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Development of a nomogram for screening the risk of left ventricular hypertrophy in Chinese hypertensive patients
Chaoyi Ye1,2, Tingjun Wang2,3, Jin Gong1,2,3
1Department of Geriatrics, The First Affiliated Hospital of Fujian Medical University, Fuzhou, China.
Insights
A new nomogram can rapidly assess the risk of left ventricular hypertrophy (LVH) in Chinese hypertensive patients. This tool aids in identifying individuals at high risk for cardiovascular complications.
Area of Science:
- Cardiology
- Medical Diagnostics
- Public Health
Background:
- Left ventricular hypertrophy (LVH) is a significant predictor of cardiovascular events in hypertensive individuals.
- Early identification of patients at risk for LVH is crucial for timely intervention.
- Current risk stratification methods may require enhancement for specific populations.
Purpose of the Study:
- To develop and validate a nomogram for estimating the risk of LVH in Chinese hypertensive patients.
- To provide a practical tool for clinicians to identify high-risk individuals.
- To improve cardiovascular risk assessment in hypertension management.
Main Methods:
- Utilized Least Absolute Shrinkage and Selection Operator (LASSO) and multivariable logistic regression for variable selection.
- Constructed a nomogram based on five key predictors: gender, hypertension duration, age, BMI, and systolic blood pressure.
- Evaluated model performance using ROC curves, calibration curves, decision curve analysis, and bootstrap internal validation.
Main Results:
- The developed nomogram demonstrated moderate discrimination with an AUC of 0.724.
- Calibration analysis showed excellent agreement between predicted and actual LVH probabilities.
- Decision curve analysis indicated clinical usefulness, with the nomogram being beneficial across a range of risk thresholds.
Conclusions:
- The proposed nomogram offers a rapid and effective method for assessing LVH risk in Chinese hypertensives.
- This tool can assist healthcare providers in identifying patients who may benefit from closer monitoring and management.
- Further research is warranted to confirm the nomogram's stability and broad applicability.
Abstract:
Left ventricular hypertrophy (LVH) is an important risk factor for cardiovascular morbidity and mortality in hypertensives. Therefore, early identification of at-risk patients is necessary. The objective of this study was to estimate the risk of LVH among Chinese hypertensives by designing a nomogram. 832 hypertensives were divided into two groups based on the presence of LVH. The least absolute shrinkage and selection operator (LASSO) regression and multivariable logistic regression were successively applied for optimal variable selection and nomogram construction. Discrimination power, calibration, and clinical usefulness were evaluated using the receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis. Internal validation was performed using the bootstrap method. The nomogram included five predictors, namely gender, duration of hypertension, age, body mass index (BMI), and systolic blood pressure. The area under the ROC curve (AUC) was 0.724 (95% CI: 0.687-0.761), indicating moderate discrimination. The calibration curve showed an excellent agreement between the predicted LVH and the actual LVH probability. The risk threshold between 5% and 72% according to the decision curve analysis, and the nomogram is clinically beneficial. Internal validation by bootstrapping with 1000 samples showed a good C-index of 0.715, which suggested that the predictive abilities for the training set and testing set were in consistency. Our study proposed a nomogram that can be utilized to assess the LVH risk rapidly for Chinese hypertensives. This tool could be useful in identifying patients at high risk for LVH. Further studies are required to ascertain the stability and applicability of this nomogram.
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