This study highlights the critical role of lncRNA Six3os1 in the pathological mechanisms of depression, demonstrating that it positively regulates COL9A3 by suppressing miR‐511‐3p, thereby modulating the MAPK/NLRP3 signaling axis. This evidence concerns the gene COL9A3 and major depressive disorder.