Association analysis may provide resource for marker-assisted selection and facilitate peanut breeding. In this issue, Zhang et al. (pp. 195-215) established a peanut association panel with extensive phenotypic and genetic variations. Preliminary analysis allowed them to detect markers related to seed quality and a set of alleles with positive and negative effects.