Discover Community Create You

Loading publication...

Noodle always counts identifier-free feature events for service operation. With your permission, Google Analytics can also estimate audience and engagement. Search text, publication identifiers, cookies, IP addresses and browser fingerprints are never included in Noodle's first-party event counters.

Privacy details

Article

A haplotype-layered GWAS identifies a multi-trait grain mold resistance hub on sorghum chromosome 5.

TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik - 8 Apr 2026

Ahn Ezekiel, Oh Sookyung, Prom Louis K, Lim Seunghyun, Meinhardt Lyndel W, Magill Clint

Abstract excerpt

Sorghum grain mold is a devastating fungal complex whose genetic dissection is frequently hindered by polygenic architecture and inconsistent marker signals. To resolve this complexity, we developed a unified GWAS framework that integrates standard single-nucleotide polymorphisms (SNPs) with a local haplotype-window marker layer ("Haplo-kmer;" k-SNP windows encoded from the GBS SNP matrix, not read-derived k-mer...

Read the complete abstract on PubMed

Topics

Share this publication in a Topic to start or enrich a Post.

Share to Chromosome Mapping
Share to Chromosomes, Plant

Methodology Data sources Editorial policy Privacy About Contact Helena Bioinformatics

Share to Disease Resistance

Share to Genetic Markers

Share to Genome-Wide Association Study

Share to Plant Diseases

Share to Quantitative Trait Loci

Share to Sorghum

Source

Identifiers

PMID: 41949611
DOI: 10.1007/s00122-026-05222-9

Provenance

PubMed metadata and Literature Corpus relationships. Corpus snapshot updated 7 Sept 2026.

Related research

Semantic proximity does not establish scientific evidence.

Research trail→

Click a neighbor to travelStep 1 · 12 closest

A haplotype-layered GWAS identifies a multi-trait grain mold resistance hub on sorghum chromosome 5.PMID 41949611Read ↗

Machine learning reveals complex genetics of fungal resistance in sorghum grain mold.Semantic proximity Read ↗

Genome-wide association study of grain mold resistance in sorghum association panel as affected by inoculation with Alternaria alternata alone and Alternaria alternata, Fusarium thapsinum, and Curvularia lunata combinedSemantic proximity Read ↗

Genome-wide association analysis reveals seed protein loci as determinants of variations in grain mold resistance in sorghum.Semantic proximity Read ↗

Host Determinants of Fungal Species Composition and Symptom Manifestation in the Sorghum Grain Mold Disease Complex.Semantic proximity Read ↗

Identification of sorghum grain mold resistance loci through genome wide association mappingSemantic proximity Read ↗

Genome-Wide Association Mapping of Anthracnose (Colletotrichum sublineolum) Resistance in the U.S. Sorghum Association Panel.Semantic proximity Read ↗

A stable genomic variant for photoperiodic flowering plasticity to enhance grain mold escape and yield stability in sorghumSemantic proximity Read ↗

Sorghum Association Panel whole-genome sequencing establishes cornerstone resource for dissecting genomic diversity.Semantic proximity Read ↗

Genome-wide association analysis of anthracnose resistance in sorghum [Sorghum bicolor (L.) Moench].Semantic proximity Read ↗

Genetic diversity analysis of sorghum grain traits and development of KASP markers for grain width genes SbTGW3 and SbGS5.Semantic proximity Read ↗

A Machine Learning Approach to Genome-Wide Association Mapping of Disease Resistance and Geographic Origin in SorghumSemantic proximity Read ↗

Mating Design and Genetic Structure of a Multi-Parent Advanced Generation Intercross (MAGIC) Population of Sorghum (Sorghum bicolor (L.) Moench).Semantic proximity Read ↗

⌁Select a neighboring publication to make it the new centre.