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A cardiovascular risk score for hypertensive patients previously admitted to hospital
Ana M Martínez-Díaz1, Antonio Palazón-Bru2, David M Folgado-de la Rosa2
11 Emergency Services, General University Hospital of Elda, Alicante, Spain.
Insights
A new points system predicts short-term cardiovascular disease in hospitalized hypertensive patients. This tool aids clinicians in assessing risk following hospital admission, improving patient care.
Area of Science:
- Cardiology
- Public Health
- Medical Informatics
Background:
- Existing cardiovascular risk scales have limitations in hypertensive patient populations.
- Accurate risk prediction is crucial for effective clinical management of hypertension.
- Hospitalized hypertensive patients require tailored risk assessment tools.
Purpose of the Study:
- To develop and internally validate a predictive model for one-year cardiovascular risk in hospitalized hypertensive patients.
- To create a practical tool for estimating cardiovascular disease onset after hospital admission.
- To address the limitations of current risk stratification methods in this specific cohort.
Main Methods:
- A cohort study included 303 hypertensive patients admitted via Emergency Department.
- Cox regression model identified predictors: gender, age, myocardial infarction, heart failure, peripheral arterial disease, and daily activity.
- The model was adapted into a points system and internally validated using bootstrapping.
Main Results:
- 30.7% of patients developed cardiovascular disease within a mean follow-up of 1.68 years.
- Key predictors identified for the points system included specific cardiovascular conditions and quality of life.
- Internal validation confirmed satisfactory discrimination and calibration of the predictive model.
Conclusions:
- A novel points system effectively predicts short-term cardiovascular disease in hypertensive patients post-hospital admission.
- The developed system offers a potentially valuable tool for clinical decision-making.
- Further external validation is recommended to confirm the generalizability of these findings.
Background:
Cardiovascular risk scales in hypertensive populations have limitations for clinical practice.
Aims:
To develop and internally validate a predictive model to estimate one-year cardiovascular risk for hypertensive patients admitted to hospital.
Methods:
Cohort study of 303 hypertensive patients admitted through the Emergency Department in a Spanish region in 2015-2017. The main variable was the onset of cardiovascular disease during follow-up. The secondary variables were: gender, age, educational level, family history of cardiovascular disease, Charlson score and its individual conditions, living alone, quality of life, smoking, blood pressure, physical activity and adherence to the Mediterranean diet. A Cox regression model was constructed to predict cardiovascular disease one year after admission. This was then adapted to a points system, externally validated by bootstrapping (discrimination and calibration) and implemented in a mobile application for Android.
Results:
A total of 93 patients developed cardiovascular disease (30.7%) over a mean period of 1.68 years. The predictors in the points system were: gender, age, myocardial infarction, heart failure, peripheral arterial disease and daily activity (quality of life). The internal validation by bootstrapping was satisfactory.
Conclusion:
A novel points system was developed to predict short-term cardiovascular disease in hypertensive patients after hospital admission. External validation studies are needed to corroborate the results obtained.
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