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A risk stratification model for coronary artery lesions in Kawasaki disease: focus on subgroup-specific utility
Chuxiong Gong1, Zhongjian Su1, Qinhong Li2
1Department of Cardiovascular Medicine, Kunming Children's Hospital, Kunming, Yunnan, China.
Insights
Researchers developed a predictive model for Kawasaki disease with coronary artery lesions. This model, using key clinical factors, shows strong predictive performance and aids in personalized patient management.
Area of Science:
- Pediatric Rheumatology
- Cardiovascular Research
- Immunology
Background:
- Kawasaki disease is an acute immune vasculitis with potential for poor prognosis due to coronary artery lesions.
- Early identification and management of coronary artery complications are crucial for improving patient outcomes.
Purpose of the Study:
- To construct and validate a risk prediction model for Kawasaki disease complicated by coronary artery lesions.
- To optimize personalized management strategies for Kawasaki disease patients.
Main Methods:
- Comparative analysis of factors between groups with and without coronary artery damage.
- Least Absolute Shrinkage and Selection Operator (LASSO) analysis for factor selection.
- Development and validation of a risk model using ROC curves, calibration curves, DCA, and cross-validation.
Main Results:
- Key predictive factors identified include WBC, PLT, CRP, ALB, Na, Time to IVIG treatment, and limb symptoms.
- The risk model achieved an AUC of 0.815, indicating good predictive performance.
- Validation across subgroups confirmed the model's satisfactory predictive efficacy.
Conclusions:
- A novel risk model for Kawasaki disease with coronary artery lesions has been developed and validated in the Chinese population.
- The model demonstrates robust predictive performance and applicability across diverse patient subgroups.
- This tool supports personalized and precise management, aiming to improve outcomes for affected children.
Objective:
Kawasaki disease is an acute immune vasculitis that often has a poor prognosis when complicated by coronary artery lesions. Our study aims to construct a risk model for Kawasaki disease complicated by coronary artery lesions and validate it in different clinical characteristic subgroups, optimizing personalized and precise management of Kawasaki disease to improve patient outcomes.
Methods:
First, we compared each factor between the groups with and without coronary artery damage. We then used LASSO analysis to further filter for factors that were more significant in predicting outcomes. The selected factors were used to construct the risk model. The model was evaluated using ROC curves, calibration curves, and DCA, and was internally validated using 5-fold cross-validation. Finally, we also conducted subgroup analyses based on factors such as age stages and sex.
Results:
Through univariate analysis, LASSO analysis, and correlation analysis, we identified WBC, PLT, CRP, ALB, Na, Time to IVIG treatment, and symptoms of limb as the key factors for constructing the risk model. The model achieved an area under the curve of 0.815(95%CI: 0.779-0.851). Additionally, calibration curves, DCA, and 10-fold cross-validation demonstrated that the model has good predictive performance. The predictive efficacy of the model was also satisfactory across various subgroups.
Conclusions:
Our study has constructed a risk model for Kawasaki disease complicated by coronary artery lesions in the Chinese population that demonstrates good predictive performance, and it has been validated successfully across multiple subgroups.
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