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. Here, MLKL is linked to epilepsy.