The chronic kidney disease model: a general purpose model of disease progression and treatment.

dc.contributor.author

Orlando, Lori A

dc.contributor.author

Belasco, Eric J

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Patel, Uptal D

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Matchar, David B

dc.date.accessioned

2021-05-05T09:23:29Z

dc.date.available

2021-05-05T09:23:29Z

dc.date.issued

2011-06-16

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2021-05-05T09:23:29Z

dc.description.abstract

Background

Chronic kidney disease (CKD) is the focus of recent national policy efforts; however, decision makers must account for multiple therapeutic options, comorbidities and complications. The objective of the Chronic Kidney Disease model is to provide guidance to decision makers. We describe this model and give an example of how it can inform clinical and policy decisions.

Methods

Monte Carlo simulation of CKD natural history and treatment. Health states include myocardial infarction, stroke with and without disability, congestive heart failure, CKD stages 1-5, bone disease, dialysis, transplant and death. Each cycle is 1 month. Projections account for race, age, gender, diabetes, proteinuria, hypertension, cardiac disease, and CKD stage. Treatment strategies include hypertension control, diabetes control, use of HMG-CoA reductase inhibitors, use of angiotensin converting enzyme inhibitors, nephrology specialty care, CKD screening, and a combination of these. The model architecture is flexible permitting updates as new data become available. The primary outcome is quality adjusted life years (QALYs). Secondary outcomes include health state events and CKD progression rate.

Results

The model was validated for GFR change/year -3.0 ± 1.9 vs. -1.7 ± 3.4 (in the AASK trial), and annual myocardial infarction and mortality rates 3.6 ± 0.9% and 1.6 ± 0.5% vs. 4.4% and 1.6% in the Go study. To illustrate the model's utility we estimated lifetime impact of a hypothetical treatment for primary prevention of vascular disease. As vascular risk declined, QALY improved but risk of dialysis increased. At baseline, 20% and 60% reduction: QALYs = 17.6, 18.2, and 19.0 and dialysis = 7.7%, 8.1%, and 10.4%, respectively.

Conclusions

The CKD Model is a valid, general purpose model intended as a resource to inform clinical and policy decisions improving CKD care. Its value as a tool is illustrated in our example which projects a relationship between decreasing cardiac disease and increasing ESRD.
dc.identifier

1472-6947-11-41

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1472-6947

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1472-6947

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https://hdl.handle.net/10161/22838

dc.language

eng

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Springer Science and Business Media LLC

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BMC medical informatics and decision making

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10.1186/1472-6947-11-41

dc.subject

Humans

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Disease Progression

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Monte Carlo Method

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Risk Factors

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Comorbidity

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Quality-Adjusted Life Years

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Models, Theoretical

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Renal Insufficiency, Chronic

dc.title

The chronic kidney disease model: a general purpose model of disease progression and treatment.

dc.type

Journal article

duke.contributor.orcid

Orlando, Lori A|0000-0003-2534-7855

duke.contributor.orcid

Matchar, David B|0000-0003-3020-2108

pubs.begin-page

41

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1

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School of Medicine

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Medicine, General Internal Medicine

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Duke

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Medicine

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Clinical Science Departments

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Duke Clinical Research Institute

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Duke Global Health Institute

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Pathology

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Institutes and Centers

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University Institutes and Centers

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Institutes and Provost's Academic Units

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Medicine, Nephrology

pubs.publication-status

Published

pubs.volume

11

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