Novel multifactor predictive model for postoperative survival in gallbladder cancer: a multi-center study.

IF 2.5 3区 医学 Q3 ONCOLOGY World Journal of Surgical Oncology Pub Date : 2024-10-01 DOI:10.1186/s12957-024-03533-z
Kaige Deng, Jiali Xing, Gang Xu, Ruixue Ma, Bao Jin, Zijian Leng, Xueshuai Wan, Jingyong Xu, Xiaolei Shi, Jiangchun Qiao, Jiayin Yang, Jinghai Song, Yongchang Zheng, Xinting Sang, Shunda Du
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Abstract

Background: Gallbladder cancer (GBC) is a highly aggressive malignancy, with limited survival profiles after curative surgeries. This study aimed to develop a practical model for predicting the postoperative overall survival (OS) in GBC patients.

Methods: Patients from three hospitals were included. Two centers (N = 102 and 100) were adopted for model development and internal validation, and the third center (N = 85) was used for external testing. Univariate and stepwise multivariate Cox regression were used for feature selection. A nomogram for 1-, 3-, and 5-year postoperative survival rates was constructed accordingly. Performance assessment included Harrell's concordance index (C-index), receiver operating characteristic (ROC) curves and calibration curves. Kaplan-Meier curves were utilized to evaluate the risk stratification results of the nomogram. Decision curves were used to reflect the net benefit.

Results: Eight factors, TNM stage, age-adjusted Charlson Comorbidity Index (aCCI), body mass index (BMI), R0 resection, blood platelet count, and serum levels of albumin, CA125, CA199 were incorporated in the nomogram. The time-dependent C-index consistently exceeded 0.70 from 6 months to 5 years, and time-dependent ROC revealed an area under the curve (AUC) of over 75% for 1-, 3-, and 5-year survival. The calibration curves, Kaplan-Meier curves and decision curves also indicated good prognostic performance and clinical benefit, surpassing traditional indicators TNM staging and CA199 levels. The reliability of results was further proved in the independent external testing set.

Conclusions: The novel nomogram exhibited good prognostic efficacy and robust generalizability in GBC patients, which might be a promising tool for aiding clinical decision-making.

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胆囊癌术后生存率的新型多因素预测模型:一项多中心研究。
背景:胆囊癌(GBC)是一种侵袭性极强的恶性肿瘤,治愈性手术后的生存率有限。本研究旨在建立一个实用模型,用于预测胆囊癌患者的术后总生存率(OS):方法:纳入三家医院的患者。方法:纳入三家医院的患者,其中两家医院(N = 102 和 100)用于模型开发和内部验证,第三家医院(N = 85)用于外部测试。特征选择采用单变量和逐步多变量 Cox 回归。据此构建了术后 1 年、3 年和 5 年生存率的提名图。性能评估包括哈雷尔一致性指数(C-index)、接收器操作特征曲线(ROC)和校准曲线。Kaplan-Meier 曲线用于评估提名图的风险分层结果。决策曲线用于反映净获益:结果:TNM 分期、年龄调整后的夏尔森合并症指数(aCCI)、体重指数(BMI)、R0 切除、血小板计数和血清白蛋白、CA125、CA199 水平等八个因素被纳入提名图。从 6 个月到 5 年,随时间变化的 C 指数一直超过 0.70,随时间变化的 ROC 显示,1 年、3 年和 5 年生存率的曲线下面积(AUC)超过 75%。校准曲线、Kaplan-Meier 曲线和决策曲线也显示出良好的预后性能和临床效益,超过了传统指标 TNM 分期和 CA199 水平。独立的外部测试集进一步证明了结果的可靠性:结论:新型提名图在GBC患者中显示出良好的预后效果和强大的普适性,可能是一种有前途的临床决策辅助工具。
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来源期刊
CiteScore
4.70
自引率
15.60%
发文量
362
审稿时长
3 months
期刊介绍: World Journal of Surgical Oncology publishes articles related to surgical oncology and its allied subjects, such as epidemiology, cancer research, biomarkers, prevention, pathology, radiology, cancer treatment, clinical trials, multimodality treatment and molecular biology. Emphasis is placed on original research articles. The journal also publishes significant clinical case reports, as well as balanced and timely reviews on selected topics. Oncology is a multidisciplinary super-speciality of which surgical oncology forms an integral component, especially with solid tumors. Surgical oncologists around the world are involved in research extending from detecting the mechanisms underlying the causation of cancer, to its treatment and prevention. The role of a surgical oncologist extends across the whole continuum of care. With continued developments in diagnosis and treatment, the role of a surgical oncologist is ever-changing. Hence, World Journal of Surgical Oncology aims to keep readers abreast with latest developments that will ultimately influence the work of surgical oncologists.
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