All remaining associations between biological ages (including all difference or residual scores of epigenetic or brain age) and measures of physical (CRP), cognitive or mental health (cognition, depression) were weak and insignificant (standardized regression betas ranged between − 0.36 and 0.28; Table S4). The gene discussed is CRP; the disease is major depressive disorder.