1
|
Ho NX, Tingle SJ, Kourounis G, Mahendran B, Bramley R, Thompson ER, Amer A, Figueiredo R, McPherson S, White S, Wilson C. Visual assessment of liver steatosis at retrieval predicts long term liver transplant outcomes in donation following circulatory death. HPB (Oxford) 2025; 27:630-639. [PMID: 39920010 DOI: 10.1016/j.hpb.2025.01.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Revised: 01/08/2025] [Accepted: 01/12/2025] [Indexed: 02/09/2025]
Abstract
BACKGROUND The demand for liver transplantation is rising, as is the prevalence of steatotic liver disease. Steatotic grafts have inferior outcomes post-transplantation, due to increased sensitivity to ischaemia-reperfusion injury. We aimed to formally evaluate the impact of visually assessed liver steatosis in grafts donated following brainstem (DBD) versus circulatory death (DCD). METHODS NHS registry on adult liver transplantation was reviewed retrospectively (2006-2019). We used multiple-imputation for missing data and adjusted regression models with interaction terms to compare the impact of visually assessed donor graft steatosis on transplant outcome. RESULTS 9217 recipients of deceased donor grafts were included (DBD = 7349; DCD = 1868). Multivariable cox regression revealed that the negative impact on graft survival was significantly different in DCD and DBD livers (interaction P = 0.011 and P = 0.043). The largest impact was in DCD livers (moderate steatosis: aHR = 1.851, 1.296-2.645, P = 0.001 and aHR = 5.426; severe steatosis: 1.723-17.090, P = 0.004). Visually assessed steatosis did not predict longer-term graft survival in the DBD cohort. CONCLUSION The impact of visually assessed steatosis on post-transplant outcome is far greater in DCD grafts, despite an identical method of steatosis assessment. This highlights novel therapeutics should be considered for steatotic DCD grafts to allow this growing sector of the donor pool to be safely utilised.
Collapse
Affiliation(s)
- Ning X Ho
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom.
| | - Samuel J Tingle
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Georgios Kourounis
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Balaji Mahendran
- Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Rebecca Bramley
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom
| | - Emily R Thompson
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Aimen Amer
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Rodrigo Figueiredo
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Stuart McPherson
- Liver Unit, Freeman Hospital, Newcastle upon Tyne, United Kingdom
| | - Steve White
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Colin Wilson
- National Institute for Health Research Blood and Transplant Research Unit (NIHR BTRU) in Organ Donation and Transplantation, Newcastle upon Tyne, United Kingdom; Translational and Clinical Research Institute, Newcastle University, Newcastle upon Tyne, United Kingdom
| |
Collapse
|
2
|
Nencini F, Giurranna E, Borghi S, Taddei N, Fiorillo C, Becatti M. Fibrinogen Oxidation and Thrombosis: Shaping Structure and Function. Antioxidants (Basel) 2025; 14:390. [PMID: 40298646 PMCID: PMC12024030 DOI: 10.3390/antiox14040390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2025] [Revised: 03/19/2025] [Accepted: 03/24/2025] [Indexed: 04/30/2025] Open
Abstract
Fibrinogen, a pivotal plasma glycoprotein, plays an essential role in hemostasis by serving as the precursor to fibrin, which forms the structural framework of blood clots. Beyond coagulation, fibrinogen influences immune responses, inflammation, and tissue repair. Oxidative stress, characterized by an imbalance between reactive oxygen species (ROS) and antioxidants, induces fibrinogen oxidation, significantly altering its structure and function. This narrative review synthesizes findings from in vitro, ex vivo, and clinical studies, emphasizing the impact of fibrinogen oxidation on clot formation, architecture, and degradation. Oxidative modifications result in denser fibrin clots with thinner fibers, reduced permeability, and heightened resistance to fibrinolysis. These structural changes exacerbate prothrombotic conditions in cardiovascular diseases, diabetes, chronic inflammatory disorders and cancer. In contrast, "low-dose" oxidative stress may elicit protective adaptations in fibrinogen, preserving its function. The review also highlights discrepancies in experimental findings due to variability in oxidation protocols and patient conditions. Understanding the interplay between oxidation and fibrinogen function could unveil therapeutic strategies targeting oxidative stress. Antioxidant therapies or selective inhibitors of detrimental oxidation hold potential for mitigating thrombotic risks. However, further research is essential to pinpoint specific fibrinogen oxidation sites, clarify their roles in clot dynamics, and bridge the gap between basic research and clinical practice.
Collapse
|
3
|
Chen G, Tang H, Yang Y, Zhou L, Wang Q, Hu D, Li Z. Optimization of regions of interest sampling strategies for proton density fat-fraction MRI of hepatic steatosis before liver transplantation in ex vivo livers. Heliyon 2025; 11:e40146. [PMID: 40028590 PMCID: PMC11872435 DOI: 10.1016/j.heliyon.2024.e40146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 02/15/2024] [Accepted: 11/04/2024] [Indexed: 03/05/2025] Open
Abstract
Objectives The quantity of regions of interest (ROIs) constitutes the primary determinant of the time investment in image analysis. In the context of proton density fat-fraction (PDFF) magnetic resonance imaging (MRI) conducted on liver grafts in ex vivo conditions, this research systematically examines various ROI sampling strategies. The findings of this study furnish essential insights, offering a foundation for optimizing time efficiency while ensuring precise assessment of hepatic steatosis before the crucial process of liver transplantation. Methods This was a retrospective analysis of a prospective study and included 35 liver grafts with histopathological steatosis that underwent 3T PDFF MRI in ex vivo. One ROI of 1 cm2 was selected for each hepatic segment, and any combination of ROIs in 1-8 liver segments was used, resulting in 511 combinations. Using intraclass correlation coefficients (ICCs) and Bland-Altman analyses, the PDFFs of all these combinations were compared with the 9-ROI average PDFF. There was a moderate correlation between the average PDFF and the histological findings (R = 0.47, P<0.01). Results The average 9-ROI PDFF of all liver grafts was 4.07 ± 4.35 % (0.870-20.904). All strategies with ≥5 ROIs had intraclass correlation coefficient (ICC) ≥ 0.995 and absolute limits of agreement (|LOA|)≤ 1.5 %. Overall, 54 of 84 (67.5 %) 3-ROI sampling strategy had ICC ≥0.995, and 70 of 84 (70 %) had |LOA|≤ 1.5 %. A total of 111 of 126 (88.1 %) 4-ROI sampling strategy had ICC ≥0.995, and 125 of 126 (99.2 %) had |LOA| ≤ 1.5 %. Conclusions The employment of the 5-ROI sampling strategy proves instrumental in both time conservation and precise assessment of hepatic steatosis within liver grafts during the ex vivo phase preceding liver transplantation.
Collapse
Affiliation(s)
- Gen Chen
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| | - Hao Tang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| | - Yang Yang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| | - Lifen Zhou
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| | - Qiuxia Wang
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| | - Daoyu Hu
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| | - Zhen Li
- Department of Radiology, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, 1095 Jiefang Avenue, Qiaokou District, Wuhan, 430030, Hubei, China
| |
Collapse
|
4
|
Mak LY, Fung J, Lo G, Lo CSY, Wu TKH, Chung MSH, Wong TCL, Seto WK, Chan ACY, Yuen MF. Impact of liver graft steatosis on long-term post-transplant hepatic steatosis and fibrosis via magnetic resonance quantification. Front Med (Lausanne) 2025; 11:1502055. [PMID: 39895824 PMCID: PMC11782125 DOI: 10.3389/fmed.2024.1502055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2024] [Accepted: 12/10/2024] [Indexed: 02/04/2025] Open
Abstract
Background The rising prevalence of metabolic dysfunction-associated steatotic liver disease (MASLD) has led to an increased occurrence of steatotic liver grafts (SLG) in liver transplantation (LT). However, the implications of SLG on post-transplant de novo hepatic steatosis (PTHS) and advanced fibrosis (≥F3) remain uncertain. This study aimed to characterize PTHS and ≥ F3 using magnetic resonance imaging (MRI) in patients who underwent LT for non-MASLD indications and to examine their relationship with SLG. Methods Post-LT patients with implant biopsy fat content data were recruited for MRI assessments. MRI-proton density fat fraction (MRI-PDFF) and MR elastography (MRE) were performed using a 1.5 Tesla Optima 450 W MR scanner with a 3D volumetric sequence. PTHS and ≥ F3 were defined as MRI-PDFF ≥5% and MRE ≥3.64 kPa, respectively. SLG was defined as implant biopsy fat content ≥5%. Results A total of 292 patients (70.5% men, median age at LT: 51.9 years, 22.6% with SLG) were recruited. The majority (73.6%) were transplanted for hepatitis B virus (HBV)-related complications. MRI performed at a median of 12.2 years post-LT identified PTHS in 27.4 and 10.6% of patients. PTHS was independently associated with SLG (OR 2.067, 95% CI 1.082-3.951), central obesity (OR 3.952, 95% CI 1.768-8.832), and hypertension (OR 2.510, 95% CI 1.268-4.966). In contrast, ≥F3 was associated with sex, change in BMI, and abnormal liver biochemistry but not with PTHS or SLG. Conclusion MRI identified a high prevalence of PTHS, which was associated with SLG and metabolic risk factors among Chinese patients transplanted for non-MASLD indications. Advanced graft fibrosis was not associated with PTHS or SLG.
Collapse
Affiliation(s)
- Lung-Yi Mak
- Department of Medicine, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- State Key Laboratory of Liver Research, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - James Fung
- Department of Medicine, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- State Key Laboratory of Liver Research, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- Department of Surgery, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- Liver Transplantation Unit, Queen Mary Hospital, Hong Kong SAR, China
| | - Gladys Lo
- Department of Diagnostic and Interventional Radiology, Hong Kong Sanatorium and Hospital, Hong Kong SAR, China
| | - Christine Shing-Yen Lo
- Department of Diagnostic and Interventional Radiology, Hong Kong Sanatorium and Hospital, Hong Kong SAR, China
| | - Trevor Kwan-Hung Wu
- Department of Medicine, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Matthew Shing-Hin Chung
- Department of Medicine, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Tiffany Cho-Lam Wong
- Department of Surgery, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- Liver Transplantation Unit, Queen Mary Hospital, Hong Kong SAR, China
| | - Wai-Kay Seto
- Department of Medicine, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- State Key Laboratory of Liver Research, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| | - Albert Chi-Yan Chan
- Department of Surgery, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- Liver Transplantation Unit, Queen Mary Hospital, Hong Kong SAR, China
| | - Man-Fung Yuen
- Department of Medicine, School of Clinical Medicine, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
- State Key Laboratory of Liver Research, The LKS Faculty of Medicine, The University of Hong Kong, Hong Kong SAR, China
| |
Collapse
|
5
|
Koh HH, Lee M, Kang M, Yim SH, Choi MC, Min EK, Lee JG, Joo DJ, Kim MS, Lee JS, Kim DG. Association between low fasting glucose of the living donor and risk of graft loss in the recipient after liver transplantation. Sci Rep 2025; 15:951. [PMID: 39762289 PMCID: PMC11704233 DOI: 10.1038/s41598-024-80604-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2024] [Accepted: 11/19/2024] [Indexed: 01/11/2025] Open
Abstract
Several donor-specific factors influence the functional recovery and long-term outcomes of liver grafts. This study investigated the association between donor fasting glucose (DFG) and recipient outcomes after living donor liver transplantation (LDLT) in 950 cases at a single center. Patients were divided into two groups: low-DFG (< 85 mg/dL, n = 120) and control (≥ 85 mg/dL, n = 830). The five-year graft survival rate was significantly lower in the low-DFG group (71.5%) compared to the control group (80.0%) (P = 0.02). Multivariable Cox regression analysis showed that low DFG was independently associated with graft loss (hazard ratio 1.72, 95% CI 1.15-2.56, P = 0.008). In propensity score-matched groups, the low-DFG group also had lower survival rates (71% vs. 83.1%, P = 0.004). The presence of additional risk factors, such as low graft-to-recipient weight ratio, older donor age, and longer cold ischemic time, further reduced graft survival in the low-DFG group. A DFG level < 85 mg/dL is associated with higher risk of graft failure after LDLT, especially when combined with other risk factors. Low DFG should be considered a prognostic marker in LDLT planning, with potential to improve patient outcomes as further research clarifies the underlying pathophysiological mechanisms.
Collapse
Affiliation(s)
- Hwa-Hee Koh
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Minyoung Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, South Korea
| | - Minyu Kang
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Seung Hyuk Yim
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Mun Chae Choi
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Eun-Ki Min
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Jae Geun Lee
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Dong Jin Joo
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Myoung Soo Kim
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea
| | - Jae Seung Lee
- Department of Internal Medicine, Yonsei University College of Medicine, Seoul, South Korea.
| | - Deok-Gie Kim
- Department of Surgery, Research Institute for Transplantation, Yonsei University College of Medicine, Seoul, South Korea.
| |
Collapse
|
6
|
Rodríguez-Villar C, Pulgarín AT, Ardá RR, Paredes-Zapata D, Marcos CS, Fernández SH, Arranz ÁR. Usefulness of Portable Ultrasound for the Diagnosis of Hepatic Steatosis and Degree of Agreement With Macroscopic and Microscopic Findings of the Hepatic Graft Accepted for Transplantation. Transplant Proc 2025; 57:43-47. [PMID: 39788794 DOI: 10.1016/j.transproceed.2024.11.025] [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: 08/22/2024] [Accepted: 11/05/2024] [Indexed: 01/12/2025]
Abstract
BACKGROUND The viability of the liver pre-transplant depends on the type of donor, age, medical history, circumstances of death, result of analytics, and complementary exploration of the abdominal cavity. Abdominal ultrasound is the initial option for the assessment of previously unknown liver disease, such as the qualitative determination of hepatic steatosis. The presence of hepatic steatosis is considered a risk factor for graft failure after liver transplantation, therefore, at the time of clinical assessment of the donor or its presence in the macroscopic assessment in the operating room can be cause for rejection of the organ by the transplant teams. The objective is the usefulness of ultrasound for the diagnosis of hepatic steatosis and degree of agreement with macroscopic and microscopic findings of the hepatic graft accepted for transplantation. METHODS We analyzed the results of ultrasound in the population of donors accepted for assessment of the hepatic graft for transplantation and the correlation with the macroscopic finding determined by surgery in the operating room and with the microscopic finding determined by histology in the transplanted grafts. The determinations made describe the demographic variables of the different types of donors, probability of presenting hepatic steatosis, sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV) of the use of ultrasound and degree of agreement with macroscopic and microscopic findings. RESULTS Of the grafts evaluated, hepatic steatosis was described by ultrasound in 48 of 299 cases (16.05%) and by macroscopic aspect in 79 of 299 cases (26.4%). Coinciding in 29 of 79 (36.70%) of the cases (kappa = 0.328, P = .000). The 63.21% (189/299) of the livers evaluated were valid for transplantation. Of the valid grafts, 9.6% presented steatosis by ultrasound, 8.4% by macroscopy, and 21.4% by histology. An ultrasound that reports hepatic steatosis implies an increase of 1.87 of log-odds that the donor presents macroscopic steatosis (95% confidence interval [CI] = 3.34-12.65, P = .000) according to the binary logistic regression model. The sensitivity of ultrasound for hepatic steatosis based on microscopy was 29%, specificity 91%, PPV 66%, and NPV 68%. CONCLUSIONS Given the moderate or low agreement among ultrasound, macroscopy, and histology, the bedside portable ultrasound for the diagnosis of hepatic steatosis seems to be a method that undervalues the presence of hepatic steatosis in potential donors accepted for liver transplantation.
Collapse
Affiliation(s)
| | | | - Rebeca Roque Ardá
- Donation and Transplant Coordination Section, Clínic Barcelona, Barcelona, Spain
| | - David Paredes-Zapata
- Donation and Transplant Coordination Section, Clínic Barcelona, Barcelona, Spain
| | | | | | - Ángel Ruíz Arranz
- Donation and Transplant Coordination Section, Clínic Barcelona, Barcelona, Spain
| |
Collapse
|
7
|
Guo H, Zions VS, Law BA, Hewitt KC. Potential of Raman-Reflectance Combination in Quantifying Liver Steatosis and Fat Droplet Size: Evidence From Monte Carlo Simulations and Phantom Studies. JOURNAL OF BIOPHOTONICS 2024; 17:e202400156. [PMID: 39223068 DOI: 10.1002/jbio.202400156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Revised: 08/07/2024] [Accepted: 08/08/2024] [Indexed: 09/04/2024]
Abstract
This study explores a combined strategy of Raman and reflectance spectroscopy for quantifying liver fat content and fat droplet size, crucial in assessing donor livers. By using Monte Carlo simulations and experimental setups with oil-in-water phantoms, our findings indicate that Raman scattering can solely differentiate between varying fat contents. At the same time, reflectance intensity is influenced by both fat content and oil droplet size, with a more pronounced sensitivity to fat droplet size. This study demonstrates the efficacy of combined Raman and reflectance spectroscopy in assessing liver steatosis and fat droplet size, potentially aiding in assessing donor livers for transplantation.
Collapse
Affiliation(s)
- Hao Guo
- Department of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia, Canada
- Department of Medical Physics, Nova Scotia Health Authority, Halifax, Nova Scotia, Canada
| | - Vanessa S Zions
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
| | - Brent A Law
- Fisheries and Oceans Canada, Bedford Institute of Oceanography, Dartmouth, Nova Scotia, Canada
| | - Kevin C Hewitt
- Department of Physics and Atmospheric Science, Dalhousie University, Halifax, Nova Scotia, Canada
| |
Collapse
|
8
|
Yoon YI, Lee SG, Hwang S, Kim KH, Ahn CS, Moon DB, Ha TY, Song GW, Jung DH, Park GC. Safety of right liver donation after improving steatosis through weight loss in living donors: a retrospective study. Hepatol Int 2024; 18:1566-1578. [PMID: 38485873 DOI: 10.1007/s12072-024-10641-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 01/09/2024] [Indexed: 10/10/2024]
Abstract
BACKGROUND Living donor liver transplantation using hepatic steatosis-improved grafts mitigates donor shortage. Herein, we aimed to evaluate the safety and feasibility of right-lobe adult-to-adult living donor liver transplantation using grafts improved through donor weight loss. METHODS In this retrospective study conducted in a single institution in the Republic of Korea, we reviewed the medical records of living liver donors who lost ≥ 10% of their body weight to improve steatosis before right lobe donation between January 2015 and December 2020. Overall, 1040 right-lobe donors were included, with 150 and 890 donors in the weight loss and control (non-steatosis) groups, respectively. RESULTS We performed 1:1 individual matching using the greedy matching method, by which 124 patients were included in each group. The median period from the date of the first visit to donation was 113 (interquartile range: 78-184) days in the weight loss group. As body weight changed from 82.8 ± 13.7 kg to 70.8 ± 11.8 kg (p < 0.0001), body mass index also improved from 27.8 ± 3.9 kg/m2 to 23.8 ± 3.1 kg/m2 (p < 0.0001). No significant between-group differences existed in the postoperative laboratory data for living donors and recipients. The incidence of postoperative complications in donors was comparable between the groups (control group, 9.7%; weight loss group, 13.7%; p = 0.3185). The graft and recipient survival rates were comparable between the groups (p = 1.000). CONCLUSION Weight loss through diet and exercise significantly could improve hepatic steatosis in living donor candidates for liver transplantation, with the surgical outcomes in recipients and donors being equivalent to those in recipients and non-steatotic donors.
Collapse
Affiliation(s)
- Young-In Yoon
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Sung-Gyu Lee
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea.
| | - Shin Hwang
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Ki-Hun Kim
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Chul-Soo Ahn
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Deok-Bog Moon
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Tae-Yong Ha
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Gi-Won Song
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Dong-Hwan Jung
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| | - Gil-Chun Park
- Division of Hepatobiliary Surgery and Liver Transplantation, Department of Surgery, Asan Medical Center, University of Ulsan College of Medicine, 88, Olympic-ro 43-gil, Seoul, Republic of Korea
| |
Collapse
|
9
|
Coilly A, Desterke C, Kaščáková S, Chiappini F, Samuel D, Vibert E, Guettier C, Le Naour F. Clinical Application of Infrared Spectroscopy in Liver Transplantation for Rapid Assessment of Lipid Content in Liver Graft. J Transl Med 2024; 104:102110. [PMID: 39004345 DOI: 10.1016/j.labinv.2024.102110] [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: 12/19/2023] [Revised: 07/02/2024] [Accepted: 07/08/2024] [Indexed: 07/16/2024] Open
Abstract
Liver transplantation (LT) is a major treatment for patients with end-stage liver diseases. Steatosis is a significant risk factor for primary graft nonfunction and associated with poor long-term graft outcomes. Traditionally, the evaluation of steatosis is based on frozen section examination to estimate the percentage of hepatocytes containing lipid vesicles. However, this visual evaluation correlates poorly with the true lipid content. This study aimed to address the potential of infrared (IR) microspectroscopy for rapidly estimating lipid content in the context of LT and assessing its impact on survival. Clinical data were collected for >20 months from 58 patients who underwent transplantation. For each liver graft, macrovacuolar steatosis and microvesicular steatosis were evaluated through histologic examination of frozen tissue section. Triglycerides (TG) were further quantified using gas phase chromatography coupled with a flame ionization detector (GC-FID) and estimated by IR microspectroscopy. A linear relationship and significant correlation were observed between the TG measured by GC-FID and those estimated using IR microspectroscopy (R2 = 0.86). In some cases, microvesicular steatosis was related to high lipid content despite low levels of macrovacuolar steatosis. Seven patients experienced posttransplantation liver failure, including 5 deceased patients. All patients underwent transplantation with grafts containing significantly high TG levels. A concentration of 250 nmol/mg was identified as the threshold above which the risk of failure after LT significantly increased, affecting 35% of patients. Our study established a strong correlation between LT outcomes and lipid content. IR microspectroscopy proved to be a rapid and reliable approach for assessing the lipid content in clinical settings.
Collapse
Affiliation(s)
- Audrey Coilly
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France; AP-HP Hôpital Paul Brousse, Centre Hépatobiliaire, Villejuif, France
| | - Christophe Desterke
- Université Paris Saclay, Institut André Lwoff, Villejuif, France; Inserm, US33, Villejuif, France
| | - Slávka Kaščáková
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France
| | - Franck Chiappini
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France
| | - Didier Samuel
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France; AP-HP Hôpital Paul Brousse, Centre Hépatobiliaire, Villejuif, France
| | - Eric Vibert
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France; AP-HP Hôpital Paul Brousse, Centre Hépatobiliaire, Villejuif, France
| | - Catherine Guettier
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France; AP-HP Hôpital Bicêtre, Service d'Anatomopathologie, Kremlin-Bicêtre, France.
| | - François Le Naour
- Inserm, Unité 1193, Villejuif, France; Université Paris Saclay, Institut André Lwoff, Villejuif, France; Inserm, US33, Villejuif, France.
| |
Collapse
|
10
|
Gambella A, Salvi M, Molinari F. Reply to: "Application of digital pathology in liver transplantation". J Hepatol 2024; 81:e114-e115. [PMID: 38759888 DOI: 10.1016/j.jhep.2024.05.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 05/06/2024] [Indexed: 05/19/2024]
Affiliation(s)
- Alessandro Gambella
- Pathology Unit, Department of Medical Sciences, University of Turin, Turin, Italy; Division of Liver and Transplant Pathology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
| | - Massimo Salvi
- Department of Electronics and Telecommunications, PolitoBIOMed Lab, Politecnico di Torino, Biolab, Corso Duca degli Abruzzi 24, 10129 Turin, Italy
| | - Filippo Molinari
- Department of Electronics and Telecommunications, PolitoBIOMed Lab, Politecnico di Torino, Biolab, Corso Duca degli Abruzzi 24, 10129 Turin, Italy
| |
Collapse
|
11
|
Gitto S, Fiorillo C, Argento FR, Fini E, Borghi S, Falcini M, Roccarina D, La Delfa R, Lillo L, Zurli T, Forte P, Ghinolfi D, De Simone P, Chiesi F, Ingravallo A, Vizzutti F, Aspite S, Laffi G, Lynch E, Petruccelli S, Carrai P, Palladino S, Sofi F, Stefani L, Amedei A, Baldi S, Toscano A, Lau C, Marra F, Becatti M. Oxidative stress-induced fibrinogen modifications in liver transplant recipients: unraveling a novel potential mechanism for cardiovascular risk. Res Pract Thromb Haemost 2024; 8:102555. [PMID: 39309232 PMCID: PMC11416524 DOI: 10.1016/j.rpth.2024.102555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 07/25/2024] [Accepted: 08/15/2024] [Indexed: 09/25/2024] Open
Abstract
BACKGROUND Cardiovascular events represent a major cause of non-graft-related death after liver transplant. Evidence suggest that chronic inflammation associated with a remarkable oxidative stress in the presence of endothelial dysfunction and procoagulant environment plays a major role in the promotion of thrombosis. However, the underlying molecular mechanisms are not completely understood. OBJECTIVES In order to elucidate the mechanisms of posttransplant thrombosis, the aim of the present study was to investigate the role of oxidation-induced structural and functional fibrinogen modifications in liver transplant recipients. METHODS A case-control study was conducted on 40 clinically stable liver transplant recipients and 40 age-matched, sex-matched, and risk factor-matched controls. Leukocyte reactive oxygen species (ROS) production, lipid peroxidation, glutathione content, plasma antioxidant capacity, fibrinogen oxidation, and fibrinogen structural and functional features were compared between patients and controls. RESULTS Patients displayed enhanced leukocyte ROS production and an increased plasma lipid peroxidation with a reduced total antioxidant capacity compared with controls. This systemic oxidative stress was associated with fibrinogen oxidation with fibrinogen structural alterations. Thrombin-catalyzed fibrin polymerization and fibrin resistance to plasmin-induced lysis were significantly altered in patients compared with controls. Moreover, steatotic graft and smoking habit were associated with high fibrin degradation rate. CONCLUSION ROS-induced fibrinogen structural changes might increase the risk of thrombosis in liver transplant recipients.
Collapse
Affiliation(s)
- Stefano Gitto
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Claudia Fiorillo
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio,” University of Florence, Florence, Italy
| | - Flavia Rita Argento
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio,” University of Florence, Florence, Italy
| | - Eleonora Fini
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio,” University of Florence, Florence, Italy
| | - Serena Borghi
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio,” University of Florence, Florence, Italy
| | - Margherita Falcini
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Davide Roccarina
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Rosario La Delfa
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Ludovica Lillo
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Tommaso Zurli
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Paolo Forte
- Gastroenterology Unit, University Hospital Careggi, Florence, Italy
| | - Davide Ghinolfi
- Hepatobiliary Surgery and Liver Transplantation, University of Pisa Medical School Hospital, Pisa, Italy
| | - Paolo De Simone
- Hepatobiliary Surgery and Liver Transplantation, University of Pisa Medical School Hospital, Pisa, Italy
| | - Francesca Chiesi
- Department of Neuroscience, Psychology, Drug, and Child’s Health (NEUROFARBA), Section of Psychology, University of Florence, Florence, Italy
| | - Angelica Ingravallo
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Francesco Vizzutti
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Silvia Aspite
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Giacomo Laffi
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Erica Lynch
- Gastroenterology Unit, University Hospital Careggi, Florence, Italy
| | - Stefania Petruccelli
- Hepatobiliary Surgery and Liver Transplantation, University of Pisa Medical School Hospital, Pisa, Italy
| | - Paola Carrai
- Hepatobiliary Surgery and Liver Transplantation, University of Pisa Medical School Hospital, Pisa, Italy
| | - Simona Palladino
- Hepatobiliary Surgery and Liver Transplantation, University of Pisa Medical School Hospital, Pisa, Italy
| | - Francesco Sofi
- Unit of Clinical Nutrition, Careggi University Hospital, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Laura Stefani
- Sports Medicine Center Clinical and Experimental Medicine Department, University of Florence, Florence, Italy
| | - Amedeo Amedei
- Department of Clinical and Experimental Medicine, University of Florence, Florence, Italy
| | - Simone Baldi
- Department of Clinical and Experimental Medicine, University of Florence, Florence, Italy
| | - Arianna Toscano
- Division of Internal Medicine, University Hospital of Policlinico G. Martino, Messina, Italy
| | - Chloe Lau
- Department of Psychology, University of Western Ontario, London, Ontario, Canada
| | - Fabio Marra
- Internal Medicine and Liver Unit, University Hospital Careggi, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Matteo Becatti
- Department of Experimental and Clinical Biomedical Sciences “Mario Serio,” University of Florence, Florence, Italy
| |
Collapse
|
12
|
Giglio MC, Dolce P, Yilmaz S, Tokat Y, Acarli K, Kilic M, Zeytunlu M, Unek T, Karam V, Adam R, Polak WG, Fondevila C, Nadalin S, Troisi RI. Development of a model to predict the risk of early graft failure after adult-to-adult living donor liver transplantation: An ELTR study. Liver Transpl 2024; 30:835-847. [PMID: 38079264 DOI: 10.1097/lvt.0000000000000312] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 11/18/2023] [Indexed: 01/12/2024]
Abstract
Graft survival is a critical end point in adult-to-adult living donor liver transplantation (ALDLT), where graft procurement endangers the lives of healthy individuals. Therefore, ALDLT must be responsibly performed in the perspective of a positive harm-to-benefit ratio. This study aimed to develop a risk prediction model for early (3 months) graft failure (EGF) following ALDLT. Donor and recipient factors associated with EGF in ALDLT were studied using data from the European Liver Transplant Registry. An artificial neural network classification algorithm was trained on a set of 2073 ALDLTs, validated using cross-validation, tested on an independent random-split sample (n=518), and externally validated on United Network for Organ Sharing Standard Transplant Analysis and Research data. Model performance was assessed using the AUC, calibration plots, and decision curve analysis. Graft type, graft weight, level of hospitalization, and the severity of liver disease were associated with EGF. The model ( http://ldlt.shinyapps.io/eltr_app ) presented AUC values at cross-validation, in the independent test set, and at external validation of 0.69, 0.70, and 0.68, respectively. Model calibration was fair. The decision curve analysis indicated a positive net benefit of the model, with an estimated net reduction of 5-15 EGF per 100 ALDLTs. Estimated risks>40% and<5% had a specificity of 0.96 and sensitivity of 0.99 in predicting and excluding EGF, respectively. The model also stratified long-term graft survival ( p <0.001), which ranged from 87% in the low-risk group to 60% in the high-risk group. In conclusion, based on a panel of donor and recipient variables, an artificial neural network can contribute to decision-making in ALDLT by predicting EGF risk.
Collapse
Affiliation(s)
- Mariano Cesare Giglio
- Department of Clinical Medicine and Surgery, Division of HPB and Robotic Surgery, Federico II University Hospital Naples, Italy
| | - Pasquale Dolce
- Department of Translational Medicine, Federico II University of Naples, Naples, Italy
| | - Sezai Yilmaz
- Department of Surgery and Liver Transplant Institute, Inonu University Faculty of Medicine, Malatya, Turkey
| | - Yaman Tokat
- International Liver Center & Acibadem Healthcare Hospitals, Istanbul, Turkey
| | - Koray Acarli
- Department of Organ Transplantation, Istanbul Memorial Hospital, Istanbul, Turkey
- Department of Surgery, Istanbul Memorial Hospital, Istanbul, Turkey
| | - Murat Kilic
- Department of Liver Transplantation, Izmir Kent Hospital, Izmir, Turkey
| | - Murat Zeytunlu
- Departments of General Surgery and Gastroenterology, Ege University, School of Medicine, Izmir, Turkey
| | - Tarkan Unek
- Department of General Surgery, Hepatopancreaticobiliary Surgery and Liver Transplantation Unit, Dokuz Eylul University Faculty of Medicine, Narlidere, Izmir, Turkey
| | - Vincent Karam
- Paul Brousse Hospital, Univ Paris-Sud, Inserm, Villejuif, France
| | - René Adam
- Paul Brousse Hospital, Univ Paris-Sud, Inserm, Villejuif, France
| | | | - Constantino Fondevila
- Department of General and Digestive Surgery, Hospital Clínic, University of Barcelona, Barcelona, Spain
| | - Silvio Nadalin
- Department of General, Visceral and Transplant Surgery, University Hospital Tübingen, Tübingen, Germany
| | - Roberto Ivan Troisi
- Department of Clinical Medicine and Surgery, Division of HPB and Robotic Surgery, Federico II University Hospital Naples, Italy
| |
Collapse
|
13
|
Yoshiya S, Itoh S, Toshima T, Izumi T, Iseda N, Tsutsui Y, Toshida K, Nakayama Y, Ishikawa T, Tanaka Y, Ninomiya M, Yoshizumi T. Is preoperative weight reduction of living-donor liver transplant recipients and donors harmful to postoperative outcomes? J Gastrointest Surg 2024; 28:1033-1038. [PMID: 38631611 DOI: 10.1016/j.gassur.2024.04.010] [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: 02/08/2024] [Revised: 04/05/2024] [Accepted: 04/12/2024] [Indexed: 04/19/2024]
Abstract
PURPOSE Although the incidence of recipients and donors with overweight and obesity is increasing worldwide, few reports have focused on outcomes of preoperative weight reduction (WR) in living-donor liver transplantation (LDLT). Therefore, we examined the outcomes and the impact of WR on the postoperative course. METHODS We analyzed 217 consecutive LDLT procedures performed from 2017 to 2022. We divided the recipients and donors into a WR group and non-WR group. RESULTS Twenty-two recipients (10.1%) achieved WR (preoperative recipient WR [RWR] group), reducing their weight by 6.8% ± 6.0% within 2.2 ± 1.4 months with a significant decrease in body mass index (BMI) (P < .0001). The RWR group showed no significant differences in short-term postoperative outcomes (operative factors, postoperative liver function tests, amount of ascites, and morbidity) or in the graft survival rate as a long-term outcome (P = .24) compared with the non-RWR group. Forty-one donors (18.9%) achieved WR (preoperative donor WR [DWR] group), reducing their weight by 9.7% ± 6.3% within 3.2 ± 5.8 months with a significant decrease in BMI (P < .0001). Compared with the non-DWR group, the DWR group showed no significant differences in short-term postoperative outcomes between themselves and recipients or in the graft survival rate (P = .49). Furthermore, WR resulted in an increase to 32 donor-eligible and 6 recipient-eligible patients. CONCLUSION WR in LDLT recipients and donors had no harmful effect on postoperative outcomes and should lead to increase recipients' chance of undergoing LDLT and to expand the donor pool.
Collapse
Affiliation(s)
- Shohei Yoshiya
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan.
| | - Shinji Itoh
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Takeo Toshima
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Takuma Izumi
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Norifumi Iseda
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yuriko Tsutsui
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Katsuya Toshida
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yuki Nakayama
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Takuma Ishikawa
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Yasushi Tanaka
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan; Department of Anatomic Pathology, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Mizuki Ninomiya
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| | - Tomoharu Yoshizumi
- Department of Surgery and Science, Graduate School of Medical Sciences, Kyushu University, Fukuoka, Japan
| |
Collapse
|
14
|
Abbas SH, Ceresa CDL, Hodson L, Nasralla D, Watson CJE, Mergental H, Coussios C, Kaloyirou F, Brusby K, Mora A, Thomas H, Kounali D, Keen K, Pollok JM, Gaurav R, Iype S, Jassem W, Perera MTP, Hakeem AR, Knight S, Friend PJ. Defatting of donor transplant livers during normothermic perfusion-a randomised clinical trial: study protocol for the DeFat study. Trials 2024; 25:386. [PMID: 38886851 PMCID: PMC11181618 DOI: 10.1186/s13063-024-08189-4] [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: 02/26/2024] [Accepted: 05/22/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND Liver disease is the third leading cause of premature death in the UK. Transplantation is the only successful treatment for end-stage liver disease but is limited by a shortage of suitable donor organs. As a result, up to 20% of patients on liver transplant waiting lists die before receiving a transplant. A third of donated livers are not suitable for transplant, often due to steatosis. Hepatic steatosis, which affects 33% of the UK population, is strongly associated with obesity, an increasing problem in the potential donor pool. We have recently tested defatting interventions during normothermic machine perfusion (NMP) in discarded steatotic human livers that were not transplanted. A combination of therapies including forskolin (NKH477) and L-carnitine to defat liver cells and lipoprotein apheresis filtration were investigated. These interventions resulted in functional improvement during perfusion and reduced the intrahepatocellular triglyceride (IHTG) content. We hypothesise that defatting during NMP will allow more steatotic livers to be transplanted with improved outcomes. METHODS In the proposed multi-centre clinical trial, we will randomly assign 60 livers from donors with a high-risk of hepatic steatosis to either NMP alone or NMP with defatting interventions. We aim to test the safety and feasibility of the defatting intervention and will explore efficacy by comparing ex-situ and post-reperfusion liver function between the groups. The primary endpoint will be the proportion of livers that achieve predefined functional criteria during perfusion which indicate potential suitability for transplantation. These criteria reflect hepatic metabolism and injury and include lactate clearance, perfusate pH, glucose metabolism, bile composition, vascular flows and transaminase levels. Clinical secondary endpoints will include proportion of livers transplanted in the two arms, graft function; cell-free DNA (cfDNA) at follow-up visits; patient and graft survival; hospital and ITU stay; evidence of ischemia-reperfusion injury (IRI); non-anastomotic biliary strictures and recurrence of steatosis (determined on MRI at 6 months). DISCUSSION This study explores ex-situ pharmacological optimisation of steatotic donor livers during NMP. If the intervention proves effective, it will allow the safe transplantation of livers that are currently very likely to be discarded, thereby reducing waiting list deaths. TRIAL REGISTRATION ISRCTN ISRCTN14957538. Registered in October 2022.
Collapse
Affiliation(s)
- Syed Hussain Abbas
- Nuffield Department of Surgical Sciences, University of Oxford, The Churchill Hospital, Oxford, OX3 7LJ, UK.
| | - Carlo D L Ceresa
- Royal Free London NHS Foundation Trust, The Royal Free Hospital, Pond St, Hampstead, London, NW3 2QG, UK
| | - Leanne Hodson
- Oxford Centre for Diabetes, Endocrinology and Metabolism, University of Oxford, The Churchill Hospital, Oxford, OX3 7LJ, UK
| | - David Nasralla
- Royal Free London NHS Foundation Trust, The Royal Free Hospital, Pond St, Hampstead, London, NW3 2QG, UK
| | - Christopher J E Watson
- Department of Surgery, Addenbrooke's Hospital, Hills Road, University of Cambridge, Box 202, Cambridge, CB2 2QQ, UK
| | - Hynek Mergental
- Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Mindelsohn Way, Birmingham, B15 2TH, UK
- TransMedics Inc, 200 Minuteman Road, Andover, MA, 01810, USA
| | - Constantin Coussios
- Institute of Biomedical Engineering, Old Road Campus Research Building, University of Oxford, Oxford, OX3 7DQ, UK
| | | | | | - Ana Mora
- Victor Phillip Dahdaleh Heart and Lung Research Institute, University of Cambridge, Cambridge Biomedical Campus, Hills Road, Cambridge, CB2 0BB, UK
| | - Helen Thomas
- NHS Blood and Transplant Clinical Trials Unit, Fox Den Road, Stoke Gifford, Bristol, BS34 8RR, UK
| | - Daphne Kounali
- Oxford Clinical Trials Research Unit (OCTRU), Centre for Statistics in Medicine (CSM), Nuffield Department of Orthopaedics, Rheumatology and Musculoskeletal Sciences (NDORMS), Medical Sciences Division, The Botnar Research Centre, University of Oxford, Windmill Road, Oxford, OX3 7LD, UK
| | - Katie Keen
- NHSBT CTU, Long Road, Cambridge, CB2 0PT, UK
| | - Joerg-Matthias Pollok
- Royal Free London NHS Foundation Trust, The Royal Free Hospital, Pond St, Hampstead, London, NW3 2QG, UK
| | - Rohit Gaurav
- Department of Surgery, Addenbrooke's Hospital, Hills Road, University of Cambridge, Box 202, Cambridge, CB2 2QQ, UK
| | - Satheesh Iype
- Royal Free London NHS Foundation Trust, The Royal Free Hospital, Pond St, Hampstead, London, NW3 2QG, UK
| | - Wayel Jassem
- Kings College Hospital, King's College Hospital NHS Foundation Trust, Denmark Hill, London, SE5 9RS, UK
| | - M Thamara Pr Perera
- Queen Elizabeth Hospital, University Hospitals Birmingham NHS Foundation Trust, Mindelsohn Way, Birmingham, B15 2TH, UK
| | - Abdul Rahman Hakeem
- Kings College Hospital, King's College Hospital NHS Foundation Trust, Denmark Hill, London, SE5 9RS, UK
- St James's University Hospital, Leeds Teaching Hospitals NHS Trust, Beckett Street, Leeds, LS9 7TF, UK
| | - Simon Knight
- Nuffield Department of Surgical Sciences, University of Oxford, The Churchill Hospital, Oxford, OX3 7LJ, UK
| | - Peter J Friend
- Nuffield Department of Surgical Sciences, University of Oxford, The Churchill Hospital, Oxford, OX3 7LJ, UK
| |
Collapse
|
15
|
Abbas SH, Ceresa CDL, Pollok JM. Steatotic Donor Transplant Livers: Preservation Strategies to Mitigate against Ischaemia-Reperfusion Injury. Int J Mol Sci 2024; 25:4648. [PMID: 38731866 PMCID: PMC11083584 DOI: 10.3390/ijms25094648] [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: 03/12/2024] [Revised: 04/21/2024] [Accepted: 04/22/2024] [Indexed: 05/13/2024] Open
Abstract
Liver transplantation (LT) is the only definitive treatment for end-stage liver disease, yet the UK has seen a 400% increase in liver disease-related deaths since 1970, constrained further by a critical shortage of donor organs. This shortfall has necessitated the use of extended criteria donor organs, including those with evidence of steatosis. The impact of hepatic steatosis (HS) on graft viability remains a concern, particularly for donor livers with moderate to severe steatosis which are highly sensitive to the process of ischaemia-reperfusion injury (IRI) and static cold storage (SCS) leading to poor post-transplantation outcomes. This review explores the pathophysiological predisposition of steatotic livers to IRI, the limitations of SCS, and alternative preservation strategies, including novel organ preservation solutions (OPS) and normothermic machine perfusion (NMP), to mitigate IRI and improve outcomes for steatotic donor livers. By addressing these challenges, the liver transplant community can enhance the utilisation of steatotic donor livers which is crucial in the context of the global obesity crisis and the growing need to expand the donor pool.
Collapse
Affiliation(s)
- Syed Hussain Abbas
- Oxford Transplant Centre, Nuffield Department of Surgical Sciences, University of Oxford, Oxford OX1 2JD, UK;
| | - Carlo Domenico Lorenzo Ceresa
- Department of Hepatopancreatobiliary and Liver Transplant Surgery, Royal Free Hospital, Pond Street, Hampstead, London NW3 2QG, UK;
| | - Joerg-Matthias Pollok
- Department of Hepatopancreatobiliary and Liver Transplant Surgery, Royal Free Hospital, Pond Street, Hampstead, London NW3 2QG, UK;
- Division of Surgery & Interventional Science, University College London, Gower Street, London WC1E 6BT, UK
| |
Collapse
|
16
|
Lusnig L, Sagingalieva A, Surmach M, Protasevich T, Michiu O, McLoughlin J, Mansell C, De' Petris G, Bonazza D, Zanconati F, Melnikov A, Cavalli F. Hybrid Quantum Image Classification and Federated Learning for Hepatic Steatosis Diagnosis. Diagnostics (Basel) 2024; 14:558. [PMID: 38473030 DOI: 10.3390/diagnostics14050558] [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: 01/10/2024] [Revised: 02/17/2024] [Accepted: 02/26/2024] [Indexed: 03/14/2024] Open
Abstract
In the realm of liver transplantation, accurately determining hepatic steatosis levels is crucial. Recognizing the essential need for improved diagnostic precision, particularly for optimizing diagnosis time by swiftly handling easy-to-solve cases and allowing the expert time to focus on more complex cases, this study aims to develop cutting-edge algorithms that enhance the classification of liver biopsy images. Additionally, the challenge of maintaining data privacy arises when creating automated algorithmic solutions, as sharing patient data between hospitals is restricted, further complicating the development and validation process. This research tackles diagnostic accuracy by leveraging novel techniques from the rapidly evolving field of quantum machine learning, known for their superior generalization abilities. Concurrently, it addresses privacy concerns through the implementation of privacy-conscious collaborative machine learning with federated learning. We introduce a hybrid quantum neural network model that leverages real-world clinical data to assess non-alcoholic liver steatosis accurately. This model achieves an image classification accuracy of 97%, surpassing traditional methods by 1.8%. Moreover, by employing a federated learning approach that allows data from different clients to be shared while ensuring privacy, we maintain an accuracy rate exceeding 90%. This initiative marks a significant step towards a scalable, collaborative, efficient, and dependable computational framework that aids clinical pathologists in their daily diagnostic tasks.
Collapse
Affiliation(s)
- Luca Lusnig
- Terra Quantum AG, 9000 St. Gallen, Switzerland
- Research Unit of Paleoradiology and Allied Sciences, Laboratorio di Telematica Sanitaria-Struttura Complessa Informatica e Telecomunicazioni, Azienda Sanitaria Universitaria Giuliana Isontina, 34149 Trieste, Italy
| | | | | | | | | | | | | | - Graziano De' Petris
- Laboratorio di Telematica Sanitaria-Struttura Complessa Informatica e Telecomunicazioni, Azienda Sanitaria Universitaria Giuliana Isontina, 34149 Trieste, Italy
| | - Deborah Bonazza
- Department of Medical, Surgical and Health Sciences, University of Trieste, Cattinara Academic Hospital, 34149 Trieste, Italy
| | - Fabrizio Zanconati
- Department of Medical, Surgical and Health Sciences, University of Trieste, Cattinara Academic Hospital, 34149 Trieste, Italy
| | | | - Fabio Cavalli
- Research Unit of Paleoradiology and Allied Sciences, Laboratorio di Telematica Sanitaria-Struttura Complessa Informatica e Telecomunicazioni, Azienda Sanitaria Universitaria Giuliana Isontina, 34149 Trieste, Italy
| |
Collapse
|
17
|
Bezjak M, Stresec I, Kocman B, Jadrijević S, Filipec Kanizaj T, Antonijević M, Dalbelo Bašić B, Mikulić D. Influence of donor age on liver transplantation outcomes: A multivariate analysis and comparative study. World J Gastrointest Surg 2024; 16:331-344. [PMID: 38463351 PMCID: PMC10921207 DOI: 10.4240/wjgs.v16.i2.331] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/09/2023] [Revised: 12/18/2023] [Accepted: 01/29/2024] [Indexed: 02/25/2024] Open
Abstract
BACKGROUND The growing disparity between the rising demand for liver transplantation (LT) and the limited availability of donor organs has prompted a greater reliance on older liver grafts. Traditionally, utilizing livers from elderly donors has been associated with outcomes inferior to those achieved with grafts from younger donors. By accounting for additional risk factors, we hypothesize that the utilization of older liver grafts has a relatively minor impact on both patient survival and graft viability. AIM To evaluate the impact of donor age on LT outcomes using multivariate analysis and comparing young and elderly donor groups. METHODS In the period from April 2013 to December 2018, 656 adult liver transplants were performed at the University Hospital Merkur. Several multivariate Cox proportional hazards models were developed to independently assess the significance of donor age. Donor age was treated as a continuous variable. The approach involved univariate and multivariate analysis, including variable selection and assessment of interactions and transformations. Additionally, to exemplify the similarity of using young and old donor liver grafts, the group of 87 recipients of elderly donor liver grafts (≥ 75 years) was compared to a group of 124 recipients of young liver grafts (≤ 45 years) from the dataset. Survival rates of the two groups were estimated using the Kaplan-Meier method and the log-rank test was used to test the differences between groups. RESULTS Using multivariate Cox analysis, we found no statistical significance in the role of donor age within the constructed models. Even when retained during the entire model development, the donor age's impact on survival remained insignificant and transformations and interactions yielded no substantial effects on survival. Consistent insignificance and low coefficient values suggest that donor age does not impact patient survival in our dataset. Notably, there was no statistical evidence that the five developed models did not adhere to the proportional hazards assumption. When comparing donor age groups, transplantation using elderly grafts showed similar early graft function, similar graft (P = 0.92), and patient survival rates (P = 0.86), and no significant difference in the incidence of postoperative complications. CONCLUSION Our center's experience indicates that donor age does not play a significant role in patient survival, with elderly livers performing comparably to younger grafts when accounting for other risk factors.
Collapse
Affiliation(s)
- Miran Bezjak
- Department of Surgery, University Hospital Merkur, Zagreb 10000, Croatia
| | - Ivan Stresec
- Department of Electronics, Microelectronics, Computer and Intelligent Systems, Faculty of Electrical Engineering and Computing, Zagreb 10000, Croatia
| | - Branislav Kocman
- Department of Surgery, University Hospital Merkur, Zagreb 10000, Croatia
| | | | | | | | - Bojana Dalbelo Bašić
- Department of Electronics, Microelectronics, Computer and Intelligent Systems, Faculty of Electrical Engineering and Computing, Zagreb 10000, Croatia
| | - Danko Mikulić
- Department of Surgery, University Hospital Merkur, Zagreb 10000, Croatia
| |
Collapse
|
18
|
Kulik U, Moesta C, Spanel R, Borlak J. Dysfunctional Cori and Krebs cycle and inhibition of lactate transporters constitute a mechanism of primary nonfunction of fatty liver allografts. Transl Res 2024; 264:33-65. [PMID: 37722450 DOI: 10.1016/j.trsl.2023.09.006] [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: 03/20/2023] [Revised: 09/06/2023] [Accepted: 09/06/2023] [Indexed: 09/20/2023]
Abstract
Orthotopic liver transplantation (OLT) is a lifesaving procedure. However, grafts may fail due to primary nonfunction (PNF). In the past, we demonstrated PNFs to be mainly associated with fatty allografts, and given its unpredictable nature, the development of a disease model is urgently needed. In an effort to investigate mechanism of fatty allograft-associated PNFs, we induced fatty liver disease in donor animals by feeding rats a diet deficient in methionine and choline (MCD). We performed OLT with allografts of different grades of hepatic steatosis and compared the results to healthy ones. We assessed liver function by considering serum biochemistries, and investigated genome wide responses following OLT of healthy and fatty allograft-associated PNFs. Furthermore, we performed immunohistochemistry to evaluate markers of oxidative stress and reperfusion injury, inflammation, glycolysis and gluconeogenesis, lactate transport, and its utilization as part of the Cori cycle. Strikingly, PNFs are strictly lipid content dependent. Nonetheless, a fat content of ≤17% and an increase in the size of hepatocytes of ≤11% (ballooning) greatly improved outcome of OLTs and the hepatic microcirculation. Mechanistically, PNFs arise from a dysfunctional Cori cycle with complete ablation of the lactate transporter SLC16A1. Thus, lipid-laden hepatocytes fail to perform gluconeogenesis via lactate reutilization, and the resultant hyperlactatemia and lactic acidosis causes cardiac arrhythmogenicity and death. Furthermore, the genomic and immunohistochemistry investigations underscore a dysfunctional Krebs cycle with impaired energy metabolism in lipid-burdened mitochondria. Together, we show fatty allografts to be highly vulnerable towards ischemia/reperfusion-injury, and stabilizing the Cori cycle is of critical importance to avert PNFs.
Collapse
Affiliation(s)
- Ulf Kulik
- Department of General, Visceral- and Transplantation Surgery, Hannover Medical School, Hannover, Germany
| | - Caroline Moesta
- Centre for Pharmacology and Toxicology, Hannover Medical School, Hannover, Germany
| | - Reinhard Spanel
- Centre for Pharmacology and Toxicology, Hannover Medical School, Hannover, Germany
| | - Jürgen Borlak
- Centre for Pharmacology and Toxicology, Hannover Medical School, Hannover, Germany.
| |
Collapse
|
19
|
Lim WH, Ng CH, Tan DJH, Xiao J, Fu CE, Ong C, Koh B, Chung C, Tan SN, Wong ZY, Mitchell K, Joseph AA, Tseng M, Syn N, Mak LY, Fung J, Huang DQ, Muthiah M, Tan EXX, Siddiqui MS. Donor Diabetes and Steatosis Affects Recipient Survival Following Liver Transplantation Based on Etiology of Liver Cirrhosis. Transplantation 2024; 108:473-482. [PMID: 37439778 DOI: 10.1097/tp.0000000000004718] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/14/2023]
Abstract
BACKGROUND Liver transplantation (LT) offers patients with decompensated cirrhosis the best chance at long-term survival. With the rising prevalence of diabetes, further clarity is needed on the impact of receiving a liver allograft from a donor with diabetes on post-LT outcomes. This study aims to evaluate the impact of donor diabetes on clinical outcomes after LT. METHODS This is a retrospective analysis of the United Network for Organ Sharing registry data of LT recipients from January 1, 2000, to December 31, 2021. Outcomes analysis was performed using Cox proportional model for all-cause mortality and graft failure. Confounding was reduced by coarsened exact matching causal inference analysis. RESULTS Of 66 960 donors identified, 7178 (10.7%) had diabetes. Trend analysis revealed a longitudinal increase in the prevalence of donor diabetes ( P < 0.001). Importantly, donor diabetes was associated with increased all-cause mortality (hazard ratio [HR]: 1.13; 95% confidence interval [CI], 1.07-1.19; P < 0.001) and graft failure (HR: 1.16; 95% CI, 1.11-1.22; P < 0.001). Receiving donor organ with diabetes reduced graft survival in patients who received LT for nonalcoholic steatohepatitis cirrhosis (HR: 1.26; 95% CI, 1.13-1.41; P < 0.001) but not other etiologies of cirrhosis. CONCLUSIONS Donor diabetes was associated with worse outcomes post-LT, particularly in patients receiving LT for nonalcoholic steatohepatitis cirrhosis. Future studies are needed to better understand the mechanism underlying this association to develop better risk stratification and clinical practice to improve the outcomes of the transplanted patients.
Collapse
Affiliation(s)
- Wen Hui Lim
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Cheng Han Ng
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
| | - Darren Jun Hao Tan
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Jieling Xiao
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Clarissa Elysia Fu
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Christen Ong
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Benjamin Koh
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Charlotte Chung
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Shi Ni Tan
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Zhen Yu Wong
- School of Medicine, International Medical University, Kuala Lumpur, Malaysia
| | - Kimberly Mitchell
- Division of Transplant Surgery, Virginia Commonwealth University, Richmond, VA
| | | | - Michael Tseng
- Division of Gastroenterology, Hepatology and Nutrition, Department of Internal Medicine, Virginia Commonwealth University, Richmond, VA
| | - Nicholas Syn
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Lung Yi Mak
- Department of Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
| | - James Fung
- Department of Medicine, The University of Hong Kong, Queen Mary Hospital, Hong Kong
| | - Daniel Q Huang
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
- National University Centre for Organ Transplantation, National University Health System, Singapore
| | - Mark Muthiah
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
- National University Centre for Organ Transplantation, National University Health System, Singapore
| | - Eunice X X Tan
- Yong Loo Lin School of Medicine, National University of Singapore, Singapore
- Division of Gastroenterology and Hepatology, Department of Medicine, National University Hospital, Singapore, Singapore
- National University Centre for Organ Transplantation, National University Health System, Singapore
| | - Mohammad Shadab Siddiqui
- Division of Gastroenterology, Hepatology and Nutrition, Department of Internal Medicine, Virginia Commonwealth University, Richmond, VA
| |
Collapse
|
20
|
Zhang L, Wang M, An R, Dai J, Liu S, Chen M, Ding H. Activation of NLRP3 Inflammasome via Drp1 Overexpression in Kupffer Cells Aggravates Ischemia-reperfusion Injury in Hepatic Steatosis. J Clin Transl Hepatol 2023; 11:1069-1078. [PMID: 37577223 PMCID: PMC10412692 DOI: 10.14218/jcth.2022.00109] [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: 11/16/2022] [Revised: 02/23/2023] [Accepted: 03/16/2023] [Indexed: 07/03/2023] Open
Abstract
Background and Aims Donors with fatty livers are considered to address the shortage of livers for transplantation, but those livers are particularly sensitive to ischemia-reperfusion injury (IRI), and an increased incidence of graft failure is observed. Kupffer cells account for 20-35% of liver nonparenchymal cells, and have been shown to participate in the process of IRI and inflammatory reactions of hepatic steatosis. NOD-like receptor thermal protein domain-associated protein 3 (NLRP3) is an intracellular sensor activated by Kupffer cells to promote generation and participates in IRI. Dynamics-associated protein 1 (Drp1) is one of the main proteins regulating mitochondrial division and exacerbates IRI by affecting mitochondrial dynamics. The mechanism of interaction of Kupffer cells with Drp1 and NLRP3 to aggravate IRI has not been clarified. Methods A mouse model of hepatic steatosis was established by feeding the mice with a high-fat diet. In vitro experiments were performed using AML12 normal mouse liver cells and RAW264.7 mononuclear macrophage cells cultured in medium with palmitate and oleic acid. Western blotting and immunohistochemical (IHC) staining were used to detect the expression of NLRPP3 and Drp1 in IRI in the control and high-fat diet groups. The expression of F4/80+ cells during IRI in hepatic steatosis was verified by IHC staining, and the role of NLRPP3 and Drp1 in Kupffer-cell mediated IRI was investigated by targeting Drp-1 inhibition. Results Drp1 and NLRP3 expression was increased during IRI in hepatic steatosis, and the expression of Drp1 and NLRP3 were decreased after the elimination of Kupffer cells. That indicated Kupffer cells were involved in the process of IRI in hepatic steatosis through the action of Drp1 and NLRP3. After Drp1 inhibition, liver function was restored and NLRP3 expression level was reduced. Conclusions Kupffer cells aggravated IRI in hepatic steatosis via NLRP3 and Drp1. Drp1 inhibitors might be useful as specific therapeutics to alleviate IRI in hepatic steatosis and may have promise in case of liver donor shortage.
Collapse
Affiliation(s)
- Lu Zhang
- Department of Hepatobiliary Surgery, Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China
| | - Mingfu Wang
- Surgery Department I, Zhangjiagang Traditional Chinese Medicine Hospital, Suzhou, Jiangsu, China
| | - Ran An
- Department of Hepatobiliary Surgery, Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China
| | - Jun Dai
- Department of Hepatobiliary Surgery, The First Affiliated Hospital of Wannan Medical College, Wuhu, Anhui, China
| | - Shujun Liu
- Department of Hepatobiliary Surgery, Nanjing Drum Tower Hospital, Clinical College of Traditional Chinese and Western Medicine, School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, Jiangsu, China
| | - Ming Chen
- Department of Hepatobiliary Surgery, Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China
| | - Haoran Ding
- Department of Hepatobiliary Surgery, Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China
| |
Collapse
|
21
|
Hu Y, Wang R, Liu J, Wang Y, Dong J. Lipid droplet deposition in the regenerating liver: A promoter, inhibitor, or bystander? Hepatol Commun 2023; 7:e0267. [PMID: 37708445 PMCID: PMC10503682 DOI: 10.1097/hc9.0000000000000267] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 07/29/2023] [Indexed: 09/16/2023] Open
Abstract
Liver regeneration (LR) is a complex process involving intricate networks of cellular connections, cytokines, and growth factors. During the early stages of LR, hepatocytes accumulate lipids, primarily triacylglycerol, and cholesterol esters, in the lipid droplets. Although it is widely accepted that this phenomenon contributes to LR, the impact of lipid droplet deposition on LR remains a matter of debate. Some studies have suggested that lipid droplet deposition has no effect or may even be detrimental to LR. This review article focuses on transient regeneration-associated steatosis and its relationship with the liver regenerative response.
Collapse
Affiliation(s)
- Yuelei Hu
- Department of Hepatobiliary and Pancreatic Surgery, The First Hospital of Jilin University, Jilin University, Changchun, China
| | - Ruilin Wang
- Department of Cadre’s Wards Ultrasound Diagnostics. Ultrasound Diagnostic Center, The First Hospital of Jilin University, Jilin University, Changchun, China
| | - Juan Liu
- Research Unit of Precision Hepatobiliary Surgery Paradigm, Chinese Academy of Medical Sciences, Beijing, China
- Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China
- Institute for Organ Transplant and Bionic Medicine, Tsinghua University, Beijing, China
- Clinical Translational Science Center, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
| | - Yunfang Wang
- Research Unit of Precision Hepatobiliary Surgery Paradigm, Chinese Academy of Medical Sciences, Beijing, China
- Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China
- Institute for Organ Transplant and Bionic Medicine, Tsinghua University, Beijing, China
- Clinical Translational Science Center, Beijing Tsinghua Changgung Hospital, Tsinghua University, Beijing, China
| | - Jiahong Dong
- Department of Hepatobiliary and Pancreatic Surgery, The First Hospital of Jilin University, Jilin University, Changchun, China
- Research Unit of Precision Hepatobiliary Surgery Paradigm, Chinese Academy of Medical Sciences, Beijing, China
- Hepatopancreatobiliary Center, Beijing Tsinghua Changgung Hospital, School of Clinical Medicine, Tsinghua University, Beijing, China
- Institute for Organ Transplant and Bionic Medicine, Tsinghua University, Beijing, China
| |
Collapse
|
22
|
Rahman MA, Yilmaz I, Albadri ST, Salem FE, Dangott BJ, Taner CB, Nassar A, Akkus Z. Artificial Intelligence Advances in Transplant Pathology. Bioengineering (Basel) 2023; 10:1041. [PMID: 37760142 PMCID: PMC10525684 DOI: 10.3390/bioengineering10091041] [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: 07/28/2023] [Revised: 08/15/2023] [Accepted: 08/31/2023] [Indexed: 09/29/2023] Open
Abstract
Transplant pathology plays a critical role in ensuring that transplanted organs function properly and the immune systems of the recipients do not reject them. To improve outcomes for transplant recipients, accurate diagnosis and timely treatment are essential. Recent advances in artificial intelligence (AI)-empowered digital pathology could help monitor allograft rejection and weaning of immunosuppressive drugs. To explore the role of AI in transplant pathology, we conducted a systematic search of electronic databases from January 2010 to April 2023. The PRISMA checklist was used as a guide for screening article titles, abstracts, and full texts, and we selected articles that met our inclusion criteria. Through this search, we identified 68 articles from multiple databases. After careful screening, only 14 articles were included based on title and abstract. Our review focuses on the AI approaches applied to four transplant organs: heart, lungs, liver, and kidneys. Specifically, we found that several deep learning-based AI models have been developed to analyze digital pathology slides of biopsy specimens from transplant organs. The use of AI models could improve clinicians' decision-making capabilities and reduce diagnostic variability. In conclusion, our review highlights the advancements and limitations of AI in transplant pathology. We believe that these AI technologies have the potential to significantly improve transplant outcomes and pave the way for future advancements in this field.
Collapse
Affiliation(s)
- Md Arafatur Rahman
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
- Department of Mathematics, Florida State University, Tallahassee, FL 32306, USA
| | - Ibrahim Yilmaz
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
- Computational Pathology and Artificial Intelligence, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Sam T. Albadri
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Fadi E. Salem
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Bryan J. Dangott
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
- Computational Pathology and Artificial Intelligence, Mayo Clinic, Jacksonville, FL 32224, USA
| | - C. Burcin Taner
- Department of Transplantation Surgery, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Aziza Nassar
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
| | - Zeynettin Akkus
- Department of Laboratory Medicine and Pathology, Mayo Clinic, Jacksonville, FL 32224, USA
- Computational Pathology and Artificial Intelligence, Mayo Clinic, Jacksonville, FL 32224, USA
| |
Collapse
|
23
|
Klinkachorn M, Tsoi-A-Sue C, Narayan RR, Kadri H, Tam T, Melcher ML. Development of a portable device to quantify hepatic steatosis in potential donor livers. FRONTIERS IN TRANSPLANTATION 2023; 2:1206085. [PMID: 38993883 PMCID: PMC11235317 DOI: 10.3389/frtra.2023.1206085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Accepted: 06/08/2023] [Indexed: 07/13/2024]
Abstract
An accurate estimation of liver fat content is necessary to predict how a donated liver will function after transplantation. Currently, a pathologist needs to be available at all hours of the day, even at remote hospitals, when an organ donor is procured. Even among expert pathologists, the estimation of liver fat content is operator-dependent. Here we describe the development of a low-cost, end-to-end artificial intelligence platform to evaluate liver fat content on a donor liver biopsy slide in real-time. The hardware includes a high-resolution camera, display, and GPU to acquire and process donor liver biopsy slides. A deep learning model was trained to label and quantify fat globules in liver tissue. The algorithm was deployed on the device to enable real-time quantification and characterization of fat content for transplant decision-making. This information is displayed on the device and can also be sent to a cloud platform for further analysis.
Collapse
Affiliation(s)
- Mac Klinkachorn
- Department of Engineering, Stanford University, Stanford, CA, United States
| | | | - Raja R. Narayan
- Department of Surgery, Mass General, Boston MA, United States
| | - Haaris Kadri
- Department of Surgery, Stanford University, Stanford, CA, United States
| | - Taylor Tam
- Menlo School, Menlo Park, CA, United States
| | - Marc L. Melcher
- Department of Surgery, Stanford University, Stanford, CA, United States
| |
Collapse
|
24
|
Patrono D, De Stefano N, Vissio E, Apostu AL, Petronio N, Vitelli G, Catalano G, Rizza G, Catalano S, Colli F, Chiusa L, Romagnoli R. How to Preserve Steatotic Liver Grafts for Transplantation. J Clin Med 2023; 12:3982. [PMID: 37373676 DOI: 10.3390/jcm12123982] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Revised: 06/05/2023] [Accepted: 06/08/2023] [Indexed: 06/29/2023] Open
Abstract
Liver allograft steatosis is a significant risk factor for postoperative graft dysfunction and has been associated with inferior patient and graft survival, particularly in the case of moderate or severe macrovesicular steatosis. In recent years, the increasing incidence of obesity and fatty liver disease in the population has led to a higher proportion of steatotic liver grafts being used for transplantation, making the optimization of their preservation an urgent necessity. This review discusses the mechanisms behind the increased susceptibility of fatty livers to ischemia-reperfusion injury and provides an overview of the available strategies to improve their utilization for transplantation, with a focus on preclinical and clinical evidence supporting donor interventions, novel preservation solutions, and machine perfusion techniques.
Collapse
Affiliation(s)
- Damiano Patrono
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Nicola De Stefano
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Elena Vissio
- Department of Pathology, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Ana Lavinia Apostu
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Nicoletta Petronio
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Giovanni Vitelli
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Giorgia Catalano
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Giorgia Rizza
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Silvia Catalano
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Fabio Colli
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Luigi Chiusa
- Department of Pathology, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| | - Renato Romagnoli
- General Surgery 2U-Liver Transplant Unit, Department of Surgical Sciences, Azienda Ospedaliero Universitaria Città della Salute e della Scienza di Torino, Università di Torino, Corso Bramante 88-90, 10126 Turin, Italy
| |
Collapse
|
25
|
Qi D, Chen P, Bao H, Zhang L, Sun K, Song S, Li T. Dimethyl fumarate protects against hepatic ischemia-reperfusion injury by alleviating ferroptosis via the NRF2/SLC7A11/HO-1 axis. Cell Cycle 2023; 22:818-828. [PMID: 36482709 PMCID: PMC10026899 DOI: 10.1080/15384101.2022.2155016] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Dimethyl fumarate (DMF), a therapeutic agent for relapsing-remitting multiple sclerosis, has cytoprotective and antioxidant effects. Ferroptosis, a pathological cell death process, is recently shown to play a vital part in ischemia-reperfusion injury (IRI). This study aimed to unveil the suppressive role of DMF on ferroptosis in liver IRI. The anti-ferroptosis effect of DMF on hepatic IRI was investigated using a liver IRI mouse model and a hypoxia-reoxygenation injury (HRI) model in alpha mouse liver (AML12) cells. Serum transaminase concentrations reflected liver function. Hematoxylin and eosin staining was used to assess liver damage. Cell viability was evaluated utilizing the CCK-8 assay. Malondialdehyde (MDA), the reduced glutathione/oxidized glutathione (GSH/GSSG) ratio, and BODIPY 581/591C11 were measured to estimate the injury caused by lipid peroxidation. Western blotting and real-time polymerase chain reaction (RT-PCR) were performed to explore the underlying molecular mechanisms. We demonstrated the anti-ferroptosis effects of DMF both in vivo and in vitro. DMF treatment ameliorated hepatic IRI. KEGG enrichment analysis and transmission electron microscopy revealed a close relationship between ferroptosis and liver IRI. Furthermore, DMF protected against HRI by inhibiting ferroptosis via activating the nuclear factor E2-related factor 2 (NRF2) pathway. Interestingly, NRF2 knockdown notably decreased the expression of SLC7A11 and HO-1 and blocked the anti-ferroptosis effects of DMF. DMF inhibits ferroptosis by activating the NRF2/SLC7A11/HO-1 axis and exerts a protective effect against hepatic IRI.
Collapse
Affiliation(s)
- Debin Qi
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Peng Chen
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Haili Bao
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Lei Zhang
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Keyan Sun
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Shaohua Song
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Tao Li
- Department of General Surgery, Ruijin Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|
26
|
Savikko J, Åberg F, Tukiainen E, Nordin A, Mäkisalo H, Arola J, Isoniemi H. Gamma-glutamyltransferase predicts macrovesicular liver graft steatosis - an analysis of discarded liver allografts in Finland. Scand J Gastroenterol 2023; 58:412-416. [PMID: 36308000 DOI: 10.1080/00365521.2022.2137691] [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] [Indexed: 02/04/2023]
Abstract
OBJECTIVE Liver-transplantation activity is limited by the shortage of grafts. Donor-liver macrovesicular steatosis predisposes to ischemia-reperfusion injury and is associated with reduced graft survival. The increasing prevalence of fatty-liver disease underlines the importance of identifying macrovesicular steatosis in potential donor livers. We analyzed liver grafts discarded for transplantation, and particularly the role of gamma-glutamyltransferase (GGT) in predicting graft steatosis. METHODS One-hundred sixty rejected cadaveric-donor liver grafts were studied. Donor selection was based on clinical data, and macroscopic graft inspection. Discarded grafts were biopsied at procurement of non-liver organs. RESULTS The most common reasons for discarding the graft were abnormal liver tests, ultrasound-verified steatosis and history of harmful alcohol use. GGT correlated moderately with macrovesicular steatosis (r = 0.52, p < 0.001), but poorly with microvesicular steatosis (r = 0.36, p < 0.001). Increased correlation between GGT and macrovesicular steatosis was observed among alcohol abusers (r = 0.67, p < 0.001). Area under the curve (AUC) of GGT for predicting >30% macrovesicular steatosis was 0.79 (95% CI 0.71-0.88), and for >60% steatosis, 0.79 (95% CI 0.68-0.90). The optimal GGT-cut off for detecting >30% and >60% macrovesicular steatosis were, respectively, 66 U/L (sensitivity 76% and specificity 68%) and 142 U/L (sensitivity 66% and specificity 83%). Among alcohol users, a GGT value >90 U/L showed 100% sensitivity for >60% macrovesicular steatosis. AUC for GGT in predicting fibrosis Stages 2-4 was 0.82 (95% CI 0.71-0.92, p < 0.001, optimal cut off 68, sensitivity 92%, specificity 61%). CONCLUSIONS Abnormal liver values, steatosis and harmful alcohol use were the main reasons for discarding liver-graft offers in Finland. GGT proved useful in predicting moderate and severe liver graft macrovesicular steatosis.
Collapse
Affiliation(s)
- Johanna Savikko
- Transplantation and Liver Surgery Unit, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Fredrik Åberg
- Transplantation and Liver Surgery Unit, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Eija Tukiainen
- Transplantation and Liver Surgery Unit, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Arno Nordin
- Transplantation and Liver Surgery Unit, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Heikki Mäkisalo
- Transplantation and Liver Surgery Unit, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Johanna Arola
- Department of Pathology, HUH Diagnostic Centre, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| | - Helena Isoniemi
- Transplantation and Liver Surgery Unit, Helsinki University Hospital, University of Helsinki, Helsinki, Finland
| |
Collapse
|
27
|
Long JJ, Nijhar K, Jenkins RT, Yassine A, Motter JD, Jackson KR, Jerman S, Besharati S, Anders RA, Dunn TB, Marsh CL, Rayapati D, Lee DD, Barth RN, Woodside KJ, Philosophe B. Digital imaging software versus the "eyeball" method in quantifying steatosis in a liver biopsy. Liver Transpl 2023; 29:268-278. [PMID: 36651194 DOI: 10.1097/lvt.0000000000000064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 10/06/2022] [Indexed: 01/19/2023]
Abstract
Steatotic livers represent a potentially underutilized resource to increase the donor graft pool; however, 1 barrier to the increased utilization of such grafts is the heterogeneity in the definition and the measurement of macrovesicular steatosis (MaS). Digital imaging software (DIS) may better standardize definitions to study posttransplant outcomes. Using HALO, a DIS, we analyzed 63 liver biopsies, from 3 transplant centers, transplanted between 2016 and 2018, and compared macrovesicular steatosis percentage (%MaS) as estimated by transplant center, donor hospital, and DIS. We also quantified the relationship between DIS characteristics and posttransplant outcomes using log-linear regression for peak aspartate aminotransferase, peak alanine aminotransferase, and total bilirubin on postoperative day 7, as well as logistic regression for early allograft dysfunction. Transplant centers and donor hospitals overestimated %MaS compared with DIS, with better agreement at lower %MaS and less agreement for higher %MaS. No DIS analyzed liver biopsies were calculated to be >20% %MaS; however, 40% of liver biopsies read by transplant center pathologists were read to be >30%. Percent MaS read by HALO was positively associated with peak aspartate aminotransferase (regression coefficient= 1.04 1.08 1.12 , p <0.001), peak alanine aminotransferase (regression coefficient = 1.04 1.08 1.12 , p <0.001), and early allograft dysfunction (OR= 1.10 1.40 1.78 , p =0.006). There was no association between HALO %MaS and total bilirubin on postoperative day 7 (regression coefficient = 0.99 1.01 1.04 , p =0.3). DIS provides reproducible quantification of steatosis that could standardize MaS definitions and identify phenotypes associated with good clinical outcomes to increase the utilization of steatite livers.
Collapse
Affiliation(s)
- Jane J Long
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Kieranjeet Nijhar
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Reed T Jenkins
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Adham Yassine
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Jennifer D Motter
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Kyle R Jackson
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | | | - Sepideh Besharati
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Robert A Anders
- Department of Pathology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Ty B Dunn
- Department of Surgery, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania, USA
| | - Christopher L Marsh
- Department of Transplant Surgery, Scripps Center of Organ Transplantation, La Jolla, California, USA
| | - Divya Rayapati
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - David D Lee
- Department of Surgery, Stritch School of Medicine, Loyola University Chicago, Chicago, Illinois, USA
| | - Rolf N Barth
- Department of Surgery, University of Maryland Medical Center, Baltimore, Maryland, USA
| | | | - Benjamin Philosophe
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| |
Collapse
|
28
|
Eccher A, Pagni F, Marletta S, Munari E, Dei Tos AP. Perspective of a Pathologist on Benchmark Strategies for Artificial Intelligence Development in Organ Transplantation. Crit Rev Oncog 2023; 28:1-6. [PMID: 37968987 DOI: 10.1615/critrevoncog.2023048797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2023]
Abstract
Transplant pathology of donors is a highly specialized field comprising both the evaluation of organ donor biopsy for the oncological risk transmission and to guide the organ allocation. Timing is critical in transplant procurement since organs must be recovered as soon as possible to ensure the best possible outcome for the recipient. To all this is added the fact that the evaluation of a donor causes difficulties in many cases and the impact of these assessments is paramount, considering the possible recovery of organs that would have been erroneously discarded or, conversely, the possibly correct discarding of donors with unacceptable risk profiles. In transplant pathology histology is still the gold standard for diagnosis dictating the subsequent decisions and course of clinical care. Digital pathology has played an important role in accelerating healthcare progression and nowadays artificial intelligence powered computational pathology can effectively improve diagnostic needs, supporting the quality and safety of the process. Mapping the shape of the journey would suggest a progressive approach from supervised to semi/unsupervised models, which would involve training these models directly for clinical endpoints. In machine learning, this generally delivers better performance, compensating for a potential lack in interpretability. With planning and enough confidence in the performance of learning-based methods from digital pathology and artificial intelligence, there is great potential to augment the diagnostic quality and correlation with clinical endpoints. This may improve the donor pool and vastly reduce diagnostic and prognostic errors that are known but currently are unavoidable in transplant donor pathology.
Collapse
Affiliation(s)
- Albino Eccher
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, Verona, Italy
| | - Fabio Pagni
- Department of Medicine and Surgery, Pathology, University of Milano-Bicocca, IRCCS (Scientific Institute for Research, Hospitalization and Healthcare) Fondazione San Gerardo dei Tintori, Monza, Italy
| | - Stefano Marletta
- Department of Diagnostics and Public Health, Section of Pathology, University of Verona, Verona, Italy; Division of Pathology Humanitas Cancer Center, Catania, Italy
| | - Enrico Munari
- Pathology Unit, Department of Molecular and Translational Medicine, University of Brescia, Brescia, Italy
| | - Angelo Paolo Dei Tos
- Surgical Pathology & Cytopathology Unit, Department of Medicine (DIMED), University of Padua, Padua, Italy
| |
Collapse
|
29
|
Tomiyama T, Harada N, Toshima T, Nakayama Y, Toshida K, Morinaga A, Kosai-Fujimoto Y, Tomino T, Kurihara T, Takeishi K, Nagao Y, Morita K, Itoh S, Yoshizumi T. Donor Skeletal Muscle Quality Affects Graft Mortality After Living Donor Liver Transplantation- A Single Center, Retrospective Study. Transpl Int 2022; 35:10723. [PMID: 36568139 PMCID: PMC9784912 DOI: 10.3389/ti.2022.10723] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Accepted: 11/22/2022] [Indexed: 12/13/2022]
Abstract
The recipient muscle status is closely associated with postoperative poor survival in recipients of living donor liver transplantation (LDLT). However, it is uncertain whether LDLT donor muscle quality and quantity affect graft quality. Hence, we analyzed the correlation between donor muscle status and graft function. We measured the skeletal muscle mass index (SMI) and intramuscular adipose tissue content (IMAC) of 380 LDLT donors. We examined the correlation between donor SMI or IMAC and graft mortality, the occurrence rates of small-for-size graft (SFSG) syndrome, and 6-month graft survival rates. The donor SMI had no effect on the occurrence of SFSG syndrome and graft survival, while a high IMAC in both male and female donors was significantly correlated with the rate of SFSG syndrome [high vs low: (male donors) 15.8% vs. 2.5%, p = 0.0003; (female donors) 12.8% vs. 3.1%, p = 0.0234] and 6-month graft survival rates [(male donors) 87.7% vs 95.9%, p = 0.02; (female donors) 83.0% vs. 99.0%, p < 0.0001]. Multivariate analysis revealed that a high donor IMAC (HR; 5.42, CI; 2.13-13.8, p = 0.0004) was an independent risk factor for 6-month graft survival, and the donor IMAC is useful for donor selection for high-risk recipients.
Collapse
|
30
|
Teng YX, Xie S, Guo PP, Deng ZJ, Zhang ZY, Gao W, Zhang WG, Zhong JH. Hepatocellular Carcinoma in Non-alcoholic Fatty Liver Disease: Current Progresses and Challenges. J Clin Transl Hepatol 2022; 10:955-964. [PMID: 36304509 PMCID: PMC9547250 DOI: 10.14218/jcth.2021.00586] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/26/2021] [Revised: 01/24/2022] [Accepted: 04/18/2022] [Indexed: 01/27/2023] Open
Abstract
The rising global prevalence of metabolic diseases has increased the prevalence of non-alcoholic fatty liver disease (NAFLD), leading to an increase in cases of NAFLD-related hepatocellular carcinoma (HCC). To provide an updated literature review detailing epidemiology, risk factors, pathogenic pathways, and treatment strategies linked to NAFLD-related HCC, we conducted a literature search on PubMed from its inception to December 31, 2021. About 25% of the global population suffers from NAFLD. The annual incidence of HCC among NAFLD patients is approximately 1.8 per 1,000 person-years. Older age, male sex, metabolic comorbidities, unhealthy lifestyle habits (such as smoking and alcohol consumption), physical inactivity, genetic susceptibility, liver fibrosis, and degree of cirrhosis in NAFLD patients are important risk factors for NAFLD-related HCC. Therefore, low-calorie diet, moderate-intensity exercise, treatment of metabolic comorbidities, and cessation of smoking and alcohol are the main measures to prevent NAFLD-related HCC. In addition, all patients with advanced NAFLD-related fibrosis or cirrhosis should be screened for HCC. Immune suppression disorders and changes in the liver microenvironment may be the main pathogenesis of NAFLD-related HCC. Hepatic resection, liver transplantation, ablation, transarterial chemoembolization, radiotherapy, targeted drugs, and immune checkpoint inhibitors are used to treat NAFLD-related HCC. Lenvatinib treatment may lead to better overall survival, while immune checkpoint inhibitors may lead to worse overall survival. Given the specific risk factors for NAFLD-related HCC, primary prevention is key. Moreover, the same treatment may differ substantially in efficacy against NAFLD-related HCC than against HCC of other etiologies.
Collapse
Affiliation(s)
- Yu-Xian Teng
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
| | - Si Xie
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
| | - Ping-Ping Guo
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
| | - Zhu-Jian Deng
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
| | - Zi-Yi Zhang
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
| | - Wei Gao
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
| | - Wan-Guang Zhang
- Hepatic Surgery Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei, China
| | - Jian-Hong Zhong
- Hepatobiliary Surgery Department, Guangxi Liver Cancer Diagnosis and Treatment Engineering and Technology Research Center, Guangxi Medical University Cancer Hospital, Nanning, Guangxi, China
- Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor (Guangxi Medical University), Ministry of Education; Guangxi Key Laboratory of Early Prevention and Treatment for Regional High Frequency Tumor, Nanning, Guangxi, China
| |
Collapse
|
31
|
Norén Å, Oltean M, Friman S, Molinaro A, Mölne J, Sihlbom C, Herlenius G, Thorsell A. Liver Graft Proteomics Reveals Potential Incipient Mechanisms behind Early Renal Dysfunction after Liver Transplantation. Int J Mol Sci 2022; 23:ijms231911929. [PMID: 36233231 PMCID: PMC9569532 DOI: 10.3390/ijms231911929] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2022] [Revised: 09/30/2022] [Accepted: 10/04/2022] [Indexed: 12/04/2022] Open
Abstract
Acute kidney injury (AKI) is frequent after liver transplantation (LT) and correlates with later development of chronic kidney disease. Its etiology is multifactorial and combines pre-, intra-, and postoperative factors. Additionally, the liver graft itself seems an important element in the development of AKI, yet the detailed mechanisms remain unclear. We hypothesized that grafts of LT recipients developing significant early AKI may show distinct proteomic alterations, and we set out to identify proteome differences between LT recipients developing moderate or severe AKI (n = 7) and LT recipients without early renal injury (n = 7). Liver biopsies obtained one hour after reperfusion were assessed histologically and using quantitative proteomics. Several cytokines and serum amyloid A2 (SAA2) were analyzed in serum samples obtained preoperatively, 2−4 h, and 20−24 h after graft reperfusion, respectively. LT induced mild histological alterations without significant differences between groups but uniformly altered liver function tests peaking on postoperative day 1, with a trend towards more severe alterations in patients developing AKI. Global quantitative proteomic analysis revealed 136 proteins differing significantly in their expression levels (p < 0.05, FC 20%): 80 proteins had higher and 56 had lower levels in the AKI group. Most of these proteins were related to immune and inflammatory responses, host defense, and neutrophil degranulation. No differences between the studied pro- and anti-inflammatory cytokines or SAA2 between groups were found at any moment. Our results suggest that grafts of LT patients who develop early AKI reveal a distinct proteome dominated by an early yet prominent activation of the innate immunity. These findings support the hypothesis that AKI after LT may be favored by certain graft characteristics.
Collapse
Affiliation(s)
- Åsa Norén
- The Transplant Institute, Sahlgrenska University Hospital, 41345 Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, 41345 Gothenburg, Sweden
| | - Mihai Oltean
- The Transplant Institute, Sahlgrenska University Hospital, 41345 Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, 41345 Gothenburg, Sweden
- Correspondence:
| | - Styrbjörn Friman
- The Transplant Institute, Sahlgrenska University Hospital, 41345 Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, 41345 Gothenburg, Sweden
| | - Antonio Molinaro
- Wallenberg Laboratory, Department of Molecular and Clinical Medicine, Sahlgrenska Academy at the University of Gothenburg, 41345 Gothenburg, Sweden
| | - Johan Mölne
- Department of Laboratory Medicine, Institute of Biomedicine, Sahlgrenska Academy at the University of Gothenburg, 40530 Gothenburg, Sweden
| | - Carina Sihlbom
- Proteomics Core Facility, Sahlgrenska Academy at the University of Gothenburg, Medicinaregatan 5, 41390 Gothenburg, Sweden
| | - Gustaf Herlenius
- The Transplant Institute, Sahlgrenska University Hospital, 41345 Gothenburg, Sweden
- Department of Surgery, Institute of Clinical Sciences, Sahlgrenska Academy at the University of Gothenburg, 41345 Gothenburg, Sweden
| | - Annika Thorsell
- Proteomics Core Facility, Sahlgrenska Academy at the University of Gothenburg, Medicinaregatan 5, 41390 Gothenburg, Sweden
| |
Collapse
|
32
|
Tomiyama T, Yamamoto T, Takahama S, Toshima T, Itoh S, Harada N, Shimokawa M, Okuzaki D, Mori M, Yoshizumi T. Up-regulated LRRN2 expression as a marker for graft quality in living donor liver transplantation. Hepatol Commun 2022; 6:2836-2849. [PMID: 35894759 PMCID: PMC9512467 DOI: 10.1002/hep4.2033] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/26/2022] [Revised: 05/24/2022] [Accepted: 06/12/2022] [Indexed: 12/07/2022] Open
Abstract
The quality and size of liver grafts are critical factors that influence living-donor liver transplantation (LDLT) function and safety. However, the biomarkers used for predicting graft quality are lacking. In this study, we sought to identify unique graft quality markers, aside from donor age, by using the livers of non-human primates. Hepatic gene microarray expression data from young and elderly cynomolgus macaques revealed a total of 271 genes with significantly increased expression in the elderly. These candidate genes were then narrowed down to six through bioinformatics analyses. The expression patterns of these candidate genes in human donor liver tissues were subsequently examined. Importantly, we found that grafts exhibiting up-regulated expression of these six candidate genes were associated with an increased incidence of liver graft failure. Multivariable analysis further revealed that up-regulated expression of LRRN2 (encoding leucine-rich repeat protein, neuronal 2) in donor liver tissue served as an independent risk factor for graft failure (odds ratio 4.50, confidence interval 2.08-9.72). Stratification based on graft expression of LRRN2 and donor age was also significantly associated with 6-month graft survival rates. Conclusion: Up-regulated LRRN2 expression of liver graft is significantly correlated with graft failure in LDLT. In addition, combination of graft LRRN2 expression and donor age may represent a promising marker for predicting LDLT graft quality.
Collapse
Affiliation(s)
- Takahiro Tomiyama
- Department of Surgery and SciencesGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Takuya Yamamoto
- Laboratory of ImmunosenescenceNational Institutes of Biomedical InnovationHealth and NutritionOsakaJapan
- Laboratory of Aging and Immune RegulationGraduate School of Pharmaceutical SciencesOsaka UniversityOsakaJapan
- Department of Virology and ImmunologyGraduate School of MedicineOsaka UniversityOsakaJapan
| | - Shokichi Takahama
- Laboratory of ImmunosenescenceNational Institutes of Biomedical InnovationHealth and NutritionOsakaJapan
| | - Takeo Toshima
- Department of Surgery and SciencesGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Shinji Itoh
- Department of Surgery and SciencesGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Noboru Harada
- Department of Surgery and SciencesGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Mototsugu Shimokawa
- Department of BiostatisticsYamaguchi University Graduate School of MedicineYamaguchiJapan
| | - Daisuke Okuzaki
- Single Cell GenomicsHuman ImmunologyWPI Immunology Frontier Research CenterOsaka UniversityOsakaJapan
- Genome Information Research CenterResearch Institute for Microbial DiseasesOsaka UniversityOsakaJapan
- Institute for Open and Transdisciplinary Research InitiativesOsaka UniversityOsakaJapan
| | - Masaki Mori
- Department of Surgery and SciencesGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| | - Tomoharu Yoshizumi
- Department of Surgery and SciencesGraduate School of Medical SciencesKyushu UniversityFukuokaJapan
| |
Collapse
|
33
|
Guo H, Tikhomirov AB, Mitchell A, Alwayn IPJ, Zeng H, Hewitt KC. Real-time assessment of liver fat content using a filter-based Raman system operating under ambient light through lock-in amplification. BIOMEDICAL OPTICS EXPRESS 2022; 13:5231-5245. [PMID: 36425639 PMCID: PMC9664892 DOI: 10.1364/boe.467849] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 08/23/2022] [Accepted: 08/26/2022] [Indexed: 06/16/2023]
Abstract
During liver procurement, surgeons mostly rely on their subjective visual inspection of the liver to assess the degree of fatty infiltration, for which misclassification is common. We developed a Raman system, which consists of a 1064 nm laser, a handheld probe, optical filters, photodiodes, and a lock-in amplifier for real-time assessment of liver fat contents. The system performs consistently in normal and strong ambient light, and the excitation incident light penetrates at least 1 mm into duck fat phantoms and duck liver samples. The signal intensity is linearly correlated with MRI-calibrated fat contents of the phantoms and the liver samples.
Collapse
Affiliation(s)
- Hao Guo
- Department of Physics and Atmospheric Science, Dalhousie University, 6310 Coburg Road, Halifax, NS B3H 4R2, Canada
- Department of Medical Physics, Nova Scotia Health Authority, 5820 University Avenue Halifax, NS B3H 1V7, Canada
| | - Alexey B. Tikhomirov
- Department of Physics and Atmospheric Science, Dalhousie University, 6310 Coburg Road, Halifax, NS B3H 4R2, Canada
| | - Alexandria Mitchell
- Department of Physics and Atmospheric Science, Dalhousie University, 6310 Coburg Road, Halifax, NS B3H 4R2, Canada
- Department of Medical Physics, Nova Scotia Health Authority, 5820 University Avenue Halifax, NS B3H 1V7, Canada
| | - Ian Patrick Joseph Alwayn
- Department of Surgery, Leiden University Medical Center (LUMC) Transplant Center, Albinusdreef 2, 2333 ZA Leiden, The Netherlands
| | - Haishan Zeng
- Imaging Unit, Integrative Oncology Department, BC Cancer Research Centre, 675 West 10th Avenue, Vancouver, BC V5Z 1L3, Canada
| | - Kevin C. Hewitt
- Department of Physics and Atmospheric Science, Dalhousie University, 6310 Coburg Road, Halifax, NS B3H 4R2, Canada
| |
Collapse
|
34
|
Scalera I, De Carlis R, Patrono D, Gringeri E, Olivieri T, Pagano D, Lai Q, Rossi M, Gruttadauria S, Di Benedetto F, Cillo U, Romagnoli R, Lupo LG, De Carlis L. How useful is the machine perfusion in liver transplantation? An answer from a national survey. Front Surg 2022; 9:975150. [PMID: 36211259 PMCID: PMC9535084 DOI: 10.3389/fsurg.2022.975150] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 08/29/2022] [Indexed: 11/13/2022] Open
Abstract
Machine perfusion (MP) has been shown worldwide to offer many advantages in liver transplantation, but it still has some gray areas. The purpose of the study is to evaluate the donor risk factors of grafts, perfused with any MP, that might predict an ineffective MP setting and those would trigger post-transplant early allograft dysfunction (EAD). Data from donors of all MP-perfused grafts at six liver transplant centers have been analyzed, whether implanted or discarded after perfusion. The first endpoint was the negative events after perfusion (NegE), which is the number of grafts discarded plus those that were implanted but lost after the transplant. A risk factor analysis for NegE was performed and marginal grafts for MP were identified. Finally, the risk of EAD was analyzed, considering only implanted grafts. From 2015 to September 2019, 158 grafts were perfused with MP: 151 grafts were implanted and 7 were discarded after the MP phase because they did not reach viability criteria. Of 151, 15 grafts were lost after transplant, so the NegE group consisted of 22 donors. In univariate analysis, the donor risk index >1.7, the presence of hypertension in the medical history, static cold ischemia time, and the moderate or severe macrovesicular steatosis were the significant factors for NegE. Multivariate analysis confirmed that macrosteatosis >30% was an independent risk factor for NegE (odd ratio 5.643, p = 0.023, 95% confidence interval, 1.27-24.98). Of 151 transplanted patients, 34% experienced EAD and had worse 1- and 3-year-survival, compared with those who did not face EAD (NoEAD), 96% and 96% for EAD vs. 89% and 71% for NoEAD, respectively (p = 0.03). None of the donor/graft characteristics was associated with EAD even if the graft was moderately steatotic or fibrotic or from an aged donor. For the first time, this study shows that macrovesicular steatosis >30% might be a warning factor involved in the risk of graft loss or a cause of graft discard after the MP treatment. On the other hand, the MP seems to be useful in reducing the donor and graft weight in the development of EAD.
Collapse
Affiliation(s)
- Irene Scalera
- Hepatobiliary and Liver Transplant Unit, Department of Emergency and Organ Transplantation, University Hospital Policlinic of Bari, Bari, Italy
| | - R. De Carlis
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy
| | - D. Patrono
- General Surgery 2U-Liver Transplant Centre, A.O.U. “Città della Salute e della Scienza”, Turin, Italy
| | - E. Gringeri
- Hepatobiliary Surgery and Liver Transplantation Unit, University Hospital of Padua, Padua, Italy
| | - T. Olivieri
- Hepato-Pancreato-Biliary Surgery and Liver Transplant Center, University of Modena and Reggio Emilia, Modena, Italy
| | - D. Pagano
- Department for the Treatment and the Study of Abdominal Diseases and Abdominal Transplantation, IRCCS-ISMETT, UPMC, Palermo, Italy
- Department of Surgery and Medical and Surgical Specialties, University of Catania, Catania, Italy
| | - Q. Lai
- Liver Transplant Unit, Sapienza University of Rome, Rome, Italy
| | - M. Rossi
- Liver Transplant Unit, Sapienza University of Rome, Rome, Italy
| | - S. Gruttadauria
- Department for the Treatment and the Study of Abdominal Diseases and Abdominal Transplantation, IRCCS-ISMETT, UPMC, Palermo, Italy
- Department of Surgery and Medical and Surgical Specialties, University of Catania, Catania, Italy
| | - F. Di Benedetto
- Hepato-Pancreato-Biliary Surgery and Liver Transplant Center, University of Modena and Reggio Emilia, Modena, Italy
| | - U. Cillo
- Hepatobiliary Surgery and Liver Transplantation Unit, University Hospital of Padua, Padua, Italy
| | - R. Romagnoli
- General Surgery 2U-Liver Transplant Centre, A.O.U. “Città della Salute e della Scienza”, Turin, Italy
| | - L. G. Lupo
- Hepatobiliary and Liver Transplant Unit, Department of Emergency and Organ Transplantation, University Hospital Policlinic of Bari, Bari, Italy
| | - L. De Carlis
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan, Italy
| |
Collapse
|
35
|
Roeb E, Canbay A, Bantel H, Bojunga J, de Laffolie J, Demir M, Denzer UW, Geier A, Hofmann WP, Hudert C, Karlas T, Krawczyk M, Longerich T, Luedde T, Roden M, Schattenberg J, Sterneck M, Tannapfel A, Lorenz P, Tacke F. [Not Available]. ZEITSCHRIFT FUR GASTROENTEROLOGIE 2022; 60:1346-1421. [PMID: 36100202 DOI: 10.1055/a-1880-2283] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- E Roeb
- Gastroenterologie, Medizinische Klinik II, Universitätsklinikum Gießen und Marburg, Gießen, Deutschland
| | - A Canbay
- Medizinische Klinik, Universitätsklinikum Knappschaftskrankenhaus Bochum, Bochum, Deutschland
| | - H Bantel
- Klinik für Gastroenterologie, Hepatologie und Endokrinologie, Medizinische Hochschule Hannover (MHH), Hannover, Deutschland
| | - J Bojunga
- Medizinische Klinik I Gastroent., Hepat., Pneum., Endokrin., Universitätsklinikum Frankfurt, Frankfurt, Deutschland
| | - J de Laffolie
- Allgemeinpädiatrie und Neonatologie, Zentrum für Kinderheilkunde und Jugendmedizin, Universitätsklinikum Gießen und Marburg, Gießen, Deutschland
| | - M Demir
- Medizinische Klinik mit Schwerpunkt Hepatologie und Gastroenterologie, Charité - Universitätsmedizin Berlin, Campus Virchow-Klinikum und Campus Charité Mitte, Berlin, Deutschland
| | - U W Denzer
- Klinik für Gastroenterologie und Endokrinologie, Universitätsklinikum Gießen und Marburg, Marburg, Deutschland
| | - A Geier
- Medizinische Klinik und Poliklinik II, Schwerpunkt Hepatologie, Universitätsklinikum Würzburg, Würzburg, Deutschland
| | - W P Hofmann
- Gastroenterologie am Bayerischen Platz - Medizinisches Versorgungszentrum, Berlin, Deutschland
| | - C Hudert
- Klinik für Pädiatrie m. S. Gastroenterologie, Nephrologie und Stoffwechselmedizin, Charité Campus Virchow-Klinikum - Universitätsmedizin Berlin, Berlin, Deutschland
| | - T Karlas
- Klinik und Poliklinik für Onkologie, Gastroenterologie, Hepatologie, Pneumologie und Infektiologie, Universitätsklinikum Leipzig, Leipzig, Deutschland
| | - M Krawczyk
- Klinik für Innere Medizin II, Gastroent., Hepat., Endokrin., Diabet., Ern.med., Universitätsklinikum des Saarlandes, Homburg, Deutschland
| | - T Longerich
- Pathologisches Institut, Universitätsklinikum Heidelberg, Heidelberg, Deutschland
| | - T Luedde
- Klinik für Gastroenterologie, Hepatologie und Infektiologie, Universitätsklinikum Düsseldorf, Düsseldorf, Deutschland
| | - M Roden
- Klinik für Endokrinologie und Diabetologie, Universitätsklinikum Düsseldorf, Düsseldorf, Deutschland
| | - J Schattenberg
- I. Medizinische Klinik und Poliklinik, Universitätsmedizin Mainz, Mainz, Deutschland
| | - M Sterneck
- Klinik für Hepatobiliäre Chirurgie und Transplantationschirurgie, Universitätsklinikum Hamburg, Hamburg, Deutschland
| | - A Tannapfel
- Institut für Pathologie, Ruhr-Universität Bochum, Bochum, Deutschland
| | - P Lorenz
- Deutsche Gesellschaft für Gastroenterologie, Verdauungs- und Stoffwechselkrankheiten (DGVS), Berlin, Deutschland
| | - F Tacke
- Medizinische Klinik mit Schwerpunkt Hepatologie und Gastroenterologie, Charité - Universitätsmedizin Berlin, Campus Virchow-Klinikum und Campus Charité Mitte, Berlin, Deutschland
| |
Collapse
|
36
|
Updated S2k Clinical Practice Guideline on Non-alcoholic Fatty Liver Disease (NAFLD) issued by the German Society of Gastroenterology, Digestive and Metabolic Diseases (DGVS) - April 2022 - AWMF Registration No.: 021-025. ZEITSCHRIFT FUR GASTROENTEROLOGIE 2022; 60:e733-e801. [PMID: 36100201 DOI: 10.1055/a-1880-2388] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
|
37
|
Ho S, Kuo E, Allende D, Wang HL, Westerhoff M, Graham RP, Saxena R, Gonzalez RS, Fiel MI, Yang Z, Zhang X, Liu X. Heterogeneity of hepatic steatosis definitions and reporting of donor liver frozen sections among pathologists: A multicenter survey. Liver Transpl 2022; 28:1540-1542. [PMID: 35377545 DOI: 10.1002/lt.26466] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/12/2021] [Revised: 02/26/2022] [Accepted: 03/15/2022] [Indexed: 01/13/2023]
Affiliation(s)
- Sam Ho
- Department of Pathology, Immunology, and Laboratory MedicineCollege of Medicine University of Florida Gainesville Florida USA 2569 Department of Anatomic Pathology Cleveland Clinic Cleveland Ohio USA Department of Pathology and Laboratory Medicine Ronald Reagan UCLA Medical Center Los Angeles California USA 1259 Department of Pathology University of Michigan Ann Arbor Michigan USA Department of Laboratory Medicine and Pathology Mayo Clinic Rochester Minnesota USA Department of Pathology and Laboratory Medicine Emory University School of Medicine Atlanta Georgia USA Department of Pathology Beth Israel Deaconess Medical Center Harvard Medical School Boston Massachusetts USA Department of Pathology Mount Sinai Hospital New York City New York USA Department of Clinical Pathology and Laboratory Medicine Perelman School of Medicine at the University of Pennsylvania Philadelphia Pennsylvania USA 12228 Department of Pathology Yale University School of Medicine New Haven Connecticut USA Department of Pathology and Immunology Washington University School of Medicine St. Louis Missouri USA
| | | | | | | | | | | | | | | | | | | | | | | |
Collapse
|
38
|
Da BL, Satiya J, Heda RP, Jiang Y, Lau LF, Fahmy A, Winnick A, Roth N, Grodstein E, Thuluvath PJ, Singal AK, Schiano TD, Teperman LW, Satapathy SK. Outcomes after Liver Transplantation with Steatotic Grafts: Redefining Acceptable Cutoffs for Steatotic Grafts. Euroasian J Hepatogastroenterol 2022; 12:S5-S14. [PMID: 36466105 PMCID: PMC9681573 DOI: 10.5005/jp-journals-10018-1361] [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] [Indexed: 11/11/2024] Open
Abstract
BACKGROUND Graft macrosteatosis can predispose to a higher risk of graft loss so we sought to redefine acceptable cutoffs for graft steatosis. METHODS Data of 26,103 donors who underwent liver transplantation (LT) between January 2004 and December 2018 from the UNOS-STAR database were utilized. A high-risk steatotic (HRS) graft and a low-risk steatotic (LRS) graft were defined as ≥20% and <20% macrosteatosis, respectively. High-risk steatotic grafts were further classified as grafts with 20-29% (G1S grafts), 30-39% (G2S grafts), and ≥40% steatosis (G3S grafts). Outcomes between groups were compared. RESULTS LRS grafts had excellent graft (93.3 and 87.7%) and overall survival (95.4 and 90.5%) at 90 days and 1 year. Compared to LRS grafts, G1S, G2S, and G3S grafts had worse graft and overall survival at 90 days and 1-year (p <0.001). There was no difference in graft or overall survival of G1S or G3S grafts compared to G2S grafts until after adjustment in which G3S grafts were found to be associated with an increased risk of graft loss-aHR 1.27 (1.03-1.57), p = 0.02. DISCUSSION Liver grafts can be categorized into three categories: (1) <20% or "very low risk", (2) 20-39% or "low-to-moderate risk", and usually acceptable, and (3) ≥40% steatosis or "moderate-to-high risk". HOW TO CITE THIS ARTICLE Da BL, Satiya J, Heda RP, et al. Outcomes after Liver Transplantation with Steatotic Grafts: Redefining Acceptable Cutoffs for Steatotic Grafts. Euroasian J Hepato-Gastroenterol 2022;12(Suppl 1):S5-S14.
Collapse
Affiliation(s)
- Ben L Da
- Division of Hepatology, Department of Internal Medicine, Sandra Atlas Bass Center for Liver Diseases and Transplantation, Barbara and Zucker School of Medicine for Hofstra/Northwell Health, Manhasset, New York, United States of America
| | - Jinendra Satiya
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States of America
| | - Rajiv P Heda
- Department of Internal Medicine, Tulane University, New Orleans, Louisiana, United States of America
| | - Yu Jiang
- School of Public Health, University of Memphis, Memphis, Tennessee, United States of America
| | - Lawrence F Lau
- Division of Transplant, Northwell Health System Transplant Center, Northshore University Hospital, Northwell Health, Manhasset, New York, United States of America
| | - Ahmed Fahmy
- Division of Transplant, Northwell Health System Transplant Center, Northshore University Hospital, Northwell Health, Manhasset, New York, United States of America
| | - Aaron Winnick
- Division of Transplant, Northwell Health System Transplant Center, Northshore University Hospital, Northwell Health, Manhasset, New York, United States of America
| | - Nitzan Roth
- Division of Hepatology, Department of Internal Medicine, Sandra Atlas Bass Center for Liver Diseases and Transplantation, Barbara and Zucker School of Medicine for Hofstra/Northwell Health, Manhasset, New York, United States of America
| | - Elliot Grodstein
- Division of Transplant, Northwell Health System Transplant Center, Northshore University Hospital, Northwell Health, Manhasset, New York, United States of America
| | - Paul J Thuluvath
- Institute of Digestive Health and Liver Disease, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Ashwani K Singal
- Division of Gastroenterology and Hepatology, University of South Dakota, Avera McKenna University Health Center and Transplant Institute, Sioux Falls, South Dakota, United States of America
| | - Thomas D Schiano
- Division of Liver Diseases, Icahn School of Medicine at Mount Sinai, New York, United States of America
| | - Lewis W Teperman
- Division of Transplant, Northwell Health System Transplant Center, Northshore University Hospital, Northwell Health, Manhasset, New York, United States of America
| | - Sanjaya K Satapathy
- Division of Hepatology, Department of Internal Medicine, Sandra Atlas Bass Center for Liver Diseases and Transplantation, Barbara and Zucker School of Medicine for Hofstra/Northwell Health, Manhasset, New York, United States of America
| |
Collapse
|
39
|
Hann A, Nutu A, Clarke G, Patel I, Sneiders D, Oo YH, Hartog H, Perera MTPR. Normothermic Machine Perfusion—Improving the Supply of Transplantable Livers for High-Risk Recipients. Transpl Int 2022; 35:10460. [PMID: 35711320 PMCID: PMC9192954 DOI: 10.3389/ti.2022.10460] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 05/04/2022] [Indexed: 11/13/2022]
Abstract
The effectiveness of liver transplantation to cure numerous diseases, alleviate suffering, and improve patient survival has led to an ever increasing demand. Improvements in preoperative management, surgical technique, and postoperative care have allowed increasingly complicated and high-risk patients to be safely transplanted. As a result, many patients are safely transplanted in the modern era that would have been considered untransplantable in times gone by. Despite this, more gains are possible as the science behind transplantation is increasingly understood. Normothermic machine perfusion of liver grafts builds on these gains further by increasing the safe use of grafts with suboptimal features, through objective assessment of both hepatocyte and cholangiocyte function. This technology can minimize cold ischemia, but prolong total preservation time, with particular benefits for suboptimal grafts and surgically challenging recipients. In addition to more physiological and favorable preservation conditions for grafts with risk factors for poor outcome, the extended preservation time benefits operative logistics by allowing a careful explant and complicated vascular reconstruction when presented with challenging surgical scenarios. This technology represents a significant advancement in graft preservation techniques and the transplant community must continue to incorporate this technology to ensure the benefits of liver transplant are maximized.
Collapse
Affiliation(s)
- Angus Hann
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
- Centre for Liver and Gastrointestinal Research and NIHR Birmingham Biomedical Research Centre, Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Anisa Nutu
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
| | - George Clarke
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
- Centre for Liver and Gastrointestinal Research and NIHR Birmingham Biomedical Research Centre, Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Ishaan Patel
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
| | - Dimitri Sneiders
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
| | - Ye H. Oo
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
- Centre for Liver and Gastrointestinal Research and NIHR Birmingham Biomedical Research Centre, Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
| | - Hermien Hartog
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
| | - M. Thamara P. R. Perera
- The Liver Unit, Queen Elizabeth Hospital Birmingham, Birmingham, United Kingdom
- Centre for Liver and Gastrointestinal Research and NIHR Birmingham Biomedical Research Centre, Institute of Immunology and Immunotherapy, University of Birmingham, Birmingham, United Kingdom
- *Correspondence: M. Thamara P. R. Perera,
| |
Collapse
|
40
|
Wagner T, Katou S, Wahl P, Vogt F, Kneifel F, Morgul H, Vogel T, Houben P, Becker F, Struecker B, Pascher A, Radunz S. Hyperspectral imaging for quantitative assessment of hepatic steatosis in human liver allografts. Clin Transplant 2022; 36:e14736. [PMID: 35622345 DOI: 10.1111/ctr.14736] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 04/25/2022] [Accepted: 05/01/2022] [Indexed: 11/24/2022]
Abstract
INTRODUCTION In liver transplantation (LT), steatosis is commonly judged to be a risk factor for graft dysfunction, and quantitative assessment of hepatic steatosis remains crucial. Liver biopsy as the gold standard for evaluation of hepatic steatosis has certain drawbacks, i.e. invasiveness, and intra- and inter-observer variability. A non-invasive, quantitative modality could replace liver biopsy and eliminate these disadvantages, but has not yet been evaluated in human LT. METHODS We performed a pilot study to evaluate the feasibility and accuracy of hyperspectral imaging (HSI) in the assessment of hepatic steatosis of human liver allografts for transplantation. Thirteen deceased donor liver allografts were included in the study. The degree of steatosis was assessed by means of conventional liver biopsy as well as HSI, performed at the end of backtable preparation, during normothermic machine perfusion (NMP), and after reperfusion in the recipient. RESULTS Organ donors were 51 [30-83] years old, and 61.5% were male. Donor body mass index was 24.2 [16.5-38.0] kg/m2. The tissue lipid index (TLI) generated by HSI at the end of back-table preparation correlated significantly with the histopathologically assessed degree of overall hepatic steatosis (R2 = 0.9085, p<0.0001); this was based on a correlation of TLI and microvesicular steatosis (R2 = 0.8120; p<0.0001). There is also a linear relationship between the histopathologically assessed degree of overall steatosis and TLI during NMP (R2 = 0.5646; p = 0.0031) as well as TLI after reperfusion (R2 = 0.6562; p = 0.0008). CONCLUSION HSI may safely be applied for accurate assessment of hepatic steatosis in human liver grafts. Certainly, TLI needs further assessment and validation in larger sample sizes. This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Tristan Wagner
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Shadi Katou
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Philip Wahl
- Diaspective Vision GmbH, Am Salzhaff, Germany
| | - Franziska Vogt
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Felicia Kneifel
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Haluk Morgul
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Thomas Vogel
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Philipp Houben
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Felix Becker
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Benjamin Struecker
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Andreas Pascher
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| | - Sonia Radunz
- Department of General, Visceral and Transplant Surgery, University Hospital Münster, Münster, Germany
| |
Collapse
|
41
|
Choi J, Choi Y, Hong SY, Suh S, Hong K, Han ES, Lee JM, Hong SK, Yi NJ, Lee KW, Suh KS. Changes in Indices of Steatosis and Fibrosis in Liver Grafts of Living Donors After Weight Reduction. Front Surg 2022; 9:827526. [PMID: 35592121 PMCID: PMC9110767 DOI: 10.3389/fsurg.2022.827526] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Accepted: 03/28/2022] [Indexed: 11/13/2022] Open
Abstract
BackgroundA short-term weight reduction program for potential living donors was introduced to reduce the extent of hepatic steatosis prior to liver transplantation. We aimed to investigate changes in non-invasive hepatic steatosis and fibrosis indices among those who completed the program.MethodsAmong 1,950 potential living liver donors between January 2011 and May 2019, 160 living donors joined the weight reduction program. The prospectively collected clinical data of these potential liver donors were analyzed retrospectively. Hepatic steatosis and fibrosis scores were determined using the fatty liver index (FLI), hepatic steatosis index (HSI), and NAFLD fibrosis score (NFS) and compared to MR spectroscopy (MRS) fat fraction results before and after weight reduction.ResultsThirty-nine potential living donors who had undergone MRS both before and after weight reduction were included in the analysis. Their body weight decreased from 78.02 ± 10.89 kg to 72.36 ± 10.38 kg over a mean of 71.74 ± 58.11 days. FLI, HSI, and MRS values decreased significantly from 41.52 ± 19.05 to 24.53 ± 15.93, 39.64 ± 3.74 to 35.06 ± 3.82, and 12.20 ± 4.05 to 6.24 ± 3.36, respectively. No significant decreases in NFS were observed. There was a significant correlation between the extent of HSI change and the extent of MRS change (R2 value = 0.69, P < 0.001), although there was no correlation between MRS and FLI.ConclusionThe weight reduction program significantly improved non-invasive indices of hepatic steatosis over a short period. HSI may allow for prediction of simple decreases in hepatic steatosis.
Collapse
|
42
|
Narayan RR, Abadilla N, Yang L, Chen SB, Klinkachorn M, Eddington HS, Trickey AW, Higgins JP, Melcher ML. Artificial intelligence for prediction of donor liver allograft steatosis and early post-transplantation graft failure. HPB (Oxford) 2022; 24:764-771. [PMID: 34815187 DOI: 10.1016/j.hpb.2021.10.004] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/07/2021] [Revised: 09/29/2021] [Accepted: 10/06/2021] [Indexed: 12/12/2022]
Abstract
BACKGROUND Donor livers undergo subjective pathologist review of steatosis before transplantation to mitigate the risk for early allograft dysfunction (EAD). We developed an objective, computer vision artificial intelligence (CVAI) platform to score donor liver steatosis and compared its capability for predicting EAD against pathologist steatosis scores. METHODS Two pathologists scored digitized donor liver biopsy slides from 2014 to 2019. We trained four CVAI platforms with 1:99 training:prediction split. Mean intersection-over-union (IU) characterized CVAI model accuracy. We defined EAD using liver function tests within 1 week of transplantation. We calculated separate EAD logistic regression models with CVAI and pathologist steatosis and compared the models' discrimination and internal calibration. RESULTS From 90 liver biopsies, 25,494 images trained CVAI models yielding peak mean IU = 0.80. CVAI steatosis scores were lower than pathologist scores (median 3% vs 20%, P < 0.001). Among 41 transplanted grafts, 46% developed EAD. The median CVAI steatosis score was higher for those with EAD (2.9% vs 1.9%, P = 0.02). CVAI steatosis was independently associated with EAD after adjusting for donor age, donor diabetes, and MELD score (aOR = 1.34, 95%CI = 1.03-1.75, P = 0.03). CONCLUSION The CVAI steatosis EAD model demonstrated slightly better calibration than pathologist steatosis, meriting further investigation into which modality most accurately and reliably predicts post-transplantation outcomes.
Collapse
Affiliation(s)
- Raja R Narayan
- Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - Natasha Abadilla
- Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - Linfeng Yang
- Department of Bioengineering, Stanford University School of Engineering, Stanford, CA, USA
| | - Simon B Chen
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Mac Klinkachorn
- Department of Bioengineering, Stanford University School of Engineering, Stanford, CA, USA
| | - Hyrum S Eddington
- Stanford-Surgery Policy Improvement Research and Education Center, Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - Amber W Trickey
- Stanford-Surgery Policy Improvement Research and Education Center, Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA
| | - John P Higgins
- Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA
| | - Marc L Melcher
- Department of Surgery, Stanford University School of Medicine, Stanford, CA, USA.
| |
Collapse
|
43
|
Ghazaly M, Tiwari N, Sethi P, Surendrakumar V, Duckworth A. Use of Steatotic Donor Livers for Transplantation: Do They Affect Outcome? SURGICAL PRACTICE 2022. [DOI: 10.1111/1744-1633.12563] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Mohamed Ghazaly
- Department of Transplant Surgery Addenbrookes Hospital Cambridge United Kingdom
- Department of Surgery Tanta University Tanta Gharbia Egypt
| | - Navneet Tiwari
- Department of Transplant Surgery Addenbrookes Hospital Cambridge United Kingdom
| | - Pulkit Sethi
- Department of Transplant Surgery Addenbrookes Hospital Cambridge United Kingdom
| | - Veena Surendrakumar
- Department of Transplant Surgery Addenbrookes Hospital Cambridge United Kingdom
| | - Adam Duckworth
- Department of Pathology Addenbrookes Hospital Cambridge United Kingdom
| |
Collapse
|
44
|
Altshuler PJ, Dang H, Frank AM, Shah AP, Glorioso J, Zhan T, Rios Diaz A, Shaheen O, Ramirez CB, Maley WR, Bodzin AS. Evaluating Outcomes Related to Donor and Recipient Metabolic Environment: Macrosteatotic Allografts and Nonalcoholic Steatohepatitis. Liver Transpl 2022; 28:623-635. [PMID: 34564931 PMCID: PMC10152802 DOI: 10.1002/lt.26313] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Revised: 09/13/2021] [Accepted: 09/17/2021] [Indexed: 12/19/2022]
Abstract
The increasing prevalence of nonalcoholic fatty liver disease (NAFLD) and nonalcoholic steatohepatitis (NASH) affects both recipient and donor populations in liver transplantation. Presently, it is unclear whether transplantation of macrosteatotic allografts is affected by the metabolic milieu of liver transplant recipients. This study investigates fatty liver disease at the intersection of donor and recipient. A retrospective review of the Organ Procurement and Transplantation database identified 5167 NASH and 26,289 non-NASH transplant recipients who received transplants from January 1, 2004, to June 12, 2020. A total of 12,569 donors had allografts with no macrosteatosis (<5%), 16,140 had mild macrosteatosis (5%-29%), and 2747 had moderate to severe macrosteatosis (≥30%). Comparing recipients with NASH to propensity score-matched (PSM) recipients without NASH demonstrated noninferior graft and patient survival up to 10 years in patients with NASH. Similar trends were observed in subgroup analyses of transplants within each strata of allograft macrosteatosis. Assessing allograft macrosteatosis specifically in the NASH population demonstrated that allografts with ≥30% macrosteatosis were associated with reduced early graft survival (30 days, 93.32% versus 96.54% [P = 0.02]; 1 year, 84.53% versus 88.99% [P = 0.05]) compared with PSM grafts with <30% macrosteatosis. Long-term graft survival at 5 and 10 years, however, was similar. The use of carefully selected macrosteatotic allografts can be successful in both recipients with NASH and recipients without NASH. The metabolic environment of patients with NASH does not appear to adversely affect outcomes with regard to the allograft when controlled for numerous confounders. It is, however, important to remain cognizant of the potential for high-risk macrosteatotic allografts to negatively affect outcomes.
Collapse
Affiliation(s)
- Peter J Altshuler
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Hien Dang
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Adam M Frank
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Ashesh P Shah
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Jaime Glorioso
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Tingting Zhan
- Division of Biostatistics, Department of Pharmacology & Experimental Therapeutics, Thomas Jefferson University, Philadelphia, PA
| | - Arturo Rios Diaz
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Osama Shaheen
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Carlo B Ramirez
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Warren R Maley
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| | - Adam S Bodzin
- Department of Surgery, Thomas Jefferson University, Philadelphia, PA
| |
Collapse
|
45
|
Neil DAH, Minervini M, Smith ML, Hubscher SG, Brunt EM, Demetris AJ. Banff consensus recommendations for steatosis assessment in donor livers. Hepatology 2022; 75:1014-1025. [PMID: 34676901 PMCID: PMC9299655 DOI: 10.1002/hep.32208] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 10/09/2021] [Accepted: 10/12/2021] [Indexed: 12/29/2022]
Abstract
BACKGROUND AND AIMS No consensus criteria or approaches exist regarding assessment of steatosis in the setting of human donor liver suitability for transplantation. The Banff Working Group on Liver Allograft Pathology undertook a study to determine the consistency with which steatosis is assessed and reported in frozen sections of potential donor livers. APPROACH AND RESULTS A panel of 59 pathologists from 16 countries completed a questionnaire covering criteria used to assess steatosis in donor liver biopsies, including droplet size and magnification used; subsequently, steatosis severity was assessed in 18 whole slide images of donor liver frozen sections (n = 59). Survey results (from 56/59) indicated a wide variation in definitions and approaches used to assess and report steatosis. Whole slide image assessment led to a broad range in the scores. Findings were discussed at a workshop held at the 15th Banff Conference on Allograft Pathology, September 2019. The aims of discussions were to (i) establish consensus criteria for defining "large droplet fat" (LDF) that predisposes to increased risk of initial poor graft function and (ii) develop an algorithmic approach to determine fat droplet size and the percentage of hepatocytes involved. LDF was defined as typically a single fat droplet that expands the involved hepatocyte and is larger than adjacent nonsteatotic hepatocytes. Estimating severity of steatosis involves (i) low magnification estimate of the approximate surface area of the biopsy occupied by fat, (ii) higher magnification determination of the percentage of hepatocytes within the fatty area with LDF, and (iii) final score calculation. CONCLUSIONS The proposed guidelines herein are intended to improve standardization in steatosis assessment of donor liver biopsies. The calculated percent LDF should be provided to the surgeon.
Collapse
Affiliation(s)
- Desley A. H. Neil
- Department of Cellular PathologyQueen Elizabeth Hospital BirminghamBirminghamUK
- Institute of Immunology and ImmunotherapyUniversity of BirminghamBirminghamUK
| | - Marta Minervini
- Division of Transplant PathologyUniversity of Pittsburgh Medical CentrePittsburghPennsylvaniaUSA
| | - Maxwell L. Smith
- Department of Pathology and Laboratory MedicineMayo Clinic ArizonaScottsdaleArizonaUSA
| | - Stefan G. Hubscher
- Department of Cellular PathologyQueen Elizabeth Hospital BirminghamBirminghamUK
- Institute of Immunology and ImmunotherapyUniversity of BirminghamBirminghamUK
| | - Elizabeth M. Brunt
- Department of Pathology and ImmunologyWashington University School of MedicineSt LouisMissouriUSA
| | - A. Jake Demetris
- Division of Transplant PathologyUniversity of Pittsburgh Medical CentrePittsburghPennsylvaniaUSA
- Division of Liver and Transplantation PathologyUniversity of PittsburghPittsburghPennsylvaniaUSA
| |
Collapse
|
46
|
Bredt LC, Peres LAB, Risso M, Barros LCDAL. Risk factors and prediction of acute kidney injury after liver transplantation: Logistic regression and artificial neural network approaches. World J Hepatol 2022; 14:570-582. [PMID: 35582300 PMCID: PMC9055199 DOI: 10.4254/wjh.v14.i3.570] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/27/2021] [Revised: 12/10/2021] [Accepted: 02/16/2022] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Acute kidney injury (AKI) has serious consequences on the prognosis of patients undergoing liver transplantation. Recently, artificial neural network (ANN) was reported to have better predictive ability than the classical logistic regression (LR) for this postoperative outcome. AIM To identify the risk factors of AKI after deceased-donor liver transplantation (DDLT) and compare the prediction performance of ANN with that of LR for this complication. METHODS Adult patients with no evidence of end-stage kidney dysfunction (KD) who underwent the first DDLT according to model for end-stage liver disease (MELD) score allocation system was evaluated. AKI was defined according to the International Club of Ascites criteria, and potential predictors of postoperative AKI were identified by LR. The prediction performance of both ANN and LR was tested. RESULTS The incidence of AKI was 60.6% (n = 88/145) and the following predictors were identified by LR: MELD score > 25 (odds ratio [OR] = 1.999), preoperative kidney dysfunction (OR = 1.279), extended criteria donors (OR = 1.191), intraoperative arterial hypotension (OR = 1.935), intraoperative massive blood transfusion (MBT) (OR = 1.830), and postoperative serum lactate (SL) (OR = 2.001). The area under the receiver-operating characteristic curve was best for ANN (0.81, 95% confidence interval [CI]: 0.75-0.83) than for LR (0.71, 95%CI: 0.67-0.76). The root-mean-square error and mean absolute error in the ANN model were 0.47 and 0.38, respectively. CONCLUSION The severity of liver disease, pre-existing kidney dysfunction, marginal grafts, hemodynamic instability, MBT, and SL are predictors of postoperative AKI, and ANN has better prediction performance than LR in this scenario.
Collapse
Affiliation(s)
- Luis Cesar Bredt
- Department of Surgical Oncology and Hepatobilary Surgery, Unioeste, Cascavel 85819-110, Paraná, Brazil.
| | | | - Michel Risso
- Department of Internal Medicine, Assis Gurgacz University, Cascavel 85000, Paraná, Brazil
| | | |
Collapse
|
47
|
Brodosi L, Petta S, Petroni ML, Marchesini G, Morelli MC. Management of Diabetes in Candidates for Liver Transplantation and in Transplant Recipients. Transplantation 2022; 106:462-478. [PMID: 34172646 PMCID: PMC9904447 DOI: 10.1097/tp.0000000000003867] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 05/31/2021] [Accepted: 06/02/2021] [Indexed: 11/25/2022]
Abstract
Diabetes is common in patients waitlisted for liver transplantation because of end-stage liver disease or hepatocellular cancer as well as in posttransplant phase (posttransplantation diabetes mellitus). In both conditions, the presence of diabetes severely affects disease burden and long-term clinical outcomes; careful monitoring and appropriate treatment are pivotal to reduce cardiovascular events and graft and recipients' death. We thoroughly reviewed the epidemiology of diabetes in the transplant setting and the different therapeutic options, from lifestyle intervention to antidiabetic drug use-including the most recent drug classes available-and to the inclusion of bariatric surgery in the treatment cascade. In waitlisted patients, the old paradigm that insulin should be the treatment of choice in the presence of severe liver dysfunction is no longer valid; novel antidiabetic agents may provide adequate glucose control without the risk of hypoglycemia, also offering cardiovascular protection. The same evidence applies to the posttransplant phase, where oral or injectable noninsulin agents should be considered to treat patients to target, limiting the impact of disease on daily living, without interaction with immunosuppressive regimens. The increasing prevalence of liver disease of metabolic origin (nonalcoholic fatty liver) among liver transplant candidates, also having a higher risk of noncirrhotic hepatocellular cancer, is likely to accelerate the acceptance of new drugs and invasive procedures, as suggested by international guidelines. Intensive lifestyle intervention programs remain however mandatory, both before and after transplantation. Achievement of adequate control is mandatory to increase candidacy, to prevent delisting, and to improve long-term outcomes.
Collapse
Affiliation(s)
- Lucia Brodosi
- IRCCS – Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
- Department of Medical and Surgical Sciences, Alma Mater University, Bologna, Italy
| | - Salvatore Petta
- Section of Gastroenterology and Hepatology, PROMISE, University of Palermo, Palermo, Italy
| | - Maria L. Petroni
- IRCCS – Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
- Department of Medical and Surgical Sciences, Alma Mater University, Bologna, Italy
| | - Giulio Marchesini
- IRCCS – Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
- Department of Medical and Surgical Sciences, Alma Mater University, Bologna, Italy
| | - Maria C. Morelli
- IRCCS – Azienda Ospedaliero-Universitaria di Bologna, Bologna, Italy
| |
Collapse
|
48
|
Quantitative evaluation of hepatic steatosis using novel ultrasound technology normalized local variance (NLV) and its standard deviation with different ROIs in patients with metabolic-associated fatty liver disease: a pilot study. Abdom Radiol (NY) 2022; 47:693-703. [PMID: 34958409 PMCID: PMC8807465 DOI: 10.1007/s00261-021-03394-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2021] [Revised: 12/16/2021] [Accepted: 12/17/2021] [Indexed: 11/06/2022]
Abstract
Purpose The purpose of this study was to evaluate the diagnostic performance of novel ultrasound technology normalized local variance (NLV) and the standard deviation of NLV (NLV-SD) using different ROIs for hepatic steatosis in patients with metabolic-associated fatty liver disease (MAFLD) and to identify the factors that influence the NLV value and NLV-SD value, using pathology results as the gold standard. Methods We prospectively enrolled 34 consecutive patients with suspected MAFLD who underwent percutaneous liver biopsy for evaluation of hepatic steatosis from June 2020 to December 2020. All patients underwent ultrasound and NLV examinations. NLV values and NLV-SD values were measured using different ROIs just before the liver biopsy procedure. Results The distribution of hepatic steatosis grade on histopathology was 4/19/6/5 for none (< 5%)/ mild (5–33%)/ moderate (> 33–66%)/ and severe steatosis (> 66%), respectively. The NLV value with 50-mm-diameter ROI and NLV-SD value with 50-mm-diameter ROI showed a significant negative correlation with hepatic steatosis (spearman correlation coefficient: − 0.449, p = 0.008; − 0.471, p = 0.005). The AUROC of NLV (50 mm) for the detection of mild, moderate, and severe hepatic steatosis was 0.875, 0.735, and 0.583, respectively. The AUROC of NLV-SD (50 mm) for the detection of mild, moderate, and severe hepatic steatosis was 0.900, 0.745, and 0.603, respectively. NLV (50 mm) values and NLV-SD (50 mm) values between two readers showed excellent repeatability and the intraclass correlation coefficient (ICC) was 0.930 (p < 0.001) and 0.899 (p < 0.001). Hepatic steatosis was the only determinant factor for NLV value and NLV-SD value (p = 0.012, p = 0.038). Conclusion The NLV (50 mm) and NLV-SD (50 mm) provided good diagnostic performance in detecting the varying degrees of hepatic steatosis with great reproducibility. This study showed that the degree of steatosis was the only significant factor affecting the NLV value and NLV-SD value.
Collapse
|
49
|
Wang S, Zeng X, Yang Y, Li S, Wang Y, Ye Q, Fan X. Hypothermic oxygenated perfusion ameliorates ischemia-reperfusion injury of fatty liver in mice via Brg1/Nrf2/HO-1 axis. Artif Organs 2022; 46:229-238. [PMID: 34570898 DOI: 10.1111/aor.14076] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 08/05/2021] [Accepted: 09/14/2021] [Indexed: 12/18/2022]
Abstract
BACKGROUND After cold storage (CS) and subsequent transplantation, fatty liver is more inclined to develop liver dysfunction and serious postoperative complications in contrast to healthy liver. Hypothermic oxygenated perfusion (HOPE) is a safe and efficacious system, which can repair fatty liver and reduce ischemia-reperfusion injury. The aim of this research is to investigate the function of Brg1/Nrf2/HO-1 signaling pathway in the protective effect of HOPE on ischemia-reperfusion injury of fatty liver. METHODS The mouse fatty liver model was successfully established and verified by hematoxylin-eosin (HE) staining and oil red O staining. The animals were divided into Control group, CS group and HOPE group. The levels of liver enzyme and lactate in the perfusate were used to measure liver function and cellular metabolism. HE staining and TUNEL staining were utilized to assess the tissue structure and apoptosis, respectively. The levels of superoxide dismutase, malondialdehyde and reactive oxygen species in liver tissue were measured to quantitatively analyze the degree of oxidative stress, and the expressions of protein Brg1, Nrf2 and HO-1 were detected by means of the western blot. Double-labeling immunofluorescence was to explore the colocalization of Brg1 and Nrf2. RESULTS The injury of the liver in the CS group was more serious than that in the control group. However, HOPE could significantly reduce the injury, which was manifested by the improvement of liver function and cellular metabolism, and the lower degrees of apoptosis, necrosis and oxidative stress. Furthermore, the expressions of Brg1, Nrf2 and HO-1 in the HOPE group were significantly increased than those in the CS group. CONCLUSIONS One-hour HOPE treatment before reperfusion can obviously improve the injury of fatty liver in mice. The underlying mechanism may be that the interaction of Brg1 and Nrf2 can selectively activate the transcription of HO-1.
Collapse
Affiliation(s)
- Shengjie Wang
- Zhongnan Hospital of Wuhan University, Institute of Hepatobiliary Diseases of Wuhan University, Transplant Center of Wuhan University, Wuhan, China
| | - Xianpeng Zeng
- Department of Urology, Union Hospital, Affiliated TongJi Medical College, Huazhong University of Science & Technology, Wuhan, China
| | - Yunying Yang
- Zhongnan Hospital of Wuhan University, Institute of Hepatobiliary Diseases of Wuhan University, Transplant Center of Wuhan University, Wuhan, China
| | - Shiyi Li
- Zhongnan Hospital of Wuhan University, Institute of Hepatobiliary Diseases of Wuhan University, Transplant Center of Wuhan University, Wuhan, China
| | - Yanfeng Wang
- Zhongnan Hospital of Wuhan University, Institute of Hepatobiliary Diseases of Wuhan University, Transplant Center of Wuhan University, Wuhan, China
| | - Qifa Ye
- Zhongnan Hospital of Wuhan University, Institute of Hepatobiliary Diseases of Wuhan University, Transplant Center of Wuhan University, Wuhan, China
- Research Center of National Health Ministry on Transplantation Medicine Engineering and Technology, The 3rd Xiangya Hospital of Central South University, Changsha, China
| | - Xiaoli Fan
- Zhongnan Hospital of Wuhan University, Institute of Hepatobiliary Diseases of Wuhan University, Transplant Center of Wuhan University, Wuhan, China
| |
Collapse
|
50
|
Computed Tomography-Based Radiomic Analysis for Preoperatively Predicting the Macrovesicular Steatosis Grade in Cadaveric Donor Liver Transplantation. BIOMED RESEARCH INTERNATIONAL 2022; 2022:2491023. [PMID: 35103236 PMCID: PMC8800621 DOI: 10.1155/2022/2491023] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/08/2021] [Revised: 12/09/2021] [Accepted: 12/31/2021] [Indexed: 11/30/2022]
Abstract
This study is aimed at determining the ability of computed tomography- (CT-) based radiomic analysis to distinguish between grade 0/1 and grade 2/3 macrovesicular steatosis (MaS) in cadaveric donor liver transplantation cases. Preoperative noncontrast-enhanced CT images of 150 patients with biopsy-confirmed MaS were analyzed retrospectively; these patients were classified into the low-grade MaS (n = 100, grade 0 or 1) and high-grade MaS (n = 50, grade 2 or 3) groups. Three-dimensional spherical regions of interest of 40 pixel (2.5 cm) in diameter were placed in the right anterior and left lateral segments of the liver. Thereafter, 300 regions of interest (ROIs) were segmented and randomly assigned to the training and testing groups at a ratio of 7 : 3. A total of 402 radiomic features were extracted from each ROI. For MaS classification, a radiomic model was established using multivariate logistic regression analysis. Clinical data, including age, sex, and liver function, were collected to establish the clinical model at the patient level. The performances of the radiomic and clinical models, i.e., the diagnostic discrimination, calibration, and clinical utilities, were evaluated. The radiomic model, with seven selected features, depicted a good discrimination with an area under the receiver operating characteristic curve (AUC) of 0.907 (95% confidence interval (CI): 0.869–0.940) in the training cohort and 0.906 (95% CI: 0.843–0.959) in the testing cohort. The calibration curve revealed good agreement between the predicted and observed probabilities in the training and testing cohorts (both P > 0.05 in the H-L test). Decision curve analysis revealed that the radiomic model was more beneficial than the treat-all or treat-none schemes for predicting the MaS grade. Alanine transaminase and gamma-glutamyl transferase were used for building the clinical model, and the AUC was 0.784 in the total cohort. The CT-based radiomic model outperforming the conventional clinical model could provide an important reference for MaS grading in cadaveric liver donors.
Collapse
|