KDM1A and cancer: By analyzing the age‐associated genes and common cancer targets prioritized by AI, we predicted a list of potential dual‐purpose candidates and validated an unreported dual‐purpose candidate, KDM1A (lysine‐specific demethylase 1A), in C. elegans.