Therefore, we infer that the APS might upregulate ILA, Trp, and 5-HTP levels by increasing the abundance of Bifidobacterium and reducing the abundance of Lachnoclostridium in MDD patients. Here, TNFRSF9 is linked to major depressive disorder.