Development and Validation of a Clinical Nomogram for Predicting Complications from Pediatric Multiple Magnet Ingestion: A Large Retrospective Study

列线图 医学 接收机工作特性 逻辑回归 切断 曲线下面积 试验预测值 外科 内科学 量子力学 物理
作者
Luo Yizhen,C Xiongjian,Jian-Li Zhou,Z Yijiang,Z Chenrui,Su Qiru,Yinbo Gan,Zhiyong Li,Hongwu Zeng
出处
期刊:The American Journal of Gastroenterology [American College of Gastroenterology]
标识
DOI:10.14309/ajg.0000000000002983
摘要

Introduction: This study aimed to develop and validate a reliable nomogram based on clinical factors to predict complications associated with pediatric multiple magnet ingestion, addressing the urgency and controversy surrounding its management. Methods: Patients aged 0–18 years with multiple magnet ingestion diagnosed at the Shenzhen Children’s Hospital between January 2017 and December 2023 were enrolled. Clinical data were analyzed using least absolute shrinkage and selection operator regression, and multifactor logistic regression analyses to screen for risk factors. A model was constructed, and a nomogram was plotted. Model performance was evaluated and internally validated using the area under the curve (AUC), Hosmer-Lemeshow test, calibration curve, decision curve analysis (DCA), and 1,000 bootstraps. We calculated the optimal cutoff value, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and accuracy of the prediction model. Results: Of the 146 patients, 57 (39.0%) experienced complications. The nomogram included age, multiple ingestions, vomiting, abdominal pain, and abdominal tenderness. The AUC was 0.941, and the internally validated AUC was 0.930. The optimal cutoff value selected as a predictive value was 0.534, with a sensitivity of 82.5%, specificity of 93.3%, PPV of 88.7%, NPV of 89.3%, and accuracy of 89.0%. The Hosmer-Lemeshow test yielded a P value of 0.750. The calibration plot exhibited high consistency in prediction, and DCA showed excellent net benefits. Discussion: Our nomogram demonstrates excellent discrimination, calibration, and clinical utility and may thus help clinicians accurately assess the risk of complications from pediatric multiple magnet ingestion.
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