We identified biomarker genes (including MLKL, IRF1, RIPK1, GSDMD, CASP1, CASP8, ZBP1, CASP6, PYCARD, and IL18) that exhibited high diagnostic accuracy and predictive ability for epilepsy. The gene discussed is CASP8; the disease is epilepsy.