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Eccher A, L'Imperio V, Pantanowitz L, Cazzaniga G, Del Carro F, Marletta S, Gambaro G, Barreca A, Becker JU, Gobbo S, Della Mea V, Alberici F, Pagni F, Dei Tos AP. Galileo-an Artificial Intelligence tool for evaluating pre-implantation kidney biopsies. J Nephrol 2024:10.1007/s40620-024-02094-4. [PMID: 39356416 DOI: 10.1007/s40620-024-02094-4] [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: 04/14/2024] [Accepted: 08/25/2024] [Indexed: 10/03/2024]
Abstract
BACKGROUND Pre-transplant procurement biopsy interpretation is challenging, also because of the low number of renal pathology experts. Artificial intelligence (AI) can assist by aiding pathologists with kidney donor biopsy assessment. Herein we present the "Galileo" AI tool, designed specifically to assist the on-call pathologist with interpreting pre-implantation kidney biopsies. METHODS A multicenter cohort of whole slide images acquired from core-needle and wedge biopsies of the kidney was collected. A deep learning algorithm was trained to detect the main findings evaluated in the pre-implantation setting (normal glomeruli, globally sclerosed glomeruli, ischemic glomeruli, arterioles and arteries). The model obtained on the Aiforia Create platform was validated on an external dataset by three independent pathologists to evaluate the performance of the algorithm. RESULTS Galileo demonstrated a precision, sensitivity, F1 score and total area error of 81.96%, 94.39%, 87.74%, 2.81% and 74.05%, 71.03%, 72.5%, 2% in the training and validation sets, respectively. Galileo was significantly faster than pathologists, requiring 2 min overall in the validation phase (vs 25, 22 and 31 min by 3 separate human readers, p < 0.001). Galileo-assisted detection of renal structures and quantitative information was directly integrated in the final report. CONCLUSIONS The Galileo AI-assisted tool shows promise in speeding up pre-implantation kidney biopsy interpretation, as well as in reducing inter-observer variability. This tool may represent a starting point for further improvements based on hard endpoints such as graft survival.
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Affiliation(s)
- Albino Eccher
- Department of Medical and Surgical Sciences for Children and Adults, University of Modena and Reggio Emilia, University Hospital of Modena, Modena, Italy
| | - Vincenzo L'Imperio
- Department of Medicine and Surgery, Pathology, IRCCS Fondazione San Gerardo dei Tintori, University of Milano-Bicocca, Monza, Italy.
| | - Liron Pantanowitz
- Department of Pathology, University of Pittsburgh, Pittsburgh, PA, USA
| | - Giorgio Cazzaniga
- Department of Medicine and Surgery, Pathology, IRCCS Fondazione San Gerardo dei Tintori, University of Milano-Bicocca, Monza, Italy
| | - Fabio Del Carro
- Department of Medicine and Surgery, Pathology, IRCCS Fondazione San Gerardo dei Tintori, University of Milano-Bicocca, Monza, Italy
| | | | - Giovanni Gambaro
- Division of Nephrology, Department of Medicine, University of Verona, Verona, Italy
| | - Antonella Barreca
- Pathology Unit, Città della Salute e della Scienza di Torino University Hospital, Turin, Italy
| | - Jan Ulrich Becker
- Institute of Pathology, University Hospital of Cologne, Cologne, Germany
| | - Stefano Gobbo
- Department of Translational Medicine, University of Ferrara, Ferrara, Italy
| | - Vincenzo Della Mea
- Department of Mathematics, Computer Science and Physics, University of Udine, Udine, Italy
| | - Federico Alberici
- Division of Nephrology and Dialysis, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, University of Brescia and ASST-Spedali Civili of Brescia, Brescia, Italy
| | - Fabio Pagni
- Department of Medicine and Surgery, Pathology, IRCCS Fondazione San Gerardo dei Tintori, University of Milano-Bicocca, Monza, Italy
| | - Angelo Paolo Dei Tos
- Surgical Pathology and Cytopathology Unit, Department of Medicine-DIMED, University of Padua School of Medicine, Padua, Italy
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Scurt FG, Hammoud B, Bose K, Mertens PR, Chatzikyrkou C. Short-Term, Mid-Term, and Long-Term Outcomes after Deceased Donor Kidney Transplantation in Patients with AKI: A Systematic Review and Meta-Analysis. KIDNEY360 2024; 5:1012-1031. [PMID: 38668857 PMCID: PMC11296548 DOI: 10.34067/kid.0000000000000450] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/06/2023] [Accepted: 04/17/2024] [Indexed: 07/26/2024]
Abstract
Key Points This study reviews the willingness to use kidneys from donors who have experienced AKI during transplantation and provides a thorough analysis of the existing literature. While delayed graft function is more common, primary nonfunction and acute rejection rates appear comparable, as do allograft function and graft survival compared with non-AKI donor kidneys. Considering the shortage of available organs and the high mortality rate of patients on dialysis, the use of donors with AKI as a source for kidney transplantation is a viable alternative. Background AKI is a common complication in hospitalized patients and may occur in potential kidney donors. Observational studies have suggested that kidney transplantation in patients with AKI is feasible and safe, but no systematic evaluation has been performed. Methods We performed a systematic review and meta-analysis to evaluate the outcomes of kidney transplantation in patients with AKI. We searched MEDLINE, Embase, Cochrane, Google Scholar, and other databases for studies reporting outcomes of donor kidneys with AKI. We included single-center, multicenter, and registry-based studies and analyzed them according to the definition and severity of AKI. End points were primary and delayed graft function (DGF), primary nonfunction (PNF), length of hospital stay, rejection, graft function, and patient and graft survival at 1, 3, 5, and 8–10 years after transplantation. This study was registered in PROSPERO, number CRD42021260088. Results We identified 33 single-center, four multicenter, and seven registry studies with more than 100,000 patients published between 2005 and 2022. Recipients from donors with AKI had a higher risk of DGF (relative risk, 1.51; 95% confidence interval [CI], 1.35 to 1.68). Graft function at discharge was worse in the AKI group (MDCrea [95% CI]: 0.96 mg/dl [0.36 to 1.56, I2=96%], MDGFR [95% CI]: −8.88 ml/min per 1.73 m2 [−15.32 to −2.44, I2=93%]), but improved thereafter and was similar in both groups at 3 months after transplantation (MDCrea [95% CI]: −0.05 mg/dl [−0.18 to 0.07, I2=0%], MDGFR [95% CI]: −1.83 ml/min per 1.73 m2 [−5.29 to 1.63, I2=91%]). Primary nonfunction and patient and graft survival were similar at 1, 3, 5, and 8–10 years after transplantation. There were no differences in rejections regardless of AKI definition and severity. Conclusions Transplantation of kidneys with AKI is associated with satisfactory short-term and long-term outcomes and should be pursued to increase the donor pool.
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Affiliation(s)
- Florian G. Scurt
- University Clinic for Nephrology and Hypertension, Diabetology and Endocrinology, University Hospital Magdeburg, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Ben Hammoud
- University Clinic for Nephrology and Hypertension, Diabetology and Endocrinology, University Hospital Magdeburg, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Katrin Bose
- Department of Gastroenterology, Hepatology and Infectious Diseases, University Hospital Magdeburg, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Peter R. Mertens
- University Clinic for Nephrology and Hypertension, Diabetology and Endocrinology, University Hospital Magdeburg, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
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Abou Taka M, Dugbartey GJ, Richard-Mohamed M, McLeod P, Jiang J, Major S, Arp J, O’Neil C, Liu W, Gabril M, Moussa M, Luke P, Sener A. Evaluating the Effects of Kidney Preservation at 10 °C with Hemopure and Sodium Thiosulfate in a Rat Model of Syngeneic Orthotopic Kidney Transplantation. Int J Mol Sci 2024; 25:2210. [PMID: 38396887 PMCID: PMC10889495 DOI: 10.3390/ijms25042210] [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: 12/08/2023] [Revised: 01/29/2024] [Accepted: 02/02/2024] [Indexed: 02/25/2024] Open
Abstract
Kidney transplantation is preferred for end-stage renal disease. The current gold standard for kidney preservation is static cold storage (SCS) at 4 °C. However, SCS contributes to renal graft damage through ischemia-reperfusion injury (IRI). We previously reported renal graft protection after SCS with a hydrogen sulfide donor, sodium thiosulfate (STS), at 4 °C. Therefore, this study aims to investigate whether SCS at 10 °C with STS and Hemopure (blood substitute), will provide similar protection. Using in vitro model of IRI, we subjected rat renal proximal tubular epithelial cells to hypoxia-reoxygenation for 24 h at 10 °C with or without STS and measured cell viability. In vivo, we preserved 36 donor kidneys of Lewis rats for 24 h in a preservation solution at 10 °C supplemented with STS, Hemopure, or both followed by transplantation. Tissue damage and recipient graft function parameters, including serum creatinine, blood urea nitrogen, urine osmolality, and glomerular filtration rate (GFR), were evaluated. STS-treated proximal tubular epithelial cells exhibited enhanced viability at 10 °C compared with untreated control cells (p < 0.05). Also, STS and Hemopure improved renal graft function compared with control grafts (p < 0.05) in the early time period after the transplant, but long-term function did not reach significance. Overall, renal graft preservation at 10 °C with STS and Hemopure supplementation has the potential to enhance graft function and reduce kidney damage, suggesting a novel approach to reducing IRI and post-transplant complications.
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Affiliation(s)
- Maria Abou Taka
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, Western University, London, ON N6A 5C1, Canada;
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
| | - George J. Dugbartey
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
- Multi-Organ Transplant Program, London Health Sciences Centre, London, ON N6A 5A5, Canada
- Department of Pharmacology and Toxicology, School of Pharmacy, College of Health Sciences, University of Ghana, Legon, Accra P.O. Box LG 1181, Ghana
- London Health Sciences Centre, Department of Surgery, Division of Urology, London, ON N6A 5A5, Canada
| | - Mahms Richard-Mohamed
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
- Multi-Organ Transplant Program, London Health Sciences Centre, London, ON N6A 5A5, Canada
| | - Patrick McLeod
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
| | - Jifu Jiang
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
| | - Sally Major
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
| | - Jacqueline Arp
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
| | - Caroline O’Neil
- The Molecular Pathology Core, Robarts Research Institute, London, ON N6A 5A5, Canada
| | - Winnie Liu
- London Health Sciences Centre, Department of Pathology and Laboratory Medicine, London, ON N6A 5A5, Canada (M.G.); (M.M.)
| | - Manal Gabril
- London Health Sciences Centre, Department of Pathology and Laboratory Medicine, London, ON N6A 5A5, Canada (M.G.); (M.M.)
| | - Madeleine Moussa
- London Health Sciences Centre, Department of Pathology and Laboratory Medicine, London, ON N6A 5A5, Canada (M.G.); (M.M.)
| | - Patrick Luke
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
- Multi-Organ Transplant Program, London Health Sciences Centre, London, ON N6A 5A5, Canada
- London Health Sciences Centre, Department of Surgery, Division of Urology, London, ON N6A 5A5, Canada
- London Health Sciences Centre, Department of Pathology and Laboratory Medicine, London, ON N6A 5A5, Canada (M.G.); (M.M.)
| | - Alp Sener
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, Western University, London, ON N6A 5C1, Canada;
- Matthew Mailing Centre for Translational Transplant Studies, London Health Sciences Centre, London, ON N6A 5A5, Canada; (G.J.D.); (M.R.-M.); (P.L.)
- Multi-Organ Transplant Program, London Health Sciences Centre, London, ON N6A 5A5, Canada
- London Health Sciences Centre, Department of Surgery, Division of Urology, London, ON N6A 5A5, Canada
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Okumura K, Grace H, Sogawa H, Yamanaga S. Acute kidney injury and the compensation of kidney function after nephrectomy in living donation. World J Transplant 2022; 12:223-230. [PMID: 36159072 PMCID: PMC9453297 DOI: 10.5500/wjt.v12.i8.223] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/16/2022] [Revised: 03/27/2022] [Accepted: 08/05/2022] [Indexed: 02/05/2023] Open
Abstract
Acute kidney injury (AKI) incidence is growing rapidly, and AKI is one of the predictors of inpatient mortality. After nephrectomy, all the patients have decreased kidney function with AKI and recover from AKI. However, the characteristic and behavior of AKI is different from usual AKI and compensatory kidney function has been well known in the postoperative setting, especially in living donors. In this review, we have focused on the compensation of kidney function after nephrectomy in living donors. We discuss factors that have been identified as being associated with kidney recovery in donors including age, sex, body mass index, remnant kidney volume, estimated glomerular filtration rate, and various comorbidities.
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Affiliation(s)
- Kenji Okumura
- Department of Surgery, Westchester Medical Center/New York Medical College, Valhalla, NY 10595, United States
| | - Holly Grace
- Department of Surgery, New York Medical College, Valhalla, NY 10595, United States
| | - Hiroshi Sogawa
- Department of Surgery, Westchester Medical Center/New York Medical College, Valhalla, NY 10595, United States
| | - Shigeyoshi Yamanaga
- Department of Surgery, Japanese Red Cross Kumamoto Hospital, Kumamoto 861-8520, Japan
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Su YQ, Yu YY, Shen B, Yang F, Nie YX. Management of acute kidney injury in gastrointestinal tumor: An overview. World J Clin Cases 2021; 9:10746-10764. [PMID: 35047588 PMCID: PMC8678862 DOI: 10.12998/wjcc.v9.i35.10746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 07/08/2021] [Accepted: 09/06/2021] [Indexed: 02/06/2023] Open
Abstract
Gastrointestinal tumors remain a global health problem. Acute kidney injury (AKI) is a common complication during the treatment of gastrointestinal tumors. AKI can cause a decrease in the remission rate and an increase in mortality. In this review, we analyzed the causes and risk factors for AKI in gastrointestinal tumor patients. The possible mechanisms of AKI were divided into three groups: pretreatment, intrafraction and post-treatment causes. Treatment and prevention measures were proposed according to various factors to provide guidance to clinicians and oncologists that can reduce the incidence of AKI and improve the quality of life and survival rate of gastrointestinal tumor patients.
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Affiliation(s)
- Yi-Qi Su
- Department of Nephrology, Xiamen Branch, Zhongshan Hospital, Fudan University, Xiamen 361015, Fujian Province, China
| | - Yi-Yi Yu
- Department of Medical Oncology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Bo Shen
- Department of Nephrology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
| | - Feng Yang
- Department of Pancreatic Surgery, Pancreatic Disease Institute, Huashan Hospital, Shanghai Medical College, Fudan University, Shanghai 200040, China
| | - Yu-Xin Nie
- Department of Nephrology, Zhongshan Hospital, Fudan University, Shanghai 200032, China
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Abstract
Although over 90 000 people are on the kidney transplant waitlist in the United States, some kidneys that are viable for transplantation are discarded. Transplant surgeons are more likely to discard deceased donors with acute kidney injury (AKI) versus without AKI (30% versus 18%). AKI is defined using changes in creatinine from baseline. Transplant surgeons can use DonorNet data, including admission, peak, and terminal serum creatinine, and biopsy data when available to differentiate kidneys with AKI from those with chronic injury. Although chronic kidney disease is associated with reduced graft survival, an abundance of literature has demonstrated similar graft survival for deceased donors with AKI versus donors without AKI. Donors with AKI are more likely to undergo delayed graft function but have similar long-term outcomes as donors without AKI. The mechanism for similar graft survival is unclear. Some hypothesized mechanisms include (1) ischemic preconditioning; (2) posttransplant and host factors playing a greater role in long-term survival than donor factors; and (3) selection bias of transplanting only relatively healthy donor kidneys with AKI. Existing literature suggests transplanting more donor kidneys with stage 1 and 2 AKI, and cautious utilization of stage 3 AKI donors, may increase the pool of viable kidneys. Doing so can reduce the number of people who die on the waitlist by over 500 every year.
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Affiliation(s)
- Neel Koyawala
- School of Medicine, Johns Hopkins University, Baltimore, MD
| | - Chirag R Parikh
- Division of Nephrology, School of Medicine, Johns Hopkins University, Baltimore, MD
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Girolami I, Gambaro G, Ghimenton C, Beccari S, Caliò A, Brunelli M, Novelli L, Boggi U, Campani D, Zaza G, Boschiero L, López JI, Martignoni G, D'Errico A, Segev D, Neil D, Eccher A. Pre-implantation kidney biopsy: value of the expertise in determining histological score and comparison with the whole organ on a series of discarded kidneys. J Nephrol 2020; 33:167-176. [PMID: 31471818 DOI: 10.1007/s40620-019-00638-7] [Citation(s) in RCA: 35] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2019] [Accepted: 08/10/2019] [Indexed: 12/18/2022]
Abstract
BACKGROUND Evidence about the reliability of pre-implantation biopsy is still conflicting, depending on both biopsy type and pathologist's expertise. Aim of the study is to evaluate the agreement of general v specialist pathologists and to compare scores on biopsy and whole organs in a set of discarded kidneys. METHODS 46 discarded kidneys were identified with their corresponding biopsies. The biopsies were reviewed by three general and two specialist pathologists, blinded to the original report, according to Remuzzi score. The intraclass correlation coefficient (ICC) was calculated for both groups. Discarded kidneys were scored according to Remuzzi score by a single specialist pathologist. Biopsies and organs were compared by Wilcoxon signed rank test. Weighted κ coefficients between biopsy and organ scores were also calculated. RESULTS Specialist pathologists achieved higher values of ICC, reaching excellent or good agreement in most of the parameters, while general pathologists values were mainly fair or good. On whole organs, scores were consistently lower than biopsies, with a significant difference in most of the parameters. Weighted κ coefficient was slight or fair for most of the parameters. CONCLUSIONS Our data suggests that the creation of a pool of specialist pathologists would improve organ utilization. Moreover, biopsies are not representative of the whole organ. As the Remuzzi score on biopsy is a major reasons for discard, a quota of transplantable kidneys may be erroneously discarded. Refinement in Remuzzi cut-offs based on expert reporting and recognition of sampling error of biopsies in correlation with clinical outcome data should be undertaken.
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Affiliation(s)
- Ilaria Girolami
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy
| | - Giovanni Gambaro
- Renal Unit, University and Hospital Trust of Verona, Verona, Italy
| | - Claudio Ghimenton
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy
| | - Serena Beccari
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy
| | - Anna Caliò
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy
| | - Matteo Brunelli
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy
| | - Luca Novelli
- Institute for Histopathology and Molecular Diagnosis, Careggi University Hospital, Florence, Italy
| | - Ugo Boggi
- Division of General and Transplant Surgery, University of Pisa, Pisa, Italy
| | | | - Gianluigi Zaza
- Renal Unit, University and Hospital Trust of Verona, Verona, Italy
| | - Luigino Boschiero
- Department of Surgical Sciences, Kidney Transplant Center, University and Hospital Trust of Verona, Verona, Italy
| | - José Ignacio López
- Department of Pathology, Biocruces-Bizkaia Institute, Cruces University Hospital, University of the Basque Country (UPV/EHU), Barakaldo, Bizkaia, Spain
| | - Guido Martignoni
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy
- Pathology Unit, Pederzoli Hospital, Peschiera del Garda, Italy
| | - Antonia D'Errico
- Pathology Unit, S.Orsola-Malpighi University Hospital of Bologna, Bologna, Italy
| | - Dorry Segev
- Department of Surgery, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Desley Neil
- Department of Histopathology, University Hospital Birmingham, NHS Foundation Trust, Birmingham, UK
| | - Albino Eccher
- Department of Pathology and Diagnostics, University and Hospital Trust of Verona, P.le Stefani n. 1, 37126, Verona, Italy.
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