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. The gene discussed is ARX; the disease is tuberous sclerosis.