The findings demonstrate that IL1R1 along with its related genes play a pivotal role in initiating depression onset while also exhibiting potential as emerging biomarkers and therapeutic targets, thereby providing novel insights for scientific research endeavors as well as clinical treatment. The gene discussed is IL1R1; the disease is major depressive disorder.