APAF-1 was primarily associated with AA through antifolate resistance, endopeptidases, and the interleukin-1 pathway, while TNF-α was predominantly enriched in infections and choline-binding, indicating zonisamide’s impact on immune and inflammatory pathways. The gene discussed is APAF1; the disease is infection.