This study introduces PhysDual-GCN, a physics-informed graph neural network designed to approximate docking-derived binding affinity scores for DYRK2, an understudied yet biologically relevant target in Alzheimer's disease (AD). This evidence concerns the gene DYRK2 and Alzheimer disease.