Evidence map›Paper›PMID 42363084›Full record

ArticleBMC gastroenterology2026

Development and validation of a nomogram to predict recurrence after hepatectomy in overweight patients with hepatocellular carcinoma: a retrospective cohort study.

Jiajing Zhao, Yunjian Meng, Zhongyi Jiang, Zhike Li, Youyao Li, Yuanjun Liu, Jiangang Bi, Liping Liu

Abstract readValidation Study
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Article in BMC gastroenterology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

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8 authors.

Jiajing ZhaoDepartment of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China.
Yunjian MengDepartment of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, School of Medicine, Southern University of Science and Technology, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China.
Zhongyi JiangDepartment of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China.
Zhike LiDepartment of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China.
Youyao LiDepartment of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China.
Yuanjun LiuDepartment of Hepatobiliary and Pancreas Surgery, The First Affiliated Hospital, School of Medicine, Southern University of Science and Technology, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China.
Jiangang BiDepartment of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China. 23501983@qq.com.
Liping LiuDepartment of Hepatobiliary and Pancreas Surgery, Shenzhen People's Hospital, The Second Clinical Medical College, Jinan University, 1017 Dongmen North Road, Luohu District, Shenzhen, Guangdong Province, 518020, China. liuliping@mail.sustech.edu.cn.

Funding

GuangDong Basic and Applied Basic Research Foundation 2024A1515013254The Science and Technology Major Special Fund of Shenzhen Science and Technology Innovation Committee No. KJZD20240903095707010
6 · The paper itself

Abstract

backgroundEven after curative hepatectomy, postoperative recurrence remains a major challenge for patients with hepatocellular carcinoma (HCC). Body mass index (BMI) has been associated with the risk of HCC development; however, the prognostic impact of high BMI on postoperative recurrence in patients with HCC has not been fully elucidated.

objectiveTo evaluate the risk factors associated with postoperative recurrence in overweight HCC patients with negative surgical margins and to develop a prognostic nomogram for recurrence prediction.

methodsThis single-center retrospective study included 259 overweight patients (BMI ≥ 24 kg/m²) who underwent curative hepatectomy for pathologically confirmed HCC with negative margins. Patients were randomly divided into a training cohort and a validation cohort at a 7:3 ratio. Univariate and multivariate Cox regression analyses were performed to identify independent risk factors associated with recurrence-free survival (RFS), incorporating clinical, laboratory, and pathological variables. A prognostic nomogram was constructed to estimate the 1-, 2-, and 3-year recurrence probabilities. Kaplan-Meier and log-rank tests were used to compare RFS between the high- and low-risk groups.

resultsUnivariate Cox analysis identified poor preoperative Eastern Cooperative Oncology Group (ECOG) performance status (PS score), high nutrition risk screening (NRS 2002) score, advanced AJCC 8th stage, presence of satellite nodules, vascular invasion, elevated alkaline phosphatase (ALP), and a high platelet-to-lymphocyte ratio (PLR) as risk factors for RFS, whereas prolonged activated partial thromboplastin time (APTT) was a protective factor (all P < .05). Multivariate Cox regression revealed that PS score and NRS 2002 were independent predictors of RFS. In the training cohort, the nomogram demonstrated favorable discrimination, with a concordance index (C-index) of 0.724, and the areas under the ROC curve for predicting 1-, 2-, and 3-year RFS were 0.728, 0.769, and 0.767, respectively; comparable performance was observed in the validation cohort (C-index 0.677; 1-, 2-, and 3-year AUCs of 0.701, 0.717, and 0.832). Decision curve analysis indicated that the predictive performance of the model surpassed that of the China Liver Cancer (CNLC) and Barcelona Clinic Liver Cancer (BCLC) staging systems. Moreover, the high-risk group exhibited significantly poorer RFS compared with the low-risk group (all P < .001).

conclusionsThe proposed nomogram effectively stratifies postoperative recurrence risk and predicts RFS in overweight patients with HCC, providing a valuable tool for individualized prognostic assessment and clinical decision-making. However, due to its retrospective and single-center design, the findings require further validation in large-scale, multicenter studies across diverse populations.

Indexed as

Carcinoma, HepatocellularHepatectomyLiver NeoplasmsNeoplasm Recurrence, LocalNomogramsOverweightAdultAgedBody Mass IndexDisease-Free SurvivalFemaleHumansKaplan-Meier EstimateMaleMiddle AgedPrognosisHepatocellular carcinomaOverweightPrognostic nomogramRecurrenceRecurrence-free survival

Identifiers

PMID42363084
PMCPMC13579840

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