ATP5MK and major depressive disorder: Regarding our second aim, the analysis revealed direct pathways longitudinally linking MDD to CVDs via biomarkers such as TNF-α, IL-6, tyrosine, and FAs, as well as indirect pathways involving acetate, HDL diameter, AGP, hs-CRP, isoleucine, and LDL in triglycerides.