Based on the analysis, we infer that the levels of IL-6, IL-1β, IL-8, BGP, and MMP-8 in GCF were predictive of the failure of drug therapy for severe periodontitis (AUC >0.7). The gene discussed is IL6; the disease is periodontitis.