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Development and evaluation of a composite risk score to predict kidney transplant failure.
- Source :
-
American journal of kidney diseases : the official journal of the National Kidney Foundation [Am J Kidney Dis] 2011 May; Vol. 57 (5), pp. 744-51. Date of Electronic Publication: 2011 Feb 23. - Publication Year :
- 2011
-
Abstract
- Background: Although risk factors for kidney transplant failure are well described, prognostic risk scores to estimate risk in prevalent transplant recipients are limited.<br />Study Design: Development and validation of risk-prediction instruments.<br />Setting & Participants: The development data set included 2,763 prevalent patients more than 12 months posttransplant enrolled into the LOTESS (Long Term Efficacy and Safety Surveillance) Study. The validation data set included 731 patients who underwent transplant at a single UK center.<br />Predictor: Estimated glomerular filtration rate (eGFR) and other risk factors were evaluated using Cox regression.<br />Outcome: Scores for death-censored and overall transplant failure were based on the summed hazard ratios for baseline predictor variables. Predictive performance was assessed using calibration (Hosmer-Lemeshow statistic), discrimination (C statistic), and clinical reclassification (net reclassification improvement) compared with eGFR alone.<br />Results: In the development data set, 196 patients died and another 225 experienced transplant failure. eGFR, recipient age, race, serum urea and albumin levels, declining eGFR, and prior acute rejection predicted death-censored transplant failure. eGFR, recipient age, sex, serum urea and albumin levels, and declining eGFR predicted overall transplant failure. In the validation data set, 44 patients died and another 101 experienced transplant failure. The weighted scores comprising these variables showed adequate discrimination and calibration for death-censored (C statistic, 0.83; 95% CI, 0.75-0.91; Hosmer-Lemeshow χ(2)P = 0.8) and overall (C statistic, 0.70; 95% CI, 0.64-0.77; Hosmer-Lemeshow χ(2)P = 0.5) transplant failure. However, the scores failed to reclassify risk compared with eGFR alone (net reclassification improvements of 7.6% [95% CI, -0.2 to 13.4; P = 0.09] and 4.3% [95% CI, -2.7 to 11.8; P = 0.3] for death-censored and overall transplant failure, respectively).<br />Limitations: Retrospective analysis of predominantly cyclosporine-treated patients; limited study size and categorization of variables may limit power to detect effect.<br />Conclusions: Although the scores performed well regarding discrimination and calibration, clinically relevant risk reclassification over eGFR alone was not evident, emphasizing the stringent requirements for such scores. Further studies are required to develop and refine this process.<br /> (Copyright © 2011 National Kidney Foundation, Inc. Published by Elsevier Inc. All rights reserved.)
- Subjects :
- Adult
Cohort Studies
Databases, Factual standards
Female
Follow-Up Studies
Graft Rejection immunology
Graft Rejection pathology
Humans
Male
Middle Aged
Predictive Value of Tests
Prospective Studies
Risk Factors
Graft Rejection diagnosis
Kidney Transplantation immunology
Kidney Transplantation pathology
Research Design standards
Subjects
Details
- Language :
- English
- ISSN :
- 1523-6838
- Volume :
- 57
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- American journal of kidney diseases : the official journal of the National Kidney Foundation
- Publication Type :
- Academic Journal
- Accession number :
- 21349620
- Full Text :
- https://doi.org/10.1053/j.ajkd.2010.12.017