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Construction and Validation of a Nomogram for Predicting the Adding-On Phenomenon Postoperatively for Adolescent
Wei Guo1, WanZhong Yang1, Rong Ma2
1The First Clinical Medical School of Ningxia Medical University, Yinchuan, Ningxia, China.
Objective:
To develop and validate a nomogram predicting the postoperative adding-on phenomenon in Lenke 1/2 adolescent idiopathic scoliosis patients, providing a quantitative tool for therapeutic benefit assessment and personalized risk prediction.
Methods:
A retrospective analysis was conducted using clinical data from 213 patients. The least absolute shrinkage selection operator was applied to identify the best predictors. Multivariate logistic regression was used to construct a nomogram with a training set (80%), while a validation set (20%) was used for internal validation. The receiver operating characteristic curve, calibration curve, and decision curve analysis assessed the model's clinical utility.
Results:
The model was constructed using the 4 best predictor variables: the number of vertebrae in the main thoracic curve, apical vertebra translation, last instrumented vertebra rotation, and Risser sign. The model's C-index was 0.932 (95% confidence interval, 0.8858-0.9775). Decision curve analysis indicated a clinically meaningful high-risk threshold between 0 and 1, and the calibration curve demonstrated satisfactory accuracy.
Conclusions:
The model proved useful for predicting the occurrence of adding-on in Lenke 1/2 adolescent idiopathic scoliosis patients after surgery.
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