Key result
High BMI, family history, and marital status predict blood pressure control with ~81% accuracy.
Why the study?
The study aimed to explore the current status of hypertension control and its predictors among patients with hypertension in China to provide evidence for prevention and control.
What are the predictors of blood pressure control in patients with hypertension?
Cross-Sectional (n=294)
No
What are the predictors of blood pressure control in patients with hypertension?
High BMI, family history of hypertension, and marital status are independent predictors of blood pressure control in Chinese hypertensive patients.
These predictors should not yet change practice; leaves open prospective validation of SVM-based blood pressure control models.
The study aims to explore the current status of hypertension control and its predictors in patients with hypertension in China and provide evidence for preventing and controlling hypertension. A questionnaire survey was conducted among 300 hypertensive patients who visited the Second Affiliated Hospital of Anhui Medical University from February 20, 2023 to March 11, 2023. The patients were divided into a well-controlled group and an untargeted-control group according to their hypertension control status. A total of 294 subjects, including 83 in the well-controlled group and 211 in the untargeted-control group, were included in the analysis. Multivariate logistic regression analysis showed that hypertensive patients with high BMI and family history of hypertension were risk factors for hypertension control. Married status was a protective factor for hypertension control. SVM optimized the model with γ = 0.001 and a penalty factor of C = 0.001. The prediction accuracy of the final model was 80.9%. The findings indicated that BMI, family history of hypertension, and marital status were independent predictors of blood pressure control. Further studies are warranted to illustrate potential mechanisms for improving hypertensive patients' blood pressure control.
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Ma et al. (2023) conducted a cross-sectional in Hypertension (n=294). Clinical and lifestyle predictors (BMI, family history, marital status) was evaluated on Hypertension control status. High BMI, family history of hypertension, and marital status were identified as independent predictors of blood pressure control, with an optimized SVM model achieving 80.9% prediction accuracy.
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