ArticleFrontiers in plant science2026
Genome-wide association study identifies key loci and candidate genes for seed vigor in upland cotton (
Article in Frontiers in plant science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Introduction: Rapid and uniformgermination of cotton seeds is a prerequisite for achieving high and stable yields. Elucidating the molecular mechanisms underlying seed germination will help establish a genetic foundation for improving seed vigor, which is a key agronomic trait. Methods: In this study, seeds from 259 Results and discussion: Using a mixed linear model (MLM), six stable SNPs associated with the germination index (GI), three with germination potential (GP), and six with vigor index (VI) were identified, yielding a total of 15 stably associated SNPs across the three traits in multiple environments. Among them, locus A09:47545163 was repeatedly detected for both the germination index and potential. Using a 500-kb interval as the reference distance for candidate region delineation, 166 candidate genes harboring nonsynonymous mutations were identified. Further integrating GO/KEGG enrichment analysis, genotype effects at significant loci, and gene functional annotation, we prioritized 10 candidate genes that are potentially involved in the formation and regulation of seed vigor in cotton. Meanwhile, public TM-1 transcriptomic expression data provided exploratory supporting evidence for the functional inference of some candidate genes. These findings provide new evidence for elucidating the genetic basis of seed vigor in upland cotton and offer valuable gene resources for the development of high-vigor germplasm and related molecular markers.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.