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Predictive model for the development of hypertensive cardiopathy: A prospective cohort study
Alexis Álvarez Aliaga1, Julio César González-Aguilera2, Liliana Del Rosario Maceo-Gómez3
1Servicio de Medicina Interna, Hospital General Universitario Carlos Manuel de Céspedes, Granma, Cuba; Consulta Especializada de Hipertensión Arterial, Universidad de Ciencias Médicas de Granma, Cuba. Address: Carretera Central Kilometro 1, Vía Santiago de Cuba, Bayamo, Granma, Cuba.
Insights
This study developed a predictive model for hypertensive cardiopathy using risk factors in essential arterial hypertension patients. The model accurately predicts disease development over ten years, aiding in risk stratification.
Area of Science:
- Cardiology
- Epidemiology
- Predictive Modeling
Background:
- Cardiovascular disease risk stratification is crucial.
- Hypertensive cardiopathy presents significant morbidity and mortality.
- Effective predictive tools are needed for cardiovascular disease risk.
Purpose of the Study:
- To evaluate a risk factor-based model for predicting hypertensive cardiopathy.
- To assess the model's accuracy over a ten-year period.
- To aid in risk stratification for patients with essential arterial hypertension.
Main Methods:
- Prospective cohort study of hypertensive patients (2000-2009).
- Development and validation of a predictive model using a split-sample approach.
- Binary regression analysis with backward stepwise selection.
Main Results:
- A 13-variable model accurately predicted hypertensive cardiopathy.
- High predictive accuracy in estimation (AUC 0.985) and validation (AUC 0.963) samples.
- Model demonstrated adequate calibration (p=0.863).
Conclusions:
- The developed model is a valuable clinical and epidemiological surveillance tool.
- It effectively identifies individuals at higher risk of hypertensive heart disease.
- The model enables risk stratification over a ten-year period.
Introduction:
Predictive models of cardiovascular conditions are useful tools for risk stratification. The high morbidity and mortality resulting from hypertensive cardiopathy creates a need for the use of tools to predict the risk of cardiovascular disease.
Objective:
To evaluate the capacity of a model based on risk factors to predict the development of hypertensive cardiopathy after ten years in patients with a diagnosis of essential arterial hypertension.
Methods:
A prospective cohort study was carried out in hypertensive patients cared for at the specialized arterial hypertension physicians office of the Specialty Policlinic attached to Carlos Manuel de Céspedes Hospital, Bayamo Municipality, Granma Province, Cuba, from January 1, 2000 to December 31, 2009. A predictive model was constructed and validated through a process that included the random split of the whole sample in two parts: one for development (parameters estimation) and the other for validation.
Results:
The binary regression model adjusted by the step-by-step backward method, showed that in step six, 13 variables sufficed to estimate the risk of developing hypertensive cardiopathy. In the estimation sample, the area under the receiver operating characteristic curve obtained for the prediction of hypertensive heart disease was 0.985 (confidence interval: 0.980-0.990; p = <0.0005). In the validation sample the area under the receiver operating characteristic curve was 0.963 (confidence interval: 0.953-0, 0.973, p<0.0005). The calibration of the model was also adequate (p = 0.863).
Conclusions:
The model obtained proved is a clinical and epidemiological surveillance instrument, useful to identify subjects with greater likelihood to acquire hypertensive heart disease, and to stratify their risk in the following ten-year period.
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Physiological Factors:
