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. This evidence concerns the gene CASP1 and epilepsy.