预测意外胆囊癌患者总生存期的列线图的开发与验证:一项回顾性队列研究。
Development and validation of a nomogram to predict overall survival in patients with incidental gallbladder cancer: A retrospective cohort study.
作者信息
Xie Zhi-Hua, Shi Xuebing, Liu Ming-Qi, Wang Jinghan, Yu Yong, Zhang Ji-Xiang, Chu Kai-Jian, Li Wei, Ge Rui-Liang, Cheng Qing-Bao, Jiang Xiao-Qing
机构信息
Department I of Biliary Tract Surgery, Eastern Hepatobiliary Surgery Hospital, Naval Medical University, Shanghai, China.
Department of Hepatopancreatobiliary Surgery, East Hospital, Tongji University, Shanghai, China.
出版信息
Front Oncol. 2023 Jan 24;12:1007374. doi: 10.3389/fonc.2022.1007374. eCollection 2022.
OBJECTIVE
The aim of this study was to develop and validate a nomogram to predict the overall survival of incidental gallbladder cancer.
METHODS
A total of 383 eligible patients with incidental gallbladder cancer diagnosed in Shanghai Eastern Hepatobiliary Surgery Hospital from 2011 to 2021 were retrospectively included. They were randomly divided into a training cohort (70%) and a validation cohort (30%). Univariate and multivariate analyses and the Akaike information criterion were used to identify variables independently associated with overall survival. A Cox proportional hazards model was used to construct the nomogram. The C-index, area under time-dependent receiver operating characteristic curves and calibration curves were used to evaluate the discrimination and calibration of the nomogram.
RESULTS
T stage, N metastasis, peritoneal metastasis, reresection and histology were independent prognostic factors for overall survival. Based on these predictors, a nomogram was successfully established. The C-index of the nomogram in the training cohort and validation cohort was 0.76 and 0.814, respectively. The AUCs of the nomogram in the training cohort were 0.8, 0.819 and 0.815 for predicting OS at 1, 3 and 5 years, respectively, while the AUCs of the nomogram in the validation cohort were 0.846, 0.845 and 0.902 for predicting OS at 1, 3 and 5 years, respectively. Compared with the 8th AJCC staging system, the AUCs of the nomogram in the present study showed a better discriminative ability. Calibration curves for the training and validation cohorts showed excellent agreement between the predicted and observed outcomes at 1, 3 and 5 years.
CONCLUSIONS
The nomogram in this study showed excellent discrimination and calibration in predicting overall survival in patients with incidental gallbladder cancer. It is useful for physicians to obtain accurate long-term survival information and to help them make optimal treatment and follow-up decisions.
目的
本研究旨在开发并验证一种列线图,以预测意外胆囊癌的总生存期。
方法
回顾性纳入2011年至2021年在上海东方肝胆外科医院确诊的383例符合条件的意外胆囊癌患者。他们被随机分为训练队列(70%)和验证队列(30%)。采用单因素和多因素分析以及赤池信息准则来确定与总生存期独立相关的变量。使用Cox比例风险模型构建列线图。采用C指数、时间依赖性受试者工作特征曲线下面积和校准曲线来评估列线图的辨别力和校准度。
结果
T分期、N转移、腹膜转移、再次手术和组织学是总生存期的独立预后因素。基于这些预测因素,成功建立了列线图。训练队列和验证队列中列线图的C指数分别为0.76和0.814。训练队列中列线图预测1年、3年和5年总生存期的AUC分别为0.8、0.819和0.815,而验证队列中列线图预测1年、3年和5年总生存期的AUC分别为0.846、0.845和0.902。与第八版美国癌症联合委员会(AJCC)分期系统相比,本研究中列线图的AUC显示出更好的辨别能力。训练队列和验证队列的校准曲线显示,在1年、3年和5年时预测结果与观察结果之间具有良好的一致性。
结论
本研究中的列线图在预测意外胆囊癌患者的总生存期方面显示出优异的辨别力和校准度。它有助于医生获得准确的长期生存信息,并帮助他们做出最佳的治疗和随访决策。