Disentangling direct and pleiotropic SNP effects in alfalfa (Medicago sativa L.) using causal graph learning

Abstract Alfalfa (Medicago sativa L.) is a critical forage crop whose improvement depends on resolving the complex genetic architecture of agronomic traits. While genome-wide association studies (GWAS) effectively identify statistically associated markers, they often fail to distinguish direct genet...

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Detalles Bibliográficos

Principais autores:	Yangming Lee, Cesar A. Medina, Zhanyou Xu
Formato:	Artigo
Idioma:	Inglês
Publicado:	Nature Portfolio 2026-01-01
Series:	Scientific Reports
Assuntos:	Alfalfa Causal graphical framework Direct parent SNPs Upstream Hub SNPs Causal discovery
Acceso en liña:	https://doi.org/10.1038/s41598-026-35876-w
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