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Construction and Validation of a Predictive Model for Post-TACE Recurrence Risk in Hepatocellular Carcinoma: A Retrospective Cohort Study. 肝细胞癌tace术后复发风险预测模型的构建与验证:一项回顾性队列研究。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-18 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S584698
Jiajing Zhao, Yunjian Meng, Zhongyi Jiang, Zhike Li, Youyao Li, Yuanjun Liu, Yuandi Zeng, Shaobo Dai, Zhiyong Du, Liping Liu

Background: Transarterial chemoembolization (TACE) is widely used for unresectable hepatocellular carcinoma (HCC) and as adjuvant therapy to prevent postoperative recurrence. However, accurate prognostic models for HCC patients undergoing TACE remain underutilized clinically.

Methods: This retrospective study included 265 HCC patients who underwent TACE, randomly assigned to training and validation sets (6:4 ratio). Recurrence-related risk factors were identified using Cox regression and further screened by Least Absolute Shrinkage and Selection Operator (LASSO) regression. A prognostic nomogram was constructed, with decision curve analysis (DCA) assessing its clinical utility.

Results: Univariate Cox regression identified sex, vascular invasion, ascites, modified albumin-bilirubin grade (mALBI), China Liver Cancer (CNLC) staging, white blood cell count, neutrophils, fibrinogen (Fib), and neutrophil-to-lymphocyte ratio as significant risk factors (all HR > 1, P < 0.05). Albumin (ALB), prognostic nutritional index, and alkaline phosphatase-to-albumin ratio (AAPR) were protective factors (all HR < 1, P < 0.05). Multivariate analysis identified elevated Fib and higher CNLC stage as independent predictors (all P < 0.05). LASSO extracted vascular invasion, neutrophils, ALB, activated partial thromboplastin time, Fib, and AAPR as prognostic variables. Areas under the ROC curve at 6 months, 1 year, and 2 years were 0.717, 0.794, and 0.884, respectively. DCA demonstrated greater net clinical benefit than Barcelona Clinic Liver Cancer and CNLC staging systems. Risk stratification by nomogram tertiles showed significantly earlier recurrence in high-risk patients (all P < 0.05).

Conclusion: This TACE-based prognostic nomogram integrating clinical and laboratory parameters accurately predicts postoperative recurrence and enables individualized risk stratification, assisting clinicians in tailoring interventions and delivering personalized therapy.

背景:经动脉化疗栓塞(TACE)广泛用于不可切除的肝细胞癌(HCC),并作为预防术后复发的辅助治疗。然而,HCC患者接受TACE的准确预后模型在临床上仍未得到充分利用。方法:本回顾性研究纳入265例接受TACE治疗的HCC患者,随机分配到训练组和验证组(6:4比例)。使用Cox回归确定复发相关的危险因素,并通过最小绝对收缩和选择算子(LASSO)回归进一步筛选。构建预后nomogram,并运用决策曲线分析(decision curve analysis, DCA)评估其临床应用价值。结果:单因素Cox回归发现,性别、血管侵犯、腹水、改良白蛋白-胆红素分级(mALBI)、中国肝癌(CNLC)分期、白细胞计数、中性粒细胞、纤维蛋白原(Fib)、中性粒细胞/淋巴细胞比值为显著危险因素(所有HR bbb1, P < 0.05)。白蛋白(ALB)、预后营养指数和碱性磷酸酶/白蛋白比(AAPR)是保护因素(HR均< 1,P < 0.05)。多因素分析发现Fib升高和CNLC分期升高是独立预测因子(均P < 0.05)。LASSO提取血管侵袭、中性粒细胞、ALB、活化部分凝血活素时间、Fib和AAPR作为预后变量。6个月、1年、2年ROC曲线下面积分别为0.717、0.794、0.884。DCA表现出比巴塞罗那临床肝癌和CNLC分期系统更大的净临床效益。nomogram tertile风险分层显示,高危患者的复发率明显提前(P < 0.05)。结论:基于tace的预后图整合了临床和实验室参数,可以准确预测术后复发,实现个体化风险分层,帮助临床医生定制干预措施并提供个性化治疗。
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引用次数: 0
NUP205 Stabilized YAP1 Protein to Stimulate Growth of Hepatocellular Carcinoma Cells in vitro and in vivo. NUP205在体外和体内稳定YAP1蛋白刺激肝癌细胞生长
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-17 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S560643
Huangying Deng, Siqi Yu, Jing Zhang, Yuhang Hou, Mei Yang, Shengtao Yuan, Qiang Tu, Meijian Wang

Purpose: Targeted therapy for hepatocellular carcinoma (HCC) is limited by drug resistance and other constraints, leaving treatments sub-optimal and making identification of new target genes urgent. Nuclear pore protein 205 (NUP205) is highly expressed in HCC and associated with poor prognosis but mechanisms of action remain unclear. The current study investigated functions of NUP205 in HCC.

Methods: Bioinformatics analyses of NUP205 expression in HCC samples from The Cancer Genome Atlas, Gene Expression Omnibus and Kaplan-Meier databases were conducted. Proliferation and apoptosis were measured in HCC LM3 and SK-Hep1 cells with NUP205 knockdown and overexpression and growth of HCC xenografts in a nude mouse model. The stability of Yes-associated protein (YAP1) mRNA and protein in cells with NUP205 knockdown and overexpression was assessed.

Results: NUP205 was overexpressed in HCC tissues and expression correlated with pathological grade and prognosis. NUP205 knockdown in vitro inhibited cell proliferation 2-3-fold, induced apoptosis 4-5-fold and suppressed in vivo tumor growth by 40%. Opposing effects were found for NUP205 overexpression. NUP205 acted via the ubiquitin-proteasome pathway to stabilize YAP1 protein.

Conclusion: NUP205 stabilizes YAP1 and may be considered to act as an HCC oncogene. The NUP205-YAP1 axis may be a therapeutic target.

目的:肝细胞癌(HCC)的靶向治疗受到耐药等因素的限制,使得治疗方案不够理想,使得鉴定新的靶基因迫在眉睫。核孔蛋白205 (Nuclear pore protein 205, NUP205)在HCC中高表达并与不良预后相关,但其作用机制尚不清楚。本研究探讨了NUP205在HCC中的功能。方法:利用The Cancer Genome Atlas、Gene expression Omnibus和Kaplan-Meier数据库对HCC标本中NUP205的表达进行生物信息学分析。在裸鼠模型中检测NUP205敲低的肝癌LM3和SK-Hep1细胞的增殖和凋亡,以及肝癌异种移植物的过表达和生长。评估NUP205敲低和过表达细胞中yes相关蛋白(YAP1) mRNA和蛋白的稳定性。结果:NUP205在HCC组织中过表达,表达与病理分级及预后相关。体外敲低NUP205可抑制细胞增殖2-3倍,诱导细胞凋亡4-5倍,抑制体内肿瘤生长40%。NUP205过表达则有相反的作用。NUP205通过泛素-蛋白酶体途径稳定YAP1蛋白。结论:NUP205可以稳定YAP1,可能被认为是HCC的致癌基因。NUP205-YAP1轴可能是一个治疗靶点。
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引用次数: 0
A Case of Microwave Ablation Activating Immune Response in Pulmonary Metastases from Hepatocellular Carcinoma. 微波消融在肝细胞癌肺转移中激活免疫应答1例。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-17 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S532524
Juncheng Wan, Chaoqiao Jin, Changyu Li, Wei Zhang, Yongjie Zhou, Caihong Yu, Zhuoyang Fan, Xudong Qu

Immune checkpoint inhibitors have significantly transformed the treatment of advanced solid tumors, revolutionizing the therapeutic landscape. However, drug resistance is a key clinical obstacle to the application of immune checkpoint inhibitors in patients. We describe a patient who developed pulmonary metastases from hepatocellular carcinoma 5 years after hepatectomy. After continuous targeted therapy and immunotherapy, the lesion still progressed slowly, but after ablation of one lesion, the other lesions were significantly reduced when immunotherapy was used again. This case might provide insight into to the current low response rate to immunotherapy, providing a new direction for further exploration.

免疫检查点抑制剂已经显著改变了晚期实体瘤的治疗,彻底改变了治疗前景。然而,耐药性是免疫检查点抑制剂在患者中应用的关键临床障碍。我们描述了一位在肝切除术后5年发生肝细胞癌肺转移的患者。在持续的靶向治疗和免疫治疗后,病变仍进展缓慢,但在一个病变消融后,再次使用免疫治疗时,其他病变明显缩小。本病例可能对目前免疫治疗应答率低的现状提供新的见解,为进一步的探索提供新的方向。
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引用次数: 0
Construction of a Preoperative Prediction Model for TACE Resistance in Primary Hepatocellular Carcinoma Based on Machine Learning Algorithms. 基于机器学习算法的原发性肝癌TACE耐药性术前预测模型构建
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-12 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S590574
Huyu Jiao, Zhengang Zhang

Purpose: Transcatheter arterial chemoembolization (TACE) resistance compromises prognosis in unresectable hepatocellular carcinoma (HCC). This study aimed to develop an interpretable prediction model using machine learning (ML) and Shapley Additive Explanations (SHAP) for preoperative assessment of TACE resistance.

Patients and methods: A single-center retrospective analysis included 562 HCC patients who received ≥3 TACE sessions (2013-2024). Multi-modal features (blood routine, coagulation, biochemistry, imaging) were integrated. Seven ML models (LR, RF, DT, XGBoost, LightGBM, SVM, ANN) were constructed. Feature selection used univariate Logistic regression and Lasso regression. Model performance was evaluated via AUC, F1 score, and accuracy; SHAP analyzed feature importance.

Results: Data were split into training (n=394, 70%) and validation (n=168, 30%) sets. Seven core predictors (NLR, tumor capsule integrity, AFP, etc.) were identified. XGBoost outperformed other models, with AUCs of 0.942 (95% CI: 0.919-0.966) and 0.898 (95% CI: 0.853-0.944) in training and validation sets, respectively, and an F1 score of 0.741. SHAP revealed NLR (mean Shapley value=0.13) and tumor capsule absence (0.08) as the strongest predictors.

Conclusion: This interpretable ML model efficiently predicts TACE resistance using multi-modal data, with AUC>0.8. It offers a preoperative tool to identify high-risk patients, optimize treatment strategies, and holds significant clinical translational value.

目的:经导管动脉化疗栓塞(TACE)抵抗影响不可切除的肝细胞癌(HCC)的预后。本研究旨在利用机器学习(ML)和Shapley加性解释(SHAP)建立一种可解释的预测模型,用于术前评估TACE耐药性。患者和方法:单中心回顾性分析包括562例接受≥3次TACE治疗的HCC患者(2013-2024年)。综合多模式特征(血常规、凝血、生化、影像学)。构建了7个ML模型(LR、RF、DT、XGBoost、LightGBM、SVM、ANN)。特征选择采用单变量Logistic回归和Lasso回归。通过AUC、F1评分和准确率评估模型性能;SHAP分析了特征的重要性。结果:数据分为训练集(n=394, 70%)和验证集(n=168, 30%)。确定了7个核心预测因子(NLR、肿瘤包膜完整性、AFP等)。XGBoost在训练集和验证集上的auc分别为0.942 (95% CI: 0.919-0.966)和0.898 (95% CI: 0.853-0.944), F1得分为0.741,优于其他模型。SHAP显示NLR(平均Shapley值=0.13)和肿瘤包膜缺失(0.08)是最强的预测因子。结论:该可解释的ML模型利用多模态数据有效预测TACE耐药性,AUC为0.8。它提供了一种术前工具来识别高危患者,优化治疗策略,并具有重要的临床转化价值。
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引用次数: 0
Microtubule-Associated Protein 4 Overexpression Correlates with Early Recurrence in Hepatitis B Virus-Associated Hepatocellular Carcinoma Patients Following Curative Hepatic Resection. 微管相关蛋白4过表达与乙肝病毒相关性肝癌根治性肝切除术后早期复发相关
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-12 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S578725
Yu-An Su, Yung-Tsung Li, Hui-Lin Wu, Jia-Horng Kao, Pei-Jer Chen, Chun-Jen Liu

Purpose: This study aimed to investigate the clinical significance of MAP4 in hepatocellular carcinoma (HCC), particularly its association with metastasis-related early recurrence after curative hepatic resection.

Patients and methods: We enrolled 172 patients with hepatitis B virus-associated HCC (HBV-HCC) who underwent curative resection in our cohort. After excluding potential confounders such as vascular invasion and portal vein thrombosis, 101 patients were selected for MAP4 gene expression analysis by qRT-PCR. Kaplan-Meier and Cox regression analyses were conducted to evaluate its association with early recurrence and prognostic factors. Our findings were further validated in an independent cohort.

Results: MAP4 expression was upregulated in HCC cell lines and tumor tissues, compared to their corresponding non-tumorous controls. The clinical analysis showed that high MAP4 overexpression in liver tumor tissues was positively correlated with early (p = 0.042) rather than late recurrence (p = 0.221) in our cohort. Moreover, it was linked to shorter recurrence-free survival (p = 0.023) and reduced overall survival (p = 0.015). The expression level of serum alpha-fetoprotein (p = 0.001), tumor size (p = 0.012), tumor number (p = 0.018), satellite tumor (p = 0.001), and MAP4 expression (p = 0.042) were correlated with HCC early recurrence by univariate analysis. Consistent clinical findings were observed in the validation cohort.

Conclusion: This study demonstrated that MAP4 overexpression in liver tumor tissue was positively correlated with early recurrence in HBV-HCC patients following curative hepatic resection, providing insights into its clinical significance and potential involvement in underlying molecular mechanisms, particularly in metastasis-related early recurrence.

目的:本研究旨在探讨MAP4在肝细胞癌(HCC)中的临床意义,特别是其与肝切除术后转移相关性早期复发的关系。患者和方法:我们纳入172例乙肝病毒相关HCC (HBV-HCC)患者,他们接受了治愈性切除术。在排除血管侵犯、门静脉血栓形成等潜在混杂因素后,选择101例患者进行qRT-PCR分析MAP4基因表达。Kaplan-Meier和Cox回归分析评估其与早期复发和预后因素的关系。我们的发现在一个独立的队列中得到了进一步的验证。结果:与相应的非肿瘤对照相比,MAP4在HCC细胞系和肿瘤组织中的表达上调。临床分析显示,在我们的队列中,肝脏肿瘤组织中MAP4高表达与早期(p = 0.042)而非晚期复发(p = 0.221)呈正相关。此外,它与较短的无复发生存期(p = 0.023)和降低的总生存期(p = 0.015)有关。单因素分析血清甲胎蛋白表达水平(p = 0.001)、肿瘤大小(p = 0.012)、肿瘤数目(p = 0.018)、卫星瘤(p = 0.001)、MAP4表达(p = 0.042)与HCC早期复发相关。在验证队列中观察到一致的临床结果。结论:本研究表明,肝癌患者根治性肝切除术后肝脏肿瘤组织中MAP4过表达与早期复发呈正相关,揭示了其临床意义和潜在的分子机制,特别是与转移相关的早期复发。
{"title":"Microtubule-Associated Protein 4 Overexpression Correlates with Early Recurrence in Hepatitis B Virus-Associated Hepatocellular Carcinoma Patients Following Curative Hepatic Resection.","authors":"Yu-An Su, Yung-Tsung Li, Hui-Lin Wu, Jia-Horng Kao, Pei-Jer Chen, Chun-Jen Liu","doi":"10.2147/JHC.S578725","DOIUrl":"https://doi.org/10.2147/JHC.S578725","url":null,"abstract":"<p><strong>Purpose: </strong>This study aimed to investigate the clinical significance of MAP4 in hepatocellular carcinoma (HCC), particularly its association with metastasis-related early recurrence after curative hepatic resection.</p><p><strong>Patients and methods: </strong>We enrolled 172 patients with hepatitis B virus-associated HCC (HBV-HCC) who underwent curative resection in our cohort. After excluding potential confounders such as vascular invasion and portal vein thrombosis, 101 patients were selected for MAP4 gene expression analysis by qRT-PCR. Kaplan-Meier and Cox regression analyses were conducted to evaluate its association with early recurrence and prognostic factors. Our findings were further validated in an independent cohort.</p><p><strong>Results: </strong>MAP4 expression was upregulated in HCC cell lines and tumor tissues, compared to their corresponding non-tumorous controls. The clinical analysis showed that high MAP4 overexpression in liver tumor tissues was positively correlated with early (<i>p</i> = 0.042) rather than late recurrence (<i>p</i> = 0.221) in our cohort. Moreover, it was linked to shorter recurrence-free survival (<i>p</i> = 0.023) and reduced overall survival (<i>p</i> = 0.015). The expression level of serum alpha-fetoprotein (<i>p</i> = 0.001), tumor size (<i>p</i> = 0.012), tumor number (<i>p</i> = 0.018), satellite tumor (<i>p</i> = 0.001), and MAP4 expression (<i>p</i> = 0.042) were correlated with HCC early recurrence by univariate analysis. Consistent clinical findings were observed in the validation cohort.</p><p><strong>Conclusion: </strong>This study demonstrated that MAP4 overexpression in liver tumor tissue was positively correlated with early recurrence in HBV-HCC patients following curative hepatic resection, providing insights into its clinical significance and potential involvement in underlying molecular mechanisms, particularly in metastasis-related early recurrence.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"13 ","pages":"578725"},"PeriodicalIF":3.4,"publicationDate":"2026-03-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12990817/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147473914","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}
引用次数: 0
Integrated Machine Learning and Multi-Omics Identifies a Novel Molecular Signature for Improving the Prognosis of Hepatocellular Carcinoma. 综合机器学习和多组学识别出改善肝细胞癌预后的新分子特征。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-11 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S574690
Zhongxu Wu, Jianguang Xiong, Qisheng Liu, Chengdang Wang, Dan Li, Liuliu Wei, Jian Ding

Background: Hepatocellular carcinoma (HCC) exhibits significant molecular heterogeneity and complex immune microenvironment, which to some extent limits the accuracy of prognosis assessment and the formulation of individualized treatment strategies. This study aims to identify immune-derived molecular signatures based on multi-omics data and machine learning methods for the prognosis prediction and risk stratification of HCC.

Methods: Based on weighted gene co-expression network analysis(WGCNA) and differential gene analysis,immune-derived molecular signature (IDMS) were screened in both single-cell and bulk transcriptomes. Prognostic model was constructed by multi-machine learning approachs. Subsequently, we investigated the differences in mutations, biological functions, and immune cell infiltration within the tumor microenvironment between the high- and low-risk groups.In addition, we comprehensively analyzed the drug sensitivity of IDMS and predicted potential drugs.

Results: We identified seven hub genes at the single-cell and bulk transcriptome levels. Based on multiple machine learning, we constructed a prognostic model that demonstrated excellent performance in predicting overall survival for patients with HCC. IDMS -integrated normograms provide a promising and quantitative tool for clinical risk management.Notably, a significant difference in microsatellite instability (MSI) was observed between the high- and low-risk groups. This indicates that patients in the high-risk group might have a better response to immunotherapy. Additionally, we predicted potential drugs targeting to these risk subgroups.

Conclusion: Our research developed an IDMS that could serve as an effective tool for patient stratification management and prognosis prediction. This signature could provide a reference for immunotherapy for patients with HCC and improve their prognosis.

背景:肝细胞癌(HCC)具有明显的分子异质性和复杂的免疫微环境,这在一定程度上限制了预后评估和个体化治疗策略制定的准确性。本研究旨在基于多组学数据和机器学习方法识别免疫来源的分子特征,用于HCC的预后预测和风险分层。方法:基于加权基因共表达网络分析(WGCNA)和差异基因分析,在单细胞和大量转录组中筛选免疫衍生分子特征(IDMS)。采用多机器学习方法构建预测模型。随后,我们研究了高危组和低危组在肿瘤微环境中突变、生物学功能和免疫细胞浸润方面的差异。此外,我们还综合分析了IDMS的药物敏感性,并预测了潜在药物。结果:我们在单细胞和整体转录组水平上鉴定了7个枢纽基因。基于多重机器学习,我们构建了一个预后模型,该模型在预测HCC患者的总生存期方面表现出色。集成IDMS的规范图为临床风险管理提供了一个有前途的定量工具。值得注意的是,在高风险组和低风险组之间观察到微卫星不稳定性(MSI)的显著差异。这表明高危人群的患者可能对免疫治疗有更好的反应。此外,我们预测了针对这些风险亚群的潜在药物。结论:本研究开发的IDMS可作为患者分层管理和预后预测的有效工具。该特征可为HCC患者的免疫治疗提供参考,改善其预后。
{"title":"Integrated Machine Learning and Multi-Omics Identifies a Novel Molecular Signature for Improving the Prognosis of Hepatocellular Carcinoma.","authors":"Zhongxu Wu, Jianguang Xiong, Qisheng Liu, Chengdang Wang, Dan Li, Liuliu Wei, Jian Ding","doi":"10.2147/JHC.S574690","DOIUrl":"https://doi.org/10.2147/JHC.S574690","url":null,"abstract":"<p><strong>Background: </strong>Hepatocellular carcinoma (HCC) exhibits significant molecular heterogeneity and complex immune microenvironment, which to some extent limits the accuracy of prognosis assessment and the formulation of individualized treatment strategies. This study aims to identify immune-derived molecular signatures based on multi-omics data and machine learning methods for the prognosis prediction and risk stratification of HCC.</p><p><strong>Methods: </strong>Based on weighted gene co-expression network analysis(WGCNA) and differential gene analysis,immune-derived molecular signature (IDMS) were screened in both single-cell and bulk transcriptomes. Prognostic model was constructed by multi-machine learning approachs. Subsequently, we investigated the differences in mutations, biological functions, and immune cell infiltration within the tumor microenvironment between the high- and low-risk groups.In addition, we comprehensively analyzed the drug sensitivity of IDMS and predicted potential drugs.</p><p><strong>Results: </strong>We identified seven hub genes at the single-cell and bulk transcriptome levels. Based on multiple machine learning, we constructed a prognostic model that demonstrated excellent performance in predicting overall survival for patients with HCC. IDMS -integrated normograms provide a promising and quantitative tool for clinical risk management.Notably, a significant difference in microsatellite instability (MSI) was observed between the high- and low-risk groups. This indicates that patients in the high-risk group might have a better response to immunotherapy. Additionally, we predicted potential drugs targeting to these risk subgroups.</p><p><strong>Conclusion: </strong>Our research developed an IDMS that could serve as an effective tool for patient stratification management and prognosis prediction. This signature could provide a reference for immunotherapy for patients with HCC and improve their prognosis.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"13 ","pages":"574690"},"PeriodicalIF":3.4,"publicationDate":"2026-03-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12991065/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147473924","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}
引用次数: 0
ScRNA-Seq Deciphers an Autocrine EFNA1-EPHA1 Loop That Reprograms the Microenvironment in Hepatocellular Carcinoma. ScRNA-Seq破译肝细胞癌中重编程微环境的自分泌EFNA1-EPHA1环
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-10 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S577864
Yuanhong Chen, Yulian Tang, Yufan Ning, Yang Yang, Rensheng Tian, Yongjiao Mao, Zhiquan Feng, Wenxian Lin, Decai Wang, Xueping Feng

Background: Hepatocytes demonstrate significant heterogeneity between normal liver tissue and hepatocellular carcinoma (HCC), with malignant hepatocytes playing a crucial role in remodeling the tumor microenvironment through specific ligand-receptor interactions. However, the mechanisms by which hepatocytes drive HCC progression at the single-cell level remain poorly understood.

Methods: We analyzed single-cell RNA sequencing datasets (GSE174748 and GSE166635) from the GEO database using CellChat to decode intercellular communication networks, which specifically revealed enhanced EPHA signaling in HCC hepatocytes and identified EFNA1-EPHA1 as the most prominent ligand-receptor pair. This key finding was validated through immunofluorescence analysis in both clinical HCC tissues and HepG2/LO2 cell lines, and its clinical relevance was assessed using the TCGA-LIHC dataset via UALCAN.

Results: Single-cell analysis revealed that HCC hepatocytes act as both senders and receivers of pro-tumorigenic signals, with upregulated expression of malignancy-related genes (AFP, ACSL4, and SERPINA1). CellChat inference demonstrated significantly strengthened outgoing interaction signals from hepatocytes in the HCC microenvironment. The EFNA1-EPHA1 axis was identified as a key mediator of hepatocyte-microenvironment crosstalk, showing marked activation in HCC tissues and high co-expression in HepG2 cells. TCGA analysis confirmed EFNA1 upregulation in HCC, correlating with advanced clinical stage, higher tumor grade, and metastatic events.

Conclusion: Our study provides single-cell resolution evidence that malignant hepatocytes promote HCC progression through autocrine and paracrine signaling via the EFNA1-EPHA1 axis, reshaping the tumor microenvironment. These findings delineate a key autocrine-paracrine mechanism in HCC progression and nominate the EFNA1-EPHA1 axis as a promising candidate for therapeutic development.

背景:肝细胞在正常肝组织和肝细胞癌(HCC)之间表现出明显的异质性,恶性肝细胞通过特异性配体-受体相互作用在重塑肿瘤微环境中起着至关重要的作用。然而,在单细胞水平上,肝细胞驱动HCC进展的机制仍然知之甚少。方法:我们使用CellChat分析GEO数据库中的单细胞RNA测序数据集(GSE174748和GSE166635),解码细胞间通信网络,具体揭示了HCC肝细胞中EPHA信号的增强,并确定EFNA1-EPHA1是最突出的配体受体对。通过临床HCC组织和HepG2/LO2细胞系的免疫荧光分析验证了这一关键发现,并通过UALCAN使用TCGA-LIHC数据集评估了其临床相关性。结果:单细胞分析显示,HCC肝细胞既是促肿瘤信号的发送者,也是受体,恶性肿瘤相关基因(AFP、ACSL4和SERPINA1)的表达上调。CellChat推断显示HCC微环境中肝细胞的外向相互作用信号显著增强。EFNA1-EPHA1轴被确定为肝细胞-微环境串扰的关键介质,在HCC组织中表现出明显的激活,在HepG2细胞中表现出高共表达。TCGA分析证实EFNA1在HCC中表达上调,与晚期临床分期、较高肿瘤分级和转移事件相关。结论:我们的研究提供了单细胞分辨率证据,表明恶性肝细胞通过EFNA1-EPHA1轴的自分泌和旁分泌信号促进HCC进展,重塑肿瘤微环境。这些发现描述了HCC进展中的一个关键的自分泌-旁分泌机制,并提名EFNA1-EPHA1轴作为治疗开发的有希望的候选。
{"title":"ScRNA-Seq Deciphers an Autocrine EFNA1-EPHA1 Loop That Reprograms the Microenvironment in Hepatocellular Carcinoma.","authors":"Yuanhong Chen, Yulian Tang, Yufan Ning, Yang Yang, Rensheng Tian, Yongjiao Mao, Zhiquan Feng, Wenxian Lin, Decai Wang, Xueping Feng","doi":"10.2147/JHC.S577864","DOIUrl":"https://doi.org/10.2147/JHC.S577864","url":null,"abstract":"<p><strong>Background: </strong>Hepatocytes demonstrate significant heterogeneity between normal liver tissue and hepatocellular carcinoma (HCC), with malignant hepatocytes playing a crucial role in remodeling the tumor microenvironment through specific ligand-receptor interactions. However, the mechanisms by which hepatocytes drive HCC progression at the single-cell level remain poorly understood.</p><p><strong>Methods: </strong>We analyzed single-cell RNA sequencing datasets (GSE174748 and GSE166635) from the GEO database using CellChat to decode intercellular communication networks, which specifically revealed enhanced EPHA signaling in HCC hepatocytes and identified EFNA1-EPHA1 as the most prominent ligand-receptor pair. This key finding was validated through immunofluorescence analysis in both clinical HCC tissues and HepG2/LO2 cell lines, and its clinical relevance was assessed using the TCGA-LIHC dataset via UALCAN.</p><p><strong>Results: </strong>Single-cell analysis revealed that HCC hepatocytes act as both senders and receivers of pro-tumorigenic signals, with upregulated expression of malignancy-related genes (AFP, ACSL4, and SERPINA1). CellChat inference demonstrated significantly strengthened outgoing interaction signals from hepatocytes in the HCC microenvironment. The EFNA1-EPHA1 axis was identified as a key mediator of hepatocyte-microenvironment crosstalk, showing marked activation in HCC tissues and high co-expression in HepG2 cells. TCGA analysis confirmed EFNA1 upregulation in HCC, correlating with advanced clinical stage, higher tumor grade, and metastatic events.</p><p><strong>Conclusion: </strong>Our study provides single-cell resolution evidence that malignant hepatocytes promote HCC progression through autocrine and paracrine signaling via the EFNA1-EPHA1 axis, reshaping the tumor microenvironment. These findings delineate a key autocrine-paracrine mechanism in HCC progression and nominate the EFNA1-EPHA1 axis as a promising candidate for therapeutic development.</p>","PeriodicalId":15906,"journal":{"name":"Journal of Hepatocellular Carcinoma","volume":"13 ","pages":"577864"},"PeriodicalIF":3.4,"publicationDate":"2026-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12989684/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147473907","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}
引用次数: 0
From Flow Modulation to Resection: First in Human Combination of Liver Venous Deprivation and Balloon-Occluded Chemoembolization (LVD-B-TACE): A Case Report Demonstrating a Novel Sequential Concept. 从血流调节到切除:人类首次结合肝静脉剥夺和球囊闭塞化疗栓塞(LVD-B-TACE):一个病例报告证明了一个新的顺序概念。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-05 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S587591
Tomas Tuma, Jiri Pudil, Tomas Koutny, Tereza Husarova, Tomas Macinga, Jiri Soukup, Tomas Kupsa, Petr Hribek

Curative surgical treatment of hepatocellular carcinoma (HCC) is limited to liver transplantation (LT) and liver resection (LR), but many patients are ineligible due to insufficient future liver remnant (FLR). Liver venous deprivation (LVD) induces more rapid hypertrophy than portal vein embolization (PVE) but may trigger the hepatic arterial buffer response (HABR), leading to increased arterial inflow and potentially stimulating tumor growth, especially for HCC. We report a 75-year-old male with HCC and advanced fibrosis, in whom extended LVD was followed 3 days later by balloon-occluded transarterial chemoembolization (B-TACE) to coincide with HABR, providing more selective tumor control, higher intratumoral drug concentration, and low risk of non-target embolization compared to standard TACE, which is desirable in the field of deprived livers. Within three weeks, FLR increased from 33% to 51% with degree of hypertrophy (DH) 15.8%, kinetic growth rate (KGR) 5.3%/week and relative growth rate (RGR) 47,6% accompanied by near-complete tumor response, enabling curative hepatectomy. Despite postoperative complications, R0 resection was achieved. This case illustrates the technical feasibility of sequential LVD followed by B-TACE in this specific order, suggesting that such an approach may help reduce the hepatic arterial buffer response within the tumor, support rapid hypertrophy, and facilitate resectability in carefully selected patients, including elderly individuals with comorbidities. To the best of our knowledge, and based on a comprehensive literature search, this is the first reported case of LVD-B-TACE.

肝细胞癌(HCC)的根治性手术治疗仅限于肝移植(LT)和肝切除(LR),但许多患者由于未来肝残体(FLR)不足而不符合条件。肝静脉剥夺(LVD)比门静脉栓塞(PVE)诱导更快的肥厚,但可能引发肝动脉缓冲反应(HABR),导致动脉流入增加,并可能刺激肿瘤生长,尤其是HCC。我们报告了一名75岁男性HCC伴晚期纤维化患者,在延长LVD 3天后进行球囊闭塞经动脉化疗栓塞(B-TACE)以配合HABR,与标准TACE相比,提供了更多的选择性肿瘤控制,更高的肿瘤内药物浓度,并且非靶向栓塞风险低,这在剥夺肝脏领域是可取的。在三周内,FLR从33%增加到51%,肥厚度(DH) 15.8%,动态生长率(KGR) 5.3%/周,相对生长率(RGR) 47.6%,并伴有几乎完全的肿瘤反应,使肝切除术得以治愈。尽管有术后并发症,但仍实现了R0切除。该病例说明了按特定顺序进行序贯LVD后B-TACE的技术可行性,表明这种方法可能有助于减少肿瘤内肝动脉缓冲反应,支持快速肥厚,并有利于精心挑选的患者(包括有合并症的老年人)的可切除性。据我们所知,基于全面的文献检索,这是第一例LVD-B-TACE报告。
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引用次数: 0
Mechanistic Research on the Crosstalk Between Macrophage Polarization and Energy Metabolic Reprogramming in Hepatocellular Carcinoma. 肝癌巨噬细胞极化与能量代谢重编程串扰的机制研究。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-03-05 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S583017
Rui Zhu, Jintong Na, Xinyi Tan, Xinyi Chen, Xiaorui Tian, Jingjie Luo, Yongbin Chen, Liping Zhong

Liver cancer is ranked as the sixth most prevalent and the third deadliest cancer worldwide. Macrophages play a crucial role in cancer resistance mechanisms, and the regulation of their polarization state can alter their anti-tumor activity. Additionally, alterations in liver cancer pathways can shift the polarization of macrophages. Inflammatory agents and medications have the potential to alter macrophage polarization, favoring M1 differentiation and enhancing their anti-tumor activity. This review explores metabolic alterations in liver cancer, macrophage polarization processes, and their interconnections in hepatic oncogenesis. It further elaborates on the prospects and challenges of investigating targeted macrophage metabolism for liver cancer treatment. Modulating macrophage metabolic pathways represents a promising therapeutic approach for hepatic carcinoma.

肝癌在全球发病率排名第六,致死率排名第三。巨噬细胞在肿瘤抵抗机制中起着至关重要的作用,对其极化状态的调节可以改变其抗肿瘤活性。此外,肝癌通路的改变可以改变巨噬细胞的极化。炎症剂和药物有可能改变巨噬细胞极化,促进M1分化并增强其抗肿瘤活性。本文综述了肝癌的代谢改变、巨噬细胞极化过程及其在肝癌发生中的相互关系。进一步阐述了靶向巨噬细胞代谢在肝癌治疗中的前景和挑战。调节巨噬细胞代谢途径是一种很有前途的肝癌治疗方法。
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引用次数: 0
Early Recurrent Hepatocellular Carcinoma with CK19 Positive Receiving Transarterial Chemoembolization After Surgical Resection: A Novel Risk Model Study. CK19阳性的早期复发肝癌手术切除后接受经动脉化疗栓塞:一种新的风险模型研究。
IF 3.4 3区 医学 Q2 ONCOLOGY Pub Date : 2026-02-27 eCollection Date: 2026-01-01 DOI: 10.2147/JHC.S563631
Di Zhu, Wei Yang, Hai-Feng Zhou, Sheng Liu, Wei-Zhong Zhou, Ze-Feng Shao, Hai-Bin Shi, Qing Feng

Objective: To evaluate the benefit of nomogram-based model for predicting response and survival in patients with early recurrent hepatocellular carcinoma after hepatic resection by CK19 positive expression treated with transarterial chemoembolization (TACE).

Materials and methods: We retrospectively analyzed 82 patients with early recurrent HCC expressing CK19 positivity after hepatectomy who underwent TACE between January 2014 and December 2023. OS and PFS were compared using the Kaplan-Meier method and Log rank test. Based on the COX regression results, independent predictors were identified from them. These factors were used to construct a nomogram model. The discriminatory, predictive efficacy of this model was assessed using receiver operating characteristic curves (ROC), calibration curves, and internal validation.

Results: CK19 expression grade and distant metastasis were independent prognostic risk factors, and the number of TACE sessions and whether it was combined with systemic therapy were prognostic protective factors, and survival after resection was strongly correlated with the CK19 grade. Compared with TACE alone, TACE combined with targeted and immunotherapy provided more survival benefit for patients with CK19-positive postoperative recurrence. The nomogram model has promising predictive efficacy.

Conclusion: We constructed a validated tool for the prognosis of patients with postoperative recurrence of hepatocellular carcinoma, which helps to identify the risk level of hepatocellular carcinoma recurrence and optimize the treatment as early as possible in the clinic, and brings survival benefit to patients.

目的:评价基于nomogram模型预测CK19阳性表达的早期复发肝癌肝切除术后经动脉化疗栓塞(TACE)治疗的疗效和生存率。材料和方法:我们回顾性分析了2014年1月至2023年12月期间82例肝切除术后表达CK19阳性的早期复发性HCC患者。采用Kaplan-Meier法和Log rank检验比较OS和PFS。根据COX回归结果,从中找出独立的预测因子。这些因素被用来构建一个nomogram模型。采用受试者工作特征曲线(ROC)、校准曲线和内部验证来评估该模型的判别和预测效果。结果:CK19表达等级和远处转移是独立的预后危险因素,TACE治疗次数及是否联合全身治疗是预后保护因素,术后生存与CK19等级密切相关。与单独使用TACE相比,TACE联合靶向和免疫治疗为ck19阳性术后复发患者提供了更多的生存获益。模态图模型具有良好的预测效果。结论:构建了一套行之有效的肝细胞癌术后复发患者预后预测工具,有助于临床尽早识别肝细胞癌复发风险水平,优化治疗方案,为患者带来生存效益。
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引用次数: 0
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Journal of Hepatocellular Carcinoma
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