Purpose: To evaluate the short-term clinical efficacy, side effects and risk factors affecting the clinical effectiveness of the combination of lipidol and epirubicin-loaded drug-eluting bead transarterial chemoembolization (DEB-TACE) in the treatment of hepatocellular carcinoma (HCC).
Methods: A total of 120 patients with HCC who underwent DEB-TACE plus lipiodol treatment from December 2017 to August 2020 were enrolled. Short-term local tumor response was evaluated using mRECIST. Postoperative complications and liver function disorders were analyzed on the basis of clinical parameters.
Results: The median overall survival (OS) was 31.44 months (95% CI: 27.24-35.46 months). According to mRISIST, the disease control rate is 75.8%. The objective response rate was 22.5%. Multivariate analysis showed that tumor size and conversion therapy were the two independent prognostic factors correlated with OS. Postoperatively, liver function showed transient changes and no grade 4 adverse events were observed. Most of the postoperative complications were characterized by post-embolism syndrome.
Conclusion: The combination of lipiodol and DEB-TACE offers effective local control and safety for patients with HCC. Lipiodol used in the DEB-TACE procedure provides several additional benefits for drug-eluting beads embolization. The synergistic effect of these two methods enhances therapeutic efficacy through dual antitumor mechanisms.
{"title":"Evaluation of Combined Lipiodol and Epirubicin-Loaded Drug-Eluting Bead Transarterial Chemoembolization for Unresectable Hepatocellular Carcinoma.","authors":"Dongqiang Song, Xueyi Feng, Yingting Zhou, Yu Cai, Tongchun Xue","doi":"10.2147/JHC.S565056","DOIUrl":"10.2147/JHC.S565056","url":null,"abstract":"<p><strong>Purpose: </strong>To evaluate the short-term clinical efficacy, side effects and risk factors affecting the clinical effectiveness of the combination of lipidol and epirubicin-loaded drug-eluting bead transarterial chemoembolization (DEB-TACE) in the treatment of hepatocellular carcinoma (HCC).</p><p><strong>Methods: </strong>A total of 120 patients with HCC who underwent DEB-TACE plus lipiodol treatment from December 2017 to August 2020 were enrolled. Short-term local tumor response was evaluated using mRECIST. Postoperative complications and liver function disorders were analyzed on the basis of clinical parameters.</p><p><strong>Results: </strong>The median overall survival (OS) was 31.44 months (95% CI: 27.24-35.46 months). According to mRISIST, the disease control rate is 75.8%. The objective response rate was 22.5%. Multivariate analysis showed that tumor size and conversion therapy were the two independent prognostic factors correlated with OS. Postoperatively, liver function showed transient changes and no grade 4 adverse events were observed. Most of the postoperative complications were characterized by post-embolism syndrome.</p><p><strong>Conclusion: </strong>The combination of lipiodol and DEB-TACE offers effective local control and safety for patients with HCC. Lipiodol used in the DEB-TACE procedure provides several additional benefits for drug-eluting beads embolization. The synergistic effect of these two methods enhances therapeutic efficacy through dual antitumor mechanisms.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2723-2733"},"PeriodicalIF":3.4,"publicationDate":"2025-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12707149/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145774938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Hepatocellular carcinoma (HCC) is a aggressive cancer associated with high morbidity and mortality globally. Reliable biomarkers are urgently needed to enhance diagnostic accuracy and survival outcomes in patients with HCC. This study aimed to evaluate the prognostic value of cleavage stimulation factor subunit 1 (CSTF1) in HCC.
Methods: CSTF1 expression in different cancer types, including HCC, was analyzed using data from The Cancer Genome Atlas. Immunohistochemistry was performed to assess CSTF1 expression in clinical samples. Logistic regression analyses were used to evaluate associations between CSTF1 expression and the clinical characteristics of patients with HCC. Furthermore, Gene Ontology, Kyoto Encyclopedia of Genes and Genomes, and gene set enrichment analysis (GSEA) were performed to identify signaling pathways and biological functions linked to differentially expressed genes. The prognostic significance of CSTF1 in HCC was assessed via the Kaplan-Meier method and Cox univariate and multivariate analyses. Immune cell infiltration was investigated through single-sample GSEA and the CIBERSORT algorithm. Three nomograms were constructed to predict overall survival (OS), disease-specific survival (DSS), and progression free interval (PFI) rates at 1, 3, and 5 years after diagnosis.
Results: CSTF1 expression was elevated in HCC cases and closely correlated with multiple clinical features. Elevated CSTF1 expression was strongly associated with various cancer-related pathways and the immune microenvironment. The Kaplan-Meier analysis revealed that elevated CSTF1 expression predicts poorer prognostic outcomes in individuals with HCC. CSTF1 hypermethylation was also related to poor patient outcomes. The constructed nomograms for OS, DSS, and PFI achieved concordance indices of 0.631, 0.719 and 0.787, respectively.
Conclusion: These findings suggest that CSTF1 can serve as a novel prognostic biomarker for HCC. Evidence from immunohistochemistry and bioinformatics analyses supports CSTF1 as a prognostic indicator and a potential therapeutic target. This discovery could enhance diagnostic precision and improve survival outcomes for patients with HCC.
背景:肝细胞癌(HCC)是一种在全球范围内具有高发病率和高死亡率的侵袭性癌症。迫切需要可靠的生物标志物来提高HCC患者的诊断准确性和生存结果。本研究旨在评价卵裂刺激因子亚单位1 (CSTF1)在HCC中的预后价值。方法:利用The cancer Genome Atlas的数据分析CSTF1在包括HCC在内的不同癌症类型中的表达。免疫组化检测CSTF1在临床样品中的表达。采用Logistic回归分析评估CSTF1表达与HCC患者临床特征之间的关系。此外,通过基因本体、京都基因与基因组百科全书和基因集富集分析(GSEA)来鉴定与差异表达基因相关的信号通路和生物学功能。通过Kaplan-Meier法和Cox单因素和多因素分析评估CSTF1在HCC中的预后意义。通过单样本GSEA和CIBERSORT算法研究免疫细胞浸润。构建了三个nomogram来预测诊断后1、3和5年的总生存率(OS)、疾病特异性生存率(DSS)和无进展间期(PFI)率。结果:CSTF1在HCC中表达升高,且与多种临床特征密切相关。升高的CSTF1表达与多种癌症相关途径和免疫微环境密切相关。Kaplan-Meier分析显示,CSTF1表达升高预示HCC患者预后较差。CSTF1超甲基化也与患者预后不良有关。构建的OS、DSS和PFI图的一致性指数分别为0.631、0.719和0.787。结论:这些发现提示CSTF1可以作为一种新的HCC预后生物标志物。免疫组织化学和生物信息学分析的证据支持CSTF1作为预后指标和潜在的治疗靶点。这一发现可以提高HCC患者的诊断准确性和改善生存结果。
{"title":"Exploring the Potential of CSTF1 as a Prognostic Biomarker in Hepatocellular Carcinoma and Its Correlation with Immune Infiltration.","authors":"Maimaitiming Aimaiti, Dilimulati Maimaitituxun, Xiaokaiti Yilihaer, Talifujiang Kuerban, Junling Zhu, Mieradilijiang Ainiwaer, Zhiqiang Jia, Ainiwaerjiang Abudourousuli","doi":"10.2147/JHC.S552710","DOIUrl":"10.2147/JHC.S552710","url":null,"abstract":"<p><strong>Background: </strong>Hepatocellular carcinoma (HCC) is a aggressive cancer associated with high morbidity and mortality globally. Reliable biomarkers are urgently needed to enhance diagnostic accuracy and survival outcomes in patients with HCC. This study aimed to evaluate the prognostic value of cleavage stimulation factor subunit 1 (CSTF1) in HCC.</p><p><strong>Methods: </strong>CSTF1 expression in different cancer types, including HCC, was analyzed using data from The Cancer Genome Atlas. Immunohistochemistry was performed to assess CSTF1 expression in clinical samples. Logistic regression analyses were used to evaluate associations between CSTF1 expression and the clinical characteristics of patients with HCC. Furthermore, Gene Ontology, Kyoto Encyclopedia of Genes and Genomes, and gene set enrichment analysis (GSEA) were performed to identify signaling pathways and biological functions linked to differentially expressed genes. The prognostic significance of CSTF1 in HCC was assessed via the Kaplan-Meier method and Cox univariate and multivariate analyses. Immune cell infiltration was investigated through single-sample GSEA and the CIBERSORT algorithm. Three nomograms were constructed to predict overall survival (OS), disease-specific survival (DSS), and progression free interval (PFI) rates at 1, 3, and 5 years after diagnosis.</p><p><strong>Results: </strong>CSTF1 expression was elevated in HCC cases and closely correlated with multiple clinical features. Elevated CSTF1 expression was strongly associated with various cancer-related pathways and the immune microenvironment. The Kaplan-Meier analysis revealed that elevated CSTF1 expression predicts poorer prognostic outcomes in individuals with HCC. CSTF1 hypermethylation was also related to poor patient outcomes. The constructed nomograms for OS, DSS, and PFI achieved concordance indices of 0.631, 0.719 and 0.787, respectively.</p><p><strong>Conclusion: </strong>These findings suggest that CSTF1 can serve as a novel prognostic biomarker for HCC. Evidence from immunohistochemistry and bioinformatics analyses supports CSTF1 as a prognostic indicator and a potential therapeutic target. This discovery could enhance diagnostic precision and improve survival outcomes for patients with HCC.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2693-2707"},"PeriodicalIF":3.4,"publicationDate":"2025-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12710324/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145781136","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-10eCollection Date: 2025-01-01DOI: 10.2147/JHC.S560112
Joe R Eid, Merih Yalciner, Lianchun Xiao, Ryan Sun, Mahesh Kumar Kannan, Manal Hassan, Asif Rashid, Shadi Chamseddine, Hop S Tran Cao, Hesham M Amin, Ahmed O Kaseb
Purpose: Fibroblast growth factor 21 (FGF21) is a hormone synthesized and released by liver cells. Deficiency in FGF21 has been shown to be associated with steatosis, inflammation, fibrosis, and increased risk of hepatocellular carcinoma (HCC) development. Moreover, recent evidence suggests that elevated FGF21 levels may paradoxically correlate with worse outcomes in HCC. We aimed to evaluate the association between serum FGF21 levels, clinicopathological parameters, and overall survival (OS) in HCC patients.
Patients and methods: From 2001 to 2014, newly diagnosed HCC patients were recruited as part of an IRB-approved protocol. Blood samples were prospectively collected and a CLIA-certified lab measured serum FGF21 concentrations. Using FGF21 median as a cutoff point, all patients were categorized into subjects with low and high levels. The primary endpoint was OS.
Results: A total of 767 HCC patients were analyzed. Mean age was 65 years, and 74% were male. Median FGF21 value was 0.41 ng/mL. Our data showed that patients with advanced HCC including those with multinodular tumors, vascular invasion, distant metastasis, a higher Child-Pugh score, CLIP, BCLC, TNM, and ECOG stage had significantly increased FGF21 serum levels (p < 0.05 for all parameters). OS was significantly shorter in patients with high FGF21 compared to those with low FGF21 (24 months OS 28% vs 43%; p < 0.001). On multivariate analysis, high FGF21 was significantly associated with worse OS (HR: 1.422; 95% CI: 1.180-1.714; p < 0.001).
Conclusion: Elevated circulating FGF21 levels correlate with advanced clinicopathologic features and poor OS in HCC patients. Because elevated FGF21 during liver stress may indicate significant metabolic disruption, our data provides strong evidence that FGF21 may represent a valuable prognostic and potentially therapeutic biomarker in HCC. Future independent studies are required to validate our results.
目的:成纤维细胞生长因子21 (Fibroblast growth factor 21, FGF21)是一种由肝细胞合成并释放的激素。FGF21缺乏已被证明与脂肪变性、炎症、纤维化和肝细胞癌(HCC)发展风险增加有关。此外,最近的证据表明,FGF21水平升高可能矛盾地与HCC的不良预后相关。我们旨在评估HCC患者血清FGF21水平、临床病理参数和总生存期(OS)之间的关系。患者和方法:从2001年到2014年,作为irb批准的方案的一部分,招募了新诊断的HCC患者。前瞻性采集血液样本,并在clia认证的实验室测量血清FGF21浓度。以FGF21中位数作为截止点,将所有患者分为低水平和高水平受试者。主要终点为OS。结果:共分析了767例HCC患者。平均年龄65岁,男性占74%。FGF21中位值为0.41 ng/mL。我们的数据显示,晚期HCC患者,包括多结节肿瘤、血管侵犯、远处转移、Child-Pugh评分、CLIP、BCLC、TNM和ECOG分期较高的患者,血清FGF21水平显著升高(所有参数p < 0.05)。FGF21高的患者的OS明显短于FGF21低的患者(24个月OS 28% vs 43%; p < 0.001)。在多变量分析中,高FGF21与较差的OS显著相关(HR: 1.422; 95% CI: 1.180-1.714; p < 0.001)。结论:循环FGF21水平升高与HCC患者的晚期临床病理特征和不良OS相关。由于肝脏应激期间FGF21升高可能表明显著的代谢中断,我们的数据提供了强有力的证据,表明FGF21可能是HCC中有价值的预后和潜在治疗性生物标志物。需要未来的独立研究来验证我们的结果。
{"title":"Circulating Fibroblast Growth Factor 21 (FGF21) as a Prognostic and Diagnostic Biomarker in Hepatocellular Carcinoma.","authors":"Joe R Eid, Merih Yalciner, Lianchun Xiao, Ryan Sun, Mahesh Kumar Kannan, Manal Hassan, Asif Rashid, Shadi Chamseddine, Hop S Tran Cao, Hesham M Amin, Ahmed O Kaseb","doi":"10.2147/JHC.S560112","DOIUrl":"10.2147/JHC.S560112","url":null,"abstract":"<p><strong>Purpose: </strong>Fibroblast growth factor 21 (FGF21) is a hormone synthesized and released by liver cells. Deficiency in FGF21 has been shown to be associated with steatosis, inflammation, fibrosis, and increased risk of hepatocellular carcinoma (HCC) development. Moreover, recent evidence suggests that elevated FGF21 levels may paradoxically correlate with worse outcomes in HCC. We aimed to evaluate the association between serum FGF21 levels, clinicopathological parameters, and overall survival (OS) in HCC patients.</p><p><strong>Patients and methods: </strong>From 2001 to 2014, newly diagnosed HCC patients were recruited as part of an IRB-approved protocol. Blood samples were prospectively collected and a CLIA-certified lab measured serum FGF21 concentrations. Using FGF21 median as a cutoff point, all patients were categorized into subjects with low and high levels. The primary endpoint was OS.</p><p><strong>Results: </strong>A total of 767 HCC patients were analyzed. Mean age was 65 years, and 74% were male. Median FGF21 value was 0.41 ng/mL. Our data showed that patients with advanced HCC including those with multinodular tumors, vascular invasion, distant metastasis, a higher Child-Pugh score, CLIP, BCLC, TNM, and ECOG stage had significantly increased FGF21 serum levels (p < 0.05 for all parameters). OS was significantly shorter in patients with high FGF21 compared to those with low FGF21 (24 months OS 28% vs 43%; p < 0.001). On multivariate analysis, high FGF21 was significantly associated with worse OS (HR: 1.422; 95% CI: 1.180-1.714; p < 0.001).</p><p><strong>Conclusion: </strong>Elevated circulating FGF21 levels correlate with advanced clinicopathologic features and poor OS in HCC patients. Because elevated FGF21 during liver stress may indicate significant metabolic disruption, our data provides strong evidence that FGF21 may represent a valuable prognostic and potentially therapeutic biomarker in HCC. Future independent studies are required to validate our results.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2709-2722"},"PeriodicalIF":3.4,"publicationDate":"2025-12-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12702282/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145762563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-05eCollection Date: 2025-01-01DOI: 10.2147/JHC.S585092
[This corrects the article DOI: 10.2147/JHC.S521878.].
[这更正了文章DOI: 10.2147/JHC.S521878.]。
{"title":"Erratum: Hypoxia- and Anoikis-Related lncRNA Signature Defines Molecular Subtypes and Predicts Prognosis and Immunotherapy Response in Hepatocellular Carcinoma [Corrigendum].","authors":"","doi":"10.2147/JHC.S585092","DOIUrl":"https://doi.org/10.2147/JHC.S585092","url":null,"abstract":"<p><p>[This corrects the article DOI: 10.2147/JHC.S521878.].</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2679-2680"},"PeriodicalIF":3.4,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12689834/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145743036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-05eCollection Date: 2025-01-01DOI: 10.2147/JHC.S556306
Wan-Ling Luo, Qing-Bo Wang, Yu-Kai Li, Yu-Bo Liang, Jin Li, Xing-Ming Chen, Yawhan Lakang, Zi-Sheng Yang, Jin-Xiang Zuo, Wei Wang, Shuang-Xi Li, Yang Ke
Purpose: This study aimed to evaluate the impact of middle hepatic vein (MHV) resection during hemihepatectomy on short-term surgical outcomes and long-term prognosis in patients with hepatocellular carcinoma (HCC).
Patients and methods: Patients with HCC at Barcelona Clinic Liver Cancer (BCLC) stages 0-B who underwent hemihepatectomy between January 2016 and December 2022 were retrospectively screened. They were categorized into the MHV-preserved and MHV-resected groups. Intraoperative parameters, postoperative complications, liver function, overall survival (OS), and recurrence-free survival (RFS) were compared. Cox regression analyses were used to identified independent risk factors for OS and RFS.
Results: A total of 137 patients were included, of whom 107 (78.1%) had MHV preserved and 30 (21.9%) had MHV resected. Compared with MHV preservation, MHV resection was associated with a longer operative time (329.9 ± 108.0 vs 291.4 ± 88.9 min, P = 0.048), greater intraoperative blood loss (1025.0 [400.0-2075.0] vs 500.0 [300.0-800.0] mL, P = 0.002), and a higher need for intraoperative blood transfusion (43.3% vs 24.3%, P = 0.041). Postoperative serum ALT and AST levels on days 3 and 5 were significantly higher in the MHV-resected group (all P < 0.05). However, postoperative hospital stay, complication rates, and other liver function parameters (ALB, TBIL, DBIL, PT, INR) did not differ significantly between the two groups. No significant differences were found in OS or RFS (all P > 0.05).
Conclusion: MHV resection during hemihepatectomy increases operative time, blood loss, and postoperative liver enzyme levels, but does not significantly impact long-term survival in patients with HCC.
目的:本研究旨在评价半肝切除术中肝中静脉(MHV)切除对肝细胞癌(HCC)患者近期手术疗效和远期预后的影响。患者和方法:回顾性筛选2016年1月至2022年12月期间接受半肝切除术的巴塞罗那临床肝癌(BCLC) 0-B期HCC患者。他们被分为mhv保留组和mhv切除组。比较术中参数、术后并发症、肝功能、总生存期(OS)和无复发生存期(RFS)。采用Cox回归分析确定OS和RFS的独立危险因素。结果:共纳入137例患者,其中保留MHV 107例(78.1%),切除MHV 30例(21.9%)。与MHV保存组相比,MHV切除组手术时间较长(329.9±108.0 vs 291.4±88.9 min, P = 0.048),术中出血量较大(1025.0 [400.0-2075.0]vs 500.0 [300.0-800.0] mL, P = 0.002),术中输血需求量较高(43.3% vs 24.3%, P = 0.041)。mhv切除组术后第3、5天血清ALT、AST水平显著高于对照组(均P < 0.05)。然而,术后住院时间、并发症发生率和其他肝功能参数(ALB、TBIL、DBIL、PT、INR)在两组间无显著差异。OS和RFS无显著差异(P < 0.05)。结论:半肝切除术中MHV切除增加了手术时间、出血量和术后肝酶水平,但对HCC患者的长期生存无显著影响。
{"title":"Impact of Middle Hepatic Vein Resection During Hemihepatectomy on Surgical Outcomes and Long-Term Prognosis in Hepatocellular Carcinoma: A Retrospective Study.","authors":"Wan-Ling Luo, Qing-Bo Wang, Yu-Kai Li, Yu-Bo Liang, Jin Li, Xing-Ming Chen, Yawhan Lakang, Zi-Sheng Yang, Jin-Xiang Zuo, Wei Wang, Shuang-Xi Li, Yang Ke","doi":"10.2147/JHC.S556306","DOIUrl":"10.2147/JHC.S556306","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to evaluate the impact of middle hepatic vein (MHV) resection during hemihepatectomy on short-term surgical outcomes and long-term prognosis in patients with hepatocellular carcinoma (HCC).</p><p><strong>Patients and methods: </strong>Patients with HCC at Barcelona Clinic Liver Cancer (BCLC) stages 0-B who underwent hemihepatectomy between January 2016 and December 2022 were retrospectively screened. They were categorized into the MHV-preserved and MHV-resected groups. Intraoperative parameters, postoperative complications, liver function, overall survival (OS), and recurrence-free survival (RFS) were compared. Cox regression analyses were used to identified independent risk factors for OS and RFS.</p><p><strong>Results: </strong>A total of 137 patients were included, of whom 107 (78.1%) had MHV preserved and 30 (21.9%) had MHV resected. Compared with MHV preservation, MHV resection was associated with a longer operative time (329.9 ± 108.0 vs 291.4 ± 88.9 min, <i>P</i> = 0.048), greater intraoperative blood loss (1025.0 [400.0-2075.0] vs 500.0 [300.0-800.0] mL, <i>P</i> = 0.002), and a higher need for intraoperative blood transfusion (43.3% vs 24.3%, <i>P</i> = 0.041). Postoperative serum ALT and AST levels on days 3 and 5 were significantly higher in the MHV-resected group (all <i>P</i> < 0.05). However, postoperative hospital stay, complication rates, and other liver function parameters (ALB, TBIL, DBIL, PT, INR) did not differ significantly between the two groups. No significant differences were found in OS or RFS (all <i>P</i> > 0.05).</p><p><strong>Conclusion: </strong>MHV resection during hemihepatectomy increases operative time, blood loss, and postoperative liver enzyme levels, but does not significantly impact long-term survival in patients with HCC.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2681-2692"},"PeriodicalIF":3.4,"publicationDate":"2025-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12689434/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145742992","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Gastropleural fistula (GPF) is an extremely rare complication after treatment for liver cancer. We report a case of a 54-year-old man with hepatitis B virus (HBV)-related liver cancer who developed a GPF after multiple sessions of transarterial chemoembolization (TACE) combined with immunotherapy and targeted therapy. During the third treatment, because of arterial remodeling and changes in tumor vascular supply, the embolization route was changed to the left inferior phrenic artery. After the procedure, the patient presented with abdominal pain, chest pain, and fever. Metagenomic next-generation sequencing (mNGS) of the pleural effusion identified Porphyromonas endodontalis, and Pneumocystis jirovecii was also detected in the sputum. Upper gastrointestinal endoscopy and water-soluble contrast radiography confirmed a gastric fundus perforation with a fistulous communication to the pleural cavity. After multidisciplinary evaluation, the patient underwent laparoscopic fistula repair and had a favorable postoperative recovery. This case highlights that, while the combination of TACE, immunotherapy, and targeted agents may provide synergistic antitumor benefits, it also carries a potential risk of serious gastric complications.
{"title":"Gastropleural Fistula Following Combined TACE, Immunotherapy, and Bevacizumab in HCC: A Case Report.","authors":"Xin Xu, Jingjing Li, Lanyue Pan, Haijing Yu, Jiaquan Huang","doi":"10.2147/JHC.S560287","DOIUrl":"10.2147/JHC.S560287","url":null,"abstract":"<p><p>Gastropleural fistula (GPF) is an extremely rare complication after treatment for liver cancer. We report a case of a 54-year-old man with hepatitis B virus (HBV)-related liver cancer who developed a GPF after multiple sessions of transarterial chemoembolization (TACE) combined with immunotherapy and targeted therapy. During the third treatment, because of arterial remodeling and changes in tumor vascular supply, the embolization route was changed to the left inferior phrenic artery. After the procedure, the patient presented with abdominal pain, chest pain, and fever. Metagenomic next-generation sequencing (mNGS) of the pleural effusion identified Porphyromonas endodontalis, and Pneumocystis jirovecii was also detected in the sputum. Upper gastrointestinal endoscopy and water-soluble contrast radiography confirmed a gastric fundus perforation with a fistulous communication to the pleural cavity. After multidisciplinary evaluation, the patient underwent laparoscopic fistula repair and had a favorable postoperative recovery. This case highlights that, while the combination of TACE, immunotherapy, and targeted agents may provide synergistic antitumor benefits, it also carries a potential risk of serious gastric complications.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2671-2677"},"PeriodicalIF":3.4,"publicationDate":"2025-12-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12682291/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145708408","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Background: Patients with hepatocellular carcinoma (HCC) with portal vein tumor thrombosis (PVTT) have poor outcomes and limited treatment options. Clinical data specifically evaluating the effects of intensity-modulated proton therapy (IMPT) for this population remain scarce. We reported the outcomes of patients with HCC with PVTT treated with IMPT.
Material and methods: We retrospectively reviewed the data of 83 patients with nonmetastatic HCC with PVTT treated with IMPT between March 2019 and June 2023. Survival outcomes were analyzed with Kaplan-Meier analysis, and prognostic factors were identified via multivariable Cox regression. Treatment responses were assessed with the modified Response Evaluation Criteria in Solid Tumors. Toxicities, including liver dysfunction and gastrointestinal events, were documented.
Results: The median overall survival (OS) was 32.4 months, with 1- and 2-year OS rates of 82.6% and 61.0%, respectively. The 2-year local control rate was 88.8%, and the objective response rate was 91.5%. Complete response after IMPT was independently associated with improved OS and liver control, whereas an albumin-bilirubin (ALBI) grade of 2 predicted a greater risk of liver dysfunction. Grade 3 gastrointestinal toxicities occurred in 4.8% of patients, and radiation-induced liver disease occurred in 9.3%. IMPT facilitated curative-intent surgery in 8.4% of patients after treatment.
Conclusion: IMPT offers excellent local control and a favorable safety profile in patients with HCC and PVTT, with the potential to downstage tumors for curative interventions. These findings, though limited by the retrospective design and heterogeneity of systemic therapies, support the integration of IMPT into multidisciplinary treatment strategies and highlight the need for prospective studies to clarify its role alongside systemic therapy.
{"title":"Intensity-Modulated Proton Therapy for Hepatocellular Carcinoma with Portal Vein Tumor Thrombosis.","authors":"Chieh-Min Liu, Chia-Hsuan Lai, Yu-Ming Wang, Eng-Yen Huang, Yen-Hao Chen, Hsin-You Ou, Tsung-Hui Hu, Chao-Hung Hung, Sheng-Nan Lu, Wan-Yu Chen, Bing-Shen Huang, Jen-Yu Cheng","doi":"10.2147/JHC.S551113","DOIUrl":"10.2147/JHC.S551113","url":null,"abstract":"<p><strong>Background: </strong>Patients with hepatocellular carcinoma (HCC) with portal vein tumor thrombosis (PVTT) have poor outcomes and limited treatment options. Clinical data specifically evaluating the effects of intensity-modulated proton therapy (IMPT) for this population remain scarce. We reported the outcomes of patients with HCC with PVTT treated with IMPT.</p><p><strong>Material and methods: </strong>We retrospectively reviewed the data of 83 patients with nonmetastatic HCC with PVTT treated with IMPT between March 2019 and June 2023. Survival outcomes were analyzed with Kaplan-Meier analysis, and prognostic factors were identified via multivariable Cox regression. Treatment responses were assessed with the modified Response Evaluation Criteria in Solid Tumors. Toxicities, including liver dysfunction and gastrointestinal events, were documented.</p><p><strong>Results: </strong>The median overall survival (OS) was 32.4 months, with 1- and 2-year OS rates of 82.6% and 61.0%, respectively. The 2-year local control rate was 88.8%, and the objective response rate was 91.5%. Complete response after IMPT was independently associated with improved OS and liver control, whereas an albumin-bilirubin (ALBI) grade of 2 predicted a greater risk of liver dysfunction. Grade 3 gastrointestinal toxicities occurred in 4.8% of patients, and radiation-induced liver disease occurred in 9.3%. IMPT facilitated curative-intent surgery in 8.4% of patients after treatment.</p><p><strong>Conclusion: </strong>IMPT offers excellent local control and a favorable safety profile in patients with HCC and PVTT, with the potential to downstage tumors for curative interventions. These findings, though limited by the retrospective design and heterogeneity of systemic therapies, support the integration of IMPT into multidisciplinary treatment strategies and highlight the need for prospective studies to clarify its role alongside systemic therapy.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2655-2670"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12679873/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145701114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-12-01eCollection Date: 2025-01-01DOI: 10.2147/JHC.S569292
Gao-Min Liu, Jia-Peng Liao, Ji-Wei Xu
Background and objectives: The prognostic role of remnant cholesterol (RC) in hepatocellular carcinoma (HCC) remains unexplored. This study aimed to investigate the association between RC and overall survival (OS) in HCC patients after hepatectomy and to develop a robust prognostic model.
Materials and methods: 439 HCC patients who underwent curative hepatectomy were retrospectively analyzed. RC was calculated as total cholesterol minus (HDL-c + LDL-c). To specifically evaluate the potential nonlinear relationship, the association between RC and OS was assessed using restricted cubic splines (RCS) in addition to Cox regression and subgroup analyses. A machine learning approach employing nine algorithms was used to develop a prognostic model, with model interpretability achieved using SHapley Additive exPlanations (SHAP). An online predictive tool was subsequently deployed.
Results: A significant U-shaped relationship between RC and OS (P for non-linearity = 0.013) was identified, with the lowest risk observed at approximately 1.04 mmol/L. Both too low and too high RC levels were independent predictors of worse OS. Among the machine learning models, XGBoost demonstrated superior and consistent performance for predicting 1-, 3-, and 5-year OS. SHAP analysis confirmed RC as a key predictive feature, alongside TNM stage and tumor characteristics. An interactive web-based tool was successfully implemented for clinical use.
Conclusion: RC demonstrates a novel U-shaped association with HCC postoperative survival in an Asian HBV-endemic cohort, underscoring its role as a significant biomarker reflecting metabolic imbalance. The developed machine learning model, which integrates RC, provides accurate, interpretable, and individualized risk assessment, offering a valuable tool for clinical prognostication and potential guidance for personalized management strategies.
{"title":"The U-Shaped Association Between Remnant Cholesterol and Postoperative Survival in Hepatocellular Carcinoma: Development and Validation of an Interpretable Machine Learning Model.","authors":"Gao-Min Liu, Jia-Peng Liao, Ji-Wei Xu","doi":"10.2147/JHC.S569292","DOIUrl":"10.2147/JHC.S569292","url":null,"abstract":"<p><strong>Background and objectives: </strong>The prognostic role of remnant cholesterol (RC) in hepatocellular carcinoma (HCC) remains unexplored. This study aimed to investigate the association between RC and overall survival (OS) in HCC patients after hepatectomy and to develop a robust prognostic model.</p><p><strong>Materials and methods: </strong>439 HCC patients who underwent curative hepatectomy were retrospectively analyzed. RC was calculated as total cholesterol minus (HDL-c + LDL-c). To specifically evaluate the potential nonlinear relationship, the association between RC and OS was assessed using restricted cubic splines (RCS) in addition to Cox regression and subgroup analyses. A machine learning approach employing nine algorithms was used to develop a prognostic model, with model interpretability achieved using SHapley Additive exPlanations (SHAP). An online predictive tool was subsequently deployed.</p><p><strong>Results: </strong>A significant U-shaped relationship between RC and OS (P for non-linearity = 0.013) was identified, with the lowest risk observed at approximately 1.04 mmol/L. Both too low and too high RC levels were independent predictors of worse OS. Among the machine learning models, XGBoost demonstrated superior and consistent performance for predicting 1-, 3-, and 5-year OS. SHAP analysis confirmed RC as a key predictive feature, alongside TNM stage and tumor characteristics. An interactive web-based tool was successfully implemented for clinical use.</p><p><strong>Conclusion: </strong>RC demonstrates a novel U-shaped association with HCC postoperative survival in an Asian HBV-endemic cohort, underscoring its role as a significant biomarker reflecting metabolic imbalance. The developed machine learning model, which integrates RC, provides accurate, interpretable, and individualized risk assessment, offering a valuable tool for clinical prognostication and potential guidance for personalized management strategies.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2639-2653"},"PeriodicalIF":3.4,"publicationDate":"2025-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12679936/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145701073","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2025-11-25eCollection Date: 2025-01-01DOI: 10.2147/JHC.S548111
Mira Kang, Won Chul Cha, Dong Hyun Sinn, Woo Kyoung Jeong, Do Young Kim, Min Ji Lee, Subin Lim, DongKyu Kim, Kyu-Pyo Kim, Baek-Yeol Ryoo, Won-Mook Choi, Kang Mo Kim, Ki-Hun Kim, Doik Lee, Eui Jun Choi, Choungwon Jung, Joohyun Kim, Jung Yong Hong
Introduction: Lenvatinib and sorafenib remain viable first-line (1L) options for patients ineligible for newer therapies. This study uses real-world data (RWD) to compare the effectiveness and safety of lenvatinib and sorafenib, addressing gaps between clinical trials and real-world practice.
Materials and methods: This retrospective, multi-center study utilized the Liver Cancer IN Korea (LINK) database, including HCC patients diagnosed between January 2015 and June 2022 who received 1L lenvatinib or sorafenib. Effectiveness and safety were assessed with real-world overall survival (rwOS), time to treatment discontinuation (rwTTD), time to next treatment (rwTTNT), and incidence of adverse events of special interest (AESI). Propensity score matching was employed to adjust for potential bias.
Results: Post-matching, lenvatinib demonstrated a longer median rwOS of 9.56 months (95% CI: 8.25-10.78) compared to 7.13 months (95% CI: 6.44-7.82) of sorafenib, and longer medians for rwTTD (3.65 months, 95% CI: 3.09-4.07 vs 2.04 months, 95% CI: 1.87-2.30) and rwTTNT (6.51 months, 95% CI: 5.62-7.62 vs 3.71 months, 95% CI: 3.45-4.34). Regarding AESI, lenvatinib was significantly associated with lower rates of hand-foot syndrome (incidence rate ratio, IRR 0.55, 95% CI: 0.33-0.88, p = 0.013) and most hepatotoxicity-related events, but a higher rate of proteinuria (IRR 2.40, 95% CI: 1.49-3.98, p < 0.001).
Conclusion: Leveraging RWD, our study demonstrated that 1L lenvatinib may offer a survival advantage over 1L sorafenib in HCC patients, with both treatments exhibiting safety profiles consistent with clinical trials. RWD complements clinical trials by validating long-term outcomes and addressing patient populations excluded from pivotal studies, guiding therapeutic decisions in clinical practice.
Lenvatinib和sorafenib对于不适合接受新疗法的患者仍然是可行的一线(1L)选择。本研究使用真实世界数据(RWD)来比较lenvatinib和sorafenib的有效性和安全性,解决临床试验和真实世界实践之间的差距。材料和方法:这项回顾性的多中心研究利用了韩国肝癌(LINK)数据库,包括2015年1月至2022年6月期间诊断的HCC患者,他们接受了1L lenvatinib或sorafenib。有效性和安全性通过真实世界总生存期(rwOS)、停药时间(rwTTD)、下次治疗时间(rwTTNT)和特殊不良事件发生率(AESI)进行评估。采用倾向评分匹配来调整潜在偏差。结果:配对后,lenvatinib的中位rwOS为9.56个月(95% CI: 8.25-10.78),而索拉非尼为7.13个月(95% CI: 6.44-7.82), rwTTD(3.65个月,95% CI: 3.09-4.07 vs 2.04个月,95% CI: 1.87-2.30)和rwTTNT(6.51个月,95% CI: 5.62-7.62 vs 3.71个月,95% CI: 3.45-4.34)的中位rwTTNT更长。对于AESI, lenvatinib与较低的手足综合征发生率(发生率比,IRR 0.55, 95% CI: 0.33-0.88, p = 0.013)和大多数肝毒性相关事件显著相关,但与较高的蛋白尿发生率相关(IRR 2.40, 95% CI: 1.49-3.98, p < 0.001)。结论:利用RWD,我们的研究表明,1L lenvatinib可能比1L sorafenib在HCC患者中提供生存优势,两种治疗方法的安全性与临床试验一致。RWD通过验证长期结果和解决排除在关键研究之外的患者群体来补充临床试验,指导临床实践中的治疗决策。
{"title":"Real-World Comparison of Lenvatinib and Sorafenib as First-Line Treatments for Hepatocellular Carcinoma: A Multicenter Study.","authors":"Mira Kang, Won Chul Cha, Dong Hyun Sinn, Woo Kyoung Jeong, Do Young Kim, Min Ji Lee, Subin Lim, DongKyu Kim, Kyu-Pyo Kim, Baek-Yeol Ryoo, Won-Mook Choi, Kang Mo Kim, Ki-Hun Kim, Doik Lee, Eui Jun Choi, Choungwon Jung, Joohyun Kim, Jung Yong Hong","doi":"10.2147/JHC.S548111","DOIUrl":"10.2147/JHC.S548111","url":null,"abstract":"<p><strong>Introduction: </strong>Lenvatinib and sorafenib remain viable first-line (1L) options for patients ineligible for newer therapies. This study uses real-world data (RWD) to compare the effectiveness and safety of lenvatinib and sorafenib, addressing gaps between clinical trials and real-world practice.</p><p><strong>Materials and methods: </strong>This retrospective, multi-center study utilized the Liver Cancer IN Korea (LINK) database, including HCC patients diagnosed between January 2015 and June 2022 who received 1L lenvatinib or sorafenib. Effectiveness and safety were assessed with real-world overall survival (rwOS), time to treatment discontinuation (rwTTD), time to next treatment (rwTTNT), and incidence of adverse events of special interest (AESI). Propensity score matching was employed to adjust for potential bias.</p><p><strong>Results: </strong>Post-matching, lenvatinib demonstrated a longer median rwOS of 9.56 months (95% CI: 8.25-10.78) compared to 7.13 months (95% CI: 6.44-7.82) of sorafenib, and longer medians for rwTTD (3.65 months, 95% CI: 3.09-4.07 vs 2.04 months, 95% CI: 1.87-2.30) and rwTTNT (6.51 months, 95% CI: 5.62-7.62 vs 3.71 months, 95% CI: 3.45-4.34). Regarding AESI, lenvatinib was significantly associated with lower rates of hand-foot syndrome (incidence rate ratio, IRR 0.55, 95% CI: 0.33-0.88, <i>p</i> = 0.013) and most hepatotoxicity-related events, but a higher rate of proteinuria (IRR 2.40, 95% CI: 1.49-3.98, <i>p</i> < 0.001).</p><p><strong>Conclusion: </strong>Leveraging RWD, our study demonstrated that 1L lenvatinib may offer a survival advantage over 1L sorafenib in HCC patients, with both treatments exhibiting safety profiles consistent with clinical trials. RWD complements clinical trials by validating long-term outcomes and addressing patient populations excluded from pivotal studies, guiding therapeutic decisions in clinical practice.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2611-2623"},"PeriodicalIF":3.4,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12665914/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145661520","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Purpose: Lenvatinib is an effective treatment for patients with intermediate- to advanced-stage unresectable hepatocellular carcinoma (HCC). However, tumor response and survival outcomes vary widely. Traditional machine learning (ML) models have been developed to predict treatment response or survival status at discrete time points. However, an overall prediction of overall survival (OS) and progression-free survival (PFS) incorporating censored survival data is lacking. We aimed to conduct a comprehensive survival analysis of OS and PFS by using ML-based survival models.
Patients and methods: This multicenter, retrospective study included patients with unresectable HCC receiving lenvatinib across five healthcare centers. Demographic data, laboratory results, tumor characteristics, and survival outcomes were collected. Five ML-based survival models were developed and compared using Harrell's concordance index (C-index). The predicted risk scores were used to stratify patients into low-, intermediate-, and high-risk groups and validated in the test set.
Results: 205 patients were included for training and validation. Among the five ML models, the GBM-Cox model achieved the highest C-indices for both OS (0.617) and PFS (0.645) prediction. The predicted risk scores stratified the patients into low-, intermediate-, and high-risk groups for OS (median, 18.7 vs 13.6 vs 8.8 months; p = 0.004) and PFS (median, 8.2 vs 4.0 vs 3.7; p = 0.017). The most influential prognostic factors included albumin-bilirubin (ALBI) score, alanine aminotransferase, and age for OS, and macrovascular invasion, ALBI score, and alpha-fetoprotein for PFS.
Conclusion: ML-based survival models successfully stratified patients into low-, intermediate-, and high-risk groups for OS and PFS. Key features included ALBI score and alanine aminotransferase for OS, and macrovascular invasion and ALBI score for PFS. These models have the potential to guide clinicians' treatment decisions and provide prognostic evaluations. Future prospective studies with larger cohorts, as well as integration of imaging biomarkers are warranted to optimize these predictive models.
{"title":"Machine Learning-Based Survival Analysis for Patients Receiving Lenvatinib for Unresectable Hepatocellular Carcinoma.","authors":"Chien-Hung Lu, Ching-Wen Chang, San-Chi Chen, Wei-Yu Kao, Wei-Yi Ting, Chia-Hsun Lu, Kai-I Chuang, Cheng-Fu Ni, Yao-Yu Hsieh, Ming-Shun Wu, Chien-Wei Su, Chun-Chao Chang, Chih-Horng Wu","doi":"10.2147/JHC.S560649","DOIUrl":"10.2147/JHC.S560649","url":null,"abstract":"<p><strong>Purpose: </strong>Lenvatinib is an effective treatment for patients with intermediate- to advanced-stage unresectable hepatocellular carcinoma (HCC). However, tumor response and survival outcomes vary widely. Traditional machine learning (ML) models have been developed to predict treatment response or survival status at discrete time points. However, an overall prediction of overall survival (OS) and progression-free survival (PFS) incorporating censored survival data is lacking. We aimed to conduct a comprehensive survival analysis of OS and PFS by using ML-based survival models.</p><p><strong>Patients and methods: </strong>This multicenter, retrospective study included patients with unresectable HCC receiving lenvatinib across five healthcare centers. Demographic data, laboratory results, tumor characteristics, and survival outcomes were collected. Five ML-based survival models were developed and compared using Harrell's concordance index (C-index). The predicted risk scores were used to stratify patients into low-, intermediate-, and high-risk groups and validated in the test set.</p><p><strong>Results: </strong>205 patients were included for training and validation. Among the five ML models, the GBM-Cox model achieved the highest C-indices for both OS (0.617) and PFS (0.645) prediction. The predicted risk scores stratified the patients into low-, intermediate-, and high-risk groups for OS (median, 18.7 vs 13.6 vs 8.8 months; <i>p</i> = 0.004) and PFS (median, 8.2 vs 4.0 vs 3.7; <i>p</i> = 0.017). The most influential prognostic factors included albumin-bilirubin (ALBI) score, alanine aminotransferase, and age for OS, and macrovascular invasion, ALBI score, and alpha-fetoprotein for PFS.</p><p><strong>Conclusion: </strong>ML-based survival models successfully stratified patients into low-, intermediate-, and high-risk groups for OS and PFS. Key features included ALBI score and alanine aminotransferase for OS, and macrovascular invasion and ALBI score for PFS. These models have the potential to guide clinicians' treatment decisions and provide prognostic evaluations. Future prospective studies with larger cohorts, as well as integration of imaging biomarkers are warranted to optimize these predictive models.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"12 ","pages":"2625-2637"},"PeriodicalIF":3.4,"publicationDate":"2025-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12664578/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145648635","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}