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Updated: Feb 25, 2026

Assessment of Vascular Function in Patients With Chronic Kidney Disease
Published on: June 16, 2014
A policy model of cardiovascular disease in moderate-to-advanced chronic kidney disease
Iryna Schlackow1, Seamus Kent1, William Herrington2
1Health Economics Research Centre, Nuffield Department of Population Health, University of Oxford, Oxford, UK.
Insights
A new model predicts cardiovascular disease (CVD) and kidney disease (CKD) risks in patients with moderate-to-advanced CKD. This tool accurately forecasts disease progression and outcomes, aiding in health policy development.
Area of Science:
- Nephrology
- Cardiology
- Health Economics
- Biostatistics
Background:
- Cardiovascular disease (CVD) is a major cause of mortality in patients with chronic kidney disease (CKD).
- Accurate risk prediction models are crucial for managing CVD in moderate-to-advanced CKD.
- Existing risk scores may not adequately capture the complex interplay between CKD progression and CVD events.
Purpose of the Study:
- To develop and validate a long-term policy model for cardiovascular disease (CVD) in patients with moderate-to-advanced chronic kidney disease (CKD).
- To provide individualized risk estimates for CKD progression and associated cardiovascular events.
- To serve as a resource for evaluating health outcomes and cost-effectiveness of interventions in CKD.
Main Methods:
- Development of a Markov state-transition model incorporating CKD stages (3B, 4, 5, dialysis, transplant) and cardiovascular events.
- Estimation of individualized CKD and CVD risks using multivariate parametric survival analysis on data from 9270 patients in the Study of Heart and Renal Protection (SHARP).
- Validation of the model in three external CKD cohorts and comparison with existing risk scores.
Main Results:
- The model accurately predicted CKD and CVD risks, aligning well with observed data in SHARP and external cohorts.
- Key risk contributors included higher age, prior cardiovascular events, and advanced CKD.
- The developed model demonstrated superior or comparable performance to existing risk scores in predicting vascular risk and progression to end-stage renal disease.
Conclusions:
- The SHARP CKD-CVD model offers a novel and robust tool for assessing health outcomes in CKD patients.
- The model facilitates the evaluation of cost-effectiveness for interventions aimed at mitigating CVD in CKD.
- This model can inform public health policies and clinical decision-making for the CKD population.
Objective:
To present a long-term policy model of cardiovascular disease (CVD) in moderate-to-advanced chronic kidney disease (CKD).
Methods:
A Markov model with transitions between CKD stages (3B, 4, 5, on dialysis, with kidney transplant) and cardiovascular events (major atherosclerotic events, haemorrhagic stroke, vascular death) was developed with individualised CKD and CVD risks estimated using the 5 years' follow-up data of the 9270 patients with moderate-to-severe CKD in the Study of Heart and Renal Protection (SHARP) and multivariate parametric survival analysis. The model was assessed in three further CKD cohorts and compared with currently used risk scores.
Results:
Higher age, previous cardiovascular events and advanced CKD were the main contributors to increased individual disease risks. CKD and CVD risks predicted by the state-transition model corresponded well to risks observed in SHARP and external cohorts. The model's predictions of vascular risk and progression to end-stage renal disease were better than, or comparable to, those produced by other risk scores. As an illustration, at age 60-69 years, projected survival for SHARP participants in CKD stage 3B was 13.5 years (10.6 quality-adjusted life years (QALYs)) in men and 14.8 years (10.7 QALYs) in women. Corresponding projections for participants on dialysis were 7.5 (5.6 QALYs) and 7.8 years (5.4 QALYs). A non-fatal major atherosclerotic event reduced life expectancy by about 2 years in stage 3B and by 1 year in dialysis.
Conclusions:
The SHARP CKD-CVD model is a novel resource for evaluating health outcomes and cost-effectiveness of interventions in CKD.
Trial Registration Number:
NCT00125593 and ISRCTN54137607; Post-results.
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