Fig. 1

Overview of study population, variables, and analytical framework. Abbreviations: N, sample size; CKM, cardiovascular-kidney-metabolic; CVD, cardiovascular disease; KD, kidney diseases; MD, metabolic disorders, CHD, coronary heart disease; MACE, major adverse cardiovascular events