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Ashmore-Harris C, Antonopoulou E, Finney SM, Vieira MR, Hennessy MG, Muench A, Lu WY, Gadd VL, El Haj AJ, Forbes SJ, Waters SL. Exploiting in silico modelling to enhance translation of liver cell therapies from bench to bedside. NPJ Regen Med 2024; 9:19. [PMID: 38724586 PMCID: PMC11081951 DOI: 10.1038/s41536-024-00361-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2023] [Accepted: 04/18/2024] [Indexed: 05/12/2024] Open
Abstract
Cell therapies are emerging as promising treatments for a range of liver diseases but translational bottlenecks still remain including: securing and assessing the safe and effective delivery of cells to the disease site; ensuring successful cell engraftment and function; and preventing immunogenic responses. Here we highlight three therapies, each utilising a different cell type, at different stages in their clinical translation journey: transplantation of multipotent mesenchymal stromal/signalling cells, hepatocytes and macrophages. To overcome bottlenecks impeding clinical progression, we advocate for wider use of mechanistic in silico modelling approaches. We discuss how in silico approaches, alongside complementary experimental approaches, can enhance our understanding of the mechanisms underlying successful cell delivery and engraftment. Furthermore, such combined theoretical-experimental approaches can be exploited to develop novel therapies, address safety and efficacy challenges, bridge the gap between in vitro and in vivo model systems, and compensate for the inherent differences between animal model systems and humans. We also highlight how in silico model development can result in fewer and more targeted in vivo experiments, thereby reducing preclinical costs and experimental animal numbers and potentially accelerating translation to the clinic. The development of biologically-accurate in silico models that capture the mechanisms underpinning the behaviour of these complex systems must be reinforced by quantitative methods to assess cell survival post-transplant, and we argue that non-invasive in vivo imaging strategies should be routinely integrated into transplant studies.
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Affiliation(s)
- Candice Ashmore-Harris
- Centre for Regenerative Medicine, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh BioQuarter, 5 Little France Drive, Edinburgh, EH16 4UU, UK
| | | | - Simon M Finney
- Mathematical Institute, University of Oxford, Oxford, OX2 6GG, UK
| | - Melissa R Vieira
- Healthcare Technologies Institute (HTI), Institute of Translational Medicine, University of Birmingham, Birmingham, B15 2TH, UK
- School of Chemical Engineering, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, B15 2TH, UK
| | - Matthew G Hennessy
- Department of Engineering Mathematics, University of Bristol, BS8 1TW, Bristol, UK
| | - Andreas Muench
- Mathematical Institute, University of Oxford, Oxford, OX2 6GG, UK
| | - Wei-Yu Lu
- Centre for Inflammation Research, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh, EH16 4UU, UK
| | - Victoria L Gadd
- Centre for Regenerative Medicine, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh BioQuarter, 5 Little France Drive, Edinburgh, EH16 4UU, UK
| | - Alicia J El Haj
- Healthcare Technologies Institute (HTI), Institute of Translational Medicine, University of Birmingham, Birmingham, B15 2TH, UK
- School of Chemical Engineering, College of Engineering and Physical Sciences, University of Birmingham, Birmingham, B15 2TH, UK
| | - Stuart J Forbes
- Centre for Regenerative Medicine, Institute for Regeneration and Repair, The University of Edinburgh, Edinburgh BioQuarter, 5 Little France Drive, Edinburgh, EH16 4UU, UK
| | - Sarah L Waters
- Mathematical Institute, University of Oxford, Oxford, OX2 6GG, UK.
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2
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Lam A, Oram RA, Forbes S, Olateju T, Malcolm AJ, Imes S, Shapiro AMJ, Senior PA. Estimation of Early Graft Function Using the BETA-2 Score Following Clinical Islet Transplantation. Transpl Int 2022; 35:10335. [PMID: 35874309 PMCID: PMC9301872 DOI: 10.3389/ti.2022.10335] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2022] [Accepted: 05/31/2022] [Indexed: 11/13/2022]
Abstract
Little is known about how early islet graft function evolves in the clinical setting. The BETA-2 score is a validated index of islet function that can be calculated from a single blood sample and lends itself to frequent monitoring of graft function. In this study, we characterized early graft function by calculating weekly BETA-2 score in recipients who achieved insulin independence after single transplant (group 1, n = 8) compared to recipients who required a second transplant before achieving insulin independence (group 2, n = 7). We also determined whether graft function 1-week post-transplant was associated with insulin independence in individuals who received initial transplant between 2000–2017 (n = 125). Our results show that graft function increased rapidly reaching a plateau 4–6 weeks post-transplant. The BETA-2 score was higher in group 1 compared to group 2 as early as 1-week post-transplant (15 + 3 vs. 9 + 2, p = 0.001). In an unselected cohort, BETA-2 at 1-week post-transplant was associated with graft survival as defined by insulin independence during median follow up of 12 months (range 2–119 months) with greater survival among those with BETA-2 score >10 (p < 0.001, log-rank test). These findings suggest that primary graft function is established within 4–6 weeks post-transplant and graft function at 1-week post-transplant predicts long-term transplant outcomes.
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Affiliation(s)
- Anna Lam
- Clinical Islet Transplant Program, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
- *Correspondence: Anna Lam,
| | - Richard A. Oram
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, University of Exeter, Exeter, United Kingdom
| | - Shareen Forbes
- BHF Centre for Cardiovascular Science, University of Edinburgh, Edinburgh, United Kingdom
| | - Tolu Olateju
- Clinical Islet Transplant Program, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
| | - Andrew J. Malcolm
- Clinical Islet Transplant Program, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
| | - Sharleen Imes
- Clinical Islet Transplant Program, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
| | - A. M. James Shapiro
- Clinical Islet Transplant Program, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
| | - Peter A. Senior
- Clinical Islet Transplant Program, Department of Medicine, University of Alberta and Alberta Health Services, Edmonton, AB, Canada
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3
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Forbes S. The BETA-2 score web app calculator: https://www.beta2score.com/ for assessment of graft function following islet transplantation. Am J Transplant 2021; 21:2619. [PMID: 33624356 PMCID: PMC8359165 DOI: 10.1111/ajt.16551] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Affiliation(s)
- Shareen Forbes
- Edinburgh Transplant Centre and Endocrinology UnitUniversity of EdinburghEdinburghUK
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4
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Masset C, Branchereau J, Karam G, Hourmant M, Dantal J, Giral M, Garandeau C, Meurette A, Kerleau C, Kervella D, Ville S, Blancho G, Cantarovich D. Clinical utility of C-peptide measurement after pancreas transplantation with especial focus on early graft thrombosis. Transpl Int 2021; 34:942-953. [PMID: 33733553 DOI: 10.1111/tri.13866] [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: 01/06/2021] [Revised: 03/09/2021] [Accepted: 03/13/2021] [Indexed: 11/26/2022]
Abstract
Since the beginning of our pancreas transplant programme, plasma C-peptide was routinely measured daily during the postoperative period. We aimed to evaluate the clinical interest of the C-peptide in the follow-up of pancreas transplantation with a particular look on early graft failure. From 2000 to 2016, 384 pancreas transplantations were evaluated. We collected and compared C-peptide, glycaemia and adjusted C-peptide (aCP; calculated based on C-peptide, glycaemia and creatininaemia) in patients with and without pancreas failure within 30 days after surgery. Variations of glycaemia, C-peptide and aCP between the day before and the day of failure were also recorded. The difference of aCP was significant during the first week after transplantation between patients with thrombosis and those with functional allograft: 63.2 vs. 26.7 on day 1, P = 0.0003; 61.4 vs. 26.7 on day 3, P < 0.0001; 64.8 vs. 5.7 on day 7, P < 0.0001, respectively. Glycaemia had a median increase of 8% on the day of failure, whereas C-peptide and aCP had, respectively, a median decrease of 88% and 83%. C-peptide monitoring after pancreas transplantation may help to identify graft function and early failure. This sensitive biomarker could allow pre-emptive diagnosis of an early thrombotic event allowing the possibility of rescue interventions.
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Affiliation(s)
- Christophe Masset
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Julien Branchereau
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Georges Karam
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Maryvonne Hourmant
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Jacques Dantal
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Magali Giral
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Claire Garandeau
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Aurélie Meurette
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Clarisse Kerleau
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Delphine Kervella
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Simon Ville
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Gilles Blancho
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
| | - Diego Cantarovich
- Institut de Transplantation-Urologie-Néphrologie (ITUN), Nantes University Hospital, Nantes, France
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Bachul PJ, Golab K, Basto L, Zangan S, Pyda JS, Perez-Gutierrez A, Borek P, Wang LJ, Tibudan M, Tran DK, Anteby R, Generette GS, Chrzanowski J, Fendler W, Perea L, Jayant K, Lucander A, Thomas C, Philipson L, Millis JM, Fung J, Witkowski P. Post-Hoc Analysis of a Randomized, Double Blind, Prospective Study at the University of Chicago: Additional Standardizations of Trial Protocol are Needed to Evaluate the Effect of a CXCR1/2 Inhibitor in Islet Allotransplantation. Cell Transplant 2021; 30:9636897211001774. [PMID: 33908301 PMCID: PMC8085379 DOI: 10.1177/09636897211001774] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 01/14/2021] [Accepted: 02/22/2021] [Indexed: 12/11/2022] Open
Abstract
A recent randomized, multicenter trial did not show benefit of a CXCR1/2 receptor inhibitor (Reparixin) when analysis included marginal islet mass (>3,000 IEQ/kg) for allotransplantation and when immunosuppression regimens were not standardized among participating centers. We present a post-hoc analysis of trial patients from our center at the University of Chicago who received an islet mass of over 5,000 IEQ/kg and a standardized immunosuppression regimen of anti-thymocyte globulin (ATG) for induction. Twelve islet allotransplantation (ITx) recipients were randomized (2:1) to receive Reparixin (N = 8) or placebo (N = 4) in accordance with the multicenter trial protocol. Pancreas and donor characteristics did not differ between Reparixin and placebo groups. Five (62.5%) patients who received Reparixin, compared to none in the placebo group, achieved insulin independence after only one islet infusion and remained insulin-free for over 2 years (P = 0.08). Following the first ITx with ATG induction, distinct cytokine, chemokine, and miR-375 release profiles were observed for both the Reparixin and placebo groups. After excluding procedures with complications, islet engraftment on post-operative day 75 after a single transplant was higher in the Reparixin group (n = 7) than in the placebo (n = 3) group (P = 0.03) when islet graft function was measured by the ratio of the area under the curve (AUC) for c-peptide to glucose in mixed meal tolerance test (MMTT). Additionally, the rate of engraftment was higher when determined via BETA-2 score instead of MMTT (P = 0.01). Our analysis suggests that Reparixin may have improved outcomes compared to placebo when sufficient islet mass is transplanted and when standardized immunosuppression with ATG is used for induction. However, further studies are warranted. Investigation of Reparixin and other novel agents under more standardized and optimized conditions would help exclude confounding factors and allow for a more definitive evaluation of their role in improving outcomes in islet transplantation. Clinical trial reg. no. NCT01817959, clinicaltrials.gov.
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Affiliation(s)
- Piotr J. Bachul
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Karolina Golab
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Lindsay Basto
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Steven Zangan
- Department of Radiology, University of Chicago, Chicago, IL, USA
| | - Jordan S. Pyda
- Department of Surgery, Beth Israel Deaconess Medical Center, Boston, MA, USA
| | | | - Peter Borek
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Ling-Jia Wang
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Martin Tibudan
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Dong-Kha Tran
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Roi Anteby
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Gabriela S. Generette
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Jędrzej Chrzanowski
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland
| | - Wojciech Fendler
- Department of Biostatistics and Translational Medicine, Medical University of Lodz, Lodz, Poland
| | - Laurencia Perea
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Kumar Jayant
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Aaron Lucander
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Celeste Thomas
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Louis Philipson
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - J. Michael Millis
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - John Fung
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
| | - Piotr Witkowski
- Department of Surgery, The Transplantation Institute, University of Chicago, Chicago, IL, USA
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6
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Bachul PJ, Gołębiewska JE, Basto L, Gołąb K, Anteby R, Wang LJ, Tibudan M, Thomas C, Fendler W, Lucander A, Grybowski DJ, Dębska-Ślizień A, Fung J, Witkowski P. BETA-2 score is an early predictor of graft decline and loss of insulin independence after pancreatic islet allotransplantation. Am J Transplant 2020; 20:844-851. [PMID: 31597009 DOI: 10.1111/ajt.15645] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Revised: 09/10/2019] [Accepted: 09/29/2019] [Indexed: 01/25/2023]
Abstract
This study aimed to evaluate whether the BETA-2 score is a reliable early predictor of graft decline and loss of insulin independence after islet allotransplantation. Islet transplant procedures were stratified into 3 groups according to clinical outcome: long-term insulin independence without islet graft decline (group 1, N = 9), initial insulin independence with subsequent islet graft decline and loss of insulin independence (group 2, N = 13), and no insulin independence (group 3, N = 13). BETA-2 was calculated on day 75 and multiple times afterwards for up to 145 months posttransplantation. A BETA-2 score cut-off of 17.4 on day 75 posttransplantation was discerned between group 1 and groups 2 and 3 (area under the receiver operating characteristic 0.769, P = .005) with a sensitivity and negative predictive value of 100%. Additionally, BETA-2 ≥ 17.4 at any timepoint during follow-up reflected islet function required for long-term insulin independence. While BETA-2 did not decline below 17.4 for each of the 9 cases from group 1, the score decreased below 17.4 for all transplants from group 2 with subsequent loss of insulin independence. The reduction of BETA-2 below 17.4 predicted 9 (1.5-21) months in advance subsequent islet graft decline and loss of insulin independence (P = .03). This finding has important implications for posttransplant monitoring and patient care.
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Affiliation(s)
- Piotr J Bachul
- Department of Surgery, University of Chicago, Chicago, Illinois
| | - Justyna E Gołębiewska
- Department of Surgery, University of Chicago, Chicago, Illinois.,Department of Nephrology, Transplantology and Internal Medicine, Medical University of Gdańsk, Gdańsk, Poland
| | - Lindsay Basto
- Department of Surgery, University of Chicago, Chicago, Illinois
| | - Karolina Gołąb
- Department of Surgery, University of Chicago, Chicago, Illinois
| | - Roi Anteby
- Department of Surgery, University of Chicago, Chicago, Illinois.,Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Ling-Jia Wang
- Department of Surgery, University of Chicago, Chicago, Illinois
| | - Martin Tibudan
- Department of Surgery, University of Chicago, Chicago, Illinois
| | - Celeste Thomas
- Department of Medicine, University of Chicago, Chicago, Illinois
| | - Wojciech Fendler
- Department of Biostatistics and Translational Medicine, Medical University of Łódź, Łódź, Poland
| | - Aaron Lucander
- Department of Surgery, University of Chicago, Chicago, Illinois
| | | | - Alicja Dębska-Ślizień
- Department of Nephrology, Transplantology and Internal Medicine, Medical University of Gdańsk, Gdańsk, Poland
| | - John Fung
- Department of Surgery, University of Chicago, Chicago, Illinois
| | - Piotr Witkowski
- Department of Surgery, University of Chicago, Chicago, Illinois
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Gołębiewska JE, Bachul PJ, Fillman N, Basto L, Kijek MR, Gołąb K, Wang LJ, Tibudan M, Thomas C, Dębska-Ślizień A, Gelrud A, Matthews JB, Millis JM, Fung J, Witkowski P. Assessment of simple indices based on a single fasting blood sample as a tool to estimate beta-cell function after total pancreatectomy with islet autotransplantation - a prospective study. Transpl Int 2018; 32:280-290. [PMID: 30353611 DOI: 10.1111/tri.13364] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2018] [Revised: 10/05/2018] [Accepted: 10/15/2018] [Indexed: 12/13/2022]
Abstract
We investigated six indices based on a single fasting blood sample for evaluation of the beta-cell function after total pancreatectomy with islet autotransplantation (TP-IAT). The Secretory Unit of Islet Transplant Objects (SUITO), transplant estimated function (TEF), homeostasis model assessment (HOMA-2B%), C-peptide/glucose ratio (CP/G), C-peptide/glucose creatinine ratio (CP/GCr) and BETA-2 score were compared against a 90-min serum glucose level, weighted mean C-peptide in mixed meal tolerance test (MMTT), beta score and the Igls score adjusted for islet function in the setting of IAT. We analyzed values from 32 MMTTs in 15 patients after TP-IAT with a follow-up of up to 3 years. Four (27%) individuals had discontinued insulin completely prior to day 75, while 6 out of 12 patients (50%) did not require insulin support at 1-year follow-up with HbA1c 6.0% (5.5-6.8). BETA-2 was the most consistent among indices strongly correlating with all reference measures of beta-cell function (r = 0.62-0.68). In addition, it identified insulin independence (cut-off = 16.2) and optimal/good versus marginal islet function in the Igls score well, with AUROC of 0.85 and 0.96, respectively. Based on a single fasting blood sample, BETA-2 score has the most reliable discriminant value for the assessment of graft function in patients undergoing TP-IAT.
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Affiliation(s)
- Justyna E Gołębiewska
- Department of Surgery, University of Chicago, Chicago, IL, USA.,Department of Nephrology, Transplantology and Internal Medicine, Medical University of Gdańsk, Gdańsk, Poland
| | - Piotr J Bachul
- Department of Surgery, University of Chicago, Chicago, IL, USA.,Department of Anatomy, Jagiellonian University Medical College, Krakow, Poland
| | - Natalie Fillman
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Lindsay Basto
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Mark R Kijek
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Karolina Gołąb
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Ling-Jia Wang
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Martin Tibudan
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Celeste Thomas
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | - Alicja Dębska-Ślizień
- Department of Nephrology, Transplantology and Internal Medicine, Medical University of Gdańsk, Gdańsk, Poland
| | - Andres Gelrud
- Department of Medicine, University of Chicago, Chicago, IL, USA
| | | | | | - John Fung
- Department of Surgery, University of Chicago, Chicago, IL, USA
| | - Piotr Witkowski
- Department of Surgery, University of Chicago, Chicago, IL, USA
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