In this work, we screened five key m7G regulators in epilepsy and created a nomogram based on them to predict the risk of epilepsy, including METTL1, NUDT3, EIF4E3, LSM1, and SNUPN. This evidence concerns the gene EIF4E3 and epilepsy.