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Xu Z, Yuan W, Zhou Y, Yue T. Development and nomogram prediction of early postoperative recurrence in hepatocellular carcinoma based on preoperative CT imaging radiomic features and serum features related to microvascular infiltration. J Gastrointest Oncol 2024; 15:2630-2641. [PMID: 39816033 PMCID: PMC11732343 DOI: 10.21037/jgo-2024-914] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Accepted: 12/24/2024] [Indexed: 01/18/2025] Open
Abstract
Background Hepatocellular carcinoma (HCC) is characterized by high postoperative recurrence rates, and predicting early recurrence is crucial for improving clinical outcomes, yet remains challenging. Both preoperative computed tomography (CT) imaging radiomic features and serum biomarkers related to microvascular infiltration are important indicators of HCC prognosis. This study aimed to develop a nomogram model incorporating both preoperative CT radiomic features and serum biomarkers associated with microvascular infiltration to predict early postoperative recurrence in HCC patients. Methods The study included 156 HCC patients who underwent radical surgery at the Tumor Hospital Affiliated to Nantong University between January 2021 and January 2022. Preoperative CT imaging data were obtained for each patient, and radiomic features were extracted using the 3D Slicer software. Preoperative serum biomarkers related to microvascular invasion were collected, including alpha-fetoprotein (AFP), vascular endothelial growth factor A (VEGF-A), Speckled Protein 100 (SP100), and the Fibrosis-4 (FIB-4) index levels. Postoperative follow-up was conducted for 2 years, during which recurrence data were collected. The radiomics score was generated through dimensionality reduction and least absolute shrinkage and selection operator (LASSO) regression analysis. Univariate and logistic regression analyses were used to identify independent risk factors for early postoperative recurrence of HCC. The nomogram model was constructed using R language, and its predictive performance was evaluated using receiver operating characteristic curves, calibration curves, and decision curve analysis curves. Results Among the 156 patients, 60 experienced early recurrence, while 96 did not. Feature reduction through LASSO regression identified 10 optimal features from the venous phase and 4 optimal features from the arterial phase, leading to the development of a radiomics score formula. The early recurrence group had significantly higher radiomics scores than the non-early recurrence group [-1.35 (-2.29, 1.21) vs. 0.94 (-0.40, 1.87), P<0.001]. Logistic multivariate regression analysis identified lesion number, Edmondson grade, AFP and VEGF-A levels, and radiomics score as independent risk factors for early postoperative recurrence of HCC (P<0.05). The nomogram model demonstrated high predictive performance with area under the curve (AUC) values of 0.9265 and 0.9255 in the training and internal test sets, respectively. The model demonstrated good net benefit across a threshold range of 0.01-75%, effectively identifying high-risk patients for early postoperative recurrence. Conclusions The nomogram model based on preoperative serum biomarkers related to microvascular infiltration and CT radiomic features demonstrated high predictive performance for early postoperative recurrence of HCC. However, further studies, including external validation, are needed to establish the model's generalizability and clinical applicability.
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Affiliation(s)
- Zhenzhou Xu
- Department of Medical Imaging, Jianhu County People’s Hospital, Yancheng, China
| | - Weibiao Yuan
- Department of Medical Imaging, Jianhu County People’s Hospital, Yancheng, China
| | - Yuan Zhou
- Department of Hepatobiliary Surgery, Tumor Hospital Affiliated to Nantong University, Southeast University School of Medicine, Nantong, China
| | - Tianhua Yue
- Department of Intervention, Yancheng First People’s Hospital, Yancheng, China
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Elias-Neto A, Gonzaga APFC, Braga FA, Gomes NBN, Torres US, D'Ippolito G. Imaging Prognostic Biomarkers in Hepatocellular Carcinoma: A Comprehensive Review. Semin Ultrasound CT MR 2024; 45:454-463. [PMID: 39067621 DOI: 10.1053/j.sult.2024.07.009] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/30/2024]
Abstract
Hepatocellular carcinoma (HCC) is a leading cause of cancer-related mortality worldwide with its incidence on the rise globally. This paper provides a comprehensive review of prognostic imaging markers in HCC, emphasizing their role in risk stratification and clinical decision-making. We explore quantitative and qualitative criteria derived from imaging studies, such as computed tomography (CT) and magnetic resonance imaging (MRI), which can offer valuable insights into the biological behavior of the tumor. While many of these markers are not yet widely integrated into current clinical guidelines, they represent a promising future direction for approaching this highly heterogeneous cancer. However, standardization and validation of these markers remain important challenges. We conclude by emphasizing the importance of ongoing research to enhance clinical practices and improve outcomes for patients with HCC.
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Affiliation(s)
- Abrahão Elias-Neto
- Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
| | - Ana Paula F C Gonzaga
- Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
| | - Fernanda A Braga
- Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
| | - Natália B N Gomes
- Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil
| | - Ulysses S Torres
- Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil; Department of Radiology, Grupo Fleury, São Paulo, São Paulo, Brazil.
| | - Giuseppe D'Ippolito
- Department of Diagnostic Imaging, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, São Paulo, Brazil; Department of Radiology, Grupo Fleury, São Paulo, São Paulo, Brazil
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Ji J, Yan LL, Ma Y, Xu C, Zhou WZ, Lv PH. Transarterial chemoembolization combined with microwave ablation versus repeated resection for recurrent small hepatocellular carcinoma after resection: What is the better treatment? Clin Radiol 2024; 79:e1443-e1450. [PMID: 39299845 DOI: 10.1016/j.crad.2024.08.020] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Revised: 07/08/2024] [Accepted: 08/15/2024] [Indexed: 09/22/2024]
Abstract
PURPOSE This study aimed to compare the effectiveness of transcatheter arterial chemoembolization combined with microwave ablation (TACE-MWA) versus repeated hepatic resection (RHR) in patients with recurrent small hepatocellular carcinoma (sHCC) following primary resection. MATERIALS AND METHODS A total of 59 patients diagnosed with recurrent sHCC (≤3 cm) and treated with either TACE-MWA or RHR were recruited from two centers between June 2015 and October 2021. Patients were matched using propensity scores at a 1:1 ratio. Disease-free survival (DFS), overall survival (OS), and complications were assessed and compared between the two treatment groups. RESULTS After propensity score matching, 38 patients were included, with 19 in each group. Prior to matching, the 1-, 3-, and 5-year DFS rates for the TACE-MWA group were 68.1%, 46.6%, and 23.3%, respectively, and for the RHR group, they were 84.6%, 47.3%, and 47.3%, respectively. The corresponding 1-, 3-, and 5-year OS rates for TACE-MWA were 100.0%, 83.7%, and 47.8%, while for RHR, they were 100.0%, 95.0%, and 45.2%. After matching, the 1-, 3-, and 5-year DFS rates were 78.0%, 48.3%, and 24.1% for TACE-MWA, and 77.5%, 38.7%, and 38.7% for RHR. The 1-, 3-, and 5-year OS rates for TACE-MWA were 100.0%, 88.9%, and 54.9%, and for RHR, they were 100.0%, 93.3%, and 44.4%. Statistical analysis showed no significant differences in DFS rates (P=0.834 before matching, P=0.490 after matching) or OS rates (P=0.825 before matching, P=0.625 after matching) between the two groups. CONCLUSIONS TACE-MWA demonstrates comparable effectiveness to RHR in managing recurrent sHCC.
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Affiliation(s)
- J Ji
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou 225001, China.
| | - L-L Yan
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou 225001, China.
| | - Y Ma
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou 225001, China.
| | - C Xu
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou 225001, China.
| | - W-Z Zhou
- Department of Radiology, Interventional Radiology, The First Affiliated Hospital of Nanjing Medical University, 300 Guangzhou Road, Gulou District, Nanjing 210029, China.
| | - P-H Lv
- Department of Interventional Radiology, Northern Jiangsu People's Hospital, 98 West Nantong Road, Yangzhou 225001, China.
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Chen JP, Yang RH, Zhang TH, Liao LA, Guan YT, Dai HY. Pre-operative enhanced magnetic resonance imaging combined with clinical features predict early recurrence of hepatocellular carcinoma after radical resection. World J Gastrointest Oncol 2024; 16:1192-1203. [PMID: 38660657 PMCID: PMC11037060 DOI: 10.4251/wjgo.v16.i4.1192] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/17/2023] [Revised: 01/28/2024] [Accepted: 02/28/2024] [Indexed: 04/10/2024] Open
Abstract
BACKGROUND Indentifying predictive factors for postoperative recurrence of hepatocellular carcinoma (HCC) has great significance for patient prognosis. AIM To explore the value of gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid (Gd-EOB-DTPA) enhanced magnetic resonance imaging (MRI) combined with clinical features in predicting early recurrence of HCC after resection. METHODS A total of 161 patients with pathologically confirmed HCC were enrolled. The patients were divided into early recurrence and non-early recurrence group based on the follow-up results. The clinical, laboratory, pathological results and Gd-EOB-DTPA enhanced MRI imaging features were analyzed. RESULTS Of 161 patients, 73 had early recurrence and 88 were had non-early recurrence. Univariate analysis showed that patient age, gender, serum alpha-fetoprotein level, the Barcelona Clinic Liver Cancer stage, China liver cancer (CNLC) stage, microvascular invasion (MVI), pathological satellite focus, tumor size, tumor number, tumor boundary, tumor capsule, intratumoral necrosis, portal vein tumor thrombus, large vessel invasion, nonperipheral washout, peritumoral enhancement, hepatobiliary phase (HBP)/tumor signal intensity (SI)/peritumoral SI, HBP peritumoral low signal and peritumoral delay enhancement were significantly associated with early recurrence of HCC after operation. Multivariate logistic regression analysis showed that patient age, MVI, CNLC stage, tumor boundary and large vessel invasion were independent predictive factors. External data validation indicated that the area under the curve of the combined predictors was 0.861, suggesting that multivariate logistic regression was a reasonable predictive model for early recurrence of HCC. CONCLUSION Gd-EOB-DTPA enhanced MRI combined with clinical features would help predicting the early recurrence of HCC after operation.
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Affiliation(s)
- Jian-Ping Chen
- Department of Intervention, Meizhou People’s Hospital, Meizhou 514031, Guangdong Province, China
| | - Ri-Hui Yang
- Department of Medical Imaging, Meizhou People’s Hospital, Meizhou 514031, Guangdong Province, China
| | - Tian-Hui Zhang
- Department of Medical Imaging, Meizhou People’s Hospital, Meizhou 514031, Guangdong Province, China
| | - Li-An Liao
- Department of Medical Imaging, Meizhou People’s Hospital, Meizhou 514031, Guangdong Province, China
| | - Yu-Ting Guan
- Department of Medical Imaging, Meizhou People’s Hospital, Meizhou 514031, Guangdong Province, China
| | - Hai-Yang Dai
- Department of Medical Imaging, Huizhou Municipal Central Hospital, Huizhou 516001, Guangdong Province, China
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Ding F, Huang M, Ren P, Zhang J, Lin Z, Sun Y, Liang C, Zhao X. Quantitative information from gadobenate dimeglumine-enhanced MRI can predict proliferative subtype of solitary hepatocellular carcinoma: a multicenter retrospective study. Eur Radiol 2024; 34:2445-2456. [PMID: 37691080 DOI: 10.1007/s00330-023-10227-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 06/18/2023] [Accepted: 07/15/2023] [Indexed: 09/12/2023]
Abstract
OBJECTIVES To investigate the value of quantitative parameters derived from gadobenate dimeglumine-enhanced magnetic resonance imaging (MRI) for predicting molecular subtype of hepatocellular carcinoma (HCC) and overall survival. METHODS This multicenter retrospective study included 218 solitary HCC patients who underwent gadobenate dimeglumine-enhanced MRI. All HCC lesions were resected and pathologically confirmed. The lesion-to-liver contrast enhancement ratio (LLCER) and lesion-to-liver contrast (LLC) were measured in the hepatobiliary phase. Potential risk factors for proliferative HCC were assessed by logistic regression. The ability of LLCER and LLC to predict proliferative HCC was assessed by the receiver operating characteristic (ROC) curve. Prognostic factors were evaluated using the Cox proportional hazards regression model for survival outcomes. RESULTS LLCER was an independent predictor of proliferative HCC (odds ratio, 0.015; 95% confidence interval [CI], 0.008-0.022; p < 0.001). The area under the ROC curve was 0.812 (95% CI, 0.748-0.877), higher than that of LLC, alpha-fetoprotein > 100 ng/ml, satellite nodules, and rim arterial phase hyperenhancement (all p ≤ 0.001). HCC patients with LLCER < -4.59% had a significantly higher incidence of proliferative HCC than those with the LLCER ≥ -4.59%. During the follow-up period, LLCER was an independent predictor of overall survival (hazard ratio, 0.070; 95% CI, 0.015-0.324; p = 0.001) in HCC patients. CONCLUSIONS Gadobenate dimeglumine-enhanced quantitative parameter in the hepatobiliary phase can predict the proliferative subtype of solitary HCC with a moderately high accuracy. CLINICAL RELEVANCE STATEMENT Quantitative information from gadobenate dimeglumine-enhanced MRI can provide crucial information on hepatocellular carcinoma subtypes. It might be valuable to design novel therapeutic strategies, such as targeted therapies or immunotherapy. KEY POINTS • The lesion-to-liver contrast enhancement ratio (LLCER) is an independent predictor of proliferative hepatocellular carcinoma (HCC). • The ability of LLCER to predict proliferative HCC outperformed lesion-to-liver contrast, alpha-fetoprotein > 100 ng/ml, satellite nodules, and rim arterial phase hyperenhancement. • HCC patients with LLCER < -4.59% had a significantly higher incidence of proliferative HCC than those with the LLCER ≥ -4.59%.
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Affiliation(s)
- Feier Ding
- Department of Radiology, Shandong Provincial Hospital, Shandong University, Jinan, 250021, Shandong Province, China
| | - Min Huang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, 250021, Shandong Province, China
| | - Ping Ren
- Department of Radiology, Central Hospital Affiliated to Shandong First Medical University, Jinan, 250021, Shandong Province, China
| | - Junlei Zhang
- Department of Radiology, Shandong Provincial Hospital, Shandong University, Jinan, 250021, Shandong Province, China
| | - Zhengyu Lin
- Department of Interventional Radiology, First Affiliated Hospital of Fujian Medical University, Fuzhou, 350000, Fujian Province, China
| | - Yan Sun
- Department of Radiology, The First Affiliated Hospital of Shandong First Medical University, Jinan, 250021, Shandong Province, China
| | - Changhu Liang
- Department of Radiology, Shandong Provincial Hospital, Shandong University, Jinan, 250021, Shandong Province, China.
| | - Xinya Zhao
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, 250021, Shandong Province, China.
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Yang YQ, Wen ZY, Liu XY, Ma ZH, Liu YE, Cao XY, Hou L, Xie H. Current status and prospect of treatments for recurrent hepatocellular carcinoma. World J Hepatol 2023; 15:129-150. [PMID: 36926237 PMCID: PMC10011906 DOI: 10.4254/wjh.v15.i2.129] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/18/2022] [Revised: 11/13/2022] [Accepted: 01/23/2023] [Indexed: 02/24/2023] Open
Abstract
Owing to its heterogeneous and highly aggressive nature, hepatocellular carcinoma (HCC) has a high recurrence rate, which is a non-negligible problem despite the increasing number of available treatment options. Recent clinical trials have attempted to reduce the recurrence and develop innovative treatment options for patients with recurrent HCC. In the event of liver remnant recurrence, the currently available treatment options include repeat hepatectomy, salvage liver transplantation, tumor ablation, transcatheter arterial chemoembolization, stereotactic body radiotherapy, systemic therapies, and combination therapy. In this review, we summarize the strategies to reduce the recurrence of high-risk tumors and aggressive therapies for recurrent HCC. Additionally, we discuss methods to prevent HCC recurrence and prognostic models constructed based on predictors of recurrence to develop an appropriate surveillance program.
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Affiliation(s)
- Yu-Qing Yang
- Department of Epidemiology and Biostatistics, Jilin University, Changchun 130021, Jilin Province, China
| | - Zhen-Yu Wen
- Department of Occupational and Environmental Health, Jilin University, Changchun 130021, Jilin Province, China
| | - Xiao-Yan Liu
- Senior Department of Hepatology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing 100039, China
| | - Zhen-Hu Ma
- Senior Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing 100039, China
| | - Yan-E Liu
- Department of Epidemiology and Biostatistics, Jilin University, Changchun 130021, Jilin Province, China
| | - Xue-Ying Cao
- Senior Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing 100039, China
| | - Li Hou
- Senior Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing 100039, China
| | - Hui Xie
- Senior Department of Oncology, The Fifth Medical Center of Chinese PLA General Hospital, Beijing 100039, China
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