The syndrome is classified into symptomatic, idiopathic, and cryptogenic forms, based on underlying causes such as brain trauma, malformations, infections, chromosomal abnormalities (e.g., Tuberous Sclerosis Complex), or genetic mutations in genes like ARX and CDKL5. This evidence concerns the gene CDKL5 and infection.