Lin Yang, Xu Xinru, Chen Shan, Zhang Ling, Wang Jianbin, Qiu Xinyi, Li Lizhi
Department of Pediatric Surgery, Provincial Clinical Medical College, Fujian Medical University, Fuzhou, Fujian, China.
Department of Hematology, Provincial Clinical Medical College, Fujian Medical University, Fuzhou, Fujian, China.
Front Pediatr. 2024 Aug 7;12:1372514. doi: 10.3389/fped.2024.1372514. eCollection 2024.
The aim of the study was to develop a prediction nomogram based on clinical factors to assess the risk of postoperative complications in children with congenital choledochal cyst.
The clinical data from 131 children who underwent choledochal cyst resection and Roux-en-Y hepaticojejunostomy in our hospital between January 2016 and December 2022 were retrospectively analyzed. The general information, clinical symptoms, procedure, biochemical indicators, and imaging data were recorded. A prolonged hospital stay induced by postoperative complications or a follow-up over 6 months was assessed as the event outcome. A logistics regression analysis was performed to screen for risk factors with statistical significance in inducing postoperative complications. Then, with the dataset split into the training group and internal validation group, the nomogram for the prediction of postoperative complications was developed based on a computer algorithm. In addition, the receiver operating characteristic (ROC) curve and calibration curve were performed for nomogram verification.
Of 131 children, the multivariate logistics regression analysis suggested that age ≤2 years [odds ratio (OR) 0.93; 95% confidence interval (CI) 0.15-5.65; = 0.938], Todani classification type 1 (OR 36.58; 95% CI 4.14-871.74; = 0.005), cyst wall thickness >0.4 cm (OR 10.82; 95% CI 2.88-49.13; 0.001), with chronic cholecystitis (OR 7.01; 95% CI 1.62-38.52; = 0.014), and choledochal cyst diameter (OR 1.01; 95% CI 0.99-1.03; = 0.370) were predictors associated with the postoperative complications of choledochal cysts. The data were randomly divided into the training group ( = 92) and internal validation group ( = 39) to build the prediction nomogram including the appeal factors. The accuracy and discrimination of the model were evaluated using a ROC curve and calibration curve. The results showed that the nomogram area under the ROC curve [area under the curve (AUC) = 0.894; 95% CI 0.822-0.966; < 0.001], validation (AUC = 0.844; 95% CI 0.804-0.952; < 0.001), and Brier = 0.120 (95% CI 0.077-0.163p; < 0.001) were indicative of the good stability and calibration of the predictive nomogram.
The prognosis of congenital choledochal cysts was associated with multiple aspects of clinical factors. Combined with the internal validation, the novel prediction nomogram was suitable for evaluating the individualized risk of postoperative complications of choledochal cysts. The prediction nomogram could provide a more accurate strategy of procedure and postoperative follow-up for children with choledochal cysts.
本研究旨在基于临床因素开发一种预测列线图,以评估先天性胆总管囊肿患儿术后并发症的风险。
回顾性分析2016年1月至2022年12月期间在我院接受胆总管囊肿切除术和Roux-en-Y肝空肠吻合术的131例患儿的临床资料。记录一般信息、临床症状、手术过程、生化指标和影像学数据。将术后并发症导致的住院时间延长或随访超过6个月评估为事件结局。进行逻辑回归分析,筛选出在诱发术后并发症方面具有统计学意义的危险因素。然后,将数据集分为训练组和内部验证组,基于计算机算法开发预测术后并发症的列线图。此外,绘制受试者操作特征(ROC)曲线和校准曲线以验证列线图。
在131例患儿中,多因素逻辑回归分析表明,年龄≤2岁[比值比(OR)0.93;95%置信区间(CI)0.15 - 5.65;P = 0.938]、Todani分类1型(OR 36.58;95% CI 4.14 - 871.74;P = 0.005)、囊肿壁厚度>0.4 cm(OR 10.82;95% CI 2.88 - 49.13;P = 0.001)、合并慢性胆囊炎(OR 7.01;95% CI 1.62 - 38.52;P = 0.014)以及胆总管囊肿直径(OR 1.01;95% CI 0.99 - 1.03;P = 0.370)是与胆总管囊肿术后并发症相关的预测因素。将数据随机分为训练组(n = 92)和内部验证组(n = 39),构建包含上述相关因素的预测列线图。使用ROC曲线和校准曲线评估模型的准确性和区分度。结果显示,列线图的ROC曲线下面积[曲线下面积(AUC)= 0.894;95% CI 0.822 - 0.966;P < 0.001]、验证组(AUC = 0.844;95% CI 0.804 - 0.952;P < 0.001)以及Brier值 = 0.120(95% CI 0.077 - 0.163;P < 0.001)表明预测列线图具有良好的稳定性和校准性。
先天性胆总管囊肿的预后与临床因素的多个方面相关。结合内部验证,新型预测列线图适用于评估胆总管囊肿术后并发症的个体化风险。该预测列线图可为胆总管囊肿患儿提供更准确的手术及术后随访策略。