Modern breeding focuses on genetic analyses and germplasm management and dominates in altering crop genomes, but often neglects non-additive genetic effects that are essential for understanding traits. Almond [Prunus dulcis Miller (D.A. Webb)] has significant economic and genetic research value, but current studies face limitations, including a narrow focus on additive models and limited germplasm diversity.