Evidence map›Paper›PMID 41469560›Full record

ArticleBMC plant biology2025

Genome-wide association study of a Guinea grass (Megathyrsus maximus) diversity panel reveals the genetic basis of agronomic and nutritional traits.

Lina M López-Contreras, Kate E Denning-James, Juliana Carvajal-Tapia, Jacobo Arango, Daniel M Villegas, Rosa N Jauregui, Peter Wenzl, Jose J De Vega, Monica Carvajal-Yepes

Abstract read
In one paragraph

Article in BMC plant biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
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

9 authors.

Lina M López-ContrerasInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia.
Kate E Denning-JamesEarlham Institute, Norwich Research Park, Norwich, UK.
Juliana Carvajal-TapiaInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia.
Jacobo ArangoInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia.
Daniel M VillegasInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia.
Rosa N JaureguiInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia.
Peter WenzlInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia.
Jose J De VegaEarlham Institute, Norwich Research Park, Norwich, UK. Jose.De-Vega@earlham.ac.uk.
Monica Carvajal-YepesInternational Center for Tropical Agriculture (CIAT), A. A, 6713, Km 17 Recta Cali-Palmira, Palmira, Valle del Cauca, Colombia. M.Carvajal@cgiar.org.

Funding

Biotechnology and Biological Sciences Research Council 2578607Biotechnology and Biological Sciences Research Council BBX011089/1Biotechnology and Biological Sciences Research Council BB/X017761/1
6 · The paper itself

Abstract

Guinea grass (Megathyrsus maximus) is a common tropical forage crop valued for its high biomass yields, nutritional quality, and adaptability to diverse abiotic stresses. However, the genetic basis of its key agronomic traits remains poorly understood. In this study, we conducted genome-wide association studies (GWAS) using whole genome sequencing (WGS) data from 124 diverse M. maximus genebank accessions, yielding a high-density single-nucleotide polymorphism (SNP) data set of 1,261,156 SNPs after mapping to a related reference genome. Population structure analysis revealed three major genetic subgroups within the collection. Using three complementary GWAS models (Bayesian-information and Linkage-disequilibrium Iteratively Incorporating Knowledge (BLINK), the Fixed and Random Model Circulating Polynomial Unification (FarmCPU), and the Multiple Loci Mixed Model (MLMM)), we identified 25 significant marker-trait associations (MTAs) spanning three major trait categories: (i) phenological and plant-architecture; (ii) nutritional and digestibility; and (iii) productivity and nitrogen-use traits, evaluated under wet-season, dry-season, and greenhouse conditions. Several MTAs were associated with genes related to plant growth and development, lignin biosynthesis, and nitrogen-cycling (including nitrogen uptake and biological nitrification inhibition). Notably, two SNPs were pleiotropic, with one associated with both nitrogen uptake and shoot biomass production, and another shared between crude protein and in vitro dry matter digestibility. Although a complete reference genome is not yet available for M. maximus, our results provide valuable information for future marker validation and breeding. This study highlights the potential of GWAS as a powerful tool for trait dissection and genetic improvement in tropical forage crops. The research represents a step forward in developing more resilient and productive M. maximus cultivars.

Indexed as

PoaceaeGenetic VariationGenome, PlantGenome-Wide Association StudyPhenotypePolymorphism, Single NucleotideForage breedingGWASLignin biosynthesisMarker-trait associationMegathyrsus maximusNitrogen metabolismPanicum maximumTropical forage cropsYield-related traits

Identifiers

PMID41469560
PMCPMC12754869

What Socratic holds

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LicenceCC BY
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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 Socratic graph.