Using sensitive network mining approaches and transcriptomics, we identified differentially expressed genes (DEGs) in highly perturbed condition-specific protein-protein interactions networks unique to RHD compared to ARF by filtering out DEGs altered with respect to healthy and clinical controls. Here, CDKN2A is linked to rheumatic heart disease.