IL1R1 and major depressive disorder: Gene expression analysis further confirmed that CD63, IL17RA, and IL1R1 exhibited consistent expression patterns across the GSE76826 and GSE98793 datasets, with significant differences observed between MDD and control groups (p < 0.05) (Figures 3E, F).