We constructed a novel three-class classification SVM model to accurately predict patient resistance, which may provide a new strategy for the treatment and research of drug-resistant epilepsy and also revealed that the resistance genes PRKCH and S1PR5 may cooperate with other resistance genes through regulation of the cAMP-response element-binding protein (CREB) signaling pathway. The gene discussed is CREB1; the disease is epilepsy.