Derived early- and adult-onset MDD biosignatures showed distinct associations between variants in/near INTU, FAT1, CNTN6, and TM9SF2 with plasma metabolites (phosphatidylcholines, carnitines, biogenic amines, and amino acids) for continued future investigation. This evidence concerns the gene FAT1 and major depressive disorder.