Gia Anh Pham, Trung Nghia Bui, Tien Cong Bui, Manh Thau Cao, Hong Son Trinh, Thi Huyen Trang Vo, Thanh Tung Pham, Thi Thu Hang Nguyen, Thanh Lam Phan, Thu Hang Nong, Thi Ngoc Tran
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Time-dependent receiver operating characteristic (ROC) curves, decision curve analysis (DCA), and calibration plots were used to assess discrimination, clinical utility, and agreement between predicted and observed outcomes.</p><p><strong>Results: </strong>In multivariable analysis, TNM stage, microvascular invasion (MVI), resection margin status, and albumin-bilirubin (ALBI) grade were independent predictors of OS. For recurrence-free survival (RFS), independent predictors included hepatitis status, ALBI grade, TNM stage, and MVI. The integrated model demonstrated improved discrimination compared with TNM alone, with a higher optimism-corrected C-index (0.676 vs. 0.647). Time-dependent ROC analysis showed significantly higher AUC values for the integrated model at 1 year (0.725 vs. 0.669, p = 0.046), 3 years (0.703 vs. 0.657, p = 0.024), and 5 years (0.684 vs. 0.649, p = 0.031). DCA indicated greater net benefit across clinically relevant thresholds, and calibration plots showed good agreement between predicted and observed survival probabilities.</p><p><strong>Conclusion: </strong>An integrated clinicopathological model incorporating TNM stage, MVI, ALBI grade, and resection margin status improves prognostic performance compared with TNM alone in patients undergoing curative resection for HCC. This model may support more accurate postoperative risk stratification.</p>","PeriodicalId":9129,"journal":{"name":"BMC Gastroenterology","volume":" ","pages":""},"PeriodicalIF":2.5000,"publicationDate":"2026-05-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Integrated clinicopathological model versus TNM for predicting survival in resected hepatocellular carcinoma: a retrospective cohort study.\",\"authors\":\"Gia Anh Pham, Trung Nghia Bui, Tien Cong Bui, Manh Thau Cao, Hong Son Trinh, Thi Huyen Trang Vo, Thanh Tung Pham, Thi Thu Hang Nguyen, Thanh Lam Phan, Thu Hang Nong, Thi Ngoc Tran\",\"doi\":\"10.1186/s12876-026-04895-2\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Objective: </strong>To explore prognostic factors of postoperative hepatocellular carcinoma (HCC) and compare the prognostic performance of the tumor-node-metastasis (TNM) system with an integrated clinicopathological model.</p><p><strong>Methods: </strong>We conducted a cohort study evaluating 249 patients with HCC who underwent radical liver resection between January 2015 and December 2024. Overall survival (OS) was the primary endpoint. Independent prognostic factors were determined using the Cox proportional hazards model. Model performance was assessed using the correlation index (C-index) with bootstrap internal validation. Time-dependent receiver operating characteristic (ROC) curves, decision curve analysis (DCA), and calibration plots were used to assess discrimination, clinical utility, and agreement between predicted and observed outcomes.</p><p><strong>Results: </strong>In multivariable analysis, TNM stage, microvascular invasion (MVI), resection margin status, and albumin-bilirubin (ALBI) grade were independent predictors of OS. For recurrence-free survival (RFS), independent predictors included hepatitis status, ALBI grade, TNM stage, and MVI. The integrated model demonstrated improved discrimination compared with TNM alone, with a higher optimism-corrected C-index (0.676 vs. 0.647). 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引用次数: 0
摘要
目的:探讨影响肝细胞癌(HCC)术后预后的因素,并比较肿瘤-淋巴结-转移(TNM)系统与综合临床病理模型的预后表现。方法:我们进行了一项队列研究,评估了2015年1月至2024年12月期间接受根治性肝切除术的249例HCC患者。总生存期(OS)是主要终点。使用Cox比例风险模型确定独立预后因素。使用相关指数(C-index)和bootstrap内部验证来评估模型的性能。使用时间相关的受试者工作特征(ROC)曲线、决策曲线分析(DCA)和校准图来评估鉴别、临床效用以及预测和观察结果之间的一致性。结果:在多变量分析中,TNM分期、微血管侵袭(MVI)、切除边缘状态和白蛋白-胆红素(ALBI)分级是OS的独立预测因素。对于无复发生存(RFS),独立预测因素包括肝炎状态、ALBI分级、TNM分期和MVI。与单独的TNM模型相比,集成模型具有更好的辨别能力,具有更高的乐观校正c指数(0.676比0.647)。时间相关ROC分析显示,综合模型在1年(0.725 vs. 0.669, p = 0.046)、3年(0.703 vs. 0.657, p = 0.024)和5年(0.684 vs. 0.649, p = 0.031)的AUC值显著较高。DCA表明在临床相关阈值上有更大的净收益,校准图显示预测和观察到的生存概率之间有很好的一致性。结论:结合TNM分期、MVI、ALBI分级和切除边缘状态的综合临床病理模型与单纯TNM相比,可改善HCC根治性切除患者的预后。该模型可能支持更准确的术后风险分层。
Integrated clinicopathological model versus TNM for predicting survival in resected hepatocellular carcinoma: a retrospective cohort study.
Objective: To explore prognostic factors of postoperative hepatocellular carcinoma (HCC) and compare the prognostic performance of the tumor-node-metastasis (TNM) system with an integrated clinicopathological model.
Methods: We conducted a cohort study evaluating 249 patients with HCC who underwent radical liver resection between January 2015 and December 2024. Overall survival (OS) was the primary endpoint. Independent prognostic factors were determined using the Cox proportional hazards model. Model performance was assessed using the correlation index (C-index) with bootstrap internal validation. Time-dependent receiver operating characteristic (ROC) curves, decision curve analysis (DCA), and calibration plots were used to assess discrimination, clinical utility, and agreement between predicted and observed outcomes.
Results: In multivariable analysis, TNM stage, microvascular invasion (MVI), resection margin status, and albumin-bilirubin (ALBI) grade were independent predictors of OS. For recurrence-free survival (RFS), independent predictors included hepatitis status, ALBI grade, TNM stage, and MVI. The integrated model demonstrated improved discrimination compared with TNM alone, with a higher optimism-corrected C-index (0.676 vs. 0.647). Time-dependent ROC analysis showed significantly higher AUC values for the integrated model at 1 year (0.725 vs. 0.669, p = 0.046), 3 years (0.703 vs. 0.657, p = 0.024), and 5 years (0.684 vs. 0.649, p = 0.031). DCA indicated greater net benefit across clinically relevant thresholds, and calibration plots showed good agreement between predicted and observed survival probabilities.
Conclusion: An integrated clinicopathological model incorporating TNM stage, MVI, ALBI grade, and resection margin status improves prognostic performance compared with TNM alone in patients undergoing curative resection for HCC. This model may support more accurate postoperative risk stratification.
期刊介绍:
BMC Gastroenterology is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of gastrointestinal and hepatobiliary disorders, as well as related molecular genetics, pathophysiology, and epidemiology.