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Derivation and Validation of a Nomogram to Predict In‐Hospital Complications in Children with Tetralogy of Fallot Repaired at an Older Age

医学 列线图 推导 法洛四联症 风险评估 弗雷明翰风险评分 优势比 内科学 队列 外科 逻辑回归 接收机工作特性 心脏病 动脉 计算机科学 计算机安全 疾病
作者
Hong Liu,Siming Zheng,Xinya Li,Zhipeng Zeng,Ji‐sheng Zhong,Jun‐quan Chen,Tao Chen,Zhigang Liu,Xiao‐cheng Liu,Yongfeng Shao
出处
期刊:Journal of the American Heart Association [Ovid Technologies (Wolters Kluwer)]
卷期号:8 (21) 被引量:15
标识
DOI:10.1161/jaha.119.013388
摘要

Background We aimed to develop and validate a prediction model for in‐hospital complications in children with tetralogy of Fallot repaired at an older age. Methods and Results A total of 513 pediatric patients from the Tianjin data set formed a derivation cohort, and 158 pediatric patients from the Hefei and Xiamen data sets formed validation cohorts. We applied least absolute shrinkage and selection operator analysis for variable selection and logistic regression coefficients for risk scoring. We classified patients into different risk categorizations by threshold analysis and investigated the association with in‐hospital complications using logistic regression. In‐hospital complications were defined as death, need for extensive pharmacologic support (vasoactive‐inotrope score of ≥20), and need for mechanical circulatory support. We developed a nomogram based on risk classifier and independent baseline variables using a multivariable logistic model. Based on risk scores weighted by 11 preoperative and 4 intraoperative selected variables, we classified patients as low, intermediate, and high risk in the derivation cohort. With reference to the low‐risk group, the intermediate‐ and high‐risk groups conferred significantly higher in‐hospital complication risks (adjusted odds ratio: 2.721 [95% CI, 1.267–5.841], P =0.0102; 9.297 [95% CI, 4.601–18.786], P <0.0001). A nomogram integrating the ARIAR ‐Risk classifier (absolute and relative low risk, intermediate risk, and aggressive and refractory high risk) with age and mean blood pressure showed good discrimination and goodness‐of‐fit for derivation (area under the receiver operating characteristic curve: 0.785 [95% CI , 0.731–0.839]; Hosmer‐Lemeshow test, P =0.544) and external validation (area under the receiver operating characteristic curve: 0.759 [95% CI , 0.636–0.881]; Hosmer‐Lemeshow test, P =0.508). Conclusions A risk‐classifier–oriented nomogram is a reliable prediction model for in‐hospital complications in children with tetralogy of Fallot repaired at an older age, and strengthens risk/benefit–based decision‐making.

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