This analysis highlighted that among the 10 regulators sorted by activation z-score, several cytokines pathways (IL-4, IL15, IL2, IL-1β) were downregulated in both MDD and non-depressed patients after surgery. The gene discussed is IL15; the disease is major depressive disorder.