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Altaf A, Mustafa A, Dar A, Nazer R, Riyaz S, Rana A, Bhatti ABH. Artificial intelligence-based model for the recurrence of hepatocellular carcinoma after liver transplantation. Surgery 2024:S0039-6060(24)00558-0. [PMID: 39181726 DOI: 10.1016/j.surg.2024.07.039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2024] [Revised: 07/25/2024] [Accepted: 07/27/2024] [Indexed: 08/27/2024]
Abstract
BACKGROUND Artificial intelligence-based models might improve patient selection for liver transplantation in hepatocellular carcinoma. The objective of the current study was to develop artificial intelligence-based deep learning models and determine the risk of recurrence after living donor liver transplantation for hepatocellular carcinoma. METHODS The study was a single-center retrospective cohort study. Patients who underwent living donor liver transplantation for hepatocellular carcinoma were divided into training and validation cohorts (n = 192). The deep learning models were used to stratify patients in the training cohort into low- and high-risk groups, and 5-year recurrence-free survival was assessed in the validation cohort. RESULTS The median follow-up period was 59.1 (33.9-72.4) months. The artificial intelligence model (pretransplant factors) had an area under the curve of 0.86 in the training cohort and 0.71 in the validation cohort. The largest tumor diameter and alpha-fetoprotein level had the greatest Shapley Additive exPlanations values for recurrence (>0.4). The 5-year recurrence-free survival rates in the low- and high-risk groups were 92.6% and 45% (P < .001). In the second artificial intelligence model (pretransplant factors + grade), the area under the curve for the validation cohort was 0.77, with 5-year recurrence-free survival rates of 96% and 30% in the low- and high-risk groups (P < .001). None of the low-risk patients outside the Milan and University of California San Francisco Criteria had recurrence during follow-up. CONCLUSIONS The artificial intelligence-based hepatocellular carcinoma transplant recurrence models might improve patient selection for liver transplantation.
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Affiliation(s)
- Abdullah Altaf
- King Edward Medical University, Lahore, Pakistan; Department of HPB and Liver Transplant Surgery, Shifa International Hospital, Islamabad, Pakistan. https://twitter.com/abdullahaltaf97
| | - Ahmed Mustafa
- Department of Robotics and Artificial Intelligence, National University of Science and Technology, Islamabad, Pakistan
| | - Abdullah Dar
- Department of HPB and Liver Transplant Surgery, Shifa International Hospital, Islamabad, Pakistan
| | - Rashid Nazer
- Department of Radiology, Shifa International Hospital, Islamabad, Pakistan
| | - Shahzad Riyaz
- Department of Gastroenterology and Hepatology, Shifa International Hospital, Islamabad, Pakistan. https://twitter.com/shahzadriyaz
| | - Atif Rana
- Department of Radiology, Shifa International Hospital, Islamabad, Pakistan. https://twitter.com/atifranaIR
| | - Abu Bakar Hafeez Bhatti
- Department of HPB and Liver Transplant Surgery, Shifa International Hospital, Islamabad, Pakistan; Department of Surgery, Shifa Tameer-e-Millat University, Islamabad, Pakistan.
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Rohland O, Freye L, Schwenk L, Ali-Deeb A, Ardelt M, Bauschke A, Settmacher U, Rauchfuß F, Dondorf F. Liver Transplantation for Hepatocellular Carcinoma beyond the Milan Criteria: A Specific Role for Living Donor Liver Transplantation after Neoadjuvant Therapy. Cancers (Basel) 2024; 16:920. [PMID: 38473282 DOI: 10.3390/cancers16050920] [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: 01/19/2024] [Revised: 02/21/2024] [Accepted: 02/23/2024] [Indexed: 03/14/2024] Open
Abstract
PURPOSE This study was designed to elucidate the various new classifications and the use of LDLT and bridging therapy for HCC in this context beyond the Milan criteria (MC). METHODS The clinical data of patients with HCC outside the MC who underwent LT at Jena University between January 2007 and August 2023 were retrospectively analysed. Eligible patients were classified according to various classification systems. Clinicopathological features, overall and disease-free survival rates were compared between LT and LDLT within the context of bridging therapy. THE RESULTS Among the 245 patients analysed, 120 patients did not meet the MC, and 125 patients met the MC. Moreover, there were comparable overall survival rates between patients outside the MC for LT versus LDLT (OS 44.3 months vs. 28.3 months; 5-year survival, 56.4% vs. 40%; p = 0.84). G3 tumour differentiation, the presence of angioinvasion and lack of bridging were statistically significant risk factors for tumour recurrence according to univariate and multivariate analyses (HR 6.34; p = 0.0002; HR 8.21; p < 0.0001; HR 7.50; p = 0.0001). Bridging therapy before transplantation provided a significant survival advantage regardless of the transplant procedure (OS: p = 0.008; DFS: p < 0.001). CONCLUSIONS Patients with HCC outside the MC who underwent LT or LDLT had worse outcomes compared to those of patients who met the MC but still had a survival advantage compared to patients without transplantation. Nevertheless, such patients remain disadvantaged on the waiting list, which is why LDLT represents a safe alternative to LT and should be considered in bridged HCC patients because of differences in tumour differentiation, size and tumour marker dynamics.
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Affiliation(s)
- Oliver Rohland
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Interdisciplinary Center for Clinical Research (IZKF), Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Lea Freye
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
| | - Laura Schwenk
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Aladdin Ali-Deeb
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Michael Ardelt
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Astrid Bauschke
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Utz Settmacher
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Falk Rauchfuß
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
| | - Felix Dondorf
- Department of General, Visceral and Vascular Surgery, Jena University Hospital, 07747 Jena, Germany
- Cancer Center Central Germany (CCCG), 04103 Leipzig, Germany
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Bhatti ABH, Naqvi W, Khan NY, Zia HH, Dar FS, Khan ZA, Rana A. Living donor liver transplantation for advanced hepatocellular carcinoma including macrovascular invasion. J Cancer Res Clin Oncol 2021; 148:245-253. [PMID: 34117916 PMCID: PMC8752562 DOI: 10.1007/s00432-021-03665-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 05/13/2021] [Indexed: 02/05/2023]
Abstract
Background The indications for liver transplantation (LT) in patients with hepatocellular carcinoma (HCC) continue to evolve. The aim of this study was to report outcomes in patients who underwent living donor liver transplantation (LDLT) for HCC outside traditional criteria including macrovascular invasion (MVI). Methods We reviewed outcomes in patients who met the University of California San Francisco (UCSF) criteria (n = 159) and our center-specific criteria (UCSF+) (largest tumor diameter ≤ 10 cm, any tumor number, AFP ≤ 1000 ng/ml) (n = 58). We also assessed outcomes in patients with MVI (n = 27). Results The median follow was 28 (10.6–42.7) months. The 5 year overall survival and risk of recurrence (RR) in the UCSF and UCSF + group was 71% vs 69% (P = 0.7) and 13% vs 36% (P = 0.1) respectively. When patients with AFP > 600 ng/ml were excluded from the UCSF + group, RR was 27% (P = 0.3). Among patients with MVI who had downstaging (DS), 4/5(80%) in low-risk group (good response and AFP ≤ 100 ng/ml) and 2/10 (20%) in the high-risk group (poor response or AFP > 100 ng/ml) were alive at the last follow-up. When DS was not feasible, 3/3 (100%) in the low-risk group (AFP ≤ 100 ng/ml + Vp1-2 MVI) and 1/9 (9.1%) in the high-risk group (AFP > 100 or Vp3 MVI) were alive. The 5 year OS in the low-risk MVI group was 85% (P = 0.003). Conclusion With inclusion of AFP, response to downstaging and degree of MVI, acceptable survival can be achieved with LDLT for HCC outside traditional criteria. Supplementary Information The online version contains supplementary material available at 10.1007/s00432-021-03665-9.
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Affiliation(s)
- Abu Bakar Hafeez Bhatti
- Division of Hepato-Pancreato-Biliary Surgery and Liver Transplantation, Shifa International Hospital Islamabad, Sector H-8/4, Pitras Bukhari Road, Islamabad, 44000, Pakistan. .,Department of Surgery, Shifa Tameer-e-Millat University Islamabad, Islamabad, Pakistan.
| | - Wajih Naqvi
- Division of Hepato-Pancreato-Biliary Surgery and Liver Transplantation, Shifa International Hospital Islamabad, Sector H-8/4, Pitras Bukhari Road, Islamabad, 44000, Pakistan
| | - Nusrat Yar Khan
- Division of Hepato-Pancreato-Biliary Surgery and Liver Transplantation, Shifa International Hospital Islamabad, Sector H-8/4, Pitras Bukhari Road, Islamabad, 44000, Pakistan
| | - Haseeb Haider Zia
- Division of Hepato-Pancreato-Biliary Surgery and Liver Transplantation, Shifa International Hospital Islamabad, Sector H-8/4, Pitras Bukhari Road, Islamabad, 44000, Pakistan
| | - Faisal Saud Dar
- Division of Hepato-Pancreato-Biliary Surgery and Liver Transplantation, Shifa International Hospital Islamabad, Sector H-8/4, Pitras Bukhari Road, Islamabad, 44000, Pakistan
| | - Zahid Amin Khan
- Division of Radiology, Shifa International Hospital Islamabad, Islamabad, Pakistan
| | - Atif Rana
- Division of Radiology, Shifa International Hospital Islamabad, Islamabad, Pakistan
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