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Masuda Y, Yeo MHX, Burdio F, Sanchez-Velazquez P, Perez-Xaus M, Pelegrina A, Koh YX, Di Martino M, Goh BKP, Tan EK, Teo JY, Romano F, Famularo S, Ferrari C, Griseri G, Piardi T, Sommacale D, Gianotti L, Molfino S, Baiocchi G, Ielpo B. Factors affecting overall survival and disease-free survival after surgery for hepatocellular carcinoma: a nomogram-based prognostic model-a Western European multicenter study. Updates Surg 2024; 76:57-69. [PMID: 37839048 DOI: 10.1007/s13304-023-01656-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2023] [Accepted: 09/23/2023] [Indexed: 10/17/2023]
Abstract
Few studies have assessed the clinical implications of the combination of different prognostic indicators for overall survival (OS) and disease-free survival (DFS) of resected hepatocellular carcinoma (HCC). This study aimed to evaluate the prognostic factors in HCC patients for OS and DFS outcomes and establish a nomogram-based prognostic model to predict the DFS of HCC. A multicenter, retrospective European study was conducted through the collection of data on 413 consecutive treated patients with a first diagnosis of HCC between January 2010 and December 2020. Univariate and multivariate Cox regression analyses were performed to identify all independent risk factors for OS and DFS outcomes. A nomogram prognostic staging model was subsequently established for DFS and its precision was verified internally by the concordance index (C-Index) and externally by calibration curves. For OS, multivariate Cox regression analysis indicated Child-Pugh B7 score (HR 4.29; 95% CI 1.74-10.55; p = 0.002) as an independent prognostic factor, along with Barcelona Clinic Liver Cancer (BCLC) stage ≥ B (HR 1.95; 95% CI 1.07-3.54; p = 0.029), microvascular invasion (MVI) (HR 2.54; 95% CI 1.38-4.67; p = 0.003), R1/R2 resection margin (HR 1.57; 95% CI 0.85-2.90; p = 0.015), and Clavien-Dindo Grade 3 or more (HR 2.73; 95% CI 1.44-5.18; p = 0.002). For DFS, multivariate Cox regression analysis indicated BCLC stage ≥ B (HR 2.15; 95% CI 1.34-3.44; p = 0.002) as an independent prognostic factor, along with multiple nodules (HR 2.04; 95% CI 1.25-3.32; p = 0.004), MVI (HR 1.81; 95% CI 1.19-2.75; p = 0.005), satellite nodules (HR 1.63; 95% CI 1.09-2.45; p = 0.018), and R1/R2 resection margin (HR 3.39; 95% CI 2.19-5.25; < 0.001). The C-Index of the nomogram, tailored based on the previous significant factors, showed good accuracy (0.70). Internal and external calibration curves for the probability of DFS rate showed optimal consistency and fit well between the nomogram-based prediction and actual observations. MVI and R1/R2 resection margins should be considered as significant OS and DFS predictors, while satellite nodules should be included as a significant DFS predictor. The nomogram-based prognostic model for DFS provides a more effective prognosis assessment for resected HCC patients, allowing for individualized treatment plans.
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Affiliation(s)
- Yoshio Masuda
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Ministry of Health Holdings Singapore, Singapore, Singapore
| | - Mark Hao Xuan Yeo
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Ministry of Health Holdings Singapore, Singapore, Singapore
| | - Fernando Burdio
- Hepato Pancreato Biliary Division, Department of Hepato-Pancreato-Biliary Surgery, Hospital del Mar, Universitat Pompeu Fabra, Passeig Marítim de la Barceloneta, 25, 29, 08003, Barcelona, Spain
| | - Patricia Sanchez-Velazquez
- Hepato Pancreato Biliary Division, Department of Hepato-Pancreato-Biliary Surgery, Hospital del Mar, Universitat Pompeu Fabra, Passeig Marítim de la Barceloneta, 25, 29, 08003, Barcelona, Spain
| | - Marc Perez-Xaus
- Hepato Pancreato Biliary Division, Department of Hepato-Pancreato-Biliary Surgery, Hospital del Mar, Universitat Pompeu Fabra, Passeig Marítim de la Barceloneta, 25, 29, 08003, Barcelona, Spain
| | - Amalia Pelegrina
- Hepato Pancreato Biliary Division, Department of Hepato-Pancreato-Biliary Surgery, Hospital del Mar, Universitat Pompeu Fabra, Passeig Marítim de la Barceloneta, 25, 29, 08003, Barcelona, Spain
| | - Ye Xin Koh
- Department of Hepato-Pancreato-Biliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
- Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Marcello Di Martino
- Hepatobiliary Unit, Department of General and Digestive Surgery, Hospital Universitario La Princesa, Instituto de Investigación Sanitaria Princesa (IIS-IP), Universidad Autónoma de Madrid (UAM), Madrid, Spain
| | - Brian K P Goh
- Department of Hepato-Pancreato-Biliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
- Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Ek Khoon Tan
- Department of Hepato-Pancreato-Biliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
- Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Jin Yao Teo
- Department of Hepato-Pancreato-Biliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore
- Duke-National University of Singapore Medical School, Singapore, Singapore
| | - Fabrizio Romano
- Department of Surgery, School of Medicine and Surgery, University of Milan-Bicocca, Milan, Italy
| | - Simone Famularo
- Department of Hepatobiliary and General Surgery, IRCCS Humanitas Research Hospital, Rozzano, Italy
| | | | - Guido Griseri
- HPB Surgical Unit, San Paolo Hospital, Savona, Italy
| | - Tullio Piardi
- Department of General and Digestive Surgery, Hôpital Robert Debré, Centre Hospitalier Universitaire de Reims, Université de Reims Champagne-Ardenne, Reims, France
| | - Daniele Sommacale
- Department of General and Digestive Surgery, Hôpital Robert Debré, Centre Hospitalier Universitaire de Reims, Université de Reims Champagne-Ardenne, Reims, France
| | - Luca Gianotti
- School of Medicine and Surgery, Milano-Bicocca University and HPB Unit, IRCCS San Gerardo Hospital, Monza, Italy
| | - Sarah Molfino
- Department of Clinical and Experimental Sciences, Surgical Clinic, University of Brescia, Brescia, Italy
| | - Gianluca Baiocchi
- Department of Clinical and Experimental Sciences, Surgical Clinic, University of Brescia, Brescia, Italy
| | - Benedetto Ielpo
- Hepato Pancreato Biliary Division, Department of Hepato-Pancreato-Biliary Surgery, Hospital del Mar, Universitat Pompeu Fabra, Passeig Marítim de la Barceloneta, 25, 29, 08003, Barcelona, Spain.
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Li X, Zhang X, Li Z, Xie C, Qin S, Yan M, Ke Q, Jin X, Lin T, Zhou M, Liang W, Qi Z, Geng Z, Quan X. Two-Trait Predictor of Venous Invasion on Contrast-Enhanced CT as a Preoperative Predictor of Outcomes for Early-Stage Hepatocellular Carcinoma After Hepatectomy. Front Oncol 2021; 11:688087. [PMID: 34540664 PMCID: PMC8442625 DOI: 10.3389/fonc.2021.688087] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 08/10/2021] [Indexed: 12/24/2022] Open
Abstract
Objectives This study aimed to assess the effectiveness of the two-trait predictor of venous invasion (TTPVI) on contrast-enhanced computed tomography (CECT) for the preoperative prediction of clinical outcomes in patients with early-stage hepatocellular carcinoma (HCC) after hepatectomy. Methods This retrospective study included 280 patients with surgically resected HCC who underwent preoperative CECT between 2012 and 2013. CT imaging features of HCC were assessed, and univariate and multivariate Cox regression analyses were used to evaluate the CT features associated with disease-free survival (DFS) and overall survival (OS). Subgroup analyses were used to summarized the hazard ratios (HRs) between patients in whom TTPVI was present and those in whom TTPVI was absent using a forest plot. Results Capsule appearance [HR, 0.504; 95% confidence interval (CI), 0.341–0.745; p < 0.001], TTPVI (HR, 1.842; 95% CI, 1.319–2.572; p < 0.001) and high level of alanine aminotransferase (HR, 1.620; 95% CI, 1.180–2.225, p = 0.003) were independent risk factors for DFS, and TTPVI (HR, 2.509; 95% CI, 1.518–4.147; p < 0.001), high level of alpha-fetoprotein (HR, 1.722; 95% CI, 1.067–2.788; p = 0.026), and gamma-glutamyl transpeptidase (HR, 1.787; 95% CI, 1.134–2.814; p = 0.026) were independent risk factors for OS. A forest plot revealed that the TTPVI present group had lower DFS and OS rates in most subgroups. Patients in whom TTPVI was present in stages I and II had a lower DFS and OS than those in whom TTPVI was absent. Moreover, there were significant differences in DFS (p < 0.001) and OS (p < 0.001) between patients classified as Barcelona Clinic Liver Cancer stage A in whom TTPVI was absent and in whom TTPVI was present. Conclusions TTPVI may be used as a preoperative biomarker for predicting postoperative outcomes for patients with early-stage HCC.
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Affiliation(s)
- Xinming Li
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Xuchang Zhang
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Zhipeng Li
- Department of Radiology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Chuanmiao Xie
- Department of Radiology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Shuping Qin
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Meng Yan
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Qiying Ke
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Xuan Jin
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Ting Lin
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Muyao Zhou
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Wen Liang
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Zhendong Qi
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Zhijun Geng
- Department of Radiology, Sun Yat-sen University Cancer Center, Guangzhou, China
| | - Xianyue Quan
- Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
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Abstract
The diagnosis of hepatocellular carcinoma relies largely on non-invasive imaging, and is well suited for radiomics analysis. Radiomics is an emerging method for quantification of tumor heterogeneity by mathematically analyzing the spatial distribution and relationships of gray levels in medical images. The published studies on radiomics analysis of HCC provide encouraging data demonstrating potential utility for prediction of tumor biology, molecular profiles, post-therapy response, and outcome. The combination of radiomics data and clinical/laboratory information provides added value in many studies. Radiomics is a multi-step process that requires optimization and standardization, the development of semi-automated or automated segmentation methods, robust data quality control, and refinement of algorithms and modeling approaches for high-throughput data analysis. While radiomics remains largely in the research setting, the strong associations of predictive models and nomograms with certain pathologic, molecular, and immune markers with tumor aggressiveness and patient outcomes, provide great potential for clinical applications to inform optimized treatment strategies and patient prognosis.
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Wang X, Cheng Y, Yan LL, An R, Wang XY, Wang HY. Exploring DNA Methylation Profiles Altered in Cryptogenic Hepatocellular Carcinomas by High-Throughput Targeted DNA Methylation Sequencing: A Preliminary Study for Cryptogenic Hepatocellular Carcinoma. Onco Targets Ther 2020; 13:9901-9916. [PMID: 33116575 PMCID: PMC7547808 DOI: 10.2147/ott.s267812] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 09/04/2020] [Indexed: 12/19/2022] Open
Abstract
Background Hepatocellular carcinoma (HCC) includes cryptogenic hepatocellular carcinomas (CR-HCC) that lack a defined cause. Specific DNA methylation patterns and comparisons of the aberrant alterations in DNA methylation between CR-HCC and adjacent peritumor tissues (APTs) have not yet been reported. Methods The SureSelectXT Methyl-Seq Target Enrichment System was used to sequence targeted DNA methylation in three paired CR-HCC tissues and APTs. Gene Ontology (GO) enrichment and KEGG pathway analysis were performed to investigate the DNA methylation mechanism of CR-HCC. The mRNA expression levels of HOXB-AS3, HOXB6, HOXB3, USP18, MAP3K6, TIRAP, TNNI2, SHC3, CTTN, and TFAP2A, selected from the identified signaling pathways, were evaluated by quantitative real-time PCR (qPCR). Results A total of 1728 differentially methylated regions (DMRs) were identified in tumor tissues compared with non-tumor tissues, of which 868 DMRs were hypermethylated and 860 were hypomethylated. The DMRs were mapped within 2091 DMR-associated genes (DMGs). The mRNA expression of HOXB-AS3, HOXB3, and MAP3K6 was downregulated in CR-HCC tissues compared to the APTs. However, the mRNA expression of TIRAP, SHC3, and CTTN was upregulated in the CR-HCC tissues. Differences between the mRNA expression of HOXB6, USP18, TNNI2, and TFAP2A in the CR-HCC and APTS tissues were not statistically significant. GO analysis showed that the molecular functions of “binding”, “protein binding”, and “cytoskeletal protein binding” were the main categories for the hypermethylated DMGs. The hypomethylated DMGs were mostly enriched in the molecular functions “binding”, “protein binding”, “calcium ion binding”, among others. KEGG pathway analysis showed that the hypermethylated DMGs were enriched in several pathways such as “estrogen signaling pathway”, while hypomethylated DMGs were enriched in several pathways such as “proteoglycans in cancer”, suggesting that epigenetic modifications play important roles in the cryptogenic hepatocarcinogenesis. Conclusion These results provide useful information for future work to characterize the functions of epigenetic mechanisms on CR-HCC.
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Affiliation(s)
- Xin Wang
- Department of Emergency Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, People's Republic of China
| | - Ya Cheng
- Department of Emergency Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, People's Republic of China
| | - Liang-Liang Yan
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, People's Republic of China
| | - Ran An
- Department of Emergency Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, People's Republic of China
| | - Xing-Yu Wang
- Department of Emergency Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, People's Republic of China
| | - Heng-Yi Wang
- Department of Emergency Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei 230032, People's Republic of China
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