Related Experiment Video
Updated: Jun 20, 2026

Assessment of Vascular Function in Patients With Chronic Kidney Disease
Published on: June 16, 2014
Cardiovascular-Kidney-Metabolic Multimorbidity Burden and Phenotype Differentially Influence Cardiovascular and Renal
William R Marshall1,2, Rajkumar Chinnadurai3,4, Darren Green3,4
1Division of Cardiovascular Sciences, University of Manchester, Manchester, UK, william.marshall-6@postgrad.manchester.ac.uk.
Introduction:
Chronic kidney disease (CKD) frequently coexists with cardiovascular disease (CVD), diabetes, and obesity through shared biological pathways encompassed within the American Heart Association cardiovascular-kidney-metabolic (CKM) construct. Whether adverse cardiovascular and renal outcomes in CKD are driven predominantly by cumulative multimorbidity burden or by distinct CKM disease phenotypes remains uncertain.
Methods:
We conducted a retrospective longitudinal cohort study of participants in the Salford Kidney Study with non-dialysis-dependent CKD and at least one other CKM comorbidity. Patients were evaluated according to CKM multimorbidity burden (2, 3, or 4 conditions) and in predefined CKM phenotypes. Co-primary outcomes were major adverse cardiovascular event (MACE: cardiovascular mortality, non-fatal myocardial infarction, non-fatal cerebrovascular accident, or heart failure event), composite kidney endpoint (CKE: ≥40% eGFR decline, eGFR <15 mL/min/1.73 m2, or renal replacement therapy initiation), and all-cause mortality. Associations were evaluated using multivariable time-to-event models.
Results:
Among 2,003 participants (mean age 68 years; median follow-up 4.7 years), 279 (13.9%) experienced MACE and 1,010 (50.4%) reached the CKE. Compared with 2 CKM conditions, 4 conditions conferred an almost two-fold higher MACE risk (HR 1.93, 95% CI: 1.48-2.53), with the CKD-CVD-diabetes-obesity phenotype demonstrating the highest MACE risk. Diabetes-containing phenotypes were consistently associated with higher CKE risk, whereas increasing multimorbidity burden showed limited discriminatory value for kidney progression. The CKD-diabetes-CVD phenotype had the highest all-cause mortality (27.1 deaths per 100 patient-years).
Conclusions:
Increasing CKM multimorbidity burden predicted cardiovascular events and mortality in keeping with the American Heart Association staging framework, but kidney progression was more strongly determined by disease phenotype, particularly diabetic kidney disease. This cardiovascular-renal dissociation suggests that phenotypic refinement of the CKM staging model may improve risk stratification in advanced CKD populations with CKM multimorbidity.
Related Concept Videos
Chronic Kidney Disease II: Clinical Manifestations
Chronic Kidney Disease I: Introduction
Chronic Kidney Disease III: Interprofessional Care
Pharmacogenetic Phenotypes: Alterations in Pharmacokinetics, Drug Targets and Biologic Milieu
Chronic Kidney Disease IV: Nursing Management
Coronary Artery Disease I: Introduction