Psychol Med. 2025 Oct 24;55:e316. doi: 10.1017/S0033291725102109. ABSTRACT BACKGROUND: Cardiovascular diseases (CVD) and depression frequently co-occur, yet the biological mechanisms underpinning this comorbidity remain poorly understood. This may reflect complex, non-linear associations across multiple biological pathways. We aimed to identify molecular biomarkers linking depressive symptoms and cardiovascular phenotypes using a…

