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Construction and evaluation of a nomogram risk prediction model for post-hepatectomy liver failure in hepatocellular carcinoma patients with hepatitis B infection at low viral load
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Yan HAN, Yujie LI, Bin YI
Journal of Army Medical University | 2025, 47(6) : 561 - 570
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Journal of Army Medical University | 2025, 47(6): 561-570
• Clinical Medicine •
Construction and evaluation of a nomogram risk prediction model for post-hepatectomy liver failure in hepatocellular carcinoma patients with hepatitis B infection at low viral load
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Yan HAN, Yujie LI, Bin YI
Affiliations
  • 1Department of Anesthesiology,First Affiliated Hospital,Army Medical University (Third Military Medical University),Chongqing,China
Published: 2025-03-30 doi: 10.16016/j.2097-0927.202501065
Outline
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Objective‍

To investigate the influencing factors for post-hepatectomy liver failure (PHLF) in hepatocellular carcinoma (HCC) patients with HBV infection at low viral load, and then construct a risk prediction model.

Methods‍

A total of 403 HCC patients who underwent initial hepatectomy in the First Affiliated Hospital of Army Medical University between January 1, 2015 and March 1, 2023 were recruited, and randomly assigned into a training set and a verification set in a ratio of 7:3. Lasso regression and multivariate logistic regression analyses were applied to screen the risk factors for occurrence of PHLF, and based on these identified factors, a nomogram prediction model was constructed. Receiver operating characteristic (ROC) curve analysis (area under the curve, AUC), calibration curve analysis, decision curve analysis, and clinical impact curve analysis were preformed to assess the predictive efficacy of the model.

Results‍

History of anti-viral therapy, history of drinking, logHBsAg, and international normalized ratio (INR) were independent influencing factors for the occurrence of PHLF in HCC patients with HBV infection at low viral load. The model established based on these indicators demonstrated excellent discriminative capabilities in both the training and validation sets, with an AUC value of 0.744 and 0.737, respectively. Calibration curve analysis indicated our model of high accuracy (training: P=0.995; validation: P=0.701), and decision curve analysis and clinical impact curve analysis displayed that our model provided greater clinical benefit.

Conclusion‍

Our model can effectively evaluate the risk of PHLF in HCC patients with HBV infection at low viral load, and shows good predictive performance, which has certain guiding significance for timely identification of high-risk populations.

HCC patients with HBV infection at low viral load  /  post-hepatectomy liver failure  /  Lasso  /  nomogram  /  prediction model
韩嫣, 李雨捷, 易斌. 低病毒载量乙肝肝癌人群肝切除术后肝衰发生风险预测模型的建立与分析. 陆军军医大学学报, 2025 , 47 (6) : 561 -570 . DOI: 10.16016/j.2097-0927.202501065
Yan HAN, Yujie LI, Bin YI. Construction and evaluation of a nomogram risk prediction model for post-hepatectomy liver failure in hepatocellular carcinoma patients with hepatitis B infection at low viral load[J]. Journal of Army Medical University, 2025 , 47 (6) : 561 -570 . DOI: 10.16016/j.2097-0927.202501065
Year 2025 volume 47 Issue 6
16
6
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Article Info
doi: 10.16016/j.2097-0927.202501065
  • Receive Date:2025-01-23
  • Online Date:2026-10-30
  • Published:2025-03-30
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History
  • Received:2025-01-23
  • Revised:2025-03-03
Affiliations
    1Department of Anesthesiology,First Affiliated Hospital,Army Medical University (Third Military Medical University),Chongqing,China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
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属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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