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Andishgar A, Bazmi S, Lankarani KB, Taghavi SA, Imanieh MH, Sivandzadeh G, Saeian S, Dadashpour N, Shamsaeefar A, Ravankhah M, Deylami HN, Tabrizi R, Imanieh MH. Comparison of time-to-event machine learning models in predicting biliary complication and mortality rate in liver transplant patients. Sci Rep 2025; 15:4768. [PMID: 39922959 PMCID: PMC11807176 DOI: 10.1038/s41598-025-89570-4] [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: 06/14/2024] [Accepted: 02/06/2025] [Indexed: 02/10/2025] Open
Abstract
Post-Liver transplantation (LT) survival rates stagnate, with biliary complications (BC) as a major cause of death. We analyzed longitudinal data with a median 19-month follow-up. BC was diagnosed with ultrasounds and MRCP. Missing data was imputed using mean and median. Data preprocessing involved feature scaling and one-hot encoding. Survival analysis used filter (Cox-P, Cox-c) and embedded (RSF, LASSO) feature selection methods. Seven survival machine learning algorithms were used: LASSO, Ridge, RSF, E-NET, GBS, C-GBS, and FS-SVM. Model development employed 5-fold cross-validation, random oversampling, and hyperparameter tuning. Random oversampling addressed data imbalance. Optimal hyperparameters were determined based on average C-index. Features importance was assessed using standardized regression coefficients and permutation importance for top models. Stability was evaluated using 5-fold cross-validation standard deviation. Finally, 1799 observations with 40 outcome predictors were included. RSF with Ridge achieved the highest performance (C-index: 0.699) for BC prediction, while RSF with RSF had the highest performance (C-index: 0.784) for mortality prediction. Top BC predictors were LT graft types, IBD in recipients, recipient's BMI, recipient's history of PVT, and previous LT history. For mortality, they were post-transplant AST, creatinine, recipient's age, post-transplant ALT, and tacrolimus consumption. We identified BC and mortality risk factors, improving decision-making and outcomes.
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Affiliation(s)
- Aref Andishgar
- USERN Office, Fasa University of Medical Sciences, Fasa, Iran
| | - Sina Bazmi
- USERN Office, Fasa University of Medical Sciences, Fasa, Iran
| | - Kamran B Lankarani
- Health Policy Research Center, Institute of Heath, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Seyed Alireza Taghavi
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, 9th Floor, Mohammad Rasoul Allah Research Tower, Khalili St, 7193635899, Shiraz, Iran
| | - Mohammad Hadi Imanieh
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, 9th Floor, Mohammad Rasoul Allah Research Tower, Khalili St, 7193635899, Shiraz, Iran
| | - Gholamreza Sivandzadeh
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, 9th Floor, Mohammad Rasoul Allah Research Tower, Khalili St, 7193635899, Shiraz, Iran
| | - Samira Saeian
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, 9th Floor, Mohammad Rasoul Allah Research Tower, Khalili St, 7193635899, Shiraz, Iran
| | - Nazanin Dadashpour
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, 9th Floor, Mohammad Rasoul Allah Research Tower, Khalili St, 7193635899, Shiraz, Iran
| | - Alireza Shamsaeefar
- Abu Ali Sina Organ Transplant Center, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Mahdi Ravankhah
- Student Research Committee, School of Medicine, Shiraz University of Medical Sciences, Shiraz, Iran
| | | | - Reza Tabrizi
- Noncommunicable Diseases Research Center, Fasa University of Medical Sciences, Fasa, 74616-86688, Iran.
- Clinical Research Development Unit of Vali Asr Hospital, Fasa University of Medical Science, Fasa, Iran.
| | - Mohammad Hossein Imanieh
- Gastroenterohepatology Research Center, Shiraz University of Medical Sciences, 9th Floor, Mohammad Rasoul Allah Research Tower, Khalili St, 7193635899, Shiraz, Iran.
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Xiang Z, Li J, Zeng H, Xiang X, Gao F, Wang K, Wei X, Zheng S, Xu X. Current Understanding of Marginal Grafts in Liver Transplantation. Aging Dis 2024; 16:1036-1058. [PMID: 38607739 PMCID: PMC11964436 DOI: 10.14336/ad.2024.0214] [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: 11/11/2023] [Accepted: 02/14/2024] [Indexed: 04/14/2024] Open
Abstract
End-stage liver disease (ESLD), stemming from a spectrum of chronic liver pathologies including chronic liver failure, acute cirrhosis decompensation and hepatocellular carcinoma, imposes a significant global healthcare burden. Liver transplantation (LT) remains the only treatment for ESLD. However, the escalating mortality on transplant waitlists has prompted the utilization of marginal liver grafts in LT procedures. These grafts primarily encompass elderly livers, steatotic livers, livers from donation after circulatory death, split livers and those infected with the hepatitis virus. While the expansion of the donor pool offers promise, it also introduces concomitant risks. These encompass graft failure, biliary and cardiovascular complications, the recurrence of liver disease and reduced patient and graft survival. Consequently, various established strategies, ranging from improved donor-recipient matching to surgical interventions, have emerged to mitigate these risks. This article undertakes a comprehensive assessment of the current landscape, evaluating the viability of diverse marginal liver grafts. Additionally, it synthesizes approaches aimed at enhancing the quality of such marginal liver grafts. The overarching objective is to augment the donor pool and ameliorate the risk factors associated with the shortage of liver grafts.
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Affiliation(s)
- Ze Xiang
- Department of Hepatobiliary and Pancreatic Surgery, Hangzhou First People's Hospital, Hangzhou 310006, China.
- Zhejiang University School of Medicine, Hangzhou 310058, China.
| | - Jiarui Li
- Zhejiang University School of Medicine, Hangzhou 310058, China.
| | - Huixuan Zeng
- Zhejiang University School of Medicine, Hangzhou 310058, China.
| | - Xiaonan Xiang
- Zhejiang University School of Medicine, Hangzhou 310058, China.
- Department of Surgery, University of Cambridge and NIHR Cambridge Biomedical Research Centre, Cambridge, Cambridgeshire, UK.
| | - Fengqiang Gao
- Department of Hepatobiliary and Pancreatic Surgery, Hangzhou First People's Hospital, Hangzhou 310006, China.
- Zhejiang University School of Medicine, Hangzhou 310058, China.
| | - Kai Wang
- Department of Hepatobiliary and Pancreatic Surgery, Hangzhou First People's Hospital, Hangzhou 310006, China.
- Zhejiang University School of Medicine, Hangzhou 310058, China.
| | - Xuyong Wei
- Department of Hepatobiliary and Pancreatic Surgery, Hangzhou First People's Hospital, Hangzhou 310006, China.
| | - Shusen Zheng
- Zhejiang University School of Medicine, Hangzhou 310058, China.
- Shulan (Hangzhou) Hospital, Zhejiang Shuren University School of Medicine, Hangzhou 310022, China.
- NHC Key Laboratory of Combined Multi-organ Transplantation, Hangzhou 310003, China.
| | - Xiao Xu
- Zhejiang University School of Medicine, Hangzhou 310058, China.
- NHC Key Laboratory of Combined Multi-organ Transplantation, Hangzhou 310003, China.
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Lauterio A, Cillo U, Spada M, Trapani S, De Carlis R, Bottino G, Bernasconi D, Scalamogna C, Pinelli D, Cintorino D, D'Amico FE, Spagnoletti G, Miggino M, Romagnoli R, Centonze L, Caccamo L, Baccarani U, Carraro A, Cescon M, Vivarelli M, Mazaferro V, Ettorre GM, Rossi M, Vennarecci G, De Simone P, Angelico R, Agnes S, Di Benedetto F, Lupo LG, Zamboni F, Zefelippo A, Patrono D, Diviacco P, Laureiro ZL, Gringeri E, Di Francesco F, Lucianetti A, Valsecchi MG, Gruttadauria S, De Feo T, Cardillo M, De Carlis L, Colledan M, Andorno E. Improving outcomes of in situ split liver transplantation in Italy over the last 25 years. J Hepatol 2023; 79:1459-1468. [PMID: 37516203 DOI: 10.1016/j.jhep.2023.07.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/05/2023] [Revised: 07/11/2023] [Accepted: 07/13/2023] [Indexed: 07/31/2023]
Abstract
BACKGROUND & AIMS Split liver transplant(ation) (SLT) is still considered a challenging procedure that is by no means widely accepted. We aimed to present data on 25-year trends in SLT in Italy, and to investigate if, and to what extent, outcomes have improved nationwide during this time. METHODS The study included all consecutive SLTs performed from May 1993 to December 2019, divided into three consecutive periods: 1993-2005, 2006-2014, and 2015-2019, which match changes in national allocation policies. Primary outcomes were patient and graft survival, and the relative impact of each study period. RESULTS SLT accounted for 8.9% of all liver transplants performed in Italy. A total of 1,715 in situ split liver grafts were included in the analysis: 868 left lateral segments (LLSs) and 847 extended right grafts (ERGs). A significant improvement in patient and graft survival (p <0.001) was observed with ERGs over the three periods. Predictors of graft survival were cold ischaemia time (CIT) <6 h (p = 0.009), UNOS status 2b (p <0.001), UNOS status 3 (p = 0.009), and transplant centre volumes: 25-50 cases vs. <25 cases (p = 0.003). Patient survival was significantly higher with LLS grafts in period 2 vs. period 1 (p = 0.008). No significant improvement in graft survival was seen over the three periods, where predictors of graft survival were CIT <6 h (p = 0.007), CIT <6 h vs. ≥10 h (p = 0.019), UNOS status 2b (p = 0.038), and UNOS status 3 (p = 0.009). Retransplantation was a risk factor in split liver graft recipients, with significantly worse graft and patient survival for both types of graft (p <0.001). CONCLUSIONS Our analysis showed Italian SLT outcomes to have improved over the last 25 years. These results could help to dispel reservations regarding the use of this procedure. IMPACT AND IMPLICATIONS Split liver transplant(ation) (SLT) is still considered a challenging procedure and is by no means widely accepted. This study included all consecutive in situ SLTs performed in Italy from May 1993 to December 2019. With more than 1,700 cases, it is one of the largest series, examining long-term national trends in in situ SLT since its introduction. The data presented indicate that the outcomes of SLT improved during this 25-year period. Improvements are probably due to better recipient selection, refinements in surgical technique, conservative graft-to-recipient matching, and the continuous, yet carefully managed, expansion of donor selection criteria under a strict mandatory split liver allocation policy. These results could help to dispel reservations regarding the use of this procedure.
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Affiliation(s)
- Andrea Lauterio
- Department of Transplantation, Division of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy; Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy.
| | - Umberto Cillo
- Hepatobiliary Surgery and Liver Transplant Unit, Padua University Hospital, Padova, Italy
| | - Marco Spada
- Division of Hepatobiliopancreatic Surgery, Liver and Kidney Transplantation, European Reference Network "TransplantChild", Ospedale Pediatrico Bambino Gesù, IRCCS, Roma, Italy
| | - Silvia Trapani
- Italian National Transplant Center-Istituto Superiore Di Sanità, Rome, Italy
| | - Riccardo De Carlis
- Department of Transplantation, Division of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy; PhD Course in Clinical and Experimental Sciences, University of Padua, Padua, Italy
| | - Giuliano Bottino
- Department of Hepatobiliarypancreatic Surgery and Liver Transplantation Unit, A.O.U. S. Martino, Genova, Italy
| | - Davide Bernasconi
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy; Bicocca Bioinformatics Biostatistics and Bioimaging Centre-B4, Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Chiara Scalamogna
- North Italy Transplant Program (NITp), UOC Coordinamento Trapianti, Fondazione IRCCS Ca' Granda - Ospedale Maggiore Policlinico, Milan, Italy
| | - Domenico Pinelli
- Department of Organ Failure and Transplantation, Ospedale Papa Giovanni XXIII, Bergamo, Italy
| | - Davide Cintorino
- Department for the Treatment and Study of Abdominal Diseases and Abdominal Transplantation, IRCCS-ISMETT (Istituto di Ricovero e Cura a Carattere Scientifico-Istituto Mediterraneo per i Trapianti e Terapie ad alta specializzazione), UPMC (University of Pittsburgh Medical Center), Palermo, Italy
| | | | - Gionata Spagnoletti
- Division of Hepatobiliopancreatic Surgery, Liver and Kidney Transplantation, European Reference Network "TransplantChild", Ospedale Pediatrico Bambino Gesù, IRCCS, Roma, Italy
| | - Marco Miggino
- Department of Hepatobiliarypancreatic Surgery and Liver Transplantation Unit, A.O.U. S. Martino, Genova, Italy
| | - Renato Romagnoli
- Liver Transplant Center, General Surgery 2U, University of Turin, AOU Città della Salute e della Scienza di Torino, Turin, Italy
| | - Leonardo Centonze
- Department of Transplantation, Division of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy; Clinical and Experimental Medicine PhD Program, University of Modena and Reggio Emilia, Modena, Italy
| | - Lucio Caccamo
- Division of General Surgery and Liver Transplantation, Fondazione Cà Granda IRCCS, Ospedale Maggiore Policlinico di Milano, Milano, Italy
| | - Umberto Baccarani
- Department of Medicine, Liver Transplant Center, University of Udine, Italy
| | - Amedeo Carraro
- Liver Transplant Unit, University and Hospital Trust of Verona, Italy
| | - Matteo Cescon
- Hepatobiliary Surgery and Transplant Unit, IRCCS, Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| | - Marco Vivarelli
- HPB Surgery and Transplantation Unit, United Hospital of Ancona, Department of Experimental and Clinical Medicine Polytechnic University of Marche, Ancona, Italy
| | - Vincenzo Mazaferro
- Department of Oncology and Onco-Hematology, University of Milan, Italy; Department of Surgery, Istituto Nazionale Tumori Fondazione IRCCS Milan, Italy
| | - Giuseppe Maria Ettorre
- Division of General Surgery and Liver Transplantation, Azienda Ospedaliera San Camillo Forlanini, Roma, Italy
| | - Massimo Rossi
- General Surgery and Organ Transplantation, Sapienza University of Rome, Umberto I Polyclinic of Rome, Rome, Italy
| | - Giovanni Vennarecci
- Division of Hepatobiliary Surgery and Liver Transplant Center, AORN Cardarelli, Naples, Italy
| | - Paolo De Simone
- Hepatobiliary Surgery and Liver Transplantation AOU Pisana, Pisa, Italy
| | - Roberta Angelico
- Department of Surgical Sciences, HPB and Transplant Unit, University of Rome Tor Vergata, Rome, Italy
| | - Salvatore Agnes
- Department of Surgery, Transplantation Service, Catholic University of the Sacred Heart, Foundation A. Gemelli Hospital, Rome, Italy
| | - Fabrizio Di Benedetto
- Hepato-Pancreato-Biliary Surgery and Liver Transplantation Unit Azienda Ospedaliera Policlinico, University of Modena and Reggio Emilia Modena, Italy
| | - Luigi Giovanni Lupo
- General Surgery and Liver Transplantation Unit, University of Bari, Bari, Italy
| | - Fausto Zamboni
- Department of Surgery, General and Hepatic Transplantation Surgery Unit, A.O.B. Brotzu, Cagliari, Italy
| | - Arianna Zefelippo
- Division of General Surgery and Liver Transplantation, Fondazione Cà Granda IRCCS, Ospedale Maggiore Policlinico di Milano, Milano, Italy
| | - Damiano Patrono
- Liver Transplant Center, General Surgery 2U, University of Turin, AOU Città della Salute e della Scienza di Torino, Turin, Italy
| | - Pietro Diviacco
- Department of Hepatobiliarypancreatic Surgery and Liver Transplantation Unit, A.O.U. S. Martino, Genova, Italy
| | - Zoe Larghi Laureiro
- Division of Hepatobiliopancreatic Surgery, Liver and Kidney Transplantation, European Reference Network "TransplantChild", Ospedale Pediatrico Bambino Gesù, IRCCS, Roma, Italy
| | - Enrico Gringeri
- Hepatobiliary Surgery and Liver Transplant Unit, Padua University Hospital, Padova, Italy
| | - Fabrizio Di Francesco
- Department for the Treatment and Study of Abdominal Diseases and Abdominal Transplantation, IRCCS-ISMETT (Istituto di Ricovero e Cura a Carattere Scientifico-Istituto Mediterraneo per i Trapianti e Terapie ad alta specializzazione), UPMC (University of Pittsburgh Medical Center), Palermo, Italy
| | - Alessandro Lucianetti
- First Department of General Surgery, Papa Giovanni XXIII Hospital, Piazza OMS 1, 24127, Bergamo, Italy
| | - Maria Grazia Valsecchi
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy; Bicocca Bioinformatics Biostatistics and Bioimaging Centre-B4, Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Salvatore Gruttadauria
- Department for the Treatment and Study of Abdominal Diseases and Abdominal Transplantation, IRCCS-ISMETT (Istituto di Ricovero e Cura a Carattere Scientifico-Istituto Mediterraneo per i Trapianti e Terapie ad alta specializzazione), UPMC (University of Pittsburgh Medical Center), Palermo, Italy; Department of Surgery and Medical and Surgical Specialties, University of Catania, 95124, Catania, Italy
| | - Tullia De Feo
- North Italy Transplant Program (NITp), UOC Coordinamento Trapianti, Fondazione IRCCS Ca' Granda - Ospedale Maggiore Policlinico, Milan, Italy
| | - Massimo Cardillo
- Italian National Transplant Center-Istituto Superiore Di Sanità, Rome, Italy
| | - Luciano De Carlis
- Department of Transplantation, Division of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy; Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| | - Michele Colledan
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy; Department of Organ Failure and Transplantation, Ospedale Papa Giovanni XXIII, Bergamo, Italy
| | - Enzo Andorno
- Department of Hepatobiliarypancreatic Surgery and Liver Transplantation Unit, A.O.U. S. Martino, Genova, Italy
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Lau NS, Ly M, Dennis C, Ewenson K, Ly H, Huang JL, Cabanes-Creus M, Chanda S, Wang C, Lisowski L, Liu K, Kench J, McCaughan G, Crawford M, Pulitano C. Liver splitting during normothermic machine perfusion: a novel method to combine the advantages of both in-situ and ex-vivo techniques. HPB (Oxford) 2023; 25:543-555. [PMID: 36858919 DOI: 10.1016/j.hpb.2023.02.003] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 09/03/2022] [Accepted: 02/06/2023] [Indexed: 03/03/2023]
Abstract
BACKGROUND Split liver transplantation permits the transplant of two recipients using a single donor liver. Liver splitting can be performed using the ex-vivo technique (more convenient), or the in-situ technique (shorter cold ischaemic time). We aimed to develop a technique for liver splitting during normothermic machine perfusion which combines the advantages of both techniques and permits graft assessment prior to transplant. METHODS Human livers declined for transplantation were perfused at 36 °C using a modified-commercial perfusion machine. We developed a six-step method to split whole livers into left lateral segment grafts and extended right grafts. Both partial livers were then perfused on separate machines for individual assessment. RESULTS Using our technique, 10 whole livers were successfully split during normothermic perfusion resulting in 20 partial grafts. Apart from a single graft which failed due to a technical error, all grafts survived for 24-h after splitting. Survival was demonstrated by lactate clearance, bile production and synthesis of coagulation factors. CONCLUSIONS Liver splitting during normothermic machine perfusion has the potential to revolutionise split liver transplantation. We describe a novel technique that reliably achieves two grafts from a single donor liver. This raises the possibility of semi-elective transplantation, and sophisticated graft assessment prior to implant.
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Affiliation(s)
- Ngee-Soon Lau
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - Mark Ly
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - Claude Dennis
- Department of Tissue Pathology and Diagnostic Oncology, NSW Health Pathology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Kasper Ewenson
- Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - Hayden Ly
- Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia
| | - Joanna L Huang
- Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - Marti Cabanes-Creus
- Translational Vectorology Research Unit, Children's Medical Research Institute, The University of Sydney, Westmead, NSW, Australia
| | - Sumon Chanda
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia
| | - Chuanmin Wang
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - Leszek Lisowski
- Translational Vectorology Research Unit, Children's Medical Research Institute, The University of Sydney, Westmead, NSW, Australia; Military Institute of Medicine, Laboratory of Molecular Oncology and Innovative Therapies, 04-141 Warsaw, Poland
| | - Ken Liu
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - James Kench
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia; Department of Tissue Pathology and Diagnostic Oncology, NSW Health Pathology, Royal Prince Alfred Hospital, Sydney, NSW, Australia
| | - Geoffrey McCaughan
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia
| | - Michael Crawford
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia
| | - Carlo Pulitano
- Australian National Liver Transplantation Unit, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Centre for Organ Assessment Repair and Optimisation, Royal Prince Alfred Hospital, Sydney, New South Wales, 2050, Australia; Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, 2006, Australia.
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