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Jørgensen IF, Muse VP, Aguayo-Orozco A, Brunak S, Sørensen SS. Stratification of Kidney Transplant Recipients Into Five Subgroups Based on Temporal Disease Trajectories. Transplant Direct 2024; 10:e1576. [PMID: 38274475 PMCID: PMC10810574 DOI: 10.1097/txd.0000000000001576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 11/02/2023] [Accepted: 11/28/2023] [Indexed: 01/27/2024] Open
Abstract
Background Kidney transplantation is the treatment of choice for patients with end-stage renal disease. Considerable clinical research has focused on improving graft survival and an increasing number of kidney recipients die with a functioning graft. There is a need to improve patient survival and to better understand the individualized risk of comorbidities and complications. Here, we developed a method to stratify recipients into similar subgroups based on previous comorbidities and subsequently identify complications and for a subpopulation, laboratory test values associated with survival. Methods First, we identified significant disease patterns based on all hospital diagnoses from the Danish National Patient Registry for 5752 kidney transplant recipients from 1977 to 2018. Using hierarchical clustering, these longitudinal patterns of diseases segregate into 3 main clusters of glomerulonephritis, hypertension, and diabetes. As some recipients are diagnosed with diseases from >1 cluster, recipients are further stratified into 5 more fine-grained trajectory subgroups for which survival, stratified complication patterns as well as laboratory test values are analyzed. Results The study replicated known associations indicating that diabetes and low levels of albumin are associated with worse survival when investigating all recipients. However, stratification of recipients by trajectory subgroup showed additional associations. For recipients with glomerulonephritis, higher levels of basophils are significantly associated with poor survival, and these patients are more often diagnosed with bacterial infections. Additional associations were also found. Conclusions This study demonstrates that disease trajectories can confirm known comorbidities and furthermore stratify kidney transplant recipients into clinical subgroups in which we can characterize stratified risk factors. We hope to motivate future studies to stratify recipients into more fine-grained, homogenous subgroups to better discover associations relevant for the individual patient and thereby enable more personalized disease-management and improve long-term outcomes and survival.
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Affiliation(s)
- Isabella F. Jørgensen
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen N, Denmark
| | - Victorine P. Muse
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen N, Denmark
| | - Alejandro Aguayo-Orozco
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen N, Denmark
| | - Søren Brunak
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen N, Denmark
| | - Søren S. Sørensen
- Department of Nephrology, Rigshospitalet, Copenhagen University Hospital, Copenhagen Ø, Denmark
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Sommerer C, Witzke O, Lehner F, Arns W, Reinke P, Eisenberger U, Vogt B, Heller K, Jacobi J, Guba M, Stahl R, Hauser IA, Kliem V, Wüthrich RP, Mühlfeld A, Suwelack B, Duerr M, Paulus EM, Zeier M, Porstner M, Budde K. Onset and progression of diabetes in kidney transplant patients receiving everolimus or cyclosporine therapy: an analysis of two randomized, multicenter trials. BMC Nephrol 2018; 19:237. [PMID: 30231851 PMCID: PMC6146542 DOI: 10.1186/s12882-018-1031-1] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2017] [Accepted: 08/31/2018] [Indexed: 01/03/2023] Open
Abstract
Background Conversion from calcineurin inhibitor (CNI) therapy to a mammalian target of rapamycin (mTOR) inhibitor following kidney transplantation may help to preserve graft function. Data are sparse, however, concerning the impact of conversion on posttransplant diabetes mellitus (PTDM) or the progression of pre-existing diabetes. Methods PTDM and other diabetes-related parameters were assessed post hoc in two large open-label multicenter trials. Kidney transplant recipients were randomized (i) at month 4.5 to switch to everolimus or remain on a standard cyclosporine (CsA)-based regimen (ZEUS, n = 300), or (ii) at month 3 to switch to everolimus, remain on standard CNI therapy or convert to everolimus with reduced-exposure CsA (HERAKLES, n = 497). Results There were no significant differences in the incidence of PTDM between treatment groups (log rank p = 0.97 [ZEUS], p = 0.90 [HERAKLES]). The mean change in random blood glucose from randomization to month 12 was also similar between treatment groups in both trials for patients with or without PTDM, and with or without pre-existing diabetes. The change in eGFR from randomization to month 12 showed a benefit for everolimus versus comparator groups in all subpopulations, but only reached significance in larger subgroups (no PTDM or no pre-existing diabetes). Conclusions Within the restrictions of this post hoc analysis, including non-standardized diagnostic criteria and limited glycemia laboratory parameters, these data do not indicate any difference in the incidence or severity of PTDM with early conversion from a CsA-based regimen to everolimus, or in the progression of pre-existing diabetes. Trial registration clinicaltrials.gov, NCT00154310 (registered September 2005) and NCT00514514 (registered August 2007); EudraCT (2006-007021-32 and 2004-004346-40). Electronic supplementary material The online version of this article (10.1186/s12882-018-1031-1) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Claudia Sommerer
- Department of Nephrology, University of Heidelberg, Im Neuenheimer Feld 162, 69120, Heidelberg, Germany.
| | - Oliver Witzke
- Department of Infectious Diseases, University Duisburg-Essen, Essen, Germany
| | - Frank Lehner
- Department of General, Visceral and Transplantation Surgery, Hannover Medical School, Hannover, Germany
| | - Wolfgang Arns
- Department of Nephrology and Transplantation, Cologne Merheim Medical Center, Cologne, Germany
| | - Petra Reinke
- Department of Nephrology and Intensive Care, Charité Campus Virchow, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Ute Eisenberger
- Department of Nephrology and Hypertension, University of Bern, Inselspital, Bern, Switzerland
| | - Bruno Vogt
- Department of Nephrology and Hypertension, University of Bern, Inselspital, Bern, Switzerland
| | - Katharina Heller
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Johannes Jacobi
- Department of Nephrology and Hypertension, University of Erlangen-Nuremberg, Erlangen, Germany
| | - Markus Guba
- Department of General-, Visceral- and Transplantation Surgery, Munich University Hospital, Campus Grosshadern, Munich, Germany
| | - Rolf Stahl
- Division of Nephrology, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Ingeborg A Hauser
- Med. Klinik III, Department of Nephrology, UKF, Goethe University, Frankfurt, Germany
| | - Volker Kliem
- Department of Internal Medicine and Nephrology, Kidney Transplant Center, Nephrological Center of Lower Saxony, Klinikum Hann, Münden, Germany
| | | | - Anja Mühlfeld
- Division of Nephrology and Immunology, University Hospital RWTH Aachen, Aachen, Germany
| | - Barbara Suwelack
- Department of Internal Medicine - Transplant Nephrology, University Hospital of Münster, Münster, Germany
| | - Michael Duerr
- Department of Nephrology, Charité Universitätsmedizin Berlin, Berlin, Germany
| | | | - Martin Zeier
- Department of Nephrology, University of Heidelberg, Im Neuenheimer Feld 162, 69120, Heidelberg, Germany
| | | | - Klemens Budde
- Department of Nephrology, Charité Universitätsmedizin Berlin, Berlin, Germany
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Taber DJ, Meadows HB, Pilch NA, Chavin KD, Baliga PK, Egede LE. Pre-existing diabetes significantly increases the risk of graft failure and mortality following renal transplantation. Clin Transplant 2013; 27:274-82. [PMID: 23383719 DOI: 10.1111/ctr.12080] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/05/2012] [Indexed: 11/28/2022]
Abstract
The aim of this study was to examine the impact of pre-existing diabetes mellitus (DM) on acute rejection, graft loss, and mortality following kidney transplant and whether glycemic control or cardiovascular disease (CVD) risk control with medications influenced outcomes. This was a cohort study of 1002 renal transplants conducted between 2000 and 2008. Patients were included if they received a kidney transplant within the allotted time and were at least 18 yr of age. Cox regression was used to assess acute rejection, graft failure, or death controlling for relevant sociodemographic, clinical, and post-transplant variables. Five-yr patient survival (83% vs. 93%, p < 0.001) and graft survival (74% vs. 79%, p = 0.005) were significantly lower in patients with pre-existing DM. Sequential Cox regression models demonstrated that pre-existing DM was consistently associated with a higher risk of death (HR 2.3-3.0, p < 0.01) and graft failure (HR 1.5-1.8, p < 0.04) in all models except after adjusting for CVD medication use (HR 1.9, p = 0.174 and HR 1.5, p = 0.210, respectively). These data suggest pre-existing DM is a significant risk factor for graft failure and death following renal transplantation and aggressive CVD risk reduction with medications may be an important strategy to reduce mortality and graft failure.
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Affiliation(s)
- David J Taber
- Division of Transplant Surgery, Medical University of South Carolina, Charleston, SC 29425, USA.
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Ponticelli C, Moroni G, Glassock RJ. Recurrence of secondary glomerular disease after renal transplantation. Clin J Am Soc Nephrol 2011; 6:1214-21. [PMID: 21493742 DOI: 10.2215/cjn.09381010] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
The risk of a posttransplant recurrence of secondary glomerulonephritis (GN) is quite variable. Histologic recurrence is frequent in lupus nephritis, but the lesions are rarely severe and usually do not impair the long-term graft outcome. Patients with Henoch-Schonlein nephritis have graft survival similar to that of other renal diseases, although recurrent Henoch-Schonlein nephritis with extensive crescents has a poor prognosis. Amyloid light-chain amyloidosis recurs frequently in renal allografts but it rarely causes graft failure. Amyloidosis secondary to chronic inflammation may also recur, but this is extremely rare in patients with Behcet's disease or in those with familial Mediterranean fever, when the latter are treated with colchicine. Double organ transplantation (liver/kidney; heart/kidney), chemotherapy, and autologous stem cell transplantation may be considered in particular cases of amyloidosis, such as hereditary amyloidosis or multiple myeloma. There is little experience with renal transplantation in light-chain deposition disease, fibrillary/immunotactoid GN, or mixed cryoglobulinemic nephritis but successful cases have been reported. Diabetic nephropathy often recurs but usually only after many years. Recurrence in patients with small vessel vasculitis is unpredictable but can cause graft failure. However, in spite of recurrence, patient and graft survival rates are similar in patients with small vessel vasculitis compared with those with other renal diseases. Many secondary forms of GN no longer represent a potential contraindication to renal transplantation. The main issues in transplantation of patients with secondary GN are the infectious, cardiovascular, or hepatic complications associated with the original disease or its treatment.
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Affiliation(s)
- Claudio Ponticelli
- Division of Nephrology, Scientific Institute Humanitas, Rozzano, Milano, Italy
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Schaufler TM, Wolff M. Cost effectiveness of preventive screening programmes for type 2 diabetes mellitus in Germany. APPLIED HEALTH ECONOMICS AND HEALTH POLICY 2010; 8:191-202. [PMID: 20408603 DOI: 10.2165/11532880-000000000-00000] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
BACKGROUND As in several other industrialized countries, Germany's statutory health insurance (SHI) is facing rising healthcare costs as well as the challenges caused by a double-aging society. The early detection and prevention of chronic diseases is considered a possible way to reduce the impact of these developments. However, controversy surrounds the costs and effects in terms of medical and financial outcomes of such programmes. OBJECTIVE To examine the cost effectiveness of screening for type 2 diabetes mellitus (T2DM) from the perspective of the German SHI. The screening programme was compared with the current status quo (i.e. diagnosis of T2DM in routine clinical care or after the occurrence of the first clinical symptoms). Prevention strategies after diagnosis of pre-diabetes encompassed lifestyle and metformin interventions. METHODS Effects of introducing screening for T2DM were assessed based on a Markov Monte Carlo microsimulation model. In contrast to a cohort model, this approach easily allows for detailed subgroup analysis accounting for the different characteristics of the general German population that would be targeted by the screening programme. Assessed endpoints included quality of life, lifetime costs, age at diabetes diagnosis, and incidence and age at occurrence of diabetes-related complications such as myocardial infarction, stroke, renal failure and blindness. RESULTS Screening for T2DM was cost effective in the general population by all commonly applied standards (euro562.54 per QALY for lifestyle intervention, euro325.44 per QALY for prevention with metformin [year 2006 values]) and even cost saving in the subgroup diagnosed with pre-diabetes and treated preventively. Occurrence of diabetes-related adverse events was reduced significantly and life expectancy was increased compared with no screening. CONCLUSIONS These results suggest that early detection and disease prevention may be cost effective in the long term. However, additional political measures are necessary to support implementation, as the German SHI is currently lacking the necessary long-term incentives to support preventive screening programmes.
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Sørensen VR, Mathiesen ER, Heaf J, Feldt-Rasmussen B. Improved survival rate in patients with diabetes and end-stage renal disease in Denmark. Diabetologia 2007; 50:922-9. [PMID: 17333109 DOI: 10.1007/s00125-007-0612-5] [Citation(s) in RCA: 36] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/25/2006] [Accepted: 01/08/2007] [Indexed: 12/01/2022]
Abstract
AIMS/HYPOTHESIS We investigated the survival rate of Danish diabetic patients with end-stage renal disease (ESRD) between 1990 and 2005 and evaluated possible predictors of survival rate. MATERIALS AND METHODS Data were obtained from the Danish National Register on Dialysis and Transplantation and from the Scandiatransplant database. Survival rates in different patient groups and association with age, sex, calendar time, waiting-list status and renal transplantation were evaluated using a multivariate Cox regression model. RESULTS During the study period 8,421 patients (13% type 1 diabetic, 9% type 2 diabetic and 78% non-diabetic) started renal replacement therapy. The overall survival rate improved by 15% per five calendar years (hazard ratio [HR]=0.85, 95% CI: 0.81-0.88). The percentage of patients within each group who received renal transplantation was: type 1 diabetic: 26%, type 2 diabetic: 5%, non-diabetic: 24%. The survival rate of transplanted patients with diabetes mellitus (types 1 and 2) compared with non-diabetic patients at 1 year was: 95 vs 93%, at 5 years: 80 vs 85% and at 10 years: 52 vs 71%. Among diabetic patients survival rate was better in transplanted than in waiting-list patients (HR = 0.21, 95% CI 0.13-0.34), whereas the survival rate in waiting-list patients seemed to be superior to the survival rate among non-transplantation candidates (HR = 0.75, 95% CI 0.53-0.1.02, p = 0.07). CONCLUSIONS/INTERPRETATION The survival rate of diabetic patients with ESRD has improved during the last 15 years. Although some selection bias may exist, significantly improved survival rate was observed among transplanted patients compared with dialysis patients on the waiting-list for transplantation. Renal transplantation should therefore be offered to diabetic patients with ESRD whenever possible.
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Affiliation(s)
- V R Sørensen
- Department of Nephrology, Copenhagen University Hospital, Blegdamsvej 9, DK-2100 Copenhagen, Denmark.
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