A recent study has shown that a class of proteins involved in the metabolism of fats in the body. Apolipoprotein E ε4 (APOE ε4) genotype and the presence of potentially modifiable risk factors such as smoking, hypertension, and diabetes in midlife are associated with a higher risk for late-onset epilepsy.