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Kramer A, Jager KJ, Chesnaye NC, Kerschbaum J, Hommel K, Comas Farnés J, Trujillo Alemán S, Santamaria R, Finne P, Hemmelder MH, Åsberg A, Nitsch D, Ambühl P, Sørensen SS, Sánchez-Alvarez JE, Segelmark M, Resic H, Ots-Rosenberg M, Radunovic D, Palsson R, Santiuste de Pablos C, Rodríguez Arévalo OL, Legeai C, Lausevic M, Bakkaloglu SA, Ortiz A, Stel VS. Changes in the epidemiology of kidney replacement therapy across Europe in 2020-the first year of the COVID-19 pandemic: an ERA Registry study. Nephrol Dial Transplant 2024; 39:1835-1845. [PMID: 38889925 PMCID: PMC11648959 DOI: 10.1093/ndt/gfae043] [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: 11/08/2023] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND In 2020, the coronavirus disease 2019 (COVID-19) pandemic caused disruptions in kidney replacement therapy (KRT) services worldwide. The aim of this study was to assess the effect of the COVID-19 pandemic in 2020 on the incidence of KRT, kidney transplantation activity, mortality and prevalence of KRT across Europe. METHODS Patients receiving KRT were included from 17 countries providing data to the European Renal Association Registry. The epidemiology of KRT in 2020 was compared with average data from the period 2017-2019. Changes occurring during the first and second waves of the pandemic were also explored. RESULTS The incidence of KRT was 6.2% lower in 2020 compared with 2017-2019, with the lowest point (-22.7%) during the first wave in April. The decrease varied across countries, was smaller in males (-5.2%) than in females (-8.2%) and was moderate for peritoneal dialysis (-3.7%) and haemodialysis (-5.4%) but substantial for pre-emptive kidney transplantation (-23.6%). The kidney transplantation rate decreased by 22.5%, reaching a nadir of -80.1% during the first wave, and was greatest for living donor kidney transplants (-30.5%). While in most countries the kidney transplantation rate decreased, in the Nordic/Baltic countries and Greece there was no clear decrease. In dialysis patients, mortality increased by 11.4% and was highest in those 65-74 years of age (16.1%), in those with diabetes as the primary renal disease (15.1%) and in those on haemodialysis (12.4%). In transplant recipients, the mortality was 25.8% higher, but there were no subgroups that stood out. In contrast to the rising prevalence of KRT observed over the past decades across Europe, the prevalence at the end of 2020 (N = 317 787) resembled that of 2019 (N = 317 077). CONCLUSION The COVID-19 pandemic has had a substantial impact on the incidence of KRT, kidney transplant activity, mortality of KRT and prevalence of KRT in Europe with variations across countries.
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Affiliation(s)
- Anneke Kramer
- ERA Registry, Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Quality of Care, Amsterdam, The Netherlands
| | - Kitty J Jager
- ERA Registry, Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Quality of Care, Amsterdam, The Netherlands
| | - Nicholas C Chesnaye
- ERA Registry, Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Quality of Care, Amsterdam, The Netherlands
| | - Julia Kerschbaum
- Austrian Dialysis and Transplant Registry, Department of Internal Medicine IV – Nephrology and Hypertension, Medical University Innsbruck, Innsbruck, Austria
| | - Kristine Hommel
- Department of Nephrology, Holbaek Hospital, Holbaek, Denmark
| | - Jordi Comas Farnés
- Catalan Renal Registry, Catalan Transplant Organization, Health Department, Generalitat of Catalonia, Barcelona, Spain
| | - Sara Trujillo Alemán
- Health Quality Assessment and Information System Service, Dirección General de Programas Asistenciales, Servicio Canario de la Salud, Las Palmas de Gran Canaria, Spain
| | - Rafael Santamaria
- Andalusian Autonomous Transplant Coordination Information System, Seville, Spain
- Nephrology Service, Reina Sofia University Hospital, Cordoba, Spain
| | - Patrik Finne
- Department of Nephrology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Marc H Hemmelder
- Department of Internal Medicine, Division of Nephrology, Maastricht University Medical Center, Maastricht, The Netherlands
- CARIM School for Cardiovascular Diseases, University of Maastricht, Maastricht, The Netherlands
| | - Anders Åsberg
- Department of Transplantation Medicine, Oslo University Hospital – Rikshospitalet, Oslo, Norway
| | - Dorothea Nitsch
- UK Renal Registry, Bristol, UK
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, UK
| | - Patrice Ambühl
- Institute of Nephrology, Waid and Triemli City Hospital, Zurich, Switzerland
| | - Søren S Sørensen
- Department of Nephrology P, Rigshospitalet, University Hospital of Copenhagen, Copenhagen, Denmark
| | | | - Mårten Segelmark
- Department of Clinical Sciences, Lund University, Lund, Sweden
- Department of Endocrinology, Nephrology and Rheumatology, Skåne University Hospital, Lund, Sweden
| | - Halima Resic
- Society of Nephrology and Dialysis of Bosnia and Herzegovina, Sarajevo, Bosnia and Herzegovina
| | | | - Danilo Radunovic
- Clinical Center of Montenegro, Clinic for Nephrology, Podgorica, Montenegro
| | - Runolfur Palsson
- Division of Nephrology, Landspitali – The National University Hospital of Iceland, Reykjavik, Iceland
- Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, Iceland
| | - Carmen Santiuste de Pablos
- Murcia Renal Registry, Department of Epidemiology, Murcia Regional Health Council, IMIB-Arrixaca, Murcia, Spain
- CIBER Epidemiología y Salud Pública, Madrid, Spain
| | - Olga L Rodríguez Arévalo
- Registry of Renal Patients of the Valencian Community, General Directorate of Public Health and Addictions, Ministry of Universal Health and Public Health, Valencia, Spain
- Health and Well-being Technologies Program, Polytechnic University of Valencia, Valencia, Spain
| | - Camille Legeai
- Organ and Tissue Procurement and Transplantation Department, Agence de la biomédecine, Saint Denis La Plaine, France
| | - Mirjana Lausevic
- School of Medicine, University of Belgrade, Belgrade, Serbia
- Clinic of Nephrology, University Clinical Centre of Serbia, Belgrade, Serbia
| | | | - Alberto Ortiz
- Department of Nephrology and Hypertension, IIS-Fundacion Jimenez Diaz UAM, Madrid, Spain
- Department of Medicine, Universidad Autonoma de Madrid, Madrid, Spain
| | - Vianda S Stel
- ERA Registry, Department of Medical Informatics Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Public Health Research Institute, Quality of Care, Amsterdam, The Netherlands
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Sever MS, Vanholder R, Oniscu G, Abramowicz D, Van Biesen W, Maggiore U, Watschinger B, Mariat C, Buturovic-Ponikvar J, Crespo M, Mjoen G, Heering P, Peruzzi L, Gandolfini I, Hellemans R, Hilbrands L. Kidney transplantation during mass disasters - from COVID-19 to other catastrophes A Consensus Statement by the DESCARTES Working Group and Ethics Committee of the ERA. Nephrol Dial Transplant 2023; 38:300–308. [PMID: 36066915 PMCID: PMC9923698 DOI: 10.1093/ndt/gfac251] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2022] [Indexed: 07/23/2023] Open
Abstract
Mass disasters are characterized by a disparity between health care demand and supply, which hampers complex therapies like kidney transplantation. Considering scarcity of publications on previous disasters, we reviewed transplantation practice during the recent COVID-19 pandemic, and dwelled upon this experience for guiding transplantation strategies in the future pandemic and non-pandemic catastrophes. We strongly suggest continuing transplantation programs during mass disasters, if medical and logistic operational circumstances are appropriate. Postponing transplantations from living donors and referral of urgent cases to safe regions or hospitals are justified. Specific preventative measures in anticipated disasters (such as vaccination programs during pandemics or evacuation in case of hurricanes or wars) may be useful to minimize risks. Immunosuppressive therapies should consider stratifying risk status and avoiding heavy immune suppression in patients with a low probability of therapeutic success. Discharging patients at the earliest convenience is justified during pandemics, whereas delaying discharge is reasonable in other disasters, if infrastructural damage results in unhygienic living environments for the patients. In the outpatient setting, telemedicine is a useful approach to reduce the patient load to hospitals, to minimize the risk of nosocomial transmission in pandemics and the need for transport in destructive disasters. If it comes down to save as many lives as possible, some ethical principles may vary in function of disaster circumstances, but elementary ethical rules are non-negotiable. Patient education is essential to minimize disaster-related complications and to allow for an efficient use of health care resources.
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Affiliation(s)
| | - Raymond Vanholder
- European Kidney Health Alliance, Brussels, Belgium; Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
| | | | | | - Wim Van Biesen
- Department of Internal Medicine and Pediatrics, Nephrology Section, Ghent University Hospital, Ghent, Belgium
| | - Umberto Maggiore
- Department of Medicine and Surgery, University of Parma, Parma, Italy
| | - Bruno Watschinger
- Medical University of Vienna, Department of Medicine III, Division of Nephrology and Dialysis, Vienna, Austria
| | - Christophe Mariat
- Service de Néphrologie, Dialyse et Transplantation rénale, Centre Hospitalier Universitaire de Saint Etienne, Hôpital NORD, Université de Lyon, Université Jean Monnet, Saint Etienne, France
| | | | - Marta Crespo
- Hospital del Mar, Department of Nephrology, Barcelona, Spain
| | - Geir Mjoen
- Section of Nephrology, Department of Transplant Medicine, Oslo University Hospital, Oslo, Norway
| | - Peter Heering
- Klinik für Nephrologie und Allgemeine Innere Medizin, Städtisches Klinikum Solingen, Solingen, Germany
| | | | | | - Rachel Hellemans
- Department of Nephrology and Hypertension, Antwerp University Hospital, University of Antwerp, Antwerp, Belgium
| | - Luuk Hilbrands
- Radboud university medical center, Department of Nephrology, Nijmegen, The Netherlands
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Bonnemains V, Le Borgne F, Savoye E, Legeai C, Pastural M, Bayat-Makoei S, Lenain R, Ragot S, Leffondré K, Couchoud C, Foucher Y. Impact of the Kidney Transplantation Moratorium in France Because of the COVID-19 Pandemic: A Cohort-based Study. Transplantation 2022; 106:2416-2425. [PMID: 36195001 PMCID: PMC9696761 DOI: 10.1097/tp.0000000000004369] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Revised: 07/25/2022] [Accepted: 08/13/2022] [Indexed: 11/28/2022]
Abstract
BACKGROUND The COVID-19 pandemic has resulted in worldwide kidney transplantation (KT) moratoriums. The impacts of these moratoriums on the life expectancy of KT candidates remain unclear. METHODS We simulated the evolution of several French candidate populations for KT using a multistate semi-Markovian approach and according to moratorium durations ranging from 0 to 24 mo. The transition rates were modeled from the 63 927 French patients who began dialysis or were registered on the waiting list for KT between 2011 and 2019. RESULTS Among the 8350 patients active on the waiting list at the time of the French KT moratorium decided on March 16, 2020, for 2.5 mo, we predicted 4.0 additional months (confidence interval [CI], 2.8-5.0) on the waiting list and 42 additional deaths (CI, -70 to 150) up to March 16, 2030, compared with the scenario without moratorium. In this population, we reported a significant impact for a 9-mo moratorium duration: 135 attributable deaths (CI, 31-257) up to March 16, 2030. Patients who became active on the list after March 2020 were less impacted; there was a significant impact for an 18-mo moratorium (175 additional deaths [CI, 21-359]) in the 10 862 prevalent end-stage renal disease patients on March 16, 2020 and for a 24-mo moratorium (189 additional deaths [CI, 10-367]) in the 16 355 incident end-stage renal disease patients after this date. CONCLUSION The temporary moratorium of KT during a COVID-19 peak represents a sustainable decision to free up hospitals' resources if the moratorium does not exceed a prolonged period.
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Affiliation(s)
- Vincent Bonnemains
- INSERM UMR 1246—SPHERE, Université de Nantes, Université de Tours, Nantes, France
| | - Florent Le Borgne
- INSERM UMR 1246—SPHERE, Université de Nantes, Université de Tours, Nantes, France
- IDBC-A2COM, Nantes, France
| | - Emile Savoye
- Agence de la Biomédecine, Saint-Denis La Plaine, France
| | | | | | - Sahar Bayat-Makoei
- Université de Rennes, EHESP, CNRS, INSERM, Arènes – UMR 6051, Rennes, France
| | - Rémi Lenain
- INSERM UMR 1246—SPHERE, Université de Nantes, Université de Tours, Nantes, France
- Service de Néphrologie, Centre Hospitalier Universitaire de Lille, Lille, France
| | - Stéphanie Ragot
- Centre d’Investigation Clinique CIC 1402, INSERM, Université de Poitiers, CHU Poitiers, Poitiers, France
| | - Karen Leffondré
- Université de Bordeaux, INSERM, Bordeaux Population Health Research Center, UMR1219, Bordeaux, France
| | - Cécile Couchoud
- Agence de la Biomédecine, Saint-Denis La Plaine, France
- Université de Lyon I, CNRS, UMR 5558, Laboratoire de Biométrie et Biologie Evolutive, Equipe Biostatistique Santé, Villeurbanne, France
| | - Yohann Foucher
- INSERM UMR 1246—SPHERE, Université de Nantes, Université de Tours, Nantes, France
- Centre d’Investigation Clinique CIC 1402, INSERM, Université de Poitiers, CHU Poitiers, Poitiers, France
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Ponticelli C, Reggiani F, Moroni G. Delayed Graft Function in Kidney Transplant: Risk Factors, Consequences and Prevention Strategies. J Pers Med 2022; 12:jpm12101557. [PMID: 36294695 PMCID: PMC9605016 DOI: 10.3390/jpm12101557] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 09/17/2022] [Accepted: 09/18/2022] [Indexed: 11/24/2022] Open
Abstract
Background. Delayed graft function is a frequent complication of kidney transplantation that requires dialysis in the first week posttransplant. Materials and Methods. We searched for the most relevant articles in the National Institutes of Health library of medicine, as well as in transplantation, pharmacologic, and nephrological journals. Results. The main factors that may influence the development of delayed graft function (DGF) are ischemia–reperfusion injury, the source and the quality of the donated kidney, and the clinical management of the recipient. The pathophysiology of ischemia–reperfusion injury is complex and involves kidney hypoxia related to the duration of warm and cold ischemia, as well as the harmful effects of blood reperfusion on tubular epithelial cells and endothelial cells. Ischemia–reperfusion injury is more frequent and severe in kidneys from deceased donors than in those from living donors. Of great importance is the quality and function of the donated kidney. Kidneys from living donors and those with normal function can provide better results. In the peri-operative management of the recipient, great attention should be paid to hemodynamic stability and blood pressure; nephrotoxic medicaments should be avoided. Over time, patients with DGF may present lower graft function and survival compared to transplant recipients without DGF. Maladaptation repair, mitochondrial dysfunction, and acute rejection may explain the worse long-term outcome in patients with DGF. Many different strategies meant to prevent DGF have been evaluated, but only prolonged perfusion of dopamine and hypothermic machine perfusion have proven to be of some benefit. Whenever possible, a preemptive transplant from living donor should be preferred.
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Affiliation(s)
| | - Francesco Reggiani
- Nephrology and Dialysis Unit, IRCCS Humanitas Research Hospital, Via Manzoni 56, 20089 Milan, Italy
- Department of Biomedical Sciences, Humanitas University, 20090 Milan, Italy
- Correspondence:
| | - Gabriella Moroni
- Nephrology and Dialysis Unit, IRCCS Humanitas Research Hospital, Via Manzoni 56, 20089 Milan, Italy
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5
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Yazıcıoğlu B, Bakkaloğlu SA. Impact of coronavirus disease-2019 on pediatric nephrology practice and education: an ESPN survey. Pediatr Nephrol 2022; 37:1867-1875. [PMID: 34971403 PMCID: PMC8929721 DOI: 10.1007/s00467-021-05226-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2021] [Revised: 07/02/2021] [Accepted: 07/02/2021] [Indexed: 01/31/2023]
Abstract
BACKGROUND Coronavirus disease-2019 (COVID-19) has been challenging for patients and medical staff. Radical changes have been needed to prevent disruptions in patient care and medical education. METHODS A web-based survey was sent to European Society for Pediatric Nephrology (ESPN) members via the ESPN mailing list to evaluate the effects of the COVID-19 pandemic on delivery of pediatric nephrology (PN) care and educational activities. There were ten questions with subheadings. RESULTS Seventy-six centers from 24 countries completed the survey. The time period was between the beginning of the pandemic and May 30, 2020. The number of patients admitted in PN wards and outpatient clinics were significantly decreased (2.2 and 4.5 times, respectively). Telemedicine tools, electronic prescriptions, online applications for off-label drugs, and remote access to laboratory/imaging results were used in almost half of the centers. Despite staff training and protective measures, 33% of centers reported COVID-19 infected staff, and 29% infected patients. Difficulties in receiving pharmaceuticals were reported in 25% of centers. Sixty percent of centers suspended living-related kidney transplantation, and one-third deceased-donor kidney transplantation. Hands-on education was suspended in 91% of medical schools, and face-to-face teaching was replaced by online systems in 85%. Multidisciplinary training in PN was affected in 54% of the centers. CONCLUSIONS This survey showed a sharp decline in patient admissions and a significant decrease in kidney transplantation. Telemedicine and online teaching became essential tools, requiring integration into the current system. The prolonged and fluctuating course of the pandemic may pose additional challenges necessitating urgent and rational solutions.
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Affiliation(s)
- Burcu Yazıcıoğlu
- Department of Pediatric Nephrology, Gazi University School of Medicine, Ankara, Turkey
| | - Sevcan A Bakkaloğlu
- Department of Pediatric Nephrology, Gazi University School of Medicine, Ankara, Turkey.
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6
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Nimmo A, Gardiner D, Ushiro-Lumb I, Ravanan R, Forsythe JLR. The Global Impact of COVID-19 on Solid Organ Transplantation: Two Years Into a Pandemic. Transplantation 2022; 106:1312-1329. [PMID: 35404911 PMCID: PMC9213067 DOI: 10.1097/tp.0000000000004151] [Citation(s) in RCA: 53] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 02/23/2022] [Accepted: 02/24/2022] [Indexed: 02/06/2023]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has had a major global impact on solid organ transplantation (SOT). An estimated 16% global reduction in transplant activity occurred over the course of 2020, most markedly impacting kidney transplant and living donor programs, resulting in substantial knock-on effects for waitlisted patients. The increased severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection risk and excess deaths in transplant candidates has resulted in substantial effort to prioritize the safe restart and continuation of transplant programs over the second year of the pandemic, with transplant rates returning towards prepandemic levels. Over the past 2 y, COVID-19 mortality in SOT recipients has fallen from 20%-25% to 8%-10%, attributed to the increased and early availability of SARS-CoV-2 testing, adherence to nonpharmaceutical interventions, development of novel treatments, and vaccination. Despite these positive steps, transplant programs and SOT recipients continue to face challenges. Vaccine efficacy in SOT recipients is substantially lower than the general population and SOT recipients remain at an increased risk of adverse outcomes if they develop COVID-19. SOT recipients and transplant teams need to remain vigilant and ongoing adherence to nonpharmaceutical interventions appears essential. In this review, we summarize the global impact of COVID-19 on transplant activity, donor evaluation, and patient outcomes over the past 2 y, discuss the current strategies aimed at preventing and treating SARS-CoV-2 infection in SOT recipients, and based on lessons learnt from this pandemic, propose steps the transplant community could consider as preparation for future pandemics.
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Affiliation(s)
- Ailish Nimmo
- Renal Department, Southmead Hospital, North Bristol NHS Trust, Bristol, United Kingdom
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7
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Chow KM, Maggiore U, Dor FJ. Ethical Issues in Kidney Transplant and Donation During COVID-19 Pandemic. Semin Nephrol 2022; 42:151272. [PMID: 36577645 PMCID: PMC9283694 DOI: 10.1016/j.semnephrol.2022.07.006] [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] [Indexed: 12/31/2022]
Abstract
The coronavirus disease-19 pandemic caused by the severe acute respiratory syndrome coronavirus has faced the transplant community with unprecedented clinical challenges in a highly vulnerable patient category. These were associated with many uncertainties for patients and health care professionals and prompted many ethical debates regarding the safe delivery of kidney transplantation. In this article, we highlight some of the most important ethical questions that were raised during the pandemic and attempt to analyze ethical arguments in light of core principles of medical ethics to either suspend or continue kidney transplantation, and to mandate vaccination in transplant patients, transplant candidates, and, finally, health care providers. We have come up with frameworks to deal responsibly with these ethical challenges, and formulated recommendations to cope with the issues imposed on patients and transplant professionals.
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Affiliation(s)
- Kai-Ming Chow
- Department of Medicine and Therapeutics, Prince of Wales Hospital, The Chinese University of Hong Kong, Shatin, Hong Kong, China
| | - Umberto Maggiore
- Dipartimento di Medicina e Chirurgia, Università di Parma, Unita’ Operativa Nefrologia, Azienda Ospedaliera-Universitaria Parma, Parma, Italy
| | - Frank J.M.F. Dor
- Imperial College Renal and Transplant Centre, Hammersmith Hospital, Imperial College Healthcare National Health Service Trust, London, United Kingdom,Department of Surgery and Cancer, Imperial College, London, United Kingdom,Address reprint requests to Frank J.M.F. Dor, MD, PhD, FEBS(Hon), FRCS, Imperial College Renal and Transplant Centre, Hammersmith Hospital, Imperial College Healthcare National Health Service Trust, Office 468, Hammersmith House, Hammersmith Hospital, Du Cane Road, W120HS London, United Kingdom
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8
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Free RJ, Annambhotla P, La Hoz RM, Danziger-Isakov L, Jones JM, Wang L, Sankthivel S, Levi ME, Michaels MG, Kuhnert W, Klassen D, Basavaraju SV, Kracalik IT. Risk of Severe Acute Respiratory Syndrome Coronavirus 2 Transmission Through Solid Organ Transplantation and Outcomes of Coronavirus Disease 2019 Among Recent Transplant Recipients. Open Forum Infect Dis 2022; 9:ofac221. [PMID: 35873294 PMCID: PMC9297154 DOI: 10.1093/ofid/ofac221] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 04/29/2022] [Indexed: 07/28/2023] Open
Abstract
BACKGROUND Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) is transmissible through lung transplantation, and outcomes among infected organ recipients may be severe. Transmission risk to extrapulmonary organ recipients and recent (within 30 days of transplantation) SARS-CoV-2-infected recipient outcomes are unclear. METHODS During March 2020-March 2021, potential SARS-CoV-2 transmissions through solid organ transplantation were investigated. Assessments included SARS-CoV-2 testing, medical record review, determination of likely transmission route, and recent recipient outcomes. RESULTS During March 2020-March 2021, approximately 42 740 organs were transplanted in the United States. Forty donors, who donated 140 organs to 125 recipients, were investigated. Nine (23%) donors and 25 (20%) recipients were SARS-CoV-2 positive by nucleic acid amplification test (NAAT). Most (22/25 [88%]) SARS-CoV-2-infected recipients had healthcare or community exposures. Nine SARS-CoV-2-infected donors donated 21 organs to 19 recipients. Of these, 3 lung recipients acquired SARS-CoV-2 infections from donors with negative SARS-CoV-2 testing of pretransplant upper respiratory tract specimens but from whom posttransplant lower respiratory tract (LRT) specimens were SARS-CoV-2 positive. Sixteen recipients of extrapulmonary organs from SARS-CoV-2-infected donors had no evidence of posttransplant COVID-19. All-cause mortality within 45 days after transplantation was 6-fold higher among SARS-CoV-2-infected recipients (9/25 [36%]) than those without (6/100 [6%]). CONCLUSIONS Transplant-transmission of SARS-CoV-2 is uncommon. Pretransplant NAAT of lung donor LRT specimens may prevent transmission of SARS-CoV-2 through transplantation. Extrapulmonary organs from SARS-CoV-2-infected donors may be safely usable, although further study is needed. Reducing recent recipient exposures to SARS-CoV-2 should remain a focus of prevention.
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Affiliation(s)
- Rebecca J Free
- Correspondence: Rebecca Free, MD, MPH, Centers for Disease Control and Prevention, 1600 Clifton Rd NE, MS V18-4, Atlanta, GA 30329-4027, USA ()
| | - Pallavi Annambhotla
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Ricardo M La Hoz
- Division of Infectious Diseases and Geographic Medicine, University of Texas Southwestern Medical Center, Dallas, Texas, USA
| | - Lara Danziger-Isakov
- Department of Pediatrics, Division of Infectious Diseases, Cincinnati Children’s Hospital Medical Center and University of Cincinnati, Cincinnati, Ohio, USA
| | - Jefferson M Jones
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Lijuan Wang
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Senthil Sankthivel
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Marilyn E Levi
- Division of Transplantation, Health Systems Bureau, Health Resources and Services Administration, Rockville, Maryland, USA
| | - Marian G Michaels
- Division of Pediatric Infectious Diseases, Department of Pediatrics, University of Pittsburgh School of Medicine and UPMC Children’s Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Wendi Kuhnert
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - David Klassen
- United Network for Organ Sharing, Richmond, Virginia, USA
| | - Sridhar V Basavaraju
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
| | - Ian T Kracalik
- COVID-19 Response, Centers for Disease Control and Prevention, Atlanta, Georgia, USA
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9
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Kuramitsu K, Yamanaga S, Osawa R, Hibi T, Yoshikawa M, Toyoda M, Shimata K, Yosuke E, Ono M, Kenmochi T, Sogawa H, Natori Y, Yano H, Chen-Yoshikawa T, Yoshida K, Fukumoto T, Yuzawa K, Egawa H. Impact of COVID-19 on the Living Donor Liver and Kidney Transplantation Programs in Japan in 2020. Transpl Infect Dis 2022; 24:e13845. [PMID: 35505462 PMCID: PMC9348111 DOI: 10.1111/tid.13845] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 02/13/2022] [Accepted: 03/10/2022] [Indexed: 11/26/2022]
Abstract
Background Although many transplant programs have been forced to suspend living donor transplants due to the emergence of coronavirus disease (COVID‐19), there are relatively few real‐time databases to assess center‐level transplant activities. We aimed to delineate the actual impact of COVID‐19 on living donor transplant programs and the resumption process in Japan. Methods In a nationwide survey, questionnaires were sent to 32 liver transplant programs that had performed at least more than one case of living donor liver transplantation in 2019 and 132 kidney transplant programs that had performed more than one living donor kidney transplantation in 2018. Results Thirty‐one (96.9%) and 125 (94.7%) liver and kidney transplant programs responded, respectively. In the early pandemic period, 67.7% (21/31) of liver programs and 29.8% (37/125) of kidney programs were able to maintain transplant activities similar to those during the pre‐pandemic period. After temporal suspension, 58.1% of kidney programs resumed their transplant activity after the number of local COVID‐19 cases peaked. Establishing institutional COVID‐19 screening, triage, and therapeutic management protocols was mandatory to resume transplant activity for 64.5% and 67.7% of liver and kidney programs, respectively. In the future wave of COVID‐19, 67.7% of liver programs would be affected by institutional COVID‐19 intensive care unit‐bound patient numbers, and 55.7% of kidney programs would stop if hospital‐acquired severe acute respiratory syndrome coronavirus‐2 (SARS‐CoV‐2) infection spreads. Conclusions: This nationwide survey revealed for the first time how living donor liver and kidney transplant programs changed in response to the COVID‐19 pandemic in a country where living donor transplantations are predominant.
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Affiliation(s)
- Kaori Kuramitsu
- Department of Surgery, Division of Hepato-Biliary and Pancreatic Surgery, Graduate School of Medicine, Kobe University, Hyogo, Japan
| | - Shigeyoshi Yamanaga
- Department of Surgery, Japanese Red Cross Kumamoto Hospital, Kumamoto, Japan
| | - Ryosuke Osawa
- Department of Infectious Disease, Kameda Medical Center, Chiba, Japan
| | - Taizo Hibi
- Department of Pediatric Surgery and Transplantation, Kumamoto University Hospital, Kumamoto, Japan
| | - Mikiko Yoshikawa
- Department of Transplant and Regenerative Surgery, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Mariko Toyoda
- Department of Surgery, Japanese Red Cross Kumamoto Hospital, Kumamoto, Japan
| | - Keita Shimata
- Department of Pediatric Surgery and Transplantation, Kumamoto University Hospital, Kumamoto, Japan
| | - Ebisu Yosuke
- Department of Infectious Disease, Kameda Medical Center, Chiba, Japan
| | - Minoru Ono
- Department of Cardiac Surgery, Tokyo University, Tokyo, Japan
| | - Takashi Kenmochi
- Department of Transplantation, Fujita Health University, Aichi, Japan
| | - Hiroshi Sogawa
- Department of Surgery, Westchester Medical Center/New York Medical College, NY, USA
| | - Yoichiro Natori
- Division of Infectious Disease, Department of Medicine, University of Miami, FL, USA
| | - Harumi Yano
- Department of Public Health, International University of Health and Welfare, Chiba, Japan
| | | | - Kazunari Yoshida
- Department of Organ Transplant Medicine, Kitasato University, Kanagawa, Japan
| | - Takumi Fukumoto
- Department of Surgery, Division of Hepato-Biliary and Pancreatic Surgery, Graduate School of Medicine, Kobe University, Hyogo, Japan
| | - Kenji Yuzawa
- Department of Transplant Surgery, Mito Medical Center, Ibaraki, Japan
| | - Hiroto Egawa
- Department of Surgery, Institute of Gastroenterology, Tokyo Women's Medical University, Tokyo, Japan
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10
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Zhang M, Wang G, Li J, Hopp WJ, Lee DD. Pausing transplants in the face of a global pandemic: Patient survival implications. PRODUCTION AND OPERATIONS MANAGEMENT 2022; 32:POMS13697. [PMID: 35601839 PMCID: PMC9115406 DOI: 10.1111/poms.13697] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2020] [Accepted: 02/03/2022] [Indexed: 06/15/2023]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has disrupted normal operating procedures at transplant centers. With the possibility that COVID-19 infection carries an overall 4% mortality rate and potentially a 24% mortality rate among the immunocompromised transplant recipients, many transplant centers considered the possibility of slowing down and even potentially pausing all transplants. Many proposals regarding the need for pausing organ transplants exist; however, much remains unknown. Whereas the impact of the COVID-19 pandemic on the overall healthcare system is unknown, the potential impact of pausing organ transplants over a period can be estimated. This study presents a model for evaluating the impact of pausing liver transplants over a spectrum of model for end-stage liver disease-sodium (MELD-Na) scores. Our model accounts for two potential risks of a pause: (1) the waitlist mortality of all patients who do not receive liver transplants during the pause period, and (2) the impact of a longer waiting list due to the pause of liver transplants and the continuous accrual of new patients. Using over 12 years of liver transplant data from the United Network for Organ Sharing and a system of differential equations, we estimate the threshold probability above which a decision maker should pause liver transplants to reduce the loss of patient life months. We also compare different pause policies to illustrate the value of patient-specific and center-specific approaches. Finally, we analyze how capacity constraints affect the loss of patient life months and the length of the waiting list. The results of this study are useful to decision makers in deciding whether and how to pause organ transplants during a pandemic. The results are also useful to patients (and their care providers) who are waiting for organ transplants.
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Affiliation(s)
- Minmin Zhang
- Naveen Jindal School of ManagementUniversity of Texas at DallasRichardsonTexasUSA
| | - Guihua Wang
- Naveen Jindal School of ManagementUniversity of Texas at DallasRichardsonTexasUSA
| | - Jun Li
- Stephen M. Ross School of BusinessUniversity of MichiganAnn ArborMichiganUSA
| | - Wallace J. Hopp
- Stephen M. Ross School of BusinessUniversity of MichiganAnn ArborMichiganUSA
| | - David D. Lee
- Stritch School of MedicineLoyola University ChicagoMaywoodIllinoisUSA
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11
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Alyasseri ZAA, Al‐Betar MA, Doush IA, Awadallah MA, Abasi AK, Makhadmeh SN, Alomari OA, Abdulkareem KH, Adam A, Damasevicius R, Mohammed MA, Zitar RA. Review on COVID-19 diagnosis models based on machine learning and deep learning approaches. EXPERT SYSTEMS 2022; 39:e12759. [PMID: 34511689 PMCID: PMC8420483 DOI: 10.1111/exsy.12759] [Citation(s) in RCA: 61] [Impact Index Per Article: 20.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 05/17/2021] [Accepted: 06/07/2021] [Indexed: 05/02/2023]
Abstract
COVID-19 is the disease evoked by a new breed of coronavirus called the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). Recently, COVID-19 has become a pandemic by infecting more than 152 million people in over 216 countries and territories. The exponential increase in the number of infections has rendered traditional diagnosis techniques inefficient. Therefore, many researchers have developed several intelligent techniques, such as deep learning (DL) and machine learning (ML), which can assist the healthcare sector in providing quick and precise COVID-19 diagnosis. Therefore, this paper provides a comprehensive review of the most recent DL and ML techniques for COVID-19 diagnosis. The studies are published from December 2019 until April 2021. In general, this paper includes more than 200 studies that have been carefully selected from several publishers, such as IEEE, Springer and Elsevier. We classify the research tracks into two categories: DL and ML and present COVID-19 public datasets established and extracted from different countries. The measures used to evaluate diagnosis methods are comparatively analysed and proper discussion is provided. In conclusion, for COVID-19 diagnosing and outbreak prediction, SVM is the most widely used machine learning mechanism, and CNN is the most widely used deep learning mechanism. Accuracy, sensitivity, and specificity are the most widely used measurements in previous studies. Finally, this review paper will guide the research community on the upcoming development of machine learning for COVID-19 and inspire their works for future development. This review paper will guide the research community on the upcoming development of ML and DL for COVID-19 and inspire their works for future development.
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Affiliation(s)
- Zaid Abdi Alkareem Alyasseri
- Center for Artificial Intelligence Technology, Faculty of Information Science and TechnologyUniversiti Kebangsaan MalaysiaBangiMalaysia
- ECE Department‐Faculty of EngineeringUniversity of KufaNajafIraq
| | - Mohammed Azmi Al‐Betar
- Artificial Intelligence Research Center (AIRC)Ajman UniversityAjmanUnited Arab Emirates
- Department of Information TechnologyAl‐Huson University College, Al‐Balqa Applied UniversityIrbidJordan
| | - Iyad Abu Doush
- Computing Department, College of Engineering and Applied SciencesAmerican University of KuwaitSalmiyaKuwait
- Computer Science DepartmentYarmouk UniversityIrbidJordan
| | - Mohammed A. Awadallah
- Artificial Intelligence Research Center (AIRC)Ajman UniversityAjmanUnited Arab Emirates
- Department of Computer ScienceAl‐Aqsa UniversityGazaPalestine
| | - Ammar Kamal Abasi
- Artificial Intelligence Research Center (AIRC)Ajman UniversityAjmanUnited Arab Emirates
- School of Computer SciencesUniversiti Sains MalaysiaPenangMalaysia
| | - Sharif Naser Makhadmeh
- Artificial Intelligence Research Center (AIRC)Ajman UniversityAjmanUnited Arab Emirates
- Faculty of Information TechnologyMiddle East UniversityAmmanJordan
| | | | | | - Afzan Adam
- Center for Artificial Intelligence Technology, Faculty of Information Science and TechnologyUniversiti Kebangsaan MalaysiaBangiMalaysia
| | | | - Mazin Abed Mohammed
- College of Computer Science and Information TechnologyUniversity of AnbarAnbarIraq
| | - Raed Abu Zitar
- Sorbonne Center of Artificial IntelligenceSorbonne University‐Abu DhabiAbu DhabiUnited Arab Emirates
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12
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Di Caprio D, Santos-Arteaga FJ. Enhancing the pattern recognition capacity of machine learning techniques: The importance of feature positioning. MACHINE LEARNING WITH APPLICATIONS 2022. [DOI: 10.1016/j.mlwa.2021.100196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022] Open
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13
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Millán DAC, Fajardo-Cediel W, Tobar-Roa V, García-Perdomo HA, Autrán-Gómez AM. Strategies to Mitigate the Impact of COVID 19 Pandemic on Organ Donation and Kidney Transplantation in Latin America. Curr Urol Rep 2021; 22:59. [PMID: 34913144 PMCID: PMC8724642 DOI: 10.1007/s11934-021-01076-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/05/2021] [Indexed: 01/06/2023]
Abstract
PURPOSE OF REVIEW COVID-19 pandemics have severely affected Latin America. It has resulted in SARS-CoV-2-associated clinical adverse outcomes, but also in social and economic deterioration. Consequently, it generated a significant negative impact on organ donation and kidney transplantation (KTx) activity in our region, leading to a negative impact on these patients' survival and quality of life. For this reason, this article aimed to describe applicable logistics, organizational and clinical strategies to mitigate the effect of the COVID-19 pandemic on kidney donation and transplantation in our region. RECENT FINDINGS Absenteeism to hemodialysis sessions in patients with end-stage renal disease has been described in up to 54% in Latin America. Not surprisingly, there was a reduction in organ donation and transplants between 21 and 59%. Also, there is a higher incidence of COVID-19 positive tests in the waiting list population than KTx recipients (9.9%). However, there was a higher mortality rate in KTx recipients than the waiting list population (32%). Additionally, 59% of living donor kidney transplant programs suspended the evaluation of new donors due to the COVID-19 pandemic. Throughout this manuscript, we summarize some practical tips to resume organ donation and KTx during pandemics in Latin America, such as selecting healthy donors and recipients, universal SARS-CoV-2 screening, implementing COVID-19 accessible pathways, and telehealth as a standard, and postpone all non-urgent visits.
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Affiliation(s)
- David Andrés Castañeda Millán
- Department of Surgery, Urology Unit, Hospital Universitario Nacional de Colombia, Universidad Nacional de Colombia, Bogotá, Colombia.
| | | | - Verónica Tobar-Roa
- Urology Department and Kidney Transplant Unit, Clínica FOSCAL, Universidad Autónoma de Bucaramanga, Bucaramanga, Colombia
| | | | - Ana María Autrán-Gómez
- Oficina de Investigación Confederación Americana de Urologia (CAU), Buenos Aires, Argentina
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14
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Udomkarnjananun S, Kerr SJ, Townamchai N, Susantitaphong P, Tulvatana W, Praditpornsilpa K, Eiam-Ong S, Avihingsanon Y. Mortality risk factors of COVID-19 infection in kidney transplantation recipients: a systematic review and meta-analysis of cohorts and clinical registries. Sci Rep 2021; 11:20073. [PMID: 34625642 PMCID: PMC8501014 DOI: 10.1038/s41598-021-99713-y] [Citation(s) in RCA: 31] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Accepted: 09/24/2021] [Indexed: 12/11/2022] Open
Abstract
Kidney transplantation recipients (KTR) with coronavirus disease 2019 (COVID-19) are at higher risk of death than general population. However, mortality risk factors in KTR are still not clearly identified. Our objective was to systematically analyze published evidence for risk factors associated with mortality in COVID-19 KTR. Electronic databases were searched for eligible studies on 1 August 2021. All prospective and retrospective studies of COVID-19 in KTR were considered eligible without language restriction. Since data in case reports and series could potentially be subsets of larger studies, only studies with ≥ 50 patients were included. Random-effects model meta-analysis was used to calculate weighted mean difference (WMD) and pooled odds ratio (OR) of factors associated with mortality. From a total 1,137 articles retrieved, 13 were included in the systematic review and meta-analysis comprising 4,440 KTR. Compared with survivors, non-survivors were significantly older (WMD 10.5 years, 95% CI 9.3-11.8). KTR of deceased donor were at higher risk of death (OR 1.73, 95% CI 1.10-2.74). Comorbidities including diabetes mellitus, cardiovascular disease, and active cancer significantly increased mortality risk. KTR with dyspnea (OR 5.68, 95% CI 2.11-15.33) and pneumonia (OR 10.64, 95% CI 3.37-33.55) at presentation were at higher mortality risk, while diarrhea decreased the risk (OR 0.61, 95% CI 0.47-0.78). Acute kidney injury was associated with mortality (OR 3.24, 95% CI 1.36-7.70). Inflammatory markers were significantly higher in the non-survivors, including C-reactive protein, procalcitonin, and interleukine-6. A number of COVID-19 mortality risk factors were identified from KTR patient characteristics, presenting symptoms, and laboratory investigations. KTR with these risk factors should receive more intensive monitoring and early therapeutic interventions to optimize health outcomes.
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Affiliation(s)
- Suwasin Udomkarnjananun
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, 1873 Rama IV Road, Bangkok, 10330, Thailand.
- Renal Immunology and Transplantation Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand.
- Excellence Center for Solid Organ Transplantation, King Chulalongkorn Memorial Hospital, Bangkok, Thailand.
| | - Stephen J Kerr
- Research Affairs, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
- The Kirby Institute, University of New South Wales, Sydney, NSW, Australia
| | - Natavudh Townamchai
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, 1873 Rama IV Road, Bangkok, 10330, Thailand
- Renal Immunology and Transplantation Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
- Excellence Center for Solid Organ Transplantation, King Chulalongkorn Memorial Hospital, Bangkok, Thailand
| | - Paweena Susantitaphong
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, 1873 Rama IV Road, Bangkok, 10330, Thailand
| | - Wasee Tulvatana
- Department of Ophthalmology, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, Bangkok, Thailand
| | - Kearkiat Praditpornsilpa
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, 1873 Rama IV Road, Bangkok, 10330, Thailand
| | - Somchai Eiam-Ong
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, 1873 Rama IV Road, Bangkok, 10330, Thailand
| | - Yingyos Avihingsanon
- Division of Nephrology, Department of Medicine, Faculty of Medicine, Chulalongkorn University and King Chulalongkorn Memorial Hospital, 1873 Rama IV Road, Bangkok, 10330, Thailand
- Renal Immunology and Transplantation Research Unit, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
- Excellence Center for Solid Organ Transplantation, King Chulalongkorn Memorial Hospital, Bangkok, Thailand
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15
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Díez-Sanmartín C, Sarasa-Cabezuelo A, Andrés Belmonte A. The impact of artificial intelligence and big data on end-stage kidney disease treatments. EXPERT SYSTEMS WITH APPLICATIONS 2021; 180:115076. [DOI: 10.1016/j.eswa.2021.115076] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/29/2023]
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16
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Yanev I, Gagnon M, Cheng MP, Paraskevas S, Kumar D, Dragomir A, Sapir-Pichhadze R. Kidney Transplantation in Times of Covid-19: Decision Analysis in the Canadian Context. Can J Kidney Health Dis 2021; 8:20543581211040332. [PMID: 34540237 PMCID: PMC8447095 DOI: 10.1177/20543581211040332] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2021] [Accepted: 07/26/2021] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND The coronavirus disease 2019 (COVID-19) pandemic impacted transplant programs across Canada. OBJECTIVE We evaluated the implications of delays in transplantation among Canadian end-stage kidney disease (ESKD) patients to allow pretransplant vaccination. DESIGN We used a Markov microsimulation model and ESKD patient perspective to study the effectiveness (quality-adjusted life years [QALY]) of living (LD) or deceased donor (DD) kidney transplantation followed by 2-dose SARS-CoV-2 vaccine versus delay in LD ("Delay LD") or refusal of DD offer ("Delay DD") to receive 2-dose SARS-CoV-2 vaccine pretransplant. SETTING Canadian dialysis and transplant centers. PATIENTS We simulated a 10 000-waitlisted ESKD patient cohort, which was predictively modeled for a lifetime horizon in monthly cycles. MEASUREMENTS Inputs on patient and graft survival estimates by patient, LD or DD characteristics, were extracted from the Treatment of End-Stage Organ Failure in Canada, Canadian Organ Replacement Register, 2009 to 2018. In addition, a literature review provided inputs on quality of life, SARS-CoV-2 transmissibility, new variants of concern, mortality risk, and antibody responses to 2-dose SARS-CoV-2 mRNA vaccines. METHODS We conducted base case, scenario, and sensitivity analyses to illustrate the impact of patient, donor, vaccine, and pandemic characteristics on the preferred strategy. RESULTS In the average waitlisted Canadian patient, receiving 2-dose SARS-CoV-2 vaccine post-transplant provided an effectiveness of 22.32 (95% confidence interval: 22.00-22.7) for LD and 19.34 (19.02-19.67) QALYs for DD. Delaying transplants for 6 months to allow 2-dose SARS-CoV-2 vaccine before LD and DD transplant yielded effectiveness of 22.83 (21.51-23.14) and 20.65 (20.33-20.96) QALYs, respectively. Scenario analysis suggested a benefit to short delays in DD transplants to receive 2-dose SARS-CoV-2 vaccine in waitlisted patients ≥55 years. Two-way sensitivity analysis suggested decreased effectiveness of the strategy prioritizing 2-dose SARS-CoV-2 vaccine prior to DD transplant the longer the delay and the higher the Kidney Donor Risk Index of the eventual DD transplant. When assessing the impact of SARS-CoV-2 variants of concern (infection rates ≥10-fold and associated mortality ≥3-fold vs base case), we found short delays to allow 2-dose SARS-CoV-2 vaccine administration pretransplant to be preferable. LIMITATIONS Risks associated with nosocomial exposure of LDs were not considered. There was uncertainty regarding input parameters related to SARS-CoV-2 infection, new variants, and COVID-19 severity in ESKD patients. Given rollout of population-level SARS-CoV-2 vaccination, we assumed a linear decrease in infection rates over 1 year. Proportions of patients mounting an antibody response to 2-dose SARS-CoV-2 mRNA vaccines were considered in lieu of data on vaccine efficacy in dialysis and following transplantation. Non-age-stratified annual mortality rates were used for waitlisted candidates. CONCLUSIONS Our analyses suggest that short delays allowing pretransplant vaccination offered comparable to greater effectiveness than pursuing transplantation without delay, proposing transplant candidates should be prioritized to receive at least 2 doses of SARS-CoV-2 vaccine. Our scenario and sensitivity analyses suggest that caution must be exercised when declining DD offers in patients offered low risk DD and who are likely to incur significant delays in access to transplantation. While population-level herd immunity may decrease infection risk in transplant patients, more data are required on vaccine efficacy against SARS-CoV-2 and variants of concern in ESKD, and how efficacy may be modified by a third vaccine dose, maintenance immunosuppression and timing of induction and rejection therapies.
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Affiliation(s)
- Ivan Yanev
- Centre for Outcomes Research and
Evaluation, The Research Institute of the McGill University Health Centre, Montreal,
QC, Canada
| | - Michael Gagnon
- Division of Nephrology and Multi-Organ
Transplant Program, Department of Medicine, McGill University, Montreal, QC,
Canada
| | - Matthew P. Cheng
- Division of Infectious Diseases,
Department of Medicine, McGill University Health Centre, Montréal, QC, Canada
- Division of Medical Microbiology,
Department of Laboratory and Pathology Medicine, McGill University Health Centre,
Montréal, QC, Canada
| | - Steven Paraskevas
- Division of General Surgery and
Multi-Organ Transplant Program, Department of Surgery, McGill University Health
Centre, Montréal, QC, Canada
| | - Deepali Kumar
- Transplant Infectious Diseases and
Multi-Organ Transplant Program, University Health Network, Toronto, ON, Canada
| | - Alice Dragomir
- Centre for Outcomes Research and
Evaluation, The Research Institute of the McGill University Health Centre, Montreal,
QC, Canada
| | - Ruth Sapir-Pichhadze
- Centre for Outcomes Research and
Evaluation, The Research Institute of the McGill University Health Centre, Montreal,
QC, Canada
- Division of Nephrology and Multi-Organ
Transplant Program, Department of Medicine, McGill University, Montreal, QC,
Canada
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17
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Ajaimy M, Liriano-Ward L, Graham JA, Akalin E. Risks and Benefits of Kidney Transplantation during the COVID-19 Pandemic: Transplant or Not Transplant? KIDNEY360 2021; 2:1179-1187. [PMID: 35368354 PMCID: PMC8786107 DOI: 10.34067/kid.0002532021] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2021] [Accepted: 05/12/2021] [Indexed: 02/04/2023]
Abstract
COVID-19 has significantly affected the transplant community, by leading to decreased transplant activity and increased waiting list time. As expected, COVID-19 causes substantial mortality in both ESKD and kidney transplant populations. This is due to underlying CKD and a high prevalence of comorbid conditions, such as diabetes mellitus, hypertension, and cardiovascular disease in this group. Transplant programs have faced the difficult decision of weighing the risks and benefits of transplantation during the pandemic. On one hand, there is a risk of COVID-19 exposure leading to infection while patients are on maximum immunosuppression. Alternatively, there are risks of delaying transplantation, which will increase waitlist times and may lead to waitlist-associated morbidity and mortality. Cautious and thoughtful selection of both the recipient's and donor's post-transplant management has been required during the pandemic, to mitigate the risk of morbidity and mortality associated with COVID-19. In this review article, we aimed to discuss previous publications related to clinical outcomes of COVID-19 disease in kidney transplant recipients, patients with ESKD on dialysis, or on the transplant waiting list, and the precautions transplant centers should take in decision making for recipient and donor selection and immunosuppressive management during the pandemic. Nevertheless, transplantation in this milieu does seem to be the correct decision, with careful patient and donor selection and safeguard protocols for infection prevention. Each center should conduct risk assessment on the basis of the patient's age and medical comorbidities, waitlist time, degree of sensitization, cold ischemia time, status of vaccination, and severity of pandemic in their region.
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Affiliation(s)
- Maria Ajaimy
- Division of Nephrology, Montefiore Einstein Center for Transplantation, Bronx, New York
| | - Luz Liriano-Ward
- Division of Nephrology, Montefiore Einstein Center for Transplantation, Bronx, New York
| | - Jay A. Graham
- Division of Nephrology, Montefiore Einstein Center for Transplantation, Bronx, New York
| | - Enver Akalin
- Division of Nephrology, Montefiore Einstein Center for Transplantation, Bronx, New York
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18
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Schwantes IR, Axelrod DA. Technology-Enabled Care and Artificial Intelligence in Kidney Transplantation. CURRENT TRANSPLANTATION REPORTS 2021; 8:235-240. [PMID: 34341714 PMCID: PMC8317681 DOI: 10.1007/s40472-021-00336-z] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/30/2021] [Indexed: 01/24/2023]
Abstract
Purpose of Review Artificial intelligence (AI), machine learning, and technology-enabled remote patient care have evolved rapidly and have now been incorporated into many aspects of medical care. Transplantation is fortunate to have large data sets upon which machine learning algorithms can be constructed. AI are now available to improve pretransplant management, donor selection, and post-operative management of transplant patients. Recent Findings Changes in patient and donor characteristics warrant new approaches to listing and organ acceptance practices. Machine learning has been employed to optimize donor selection to identify patients likely to benefit from transplantation of higher risk organs, increasing organ discard and reducing waitlist mortality. These models have greater precisions and predictive ability than currently employed metrics including the Kidney Donor Profile Index and the expected posttransplant survival models. After transplant, AI tools have been developed to optimize immunosuppression management, track patients adherence, and assess graft survival. Summary AI and technology-enabled management tools are now available throughout the transplant journey. Unfortunately, those are frequently not available at the point of decision (patient listing, organ acceptance, posttransplant clinic), limiting utilization. Incorporation of these tools into the EMR, the Donor Net® organ offer system, and mobile devices is vital to ensure widespread adoption.
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Affiliation(s)
- Issac R Schwantes
- Department of Surgery, Oregon Health & Science University, Portland, OR USA
| | - David A Axelrod
- Organ Transplant Center, University of Iowa, 200 Hawkins Dr, Iowa City, LA 52240 USA
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19
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Seyahi N, Ozcan SG. Artificial intelligence and kidney transplantation. World J Transplant 2021; 11:277-289. [PMID: 34316452 PMCID: PMC8290997 DOI: 10.5500/wjt.v11.i7.277] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Revised: 05/17/2021] [Accepted: 06/04/2021] [Indexed: 02/06/2023] Open
Abstract
Artificial intelligence and its primary subfield, machine learning, have started to gain widespread use in medicine, including the field of kidney transplantation. We made a review of the literature that used artificial intelligence techniques in kidney transplantation. We located six main areas of kidney transplantation that artificial intelligence studies are focused on: Radiological evaluation of the allograft, pathological evaluation including molecular evaluation of the tissue, prediction of graft survival, optimizing the dose of immunosuppression, diagnosis of rejection, and prediction of early graft function. Machine learning techniques provide increased automation leading to faster evaluation and standardization, and show better performance compared to traditional statistical analysis. Artificial intelligence leads to improved computer-aided diagnostics and quantifiable personalized predictions that will improve personalized patient care.
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Affiliation(s)
- Nurhan Seyahi
- Department of Nephrology, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul 34098, Fatih, Turkey
| | - Seyda Gul Ozcan
- Department of Internal Medicine, Istanbul University-Cerrahpaşa, Cerrahpaşa Medical Faculty, Istanbul 34098, Fatih, Turkey
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20
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Tuschen K, Anders J, Elfanish A, Schildgen V, Schildgen O, Becker JU, Weidemann A. Renal transplantation after recovery from COVID-19 - a case report with implications for transplant programs in the face of the ongoing corona-pandemic. BMC Nephrol 2021; 22:251. [PMID: 34229622 PMCID: PMC8258483 DOI: 10.1186/s12882-021-02448-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 06/17/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND The ongoing coronavirus pandemic has major impacts on both patients and healthcare systems worldwide, thus creating new realities. Patients on maintenance dialysis listed for renal transplantation are a vulnerable subgroup with many comorbidities and recurring contacts with the healthcare system. Due to the COVID-19 pandemic transplant numbers have dropped considerably, further increasing waiting times in this high-risk population. On the other hand, knowledge of the severity of SARS-CoV-2 infection in immunocompromised patients, development and persistence of neutralising antibodies in such patients is just emerging. It is unclear how best to address the dilemma of postponing the life-saving transplantation. CASE PRESENTATION We present a case report of a successful kidney transplantation only 65 days after the recipient was hospitalized for treatment of COVID-19 pneumonia. In a follow up of 9 months, we observed no signs of recurrent disease and transplant function is excellent. Monitoring SARS-CoV-2 antibody response demonstrates stable IgG levels. CONCLUSION This reassuring case provides guidance to transplant centers how to proceed with kidney transplantation safely during the pandemic. Careful consideration of risks and benefits of the organ offer, full recovery from COVID-19 symptoms and the presence of a positive SARS-CoV-2 IgG antibody test, qualifies for kidney transplantation.
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Affiliation(s)
- Katharina Tuschen
- Medizinische Klinik III, Nephrologie und Dialyse, St. Vincenz-Krankenhaus Paderborn, Am Busdorf 2, 33098, Paderborn, Germany.,Medizinische Klinik I, Nephrologie, Transplantation und Internistische Intensivmedizin, Krankenhaus Merheim, Kliniken der Stadt Köln, Klinikum der Universität Witten/Herdecke, Köln, Germany
| | - Johanna Anders
- Medizinische Klinik I, Nephrologie, Transplantation und Internistische Intensivmedizin, Krankenhaus Merheim, Kliniken der Stadt Köln, Klinikum der Universität Witten/Herdecke, Köln, Germany
| | - Amin Elfanish
- Medizinische Klinik I, Nephrologie, Transplantation und Internistische Intensivmedizin, Krankenhaus Merheim, Kliniken der Stadt Köln, Klinikum der Universität Witten/Herdecke, Köln, Germany
| | - Verena Schildgen
- Institut für Pathologie der Kliniken der Stadt Köln, Klinikum der Universität Witten/Herdecke, Köln, Germany
| | - Oliver Schildgen
- Institut für Pathologie der Kliniken der Stadt Köln, Klinikum der Universität Witten/Herdecke, Köln, Germany
| | | | - Alexander Weidemann
- Medizinische Klinik III, Nephrologie und Dialyse, St. Vincenz-Krankenhaus Paderborn, Am Busdorf 2, 33098, Paderborn, Germany. .,Medizinische Klinik I, Nephrologie, Transplantation und Internistische Intensivmedizin, Krankenhaus Merheim, Kliniken der Stadt Köln, Klinikum der Universität Witten/Herdecke, Köln, Germany.
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21
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Avery RK, Chiang TPY, Marr KA, Brennan DC, Sait AS, Garibaldi BT, Shah P, Ostrander D, Steinke SM, Permpalung N, Cochran W, Makary MA, Garonzik-Wang J, Segev DL, Massie AB. Inpatient COVID-19 outcomes in solid organ transplant recipients compared to non-solid organ transplant patients: A retrospective cohort. Am J Transplant 2021; 21:2498-2508. [PMID: 33284498 PMCID: PMC9800757 DOI: 10.1111/ajt.16431] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 11/01/2020] [Accepted: 11/22/2020] [Indexed: 01/25/2023]
Abstract
Immunosuppression and comorbidities might place solid organ transplant (SOT) recipients at higher risk from COVID-19, as suggested by recent case series. We compared 45 SOT vs. 2427 non-SOT patients who were admitted with COVID-19 to our health-care system (March 1, 2020 - August 21, 2020), evaluating hospital length-of-stay and inpatient mortality using competing-risks regression. We compared trajectories of WHO COVID-19 severity scale using mixed-effects ordinal logistic regression, adjusting for severity score at admission. SOT and non-SOT patients had comparable age, sex, and race, but SOT recipients were more likely to have diabetes (60% vs. 34%, p < .001), hypertension (69% vs. 44%, p = .001), HIV (7% vs. 1.4%, p = .024), and peripheral vascular disorders (19% vs. 8%, p = .018). There were no statistically significant differences between SOT and non-SOT in maximum illness severity score (p = .13), length-of-stay (sHR: 0.9 1.11.4 , p = .5), or mortality (sHR: 0.1 0.41.6 , p = .19), although the severity score on admission was slightly lower for SOT (median [IQR] 3 [3, 4]) than for non-SOT (median [IQR] 4 [3-4]) (p = .042) Despite a higher risk profile, SOT recipients had a faster decline in disease severity over time (OR = 0.76 0.810.86 , p < .001) compared with non-SOT patients. These findings have implications for transplant decision-making during the COVID-19 pandemic, and insights about the impact of SARS-CoV-2 on immunosuppressed patients.
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Affiliation(s)
- Robin K. Avery
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Teresa Po-Yu Chiang
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Kieren A. Marr
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Daniel C. Brennan
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Comprehensive Transplant Center, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Afrah S. Sait
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Brian T. Garibaldi
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Pali Shah
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Comprehensive Transplant Center, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Darin Ostrander
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Seema Mehta Steinke
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Nitipong Permpalung
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Willa Cochran
- Comprehensive Transplant Center, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Martin A. Makary
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | | | - Dorry L. Segev
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, Maryland, USA
| | - Allan B. Massie
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, Maryland, USA
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22
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Santos CAQ, Rhee Y, Hollinger EF, Olaitan OK, Schadde E, Peev V, Saltzberg SN, Hertl M. Comparative incidence and outcomes of COVID-19 in kidney or kidney-pancreas transplant recipients versus kidney or kidney-pancreas waitlisted patients: A single-center study. Clin Transplant 2021; 35:e14362. [PMID: 33998716 PMCID: PMC8209946 DOI: 10.1111/ctr.14362] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Revised: 05/07/2021] [Accepted: 05/10/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND COVID-19 epidemiologic studies comparing immunosuppressed and immunocompetent patients may provide insight into the impact of immunosuppressants on outcomes. METHODS In this retrospective cohort study, we assembled kidney or kidney-pancreas transplant recipients who underwent transplant from January 1, 2010, to June 30, 2020, and kidney or kidney-pancreas waitlisted patients who were ever on the waitlist from January 1, 2019, to June 30, 2020. We identified laboratory-confirmed COVID-19 until January 31, 2021, and tracked its outcomes by leveraging informatics infrastructure developed for an outcomes research network. RESULTS COVID-19 was identified in 62 of 887 kidney or kidney-pancreas transplant recipients and 20 of 434 kidney or kidney-pancreas waitlisted patients (7.0% vs. 4.6%, p = .092). Of these patients with COVID-19, hospitalization occurred in 48 of 62 transplant recipients and 8 of 20 waitlisted patients (77% vs. 40%, p = .002); intensive care unit admission occurred in 18 of 62 transplant recipients and 2 of 20 waitlisted patients (29% vs. 10%, p = .085); and 7 transplant recipients were mechanically ventilated and died, whereas no waitlisted patients were mechanically ventilated or died (11% vs. 0%, p = .116). CONCLUSIONS Our study provides single-center data and an informatics approach that can be used to inform the design of multicenter studies.
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Affiliation(s)
- Carlos A Q Santos
- Division of Infectious Diseases, Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Yoona Rhee
- Division of Infectious Diseases, Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Edward F Hollinger
- Division of Abdominal Transplantation, Department of Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Oyedolamu K Olaitan
- Division of Abdominal Transplantation, Department of Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Erik Schadde
- Division of Abdominal Transplantation, Department of Surgery, Rush University Medical Center, Chicago, IL, USA
| | - Vasil Peev
- Division of Nephrology, Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Samuel N Saltzberg
- Division of Nephrology, Department of Internal Medicine, Rush University Medical Center, Chicago, IL, USA
| | - Martin Hertl
- Division of Abdominal Transplantation, Department of Surgery, Rush University Medical Center, Chicago, IL, USA
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23
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Lentine KL, Mannon RB, Josephson MA. Practicing With Uncertainty: Kidney Transplantation During the COVID-19 Pandemic. Am J Kidney Dis 2021; 77:777-785. [PMID: 33388404 PMCID: PMC7946342 DOI: 10.1053/j.ajkd.2020.12.003] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Accepted: 12/19/2020] [Indexed: 12/21/2022]
Abstract
The coronavirus disease 2019 (COVID-19) pandemic required transplant nephrologists, surgeons, and care teams to make decisions about the full spectrum of transplant program operations and clinical practices in the absence of experience or data. Initially, across the country, there was a reduction in kidney transplant procedures and a striking pause in the conduct of living donation and living-donor transplant surgeries. Aspects of candidate evaluation and follow-up rapidly converted to telehealth. Months into the pandemic, much has been learned from experiences worldwide, yet many questions remain. In this Perspective, we reflect on some of the practice decisions made by the transplant community in the initial response to the pandemic and consider lessons learned, including those related to the risks, benefits, and logistical considerations of proceeding with versus delaying deceased-donor transplantation, living donation, and living-donor transplantation during the pandemic. We review the evolution of therapeutic strategies for severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection and their use in transplant recipients, current consensus related to immunosuppression management in infected transplant recipients, and emerging information on vaccination against SARS-CoV-2. We share our thoughts on research priorities, discuss the areas in which we are still practicing with uncertainty, and look ahead to the next phase of the pandemic response.
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Affiliation(s)
- Krista L Lentine
- Division of Nephrology, Department of Medicine, Saint Louis University Center for Abdominal Transplantation, St. Louis, MO
| | - Roslyn B Mannon
- Division of Nephrology, Department of Medicine, University of Nebraska Medical Center and Medical Service, Nebraska-Western Iowa Veterans Affairs Medical Center, Omaha, NE
| | - Michelle A Josephson
- Section of Nephrology, Department of Medicine, University of Chicago, Chicago, IL.
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24
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Revuelta I, Santos-Arteaga FJ, Montagud-Marrahi E, Ventura-Aguiar P, Di Caprio D, Cofan F, Cucchiari D, Torregrosa V, Piñeiro GJ, Esforzado N, Bodro M, Ugalde-Altamirano J, Moreno A, Campistol JM, Alcaraz A, Bayès B, Poch E, Oppenheimer F, Diekmann F. A hybrid data envelopment analysis-artificial neural network prediction model for COVID-19 severity in transplant recipients. Artif Intell Rev 2021; 54:4653-4684. [PMID: 33907345 PMCID: PMC8062617 DOI: 10.1007/s10462-021-10008-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/13/2021] [Indexed: 01/08/2023]
Abstract
In an overwhelming demand scenario, such as the SARS-CoV-2 pandemic, pressure over health systems may outburst their predicted capacity to deal with such extreme situations. Therefore, in order to successfully face a health emergency, scientific evidence and validated models are needed to provide real-time information that could be applied by any health center, especially for high-risk populations, such as transplant recipients. We have developed a hybrid prediction model whose accuracy relative to several alternative configurations has been validated through a battery of clustering techniques. Using hospital admission data from a cohort of hospitalized transplant patients, our hybrid Data Envelopment Analysis (DEA)—Artificial Neural Network (ANN) model extrapolates the progression towards severe COVID-19 disease with an accuracy of 96.3%, outperforming any competing model, such as logistic regression (65.5%) and random forest (44.8%). In this regard, DEA-ANN allows us to categorize the evolution of patients through the values of the analyses performed at hospital admission. Our prediction model may help guiding COVID-19 management through the identification of key predictors that permit a sustainable management of resources in a patient-centered model.
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Affiliation(s)
- Ignacio Revuelta
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Francisco J Santos-Arteaga
- Faculty of Economics and Management, Free University of Bolzano, Piazza Università 1, 39100 Bolzano, Italy
| | - Enrique Montagud-Marrahi
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain
| | - Pedro Ventura-Aguiar
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Debora Di Caprio
- Department of Economics and Management, University of Trento, Trento, Italy
| | - Frederic Cofan
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - David Cucchiari
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Vicens Torregrosa
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Gaston Julio Piñeiro
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Nuria Esforzado
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Marta Bodro
- Department of Medicine, University of Barcelona, Barcelona, Spain.,Department of Infectious Diseases, Hospital Clinic Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Jessica Ugalde-Altamirano
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Asuncion Moreno
- Department of Medicine, University of Barcelona, Barcelona, Spain.,Department of Infectious Diseases, Hospital Clinic Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain
| | - Josep M Campistol
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Antonio Alcaraz
- Department of Medicine, University of Barcelona, Barcelona, Spain.,Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Urology, Hospital Clinic Barcelona, Barcelona, Spain
| | - Beatriu Bayès
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Esteban Poch
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain
| | - Federico Oppenheimer
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
| | - Fritz Diekmann
- Department of Nephrology and Renal Transplantation, Hospital Clínic, Villarroel 170 (Escala 10 - Planta 5), 08036 Barcelona, Spain.,Laboratori Experimental de Nefrologia i Trasplantament (LENIT), Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Spain.,Department of Medicine, University of Barcelona, Barcelona, Spain.,Red de Investigación Renal (REDINREN), Madrid, Spain
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25
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Toward Advancing Long-Term Outcomes of Kidney Transplantation with Artificial Intelligence. TRANSPLANTOLOGY 2021. [DOI: 10.3390/transplantology2020012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
After decades of pioneering advances and improvements, kidney transplantation is now the renal replacement therapy of choice for most patients with end-stage kidney disease (ESKD). Despite this success, the high risk of premature death and frequent occurrence of graft failure remain important clinical and research challenges. The current burst of studies and other innovative initiatives using artificial intelligence (AI) for a wide range of analytical and practical applications in biomedical areas seems to correlate with the same trend observed in publications in the kidney transplantation field, and points toward the potential of such novel approaches to address the aforementioned aim of improving long-term outcomes of kidney transplant recipients (KTR). However, at the same time, this trend underscores now more than ever the old methodological challenges and potential threats that the research and clinical community needs to be aware of and actively look after with regard to AI-driven evidence. The purpose of this narrative mini-review is to explore challenges for obtaining applicable and adequate kidney transplant data for analyses using AI techniques to develop prediction models, and to propose next steps in the field. We make a call to act toward establishing the strong collaborations needed to bring innovative synergies further augmented by AI, which have the potential to impact the long-term care of KTR. We encourage researchers and clinicians to submit their invaluable research, including original clinical and imaging studies, database studies from registries, meta-analyses, and AI research in the kidney transplantation field.
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26
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Craig-Schapiro R, Salinas T, Lubetzky M, Abel BT, Sultan S, Lee JR, Kapur S, Aull MJ, Dadhania DM. COVID-19 outcomes in patients waitlisted for kidney transplantation and kidney transplant recipients. Am J Transplant 2021; 21:1576-1585. [PMID: 33043597 PMCID: PMC7675359 DOI: 10.1111/ajt.16351] [Citation(s) in RCA: 60] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 09/21/2020] [Accepted: 10/05/2020] [Indexed: 01/25/2023]
Abstract
The COVID-19 pandemic has brought unprecedented challenges to the transplant community. The reduction in transplantation volume during this time is partly due to concerns over potentially increased susceptibility and worsened outcomes of COVID-19 in immunosuppressed recipients. The consequences of COVID-19 on patients waitlisted for kidney transplantation, however, have not previously been characterized. We studied 56 waitlisted patients and 80 kidney transplant recipients diagnosed with COVID-19 between March 13 and May 20, 2020. Despite similar demographics and burden of comorbidities between waitlisted and transplant patients, waitlisted patients were more likely to require hospitalization (82% vs. 65%, P = .03) and were at a higher risk of mortality (34% vs. 16%, P = .02). Intubation was required in one third of hospitalized patients in each group, and portended a very poor prognosis. The vast majority of patients who died were male (84% waitlist, 100% transplant). Multivariate analysis demonstrated waitlist status, age, and male sex were independently associated with mortality. COVID-19 has had a dramatic impact on waitlisted patients, decreasing their opportunities for transplantation and posing significant mortality risk. Understanding the impact of COVID-19 on waitlist patients in comparison to transplant recipients may aid centers in weighing the risks and benefits of transplantation in the setting of ongoing COVID-19.
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Affiliation(s)
| | - Thalia Salinas
- Division of Nephrology and Hypertension, Weill Cornell Medicine, New York, NY
| | - Michelle Lubetzky
- Division of Nephrology and Hypertension, Weill Cornell Medicine, New York, NY
- Department of Transplantation Medicine, Weill Cornell Medicine, New York, NY
| | - Brittany T. Abel
- Division of Transplant Surgery, Weill Cornell Medicine, New York, NY
| | - Samuel Sultan
- Division of Transplant Surgery, Weill Cornell Medicine, New York, NY
| | - John R. Lee
- Division of Nephrology and Hypertension, Weill Cornell Medicine, New York, NY
- Department of Transplantation Medicine, Weill Cornell Medicine, New York, NY
| | - Sandip Kapur
- Division of Transplant Surgery, Weill Cornell Medicine, New York, NY
| | - Meredith J. Aull
- Division of Transplant Surgery, Weill Cornell Medicine, New York, NY
- Department of Transplantation Medicine, Weill Cornell Medicine, New York, NY
| | - Darshana M. Dadhania
- Division of Nephrology and Hypertension, Weill Cornell Medicine, New York, NY
- Department of Transplantation Medicine, Weill Cornell Medicine, New York, NY
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27
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De Carlis R, Vella I, Incarbone N, Centonze L, Buscemi V, Lauterio A, De Carlis L. Impact of the COVID-19 pandemic on liver donation and transplantation: A review of the literature. World J Gastroenterol 2021; 27:928-938. [PMID: 33776364 PMCID: PMC7968133 DOI: 10.3748/wjg.v27.i10.928] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/11/2021] [Revised: 02/01/2021] [Accepted: 02/26/2021] [Indexed: 02/06/2023] Open
Abstract
The coronavirus disease 2019 (COVID-19) pandemic has upended healthcare systems worldwide and led to an inevitable decrease in liver transplantation (LT) activity. During the first pandemic wave, administrators and clinicians were obliged to make the difficult decision of whether to suspend or continue a life-saving procedure based on the scarce available evidence regarding the risk of transmission and mortality in immunosuppressed patients. Those centers where the activity continued or was heavily restricted were obliged to screen donors and recipients, design COVID-safe clinical pathways, and promote telehealth to prevent nosocomial transmission. Despite the ever-growing literature on COVID-19, the amount of high-quality literature on LT remains limited. This review will provide an updated view of the impact of the pandemic on LT programs worldwide. Donor and recipient screening, strategies for waitlist prioritization, and posttransplant risk of infection and mortality are discussed. Moreover, a particular focus is given to the possibility of donor-to-recipient transmission and immunosuppression management in COVID-positive recipients.
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Affiliation(s)
- Riccardo De Carlis
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
| | - Ivan Vella
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
- Department of Surgical Sciences, University of Pavia, Pavia 27100, Italy
| | - Niccolò Incarbone
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan 20126, Italy
| | - Leonardo Centonze
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
| | - Vincenzo Buscemi
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
| | - Andrea Lauterio
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
| | - Luciano De Carlis
- Department of General Surgery and Transplantation, ASST Grande Ospedale Metropolitano Niguarda, Milan 20162, Italy
- Department of Medicine and Surgery, University of Milano-Bicocca, Milan 20126, Italy
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28
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Vinson AJ, Kiberd BA, Tennankore KK. Panic in the Pandemic: When Should Kidney Transplant Programs Close? Kidney Int Rep 2021; 6:1232-1241. [PMID: 34013101 PMCID: PMC8116904 DOI: 10.1016/j.ekir.2021.02.017] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2021] [Revised: 02/03/2021] [Accepted: 02/08/2021] [Indexed: 12/24/2022] Open
Abstract
Background Pandemics greatly interfere with overall health care delivery as resources are diverted to combat the crisis. Kidney transplantation programs were closed temporarily during the COVID-19 pandemic. Given the critical shortage of organs, their short shelf life, and their overall importance to improving length and quality of life for those with kidney disease, this analysis examines the impact of discarding deceased donor organs. Methods The net benefit (or harm) of discarding deceased donor organs was measured in projected life years from a societal and individual perspective using a Markov model. A wide range of infection rates, pandemic durations, and case fatality rates associated with infection in wait listed and transplant recipients were examined. Results Overall, patient life expectancy fell for both wait listed and transplant recipients as the pandemic conditions became more unfavorable. However, the overall net benefit of a transplant during the pandemic was preserved. For example, prior to the pandemic, the net benefit of a kidney transplant over dialysis was calculated to be 6.25 life years (LYs) or 8.24 quality-adjusted life years (QALYs) in a 40-year old recipient. This fell to 5.86 LYs (7.78 QALYs) during the pandemic. Even assuming plausible but higher relative case fatality rates and risks of nosocomial and donor transmission in transplant recipients compared to wait listed patients, the net benefit remained >4 years for most deceased donor organs. Conclusion As long as hospitals have adequate resources to deal with the pandemic and can limit nosocomial infection, kidney transplantation should not be curtailed.
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Affiliation(s)
- Amanda J. Vinson
- Department of Medicine, Division of Nephrology, Nova Scotia Health, Halifax, Nova Scotia, Canada
- Faculty of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada
- Correspondence: Amanda J. Vinson, Room 5081, 5 Floor Dickson Building, Victoria General Hospital, 5820 University Avenue, Halifax, Nova Scotia, Canada B3H 1V8.
| | - Bryce A. Kiberd
- Faculty of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada
| | - Karthik K. Tennankore
- Department of Medicine, Division of Nephrology, Nova Scotia Health, Halifax, Nova Scotia, Canada
- Faculty of Medicine, Dalhousie University, Halifax, Nova Scotia, Canada
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29
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The first kidney transplantation after recipient and living donor recovered from COVID-19. North Clin Istanb 2021; 8:187-189. [PMID: 33851085 PMCID: PMC8039110 DOI: 10.14744/nci.2021.70457] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Accepted: 01/30/2021] [Indexed: 12/24/2022] Open
Abstract
SARS-CoV-2 is still a major threat to the world. In this pandemic, transplantation activities have largely been affected worldwide. We are still facing with this pandemic; however, after regulations, we have started our transplantation activities. We report the first kidney transplantation whose recipient and living donor recovered from COVID-19. A 31-year-old male with renal failure was admitted for transplantation with an ABO-compatible relative. The recipient and the donor were tested for COVID-19 before transplantation, and they were both positive with a polymerase chain reaction. The recipient had minor symptoms and received therapy; the living donor also received therapy. Thirty days after recovery, surgery was performed successfully. The recipient was discharged with mycophenolate mofetil (MMF), tacrolimus, and steroid 15 days after surgery. In the follow-up, they were both negative for COVID-19 45 days after surgery. Although there is missing literature regarding safety concerns and short-term follow-up, living-donor transplantation may be considered for patients, who recovered from COVID-19, after careful selection with paying attention to precautions.
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Furstenau LB, Rabaioli B, Sott MK, Cossul D, Bender MS, Farina EMJDM, Filho FNB, Severo PP, Dohan MS, Bragazzi NL. A Bibliometric Network Analysis of Coronavirus during the First Eight Months of COVID-19 in 2020. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:952. [PMID: 33499127 PMCID: PMC7908247 DOI: 10.3390/ijerph18030952] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 01/19/2021] [Accepted: 01/20/2021] [Indexed: 02/07/2023]
Abstract
The COVID-19 pandemic has affected all aspects of society. Researchers worldwide have been working to provide new solutions to and better understanding of this coronavirus. In this research, our goal was to perform a Bibliometric Network Analysis (BNA) to investigate the strategic themes, thematic evolution structure and trends of coronavirus during the first eight months of COVID-19 in the Web of Science (WoS) database in 2020. To do this, 14,802 articles were analyzed, with the support of the SciMAT software. This analysis highlights 24 themes, of which 11 of the more important ones were discussed in-depth. The thematic evolution structure shows how the themes are evolving over time, and the most developed and future trends of coronavirus with focus on COVID-19 were visually depicted. The results of the strategic diagram highlight 'CHLOROQUINE', 'ANXIETY', 'PREGNANCY' and 'ACUTE-RESPIRATORY-SYNDROME', among others, as the clusters with the highest number of associated citations. The thematic evolution. structure presented two thematic areas: "Damage prevention and containment of COVID-19" and "Comorbidities and diseases caused by COVID-19", which provides new perspectives and futures trends of the field. These results will form the basis for future research and guide decision-making in coronavirus focused on COVID-19 research and treatments.
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Affiliation(s)
- Leonardo B. Furstenau
- Graduate Program of Industrial Systems and Processes, University of Santa Cruz do Sul, Santa Cruz do Sul 96816-501, Brazil;
| | - Bruna Rabaioli
- Department of Medicine, University of Santa Cruz do Sul, Santa Cruz do Sul 96816-501, Brazil;
| | - Michele Kremer Sott
- Graduate Program of Industrial Systems and Processes, University of Santa Cruz do Sul, Santa Cruz do Sul 96816-501, Brazil;
| | - Danielli Cossul
- Department of Psychology, University of Santa Cruz do Sul, Santa Cruz do Sul 96816-501, Brazil;
| | - Mariluza Sott Bender
- Multiprofessional Residency Program in Urgency and Emergency, Santa Cruz Hospital, Santa Cruz do Sul 96810-072, Brazil;
| | - Eduardo Moreno Júdice De Mattos Farina
- Scientific Writing Office Department, Higher School of Sciences of Santa Casa de Misericórdia de Vitória, Vitória 29025-023, Brazil; (E.M.J.D.M.F.); (F.N.B.F.)
| | - Fabiano Novaes Barcellos Filho
- Scientific Writing Office Department, Higher School of Sciences of Santa Casa de Misericórdia de Vitória, Vitória 29025-023, Brazil; (E.M.J.D.M.F.); (F.N.B.F.)
| | - Priscilla Paola Severo
- Graduate Program in Law, University of Santa Cruz do Sul, Santa Cruz do Sul 96816-501, Brazil;
| | - Michael S. Dohan
- Faculty of Business Administration, Lakehead University, Thunder Bay, ON P7B 5E1, Canada;
| | - Nicola Luigi Bragazzi
- Laboratory for Industrial and Applied Mathematics (LIAM), Department of Mathematics and Statistics, York University, Toronto, ON M3J 1P3, Canada
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31
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Tayarani N MH. Applications of artificial intelligence in battling against covid-19: A literature review. CHAOS, SOLITONS, AND FRACTALS 2021; 142:110338. [PMID: 33041533 PMCID: PMC7532790 DOI: 10.1016/j.chaos.2020.110338] [Citation(s) in RCA: 63] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 10/01/2020] [Indexed: 05/14/2023]
Abstract
Colloquially known as coronavirus, the Severe Acute Respiratory Syndrome CoronaVirus 2 (SARS-CoV-2), that causes CoronaVirus Disease 2019 (COVID-19), has become a matter of grave concern for every country around the world. The rapid growth of the pandemic has wreaked havoc and prompted the need for immediate reactions to curb the effects. To manage the problems, many research in a variety of area of science have started studying the issue. Artificial Intelligence is among the area of science that has found great applications in tackling the problem in many aspects. Here, we perform an overview on the applications of AI in a variety of fields including diagnosis of the disease via different types of tests and symptoms, monitoring patients, identifying severity of a patient, processing covid-19 related imaging tests, epidemiology, pharmaceutical studies, etc. The aim of this paper is to perform a comprehensive survey on the applications of AI in battling against the difficulties the outbreak has caused. Thus we cover every way that AI approaches have been employed and to cover all the research until the writing of this paper. We try organize the works in a way that overall picture is comprehensible. Such a picture, although full of details, is very helpful in understand where AI sits in current pandemonium. We also tried to conclude the paper with ideas on how the problems can be tackled in a better way and provide some suggestions for future works.
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Affiliation(s)
- Mohammad-H Tayarani N
- Biocomputation Group, School of Computer Science, University of Hertfordshire, Hatfield, AL10 9AB, United Kingdom
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32
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Azzi Y, Bartash R, Scalea J, Loarte-Campos P, Akalin E. COVID-19 and Solid Organ Transplantation: A Review Article. Transplantation 2021; 105:37-55. [PMID: 33148977 DOI: 10.1097/tp.0000000000003523] [Citation(s) in RCA: 230] [Impact Index Per Article: 57.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
The coronavirus pandemic has significantly impacted solid organ transplantation (SOT). Early in the outbreak period, transplant societies recommended suspending living kidney transplant programs in communities with widespread transmission to avoid exposing recipients to increased risk of immunosuppression, while recommendations were made to reserve deceased-donor kidney transplantation for likely life-saving indications. SOT recipients may be at high risk from COVID-19 disease due to chronic immunosuppressive treatment and other medical comorbidities. Mortality rates reported between 13 to over 30% in SOT recipients. In addition to high rates of complications and mortality attributable to COVID-19 infections, the pandemic has also led to additional complexities in transplantation including new questions regarding screening of donors and recipients, decision making to accept a patient for kidney transplant or wait after pandemic. The clinical implications of COVID-19 infection may also differ depending on the type of the transplanted organ and recipient comorbidities which further impacts decisions on continuing transplantation during the pandemic. Transplant activity during a pandemic should be tailored with careful selection of both donors and recipients. Furthermore, while tremendous strides have been made in treatment strategies and vaccinations, the impact of these in transplant recipients may be attenuated in the setting of their immunosuppression. In this review, we aim to summarize several aspects of COVID-19 in transplantation, including the immune response to SARS-CoV-2, SARS-CoV-2 diagnostics, clinical outcomes in SOT recipients, and end-stage kidney disease patients, transplant activity during the pandemic, and treatment options for COVID-19 disease.
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Affiliation(s)
- Yorg Azzi
- Division of Nephrology, Abdominal Transplant Program, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY
| | - Rachel Bartash
- Division of infectious Disease, Montefiore Medical Center Transplant Center, Albert Einstein College of Medicine, Bronx, NY
| | - Joseph Scalea
- Department of Surgery, Division of Transplantation, University of Maryland School of Medicine, Baltimore, MD
| | - Pablo Loarte-Campos
- Division of Nephrology, Abdominal Transplant Program, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY
| | - Enver Akalin
- Division of Nephrology, Abdominal Transplant Program, Montefiore Medical Center, Albert Einstein College of Medicine, Bronx, NY
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33
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Charnaya O, Chiang TPY, Wang R, Motter JD, Boyarsky BJ, King EA, Werbel WA, Durand CM, Avery RK, Segev DL, Massie AB, Garonzik-Wang JM. Effects of COVID-19 pandemic on pediatric kidney transplant in the United States. Pediatr Nephrol 2021; 36:143-151. [PMID: 32980942 PMCID: PMC7519856 DOI: 10.1007/s00467-020-04764-4] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/01/2020] [Accepted: 09/07/2020] [Indexed: 02/06/2023]
Abstract
BACKGROUND In March 2020, COVID-19 infections began to rise exponentially in the USA, placing substantial burden on the healthcare system. As a result, there was a rapid change in transplant practices and policies, with cessation of most procedures. Our goal was to understand changes to pediatric kidney transplantation (KT) at the national level during the COVID-19 epidemic. METHODS Using SRTR data, we examined changes in pediatric waitlist registration, waitlist removal or inactivation, and deceased donor and living donor (DDKT/LDKT) events during the start of the disease transmission in the USA compared with the same time the previous year. RESULTS We saw an initial decrease in DDKT and LDKT by 47% and 82% compared with expected events and then a continual increase, with numbers reaching expected prepandemic levels by May 2020. In the early phase of the pandemic, waitlist inactivation and removals due to death or deteriorating condition rose above expected values by 152% and 189%, respectively. There was a statistically significant decrease in new waitlist additions (IRR 0.49 0.65 0.85) and LDKT (IRR 0.17 0.38 0.84) in states with high vs. low COVID activity. Transplant recipients during the pandemic were more likely to have received a DDKT, but had similar calculated panel-reactive antibody (cPRA) values, waitlist time, and cause of kidney failure as before the pandemic. CONCLUSIONS The COVID-19 pandemic initially reduced access to kidney transplantation among pediatric patients in the USA but has not had a sustained effect.
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Affiliation(s)
- Olga Charnaya
- Department of Pediatrics, Johns Hopkins University School of Medicine, 200 N Wolfe St., Room 3055, Baltimore, MD, 21287, USA.
| | - Teresa Po-Yu Chiang
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Richard Wang
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Jennifer D Motter
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Brian J Boyarsky
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Elizabeth A King
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - William A Werbel
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Christine M Durand
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Robin K Avery
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Dorry L Segev
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, MD, USA
- Scientific Registry of Transplant Recipients, Minneapolis, MN, USA
| | - Allan B Massie
- Department of Surgery, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Department of Epidemiology, Johns Hopkins School of Public Health, Baltimore, MD, USA
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McAdams M, Ostrosky-Frid M, Rajora N, Hedayati S. Effect of COVID-19 on Kidney Disease Incidence and Management. KIDNEY360 2020; 2:141-153. [PMID: 35368812 PMCID: PMC8785734 DOI: 10.34067/kid.0006362020] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2020] [Accepted: 11/24/2020] [Indexed: 02/04/2023]
Abstract
The COVID-19 outbreak has had substantial effects on the incidence and management of kidney diseases, including AKI, ESKD, GN, and kidney transplantation. Initial reports from China suggested a lower AKI incidence in patients with COVID-19, but more recent studies from North America reveal a much higher incidence, likely due to the higher prevalence of comorbid conditions, such as hypertension, diabetes, and CKD. AKI in this setting is associated with worse outcomes, including the requirement for vasopressors or mechanical ventilation and death. Performing RRT in those with AKI poses challenges, such as limiting exposure of staff, preserving PPE, coagulopathy, and hypoxemia due to acute respiratory distress syndrome. Continuous RRT is the preferred modality, with sustained low-efficiency dialysis also an option, both managed without 1:1 hemodialysis nursing support. Regional citrate is the preferred anticoagulation, but systemic unfractionated heparin may be used in patients with coagulopathy. The ultrafiltration rate has to be set carefully, taking into consideration hypotension, hypoxemia, and responsiveness to presser and ventilatory support. The chance of transmission puts in-center chronic hemodialysis and other immunosuppressed patients at particularly increased risk. Limited data show that patients with CKD are also at increased risk for more severe disease, if infected. Little is known about the virus's effects on immunocompromised patients with glomerular diseases and kidney transplants, which introduces challenges for management of immunosuppressant regimens. Although there are no standardized guidelines regarding the management of immunosuppression, several groups recommend stopping the antimetabolite in hospitalized transplant patients and continuing a reduced dose of calcineurin inhibitors. This comprehensive review critically appraises the best available evidence regarding the effect of COVID-19 on the incidence and management of kidney diseases. Where evidence is lacking, current expert opinion and clinical guidelines are reviewed, and knowledge gaps worth investigation are identified.
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Affiliation(s)
- Meredith McAdams
- Division of Nephrology, Department of Medicine, University of Texas Southwestern Medical Center, Dallas, Texas
| | | | - Nilum Rajora
- Division of Nephrology, Department of Medicine, University of Texas Southwestern Medical Center, Dallas, Texas
| | - Susan Hedayati
- Division of Nephrology, Department of Medicine, University of Texas Southwestern Medical Center, Dallas, Texas
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35
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Klassen D. New Answers to Old Questions: Waitlist Versus Transplant Outcomes in the Coronavirus Disease 2019 Era. Kidney Int Rep 2020; 6:3-4. [PMID: 33251386 PMCID: PMC7685133 DOI: 10.1016/j.ekir.2020.11.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Affiliation(s)
- David Klassen
- United Network for Organ Sharing, Richmond, Virginia, USA
- Correspondence: David Klassen, Office of the Chief Medical Officer, United Network for Organ Sharing, 700 North 4th Street, Richmond, Virginia 23219, USA.
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36
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McElroy LM, Sanoff SL, Collins BH. Kidney transplant in the COVID era: Cautious optimism and continued vigilance. Am J Transplant 2020; 20:2971-2972. [PMID: 32654275 PMCID: PMC7404890 DOI: 10.1111/ajt.16190] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
The authors comment on the usefulness of a new model to advise centers on risks versus benefits of kidney transplantation during the COVID epidemic. See page 2997 for Massie et al's article.
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37
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Kim MY, Brennan DC, Shah P. General Approach to the Clinical Care of Solid Organ Transplant Recipients with COVID-19 Infection: Management for Transplant Recipients. CURRENT TRANSPLANTATION REPORTS 2020; 7:366-378. [PMID: 33145146 PMCID: PMC7594940 DOI: 10.1007/s40472-020-00305-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/12/2020] [Indexed: 01/08/2023]
Abstract
PURPOSE OF REVIEW Insufficient knowledge about COVID-19 and the potential risks of COVID-19 are limiting organ transplantation in wait-listed candidates and deferring essential health care in solid organ transplant recipients. In this review, we expand the understanding and present an overview of the optimized management of COVID-19 in solid organ transplant recipients. RECENT FINDINGS Transplant recipients are at an increased risk of severe COVID-19. The unique characteristics of transplant recipients can make it more difficult to identify COVID-19. Based on the COVID-19 data to date and our experience, we present testing, management, and prevention methods for COVID-19. Comprehensive diagnostic tests should be performed to determine disease severity, phase of illness, and identify other comorbidities in transplant recipients diagnosed with COVID-19. Outpatients should receive education for preventative measures and optimal health care delivery minimizing potential infectious exposures. Multidisciplinary interventions should be provided to hospitalized transplant recipients for COVID-19 because of the complexity of caring for transplant recipients. SUMMARY Transplant recipients should strictly adhere to infection prevention measures. Understanding of the transplant specific pathophysiology and development of effective treatment strategies for COVID-19 should be prioritized.
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Affiliation(s)
- Min Young Kim
- Department of Internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD USA
| | - Daniel C. Brennan
- Department of Internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD USA
| | - Pali Shah
- Department of Internal Medicine, Johns Hopkins School of Medicine, Baltimore, MD USA
- Division of Pulmonary and Critical Care, Johns Hopkins University School of Medicine, Baltimore, MD 21205 USA
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38
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Abstract
Management of kidney transplant recipients requires a sustainable infrastructure that can provide reliable medical care both before and after transplantation. The COVID-19 pandemic has disrupted transplant referral and listing processes, led to decreases in the numbers of transplant procedures and resulted in changes in practice for pre- and post-transplantation management and follow-up.
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39
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Charnaya O, Chiang TPY, Wang R, Motter J, Boyarsky B, King E, Werbel W, Durand CM, Avery R, Segev D, Massie A, Garonzik-Wang J. Effects of COVID19 Pandemic on Pediatric Kidney Transplant in the United States. RESEARCH SQUARE 2020. [PMID: 32935089 PMCID: PMC7491577 DOI: 10.21203/rs.3.rs-72427/v1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
In March 2020, COVID-19 infections began to rise exponentially in the United States, placing substantial burden on the healthcare system. As a result, there was a rapid change in transplant practices and policies, with cessation of most procedures. Our goal was to understand changes to pediatric kidney transplantation (KT) at the national level during the COVID-19 epidemic. Using SRTR data, we examined changes in pediatric waitlist registration, waitlist removal or inactivation, and deceased donor and living donor (DDKT/LDKT) events during the start of the disease transmission in the United States compared to the same time the previous year. We saw an initial decrease in DDKT and LDKT by 47% and 82% compared to expected events and then a continual increase, with numbers reaching expected pre-pandemic levels by May 2020. In the early phase of the pandemic, waitlist inactivation and removals due to death or deteriorating condition rose above expected values by 152% and 189%, respectively. There was a statistically significant decrease in new waitlist additions (IRR 0.49 0.65 0.85) and LDKT (IRR 0.17 0.38 0.84) in states with high vs low COVID activity. Transplant recipients during the pandemic were more likely to have received a DDKT, but had similar cPRA, waitlist time and cause of ESRD as before the pandemic. The COVID-19 pandemic initially reduced access to kidney transplantation among pediatric patients in the United States, but has not had a sustained effect.
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40
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Meziyerh S, van der Helm D, de Vries APJ. Vulnerabilities in kidney transplant recipients with COVID-19: a single center experience. Transpl Int 2020; 33:1557-1561. [PMID: 32767772 PMCID: PMC7436896 DOI: 10.1111/tri.13714] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Affiliation(s)
- Soufian Meziyerh
- Division of Nephrology, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands.,LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
| | - Danny van der Helm
- LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
| | - Aiko P J de Vries
- Division of Nephrology, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands.,LUMC Transplant Center, Leiden University Medical Center, Leiden, The Netherlands
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41
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Kronbichler A, Gauckler P, Windpessl M, Il Shin J, Jha V, Rovin BH, Oberbauer R. COVID-19: implications for immunosuppression in kidney disease and transplantation. Nat Rev Nephrol 2020; 16:365-367. [PMID: 32409782 PMCID: PMC7224161 DOI: 10.1038/s41581-020-0305-6] [Citation(s) in RCA: 79] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Affiliation(s)
- Andreas Kronbichler
- Department of Internal Medicine IV (Nephrology and Hypertension), Medical University Innsbruck, Innsbruck, Austria.
| | - Philipp Gauckler
- Department of Internal Medicine IV (Nephrology and Hypertension), Medical University Innsbruck, Innsbruck, Austria
| | - Martin Windpessl
- Department of Internal Medicine IV, Section of Nephrology, Klinikum Wels-Grieskirchen, Wels, Austria.,Medical Faculty, Johannes Kepler University Linz, Linz, Austria
| | - Jae Il Shin
- Department of Pediatrics, Yonsei University College of Medicine, Seoul, Republic of Korea.,Division of Pediatric Nephrology, Severance Children's Hospital, Seoul, Republic of Korea.,Institute of Kidney Disease Research, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Vivekanand Jha
- George Institute for Global Health, UNSW, New Delhi, India.,George Institute for Global Health, University of Oxford, Oxford, UK.,Manipal Academy of Higher Education, Manipal, India
| | - Brad H Rovin
- Division of Nephrology, The Ohio State University Wexner Medical Center, Columbus, OH, USA
| | - Rainer Oberbauer
- Department of Nephrology, Medical University of Vienna, Vienna, Austria
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