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Chen ICY, Dungca LBP, Yong CC, Chen CL. Sequential living donor liver transplantation after liver resection optimizes outcomes for patients with high-risk hepatocellular carcinoma. Hepatobiliary Pancreat Dis Int 2024:S1499-3872(24)00127-9. [PMID: 39510903 DOI: 10.1016/j.hbpd.2024.10.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Accepted: 10/16/2024] [Indexed: 11/15/2024]
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) is a leading cause of cancer-related mortality. While liver transplantation (LT) provides the best long-term survival, it is constrained by organ scarcity and strict criteria. Liver resection (LR) is often the initial treatment for patients with solitary tumors and preserved liver function. The high recurrence rates associated with LR has prompted the exploration of sequential living donor liver transplantation (seqLDLT) after LR as a strategy for HCC patients with high-risk of recurrence. METHODS We analyzed data from 27 adult patients who underwent seqLDLT after LR for HCC at Kaohsiung Chang Gung Memorial Hospital (KCGMH) between June 1994 and December 2023. Patients were selected based on high-risk histopathological features post-LR or as part of downstaging strategy. Outcomes measured included overall survival (OS) and disease-free survival (DFS). RESULTS Among 765 HCC patients who underwent LDLT, 204 received LR before LDLT, and 27 underwent seqLDLT. Five patients (19%) underwent living donor liver transplantation (LDLT) following LR as a downstaging strategy while the rest received seqLDLT as a preemptive strategy. The median age was 53.5 years with 85% males. Chronic hepatitis B was the predominant underlying disease (74%). The 1-, 3-, and 5-year OS and DFS rates were 100%, 96.0%, 96.0% and 100%, 96.2%, 96.2%, respectively, with two patients experiencing HCC recurrence. One patient died from HCC recurrence. High-risk histopathological features included microvascular invasion (52%), satellite nodules (15%), multiple tumors (26%), tumors > 5 cm (19%), and a total tumor diameter > 10 cm (7%). CONCLUSIONS SeqLDLT offers a promising, tailored approach for managing HCC with adverse histopathologic features. Combining seqLDLT, downstaging strategies, and multidisciplinary treatments can achieve satisfactory OS and DFS in carefully selected patients, highlighting the need for refined criteria to identify the best candidates.
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Affiliation(s)
- Itsuko Chih-Yi Chen
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta-Pei Road, Niao-Sung, Kaohsiung, Taiwan, China
| | - Leona Bettina P Dungca
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta-Pei Road, Niao-Sung, Kaohsiung, Taiwan, China
| | - Chee-Chien Yong
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta-Pei Road, Niao-Sung, Kaohsiung, Taiwan, China
| | - Chao-Long Chen
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, 123 Ta-Pei Road, Niao-Sung, Kaohsiung, Taiwan, China.
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Lo Prinzi F, Rossari F, Silletta M, Foti S, Camera S, Vitiello F, Amadeo E, De Cobelli F, Aldrighetti L, Rimini M, Casadei-Gardini A. Intermediate hepatocellular carcinoma: new horizons and prospects for our patients. Expert Rev Gastroenterol Hepatol 2024; 18:661-672. [PMID: 39482984 DOI: 10.1080/17474124.2024.2422367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/21/2024] [Accepted: 10/24/2024] [Indexed: 11/03/2024]
Abstract
INTRODUCTION In recent years, significant progress has been made in treatment strategies for intermediate-stage hepatocellular carcinoma (HCC), which is a highly heterogeneous patient population requiring tailored therapies based on tumor characteristics. METHODS We conducted a comprehensive review of treatment approaches for intermediate-stage HCC, highlighting the evolution of treatment options over time. While chemoembolization remains the standard therapy for many patients, it has advanced to include combinations with systemic therapies, known as combination therapy, which is becoming the new standard of care for this group. CONCLUSION Based on our clinical and research experience, combination therapy is increasingly recognized as the preferred first-line treatment for intermediate-stage HCC patients. This approach allows most patients to be candidates for subsequent curative-intent treatments, while a smaller number will require palliative care.
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Affiliation(s)
- Federica Lo Prinzi
- Operative Research Unit of Oncology, Fondazione Policlinico Universitario Campus Bio- Medico, Rome, Italy
| | - Federico Rossari
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
- San Raffaele Telethon Institute for Gene Therapy (SR-Tiget), IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Marianna Silletta
- Operative Research Unit of Oncology, Fondazione Policlinico Universitario Campus Bio- Medico, Rome, Italy
| | - Silvia Foti
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Silvia Camera
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Francesco Vitiello
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Elisabeth Amadeo
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Francesco De Cobelli
- Clinical and Experimental Radiology Unit, Vita-Salute San Raffaele University, Milan, Italy
| | - Luca Aldrighetti
- Department of Surgery, Liver Unit, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Margherita Rimini
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
| | - Andrea Casadei-Gardini
- Department of Oncology, Vita-Salute San Raffaele University, IRCCS San Raffaele Scientific Institute Hospital, Milan, Italy
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Makary MS, Alexander J, Regalado LE, Jalil S, Mumtaz K. Clinical outcomes of DEB-TACE in locally advanced hepatocellular carcinoma: A 5-year real world experience. PLoS One 2024; 19:e0309693. [PMID: 39264904 PMCID: PMC11392408 DOI: 10.1371/journal.pone.0309693] [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: 08/08/2023] [Accepted: 08/18/2024] [Indexed: 09/14/2024] Open
Abstract
PURPOSE To evaluate outcomes including safety and efficacy of drug-eluting bead trans-arterial chemo-embolization (DEB-TACE) in the treatment of locally advanced hepatocellular carcinoma (LA-HCC). MATERIALS AND METHODS In this single-center, retrospective study, we evaluated 471 consecutive patients with LA-HCC who underwent DEB-TACE from 2015 to 2020. Efficacy of DEB-TACE was assessed based on the imaging response using the modified Response Evaluation Criteria in Solid Tumors (mRECIST) and the biochemical response using alpha-fetoprotein (AFP) levels at 1-month follow-up. Adverse events, progression free survival (PFS), and overall survival were also examined. RESULTS HCC distribution was bilobar in 49% with largest lesion mean size of 4.3 cm ± 3.2, and a majority of patients (46.7%) were Barcelona Club Liver Cancer (BCLC) stage B. Complete radiologic response was achieved in 120 (25.5%) patients, comparable to a reported 28% rate for conventional TACE. Biochemically, 41 (8.7%) patients achieved complete response, and 113 (24%) had a partial response. A total of 59 (12.5%) patients were successfully bridged to liver transplantation. Major adverse events were observed in 3%, while 7.2% experienced post-embolization syndrome. Mean PFS was 6.7 months ± 6.6, and overall survival was 64%, 16.3%, 2.1% at 1, 3, and 5 years, respectively. CONCLUSION Based on our real world experience at a single center, DEB-TACE remains the locoregional therapy of choice for LA-HCC due to its favorable safety and efficacy profile.
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Affiliation(s)
- Mina S Makary
- Division of Vascular and Interventional Radiology, Department of Radiology, The Ohio State University Wexner Medical Center, Columbus, Ohio, United States of America
| | - Jonathan Alexander
- Department of Radiology, Madigan Army Medical Center, Tacoma, Washington, United States of America
| | - Luis E Regalado
- Department of Radiology, Northwestern University Medical Center, Chicago, Illinois, United States of America
| | - Sajid Jalil
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Internal Medicine, The Ohio State University Wexner Medical Center, Columbus, Ohio, United States of America
| | - Khalid Mumtaz
- Division of Gastroenterology, Hepatology, and Nutrition, Department of Internal Medicine, The Ohio State University Wexner Medical Center, Columbus, Ohio, United States of America
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Finotti M, Romano M, Grossi U, Dalla Bona E, Pelizzo P, Piccino M, Scopelliti M, Zanatta P, Zanus G. Innovations in Liver Preservation Techniques for Transplants from Donors after Circulatory Death: A Special Focus on Transplant Oncology. J Clin Med 2024; 13:5371. [PMID: 39336858 PMCID: PMC11432009 DOI: 10.3390/jcm13185371] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2024] [Revised: 09/02/2024] [Accepted: 09/03/2024] [Indexed: 09/30/2024] Open
Abstract
Liver transplantation is the preferred treatment for end-stage liver disease. Emerging evidence suggests a potential role for liver transplantation in treating liver tumors such as colorectal liver metastases and cholangiocarcinoma. However, due to a limited donor pool, the use of marginal grafts from donation after circulatory death (DCD) donors is increasing to meet demand. Machine perfusion is crucial in this context for improving graft acceptance rates and reducing ischemia-reperfusion injury. Few studies have evaluated the role of machine perfusion in the context of transplant oncology. Perfusion machines can be utilized in situ (normothermic regional perfusion-NRP) or ex situ (hypothermic and normothermic machine perfusion), either in combination or as a complement to conventional in situ cold flush and static cold storage. The objective of this analysis is to provide an up-to-date overview of perfusion machines and their function in donation after circulatory death with particular attention to their current and likely potential effects on transplant oncology. A literature review comparing standard cold storage to machine perfusion methods showed that, so far, there is no evidence that these devices can reduce the tumor recurrence rate. However, some evidence suggests that these innovative perfusion techniques can improve graft function, reduce ischemia-reperfusion injury, and, based on this mechanism, may lead to future improvements in cancer recurrence.
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Affiliation(s)
- Michele Finotti
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
- Simmons Transplant Institute, Baylor University Medical Center, Dallas, TX 75246, USA
| | - Maurizio Romano
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
| | - Ugo Grossi
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
| | - Enrico Dalla Bona
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
| | - Patrizia Pelizzo
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
| | - Marco Piccino
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
| | - Michele Scopelliti
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
| | - Paolo Zanatta
- Department of Anesthesiology and Critical Care, Treviso Regional Hospital AULSS 2 Marca Trevigiana, 31100 Treviso, Italy
| | - Giacomo Zanus
- Hepatobiliary and General Surgery Unit, Regional Hospital Treviso, Dipartimento di Scienze Chirurgiche Oncologiche e Gastroenterologiche (DISCOG), University of Padua, 35128 Padua, Italy
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Yakubu I, Flynn S, Khan H, Nguyen M, Razzaq R, Patel V, Kumaran V, Sharma A, Siddiqui MS. Burden of Portal Hypertension Complications Is Greater in Liver Transplant Wait-Listed Registrants with End-Stage Liver Disease and Type 2 Diabetes. Dig Dis Sci 2024; 69:3554-3562. [PMID: 38987444 PMCID: PMC11415399 DOI: 10.1007/s10620-024-08499-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2024] [Accepted: 05/11/2024] [Indexed: 07/12/2024]
Abstract
BACKGROUND AND AIMS Impact of type 2 diabetes mellitus (T2DM) in patients with end-stage liver disease (ESLD) awaiting liver transplantation (LT) remains poorly defined. The objective of the present study is to evaluate the relationship between T2DM and clinical outcomes among patients with LT waitlist registrants. We hypothesize that the presence of T2DM will be associated with worse clinical outcomes. METHODS 593 patients adult (age 18 years or older) who were registered for LT between 1/2010 and 1/2017 were included in this retrospective analysis. The impact of T2DM on liver-associated clinical events (LACE), survival, hospitalizations, need for renal replacement therapy, and likelihood of receiving LT were evaluated over a 12-month period. LACE was defined as variceal hemorrhage, hepatic encephalopathy, and ascites. Kaplan-Meier and Cox regression analysis were used to determine the association between T2DM and clinical outcomes. RESULTS The baseline prevalence of T2DM was 32% (n = 191) and patients with T2DM were more likely to have esophageal varices (61% vs. 47%, p = 0.002) and history of variceal hemorrhage (23% vs. 16%, p = 0.03). The presence of T2DM was associated with increased risk of incident ascites (HR 1.91, 95% CI 1.11, 3.28, p = 0.019). Patients with T2DM were more likely to require hospitalizations (56% vs. 49%, p = 0.06), hospitalized with portal hypertension-related complications (22% vs. 14%; p = 0.026), and require renal replacement therapy during their hospitalization. Patients with T2DM were less likely to receive a LT (37% vs. 45%; p = 0.03). Regarding MELD labs, patients with T2DM had significantly lower bilirubin at each follow-up; however, no differences in INR and creatinine were noted. CONCLUSION Patients with T2DM are at increased risk of clinical outcomes. This risk is not captured in MELD score, which may potentially negatively affect their likelihood of receiving LT.
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Affiliation(s)
- Idris Yakubu
- Department of Pharmacy, Virginia Commonwealth University (VCU), Richmond, USA
| | - Sean Flynn
- Department of Internal Medicine, Virginia Commonwealth University (VCU), Richmond, USA
| | - Hiba Khan
- Department of Internal Medicine, Virginia Commonwealth University (VCU), Richmond, USA
| | - Madison Nguyen
- Department of Internal Medicine, Virginia Commonwealth University (VCU), Richmond, USA
| | - Rehan Razzaq
- Department of Internal Medicine, Virginia Commonwealth University (VCU), Richmond, USA
| | - Vaishali Patel
- Division of Gastroenterology and Hepatology, Virginia Commonwealth University School of Medicine, Richmond, USA
| | | | - Amit Sharma
- Division of Transplant Surgery, VCU, Richmond, USA
| | - Mohammad Shadab Siddiqui
- Division of Gastroenterology and Hepatology, Virginia Commonwealth University School of Medicine, Richmond, USA.
- Virginia Commonwealth University, 1200 East Broad Street, P.O. Box 980204, Richmond, VA, 23298, USA.
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Trevisani F, Vitale A, Kudo M, Kulik L, Park JW, Pinato DJ, Cillo U. Merits and boundaries of the BCLC staging and treatment algorithm: Learning from the past to improve the future with a novel proposal. J Hepatol 2024; 80:661-669. [PMID: 38266658 DOI: 10.1016/j.jhep.2024.01.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Revised: 12/03/2023] [Accepted: 01/04/2024] [Indexed: 01/26/2024]
Abstract
In this Expert Opinion, we thoroughly analyse the Barcelona Clinic Liver Cancer (BCLC) staging and treatment algorithm for hepatocellular carcinoma (HCC) that, since 1999, has standardised HCC management, offering a structured approach for the prognostic evaluation and treatment of patients with HCC. The first part of the article presents the strengths and evolutionary improvements of the BCLC staging system. Nevertheless, both patient characteristics and available treatments have changed in the last two decades, limiting the role of the BCLC criteria for treatment allocation in a growing number of patients. As therapeutic options expand and become more effective, the stage-linked treatment decision-making algorithm may lead to undertreatment and suboptimal outcomes for patients with disease beyond early-stage HCC. Consequently, strict adherence to BCLC criteria is limited in expert centres, particularly for patients diagnosed beyond early-stage HCC. Although the BCLC system remains the benchmark against which other therapeutic frameworks must be judged, the era of precision medicine calls for patient-tailored therapeutic decision-making (by a multidisciplinary tumour board) rather than stage-dictated treatment allocation. Acknowledging this conceptual difference in clinical management, the second part of the article describes a novel "multiparametric therapeutic hierarchy", which integrates a comprehensive assessment of clinical factors, biomarkers, technical feasibility, and resource availability. Lastly, considering the increasing efficacy of locoregional and systemic treatments, the concept of "converse therapeutic hierarchy" is introduced. These treatments can increase the feasibility (conversion approach) and effectiveness (adjuvant approach of systemic therapy) of potentially curative approaches to greatly improve clinical outcomes.
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Affiliation(s)
- Franco Trevisani
- Unit of Semetiotics, Liver and Alcohol-related Disease, IRCCS Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy; Units of Semetiotics, Liver and Alcohol-related disease, Alma Mater Studiorum - University of Bologna, Bologna, Italy
| | - Alessandro Vitale
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy.
| | - Masatoshi Kudo
- Department of Gastroenterology and Hepatology, Kindai University Faculty of Medicine, Osaka, Japan
| | | | - Joon-Won Park
- Center for Liver and Pancreatobiliary Cancer, National Cancer Center, Goyang, Korea
| | - David J Pinato
- Department of Surgery & Cancer, Imperial College London, London, UK; Division of Oncology, Department of Translational Medicine (DIMET), The University of Piemonte Orientale "A. Avogadro", Novara, Italy
| | - Umberto Cillo
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy
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Anselmo A, Siragusa L, Brigato P, Riccetti C, Collini A, Sensi B, Tisone G. Primary versus Salvage Liver Transplantation after Curative-Intent Resection or Radiofrequency Ablation for Hepatocellular Carcinoma: Long-Term Oncological Outcomes. Cancers (Basel) 2023; 15:5030. [PMID: 37894397 PMCID: PMC10605470 DOI: 10.3390/cancers15205030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2023] [Revised: 10/02/2023] [Accepted: 10/10/2023] [Indexed: 10/29/2023] Open
Abstract
Liver transplantation for hepatocellular carcinoma (HCC) may be performed ab initio, primary liver transplantation (PLT), or for HCC recurrence after previous treatments such as liver resection (LR) or radiofrequency ablation (RFA), salvage liver transplantation (SLT). The aim of this study was to evaluate the oncological outcomes of SLT vs. PLT. For this, a retrospective study was carried out on patients undergoing liver transplantation for HCC. The outcomes of PLT were compared with those of SLT. The primary outcome was disease-free survival (DFS). The secondary outcomes included overall survival (OS), cancer-specific survival (CSS), and major postoperative complications. A sub-analysis of SLT-LR and SLT-RFA was also performed. In total, 141 patients were included: 96 underwent PLT and 45 SLT. Among the SLT group, 25 patients had undergone previous LR while 20 had had RFA. There were no differences in the major postoperative complications. Unadjusted DFS was significantly longer in the PLT group (p = 0.02), as were OS (p = 0.025) and CSS (p = 0.001). There was no difference in DFS between PLT and SLT-LR groups, while a significant difference was found between the PLT and SLT-RFA groups (p = 0.035). Nonetheless, DFS was no different between the SLT-LR and SLT-RFA groups. PLT appears to offer superior long-term oncological outcomes to SLT. Both SLT-LR and SLT-RFA offer acceptable OS and CSS. Further prospective studies are needed to confirm these results, but the re-direction of grafts and transplant philosophy towards PLT rather than SLT may need to be considered.
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Affiliation(s)
- Alessandro Anselmo
- Department of Surgical Sciences, Hepatobiliary and Transplant Unit, Policlinico Tor Vergata, 00133 Rome, Italy
| | - Leandro Siragusa
- Department of Surgical Science, University of Rome “Tor Vergata”, 00133 Rome, Italy (P.B.)
| | - Paolo Brigato
- Department of Surgical Science, University of Rome “Tor Vergata”, 00133 Rome, Italy (P.B.)
| | - Camilla Riccetti
- Department of Surgical Science, University of Rome “Tor Vergata”, 00133 Rome, Italy (P.B.)
| | - Andrea Collini
- Renal Transplant Center, Siena University Hospital, 53100 Siena, Italy
| | - Bruno Sensi
- Department of Surgical Science, University of Rome “Tor Vergata”, 00133 Rome, Italy (P.B.)
| | - Giuseppe Tisone
- Department of Surgical Sciences, Hepatobiliary and Transplant Unit, Policlinico Tor Vergata, 00133 Rome, Italy
- Department of Surgical Science, University of Rome “Tor Vergata”, 00133 Rome, Italy (P.B.)
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8
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Nie P, Zhang J, Miao W, Duan S, Wang T, Zhang J, Gu J, Wang N, Zhang R, Wang X, Yang G, Rao W, Wang Z. Incremental value of radiomics-based heterogeneity to the existing risk criteria in predicting recurrence of hepatocellular carcinoma after liver transplantation. Eur Radiol 2023; 33:6608-6618. [PMID: 37012548 DOI: 10.1007/s00330-023-09591-3] [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: 09/16/2022] [Revised: 01/02/2023] [Accepted: 02/17/2023] [Indexed: 04/05/2023]
Abstract
OBJECTIVES The aim of the study was to evaluate the association between the radiomics-based intratumoral heterogeneity (ITH) and the recurrence risk in hepatocellular carcinoma (HCC) patients after liver transplantation (LT), and to assess its incremental to the Milan, University of California San Francisco (UCSF), Metro-Ticket 2.0, and Hangzhou criteria. METHODS A multicenter cohort of 196 HCC patients were investigated. The endpoint was recurrence-free survival (RFS) after LT. A CT-based radiomics signature (RS) was constructed and assessed in the whole cohort and in the subgroups stratified by the Milan, UCSF, Metro-Ticket 2.0, and Hangzhou criteria. The R-Milan, R-UCSF, R-Metro-Ticket 2.0, and R-Hangzhou nomograms which combined RS and the four existing risk criteria were developed respectively. The incremental value of RS to the four existing risk criteria in RFS prediction was evaluated. RESULTS RS was significantly associated with RFS in the training and test cohorts as well as in the subgroups stratified by the existing risk criteria. The four combined nomograms showed better predictive capability than the existing risk criteria did with higher C-indices (R-Milan [training/test] vs. Milan, 0.745/0.765 vs. 0.677; R-USCF vs. USCF, 0.748/0.767 vs. 0.675; R-Metro-Ticket 2.0 vs. Metro-Ticket 2.0, 0.756/0.783 vs. 0.670; R-Hangzhou vs. Hangzhou, 0.751/0.760 vs. 0.691) and higher clinical net benefit. CONCLUSIONS The radiomics-based ITH can predict outcomes and provide incremental value to the existing risk criteria in HCC patients after LT. Incorporating radiomics-based ITH in HCC risk criteria may facilitate candidate selection, surveillance, and adjuvant trial design. KEY POINTS • Milan, USCF, Metro-Ticket 2.0, and Hangzhou criteria may be insufficient for outcome prediction in HCC after LT. • Radiomics allows for the characterization of tumor heterogeneity. • Radiomics adds incremental value to the existing criteria in outcome prediction.
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Affiliation(s)
- Pei Nie
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Juntao Zhang
- GE Healthcare, Precision Health Institution, Shanghai, China
| | - Wenjie Miao
- Department of Nuclear Medicine, The Affiliated Hospital of Qingdao University, No. 59, Haier Road, Qingdao, Shandong, 266061, China
| | - Shaofeng Duan
- GE Healthcare, Precision Health Institution, Shanghai, China
| | - Tongyu Wang
- Department of Radiology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong, China
| | - Ju Zhang
- Department of Nuclear Medicine, The Affiliated Hospital of Qingdao University, No. 59, Haier Road, Qingdao, Shandong, 266061, China
| | - Jinyang Gu
- Department of Transplantation, Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Ning Wang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, No. 324, Jingwu Road, Jinan, Shandong, 250021, China
| | - Ran Zhang
- Huiying Medical Technology Co. Ltd, Beijing, China
| | - Ximing Wang
- Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, No. 324, Jingwu Road, Jinan, Shandong, 250021, China.
| | - Guangjie Yang
- Department of Nuclear Medicine, The Affiliated Hospital of Qingdao University, No. 59, Haier Road, Qingdao, Shandong, 266061, China.
| | - Wei Rao
- Division of Hepatology, Liver Disease Center, Organ Transplantation Center, The Affiliated Hospital of Qingdao University, No. 59, Haier Road, Qingdao, Shandong, 266061, China.
| | - Zhenguang Wang
- Department of Nuclear Medicine, The Affiliated Hospital of Qingdao University, No. 59, Haier Road, Qingdao, Shandong, 266061, China.
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9
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Vitale A, Cabibbo G, Iavarone M, Viganò L, Pinato DJ, Ponziani FR, Lai Q, Casadei-Gardini A, Celsa C, Galati G, Gambato M, Crocetti L, Renzulli M, Giannini EG, Farinati F, Trevisani F, Cillo U. Personalised management of patients with hepatocellular carcinoma: a multiparametric therapeutic hierarchy concept. Lancet Oncol 2023; 24:e312-e322. [PMID: 37414020 DOI: 10.1016/s1470-2045(23)00186-9] [Citation(s) in RCA: 76] [Impact Index Per Article: 38.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 04/07/2023] [Accepted: 04/20/2023] [Indexed: 07/08/2023]
Abstract
Advances in the surgical and systemic therapeutic landscape of hepatocellular carcinoma have increased the complexity of patient management. A dynamic adaptation of the available staging-based algorithms is required to allow flexible therapeutic allocation. In particular, real-world hepatocellular carcinoma management increasingly relies on factors independent of oncological staging, including patients' frailty, comorbid burden, critical tumour location, multiple liver functional parameters, and specific technical contraindications impacting the delivery of treatment and resource availability. In this Policy Review we critically appraise how treatment allocation strictly based on pretreatment staging features has shifted towards a more personalised treatment approach, in which expert tumour boards assume a central role. We propose an evidence-based framework for hepatocellular carcinoma treatment based on the novel concept of multiparametric therapeutic hierarchy, in which different therapeutic options are ordered according to their survival benefit (ie, from surgery to systemic therapy). Moreover, we introduce the concept of converse therapeutic hierarchy, in which therapies are ordered according to their conversion abilities or adjuvant abilities (ie, from systemic therapy to surgery).
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Affiliation(s)
- Alessandro Vitale
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy.
| | - Giuseppe Cabibbo
- Department of Health Promotion, Mother & Child Care, Internal Medicine & Medical Specialties, Gastroenterology & Hepatology Unit, University of Palermo, Palermo, Italy.
| | - Massimo Iavarone
- Division of Gastroenterology and Hepatology, Foundation Istituto di Ricovero e Cura a Carattere Scientifico Ca' Granda Ospedale Maggiore Policlinico, Milan, Italy
| | - Luca Viganò
- Hepatobiliary Unit, Department of Minimally Invasive General & Oncologic Surgery, Humanitas Gavazzeni University Hospital, Bergamo, Italy; Department of Biomedical Sciences, Humanitas University, Milan, Italy
| | - David J Pinato
- Department of Surgery & Cancer, Imperial College London, London, UK; Division of Oncology, Department of Translational Medicine, University of Piemonte Orientale, Novara, Italy
| | - Francesca Romana Ponziani
- Internal Medicine and Gastroenterology, Fondazione Policlinico Universitario Agostino Gemelli Istituto di Ricovero e Cura a Carattere Scientifico, Università Cattolica del Sacro Cuore, Rome, Italy
| | - Quirino Lai
- General Surgery and Organ Transplantation Unit, Azienda Ospedaliero-Universitaria Policlinico Umberto I, Sapienza University of Rome, Rome, Italy
| | - Andrea Casadei-Gardini
- Department of Oncology, Istituto di Ricovero Cura a Carattere Scientifico San Raffaele Scientific Institute Hospital, Vita-Salute San Raffaele University, Milan, Italy
| | - Ciro Celsa
- Department of Health Promotion, Mother & Child Care, Internal Medicine & Medical Specialties, Gastroenterology & Hepatology Unit, University of Palermo, Palermo, Italy; Department of Surgical, Oncological and Oral Sciences, University of Palermo, Palermo, Italy
| | - Giovanni Galati
- Unit of Clinical Medicine and Hepatology, University Campus Bio-Medico, Rome, Italy
| | - Martina Gambato
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy
| | - Laura Crocetti
- Department of Radiology and Interventional Radiology, University of Pisa, Pisa, Italy
| | - Matteo Renzulli
- Department of Radiology, Istituto di Ricovero e Cura a Carattere Scientifico Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Edoardo G Giannini
- Gastroenterology Unit, Department of Internal Medicine, University of Genova, Istituto di Ricovero e Cura a Carattere Scientifico Ospedale Policlinico San Martino, Genova, Italy
| | - Fabio Farinati
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy
| | - Franco Trevisani
- Unit of Semeiotics, Liver and Alcohol-related diseases, Istituto di Ricovero e Cura a Carattere Scientifico Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Umberto Cillo
- Department of Surgical, Oncological and Gastroenterological Sciences, University of Padova, Padova, Italy
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10
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Finotti M, D’Amico FE, Romano M, Brizzolari M, Scopelliti M, Zanus G. Colorectal Liver Metastases: A Literature Review of Viable Surgical Options with a Special Focus on Microwave Liver Thermal Ablation and Mini-Invasive Approach. J Pers Med 2022; 13:33. [PMID: 36675694 PMCID: PMC9866288 DOI: 10.3390/jpm13010033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Revised: 11/28/2022] [Accepted: 12/20/2022] [Indexed: 12/28/2022] Open
Abstract
Colorectal cancer (CRC) is the third most common tumor worldwide and it is characterized in 20-30% of cases by liver involvement, which strongly affects the long-term patient outcome. There are many available therapies for liver colorectal metastases (CRLMs); the current standard of care is represented by liver resection, and when feasible, associated with systemic chemotherapy. Microwave thermal ablation (MWA) is a viable option in unresectable patients or to achieve treatment with a parenchymal spearing approach. A literature review was performed for studies published between January 2000 and July 2022 through a database search using PUBMED/Medline and the Cochrane Collaboration Library with the following MeSH search terms and keywords: microwave, ablation, liver metastases, colorectal neoplasm, and colon liver rectal metastases. The recurrence rate and overall patients' survival were evaluated, showing that laparoscopic MWA is safe and effective to treat CRLMs when resection is not feasible, or a major hepatectomy in fragile patients is necessary. Considering the low morbidity of this procedure, it is a viable option to treat patients with recurrent diseases in the era of effective chemotherapy and multimodal treatments.
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Affiliation(s)
- Michele Finotti
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy
- Baylor Scott & White Annette C. and Harold C. Simmons Transplant Institute, Baylor University Medical, Dallas, TX 75204, USA
| | | | - Maurizio Romano
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy
| | - Marco Brizzolari
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy
| | - Michele Scopelliti
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy
| | - Giacomo Zanus
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy
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11
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Kim P, Littau M, Baker TB, Abdelsattar Z, Tonelli C, Bunn C, Kulshrestha S, Luchette FA, Scaglione S, Baker MS. The benefit of liver transplant beyond Milan criteria: An analysis using the National Cancer Database. Surgery 2022; 172:1823-1828. [PMID: 36096963 DOI: 10.1016/j.surg.2022.07.020] [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: 02/28/2022] [Revised: 06/06/2022] [Accepted: 07/25/2022] [Indexed: 01/06/2023]
Abstract
BACKGROUND Published studies examining the efficacy of liver transplantation in patients presenting with hepatocellular cancer beyond the traditional Milan criteria for liver transplantation have primarily been single institution series with limited ability to compare outcomes to alternative methods of management. METHODS We queried the National Cancer Database to identify patients presenting between 2004 and 2016 with histologically confirmed clinical stage III and IVA hepatocellular cancer. Multivariable regression was used to identify factors associated with liver transplantation. Patients undergoing liver transplantation were 1:1 propensity score-matched for age, demographics, comorbid disease, clinical stage, and histologic resection margin to those undergoing surgical resection. The Kaplan-Meier method was used to compare overall survival profiles for matched cohorts. RESULTS Seven hundred and ninety-two patients met inclusion criteria-590 (74.5%) underwent surgical resection and 202 (25.5%) liver transplantation. On adjusted analysis, patients undergoing liver transplantation were less likely to have advanced age (>60 years; odds ratio 0.39, 95% confidence interval [0.21-0.71]) and to be of Black race (odds ratio 0.42, 95% confidence interval [0.23-0.73]) or Asian (odds ratio 0.25, 95% confidence interval [0.11-0.53]) ethnicity but were more likely to have advanced (Charlson score >2) comorbidity scores, (odds ratio 2.48, 95% confidence interval [1.58-3.90]) and more likely to have private health insurance (odds ratio 4.17, 95% confidence interval [1.31-18.66]) than those undergoing surgical resection. On Kaplan-Meier analysis of matched cohorts, patients undergoing liver transplantation demonstrated significantly better rates of 5-year overall survival (65.3% vs 26.3%, P < .0001) and longer median overall survival times than those undergoing resection (53.1 ± 2.78 vs 26.9 ± 1.20 months, P < .0001). CONCLUSION Liver transplantation offers the potential to be an effective treatment modality in select patients presenting with stage III and IVA hepatocellular cancer.
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Affiliation(s)
- Preston Kim
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | - Michael Littau
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | - Talia B Baker
- University of Chicago Pritzker School of Medicine, IL
| | - Zaid Abdelsattar
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | - Celsa Tonelli
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | - Corinne Bunn
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | | | - Fred A Luchette
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | - Steven Scaglione
- Loyola University Chicago Stritch School of Medicine, Maywood, IL
| | - Marshall S Baker
- Loyola University Chicago Stritch School of Medicine, Maywood, IL.
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12
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FINOTTI M, D’AMICO F, TESTA G. The current and future role of robotic surgery in liver surgery and transplantation. Minerva Surg 2022; 77:380-390. [DOI: 10.23736/s2724-5691.22.09629-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
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13
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Zanus G, Tagliente G, Rossi S, Bonis A, Zambon M, Scopelliti M, Brizzolari M, Grossi U, Romano M, Finotti M. Pulsed Microwave Liver Ablation: An Additional Tool to Treat Hepatocellular Carcinoma. Cancers (Basel) 2022; 14:748. [PMID: 35159014 PMCID: PMC8833939 DOI: 10.3390/cancers14030748] [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: 12/15/2021] [Revised: 01/26/2022] [Accepted: 01/29/2022] [Indexed: 12/15/2022] Open
Abstract
This study aimed to analyze the outcomes of HCC patients treated with a novel technique-pulsed microwave ablation (MWA)-in terms of safety, local tumor progression (LTP), intrahepatic recurrence (IHR), and overall survival (OS). A total of 126 pulsed microwave procedures have been performed in our center. We included patients with mono- or multifocal HCC (BCLC 0 to D). The LTP at 12 months was 9.9%, with an IHR rate of 27.8% at one year. Survival was 92.0% at 12 months with 29.4% experiencing post-operative complications (28.6% Clavien-Dindo 1-2, 0.8% Clavien-Dindo 3-4). Stratifying patients by BCLC, we achieved BCLC 0, A, B, C, and D survival rates of 100%, 93.2%, 93.3%, 50%, and 100%, respectively, at one year, which was generally superior to or in line with the expected survival rates among patients who are started on standard treatment. The pulsed MWA technique is safe and effective. The technique can be proposed not only in patients with BCLC A staging but also in the highly selected cases of BCLC B, C, and D, confirming the importance of the concept of stage migration. This procedure, especially if performed with a minimally invasive technique (laparoscopic or percutaneous), is repeatable with a short postoperative hospital stay.
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Affiliation(s)
- Giacomo Zanus
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Giovanni Tagliente
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Serena Rossi
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Alessandro Bonis
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Mattia Zambon
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Michele Scopelliti
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Marco Brizzolari
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Ugo Grossi
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Maurizio Romano
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
| | - Michele Finotti
- 4th Surgery Unit, Regional Hospital Treviso, University of Padua, DISCOG, 31100 Padua, Italy; (G.Z.); (G.T.); (S.R.); (A.B.); (M.Z.); (M.S.); (M.B.); (U.G.); (M.R.)
- Baylor Scott & White Annette C. and Harold C. Simmons Transplant Institute, Baylor University Medical Center, Dallas, TX 75204, USA
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14
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Finotti M, Vitale A, Gringeri E, D'Amico FE, Boetto R, Bertacco A, Lonardi S, Bergamo F, Feltracco P, Cillo U. Colon Rectal Liver Metastases: The Role of the Liver Transplantation in the Era of the Transplant Oncology and Precision Medicine. Front Surg 2021; 8:693387. [PMID: 34355016 PMCID: PMC8329096 DOI: 10.3389/fsurg.2021.693387] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2021] [Accepted: 06/21/2021] [Indexed: 12/24/2022] Open
Abstract
The development of liver metastases in colon rectal cancer has a strong impact on the overall survival (OS) of the patient, with a 5-year survival rate of 5% with palliative treatment. Surgical resection combined with pharmacological treatment can achieve a 5-year OS rate of 31-58%. However, in only 20% of patients with colon rectal liver metastases (CRLMs), liver resection is feasible. In highly selected patients, recent trials and studies proved that liver transplantation (LT) for non-resectable CRLM is a surgical option with an excellent long-term OS. The paper aims to review the indications and outcome of LT for CRLMs, with a special focus on immunosuppressive therapy and the management of local and extrahepatic recurrence after LT.
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Affiliation(s)
- Michele Finotti
- University of Padova, Transplantation and Hepatobiliary Surgery, Padua, Italy
| | - Alessandro Vitale
- University of Padova, Transplantation and Hepatobiliary Surgery, Padua, Italy
| | - Enrico Gringeri
- University of Padova, Transplantation and Hepatobiliary Surgery, Padua, Italy
| | | | - Riccardo Boetto
- University of Padova, Transplantation and Hepatobiliary Surgery, Padua, Italy
| | - Alessandra Bertacco
- University of Padova, Transplantation and Hepatobiliary Surgery, Padua, Italy
| | - Sara Lonardi
- Unit of Oncology 1, Department of Oncology, Veneto Institute of Oncology IOV - Istituto di Ricovero e Cura a Carattere Scientifico, Padua, Italy
| | - Francesca Bergamo
- Unit of Oncology 1, Department of Oncology, Veneto Institute of Oncology IOV - Istituto di Ricovero e Cura a Carattere Scientifico, Padua, Italy
| | - Paolo Feltracco
- Anesthesia and Intensive Care Unit, Azienda Ospedaliera di Padova, Padua, Italy
| | - Umberto Cillo
- University of Padova, Transplantation and Hepatobiliary Surgery, Padua, Italy
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15
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Overview of Prognostic Systems for Hepatocellular Carcinoma and ITA.LI.CA External Validation of MESH and CNLC Classifications. Cancers (Basel) 2021; 13:cancers13071673. [PMID: 33918125 PMCID: PMC8037197 DOI: 10.3390/cancers13071673] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 03/23/2021] [Accepted: 03/25/2021] [Indexed: 02/07/2023] Open
Abstract
Prognostic assessment in patients with HCC remains an extremely difficult clinical task due to the complexity of this cancer where tumour characteristics interact with degree of liver dysfunction, patient general health status, and a large span of available treatment options. Several prognostic systems have been proposed in the last three decades, both from the Asian and European/North American countries. Prognostic scores, such as the CLIP score and the recent MESH score, have been generated on a solid statistical basis from real life population data, while staging systems, such as the BCLC scheme and the recent CNLC classification, have been created by experts according to recent HCC prognostic evidences from the literature. A third category includes combined prognostic systems that can be used both as prognostic scores and staging systems. A recent example is the ITA.LI.CA prognostic system including either a prognostic score and a simplified staging system. This review focuses first on an overview of the main prognostic systems for HCC classified according to the above three categories, and, second, on a comprehensive description of the methodology required for a correct comparison between different systems in terms of prognostic performance. In this second section the main studies in the literature comparing different prognostic systems are described in detail. Lastly, a formal comparison between the last prognostic systems proposed for each of the above three categories is performed using a large Italian database including 6882 HCC patients in order to concretely apply the comparison rules previously described.
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