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. Here, COL9A3 is linked to depressive disorder.