Future research should prioritize large-scale, prospective studies to assess whether elevated AIP values independently predict depression, alongside mechanistic investigations into the biological pathways linking dyslipidemia to mood disorders—focusing on inflammation, oxidative stress, MS, and cardiovascular health. Here, AIP is linked to mood disorder.