment effects were highly significant (p < 0.001) for all traits, with strong correlations among phenology, plant height, reproductive period and seed composition. MG IV-VII accessions demonstrated full season adaptation to Rwanda's high-elevation environments. Genome-wide association analysis identified significant QTNs: for R1 (30), R3 (26), R8 (33), reproductive periods from R1-R8 (25) and R3-R8 (9), plant height (31), 100-seed weight (30), single-row harvest weight (29), protein (17) and oil (8). GDD-based traits yielded 21, 19, 30, 24 and 10 QTNs for GDD_R1, GDD_R3, GDD_R8, GDD_RP and RP_3, respectively, for 222 unique and a total of 342 QTNs. These findings provide potential markers for selection and a foundation for breeding high-yielding, adapted soybean cultivars for high-elevation, low-latitude agroecosystems.

Indexed as

Glycine maxSeedsGenome, PlantGenome-Wide Association StudyGenotypePhenotypePlant BreedingPolymorphism, Single NucleotideQuantitative Trait LociRwanda

Identifiers

PMID42799890
PMCPMC13616022

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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.