Cargando…
Use of the Living Kidney Donor Profile Index in the Canadian Kidney Transplant Recipient Population: A Validation Study
BACKGROUND: The Living Kidney Donor Profile Index (LKDPI) was derived in a cohort of kidney transplant recipients (KTR) from the United States to predict the risk of total graft failure. There are important differences in patient demographics, listing practices, access to transplantation, delivery o...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7036490/ https://www.ncbi.nlm.nih.gov/pubmed/32128225 http://dx.doi.org/10.1177/2054358120906976 |
_version_ | 1783500228671832064 |
---|---|
author | Shantier, Mohamed Li, Yanhong Ashwin, Monika Famure, Olsegun Singh, Sunita K. |
author_facet | Shantier, Mohamed Li, Yanhong Ashwin, Monika Famure, Olsegun Singh, Sunita K. |
author_sort | Shantier, Mohamed |
collection | PubMed |
description | BACKGROUND: The Living Kidney Donor Profile Index (LKDPI) was derived in a cohort of kidney transplant recipients (KTR) from the United States to predict the risk of total graft failure. There are important differences in patient demographics, listing practices, access to transplantation, delivery of care, and posttransplant mortality in Canada as compared with the United States, and the generalizability of the LKDPI in the Canadian context is unknown. OBJECTIVE: The purpose of this study was to externally validate the LKDPI in a large contemporary cohort of Canadian KTR. DESIGN: Retrospective cohort validation study. SETTING: Toronto General Hospital, University Health Network, Toronto, Ontario, Canada PATIENTS: A total of 645 adult (≥18 years old) living donor KTR between January 1, 2006 and December 31, 2016 with follow-up until December 31, 2017 were included in the study. MEASUREMENTS: The predictive performance of the LKDPI was evaluated. The outcome of interest was total graft failure, defined as the need for chronic dialysis, retransplantation, or death with graft function. METHODS: The Cox proportional hazards model was used to examine the relation between the LKDPI and total graft failure. The Cox proportional hazards model was also used for external validation and performance assessment of the model. Discrimination and calibration were used to assess model performance. Discrimination was assessed using Harrell’s C statistic and calibration was assessed graphically, comparing observed versus predicted probabilities of total graft failure. RESULTS: A total of 645 living donor KTR were included in the study. The median LKDPI score was 13 (interquartile range [IQR] = 1.1, 29.9). Higher LKDPI scores were associated with an increased risk of total graft failure (hazard ratio = 1.01; 95% confidence interval [CI] = 1.0-1.02; P = .02). Discrimination was poor (C statistic = 0.55; 95% CI = 0.48-0.61). Calibration was as good at 1-year posttransplant but suboptimal at 3- and 5-years posttransplant. LIMITATIONS: Limitations include a relatively small sample size, predicted probabilities for assessment of calibration only available for scores of 0 to 100, and some missing data handled by imputation. CONCLUSIONS: In this external validation study, the predictive ability of the LKDPI was modest in a cohort of Canadian KTR. Validation of prediction models is an important step to assess performance in external populations. Potential recalibration of the LKDPI may be useful prior to clinical use in external cohorts. |
format | Online Article Text |
id | pubmed-7036490 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-70364902020-03-03 Use of the Living Kidney Donor Profile Index in the Canadian Kidney Transplant Recipient Population: A Validation Study Shantier, Mohamed Li, Yanhong Ashwin, Monika Famure, Olsegun Singh, Sunita K. Can J Kidney Health Dis Original Clinical Research BACKGROUND: The Living Kidney Donor Profile Index (LKDPI) was derived in a cohort of kidney transplant recipients (KTR) from the United States to predict the risk of total graft failure. There are important differences in patient demographics, listing practices, access to transplantation, delivery of care, and posttransplant mortality in Canada as compared with the United States, and the generalizability of the LKDPI in the Canadian context is unknown. OBJECTIVE: The purpose of this study was to externally validate the LKDPI in a large contemporary cohort of Canadian KTR. DESIGN: Retrospective cohort validation study. SETTING: Toronto General Hospital, University Health Network, Toronto, Ontario, Canada PATIENTS: A total of 645 adult (≥18 years old) living donor KTR between January 1, 2006 and December 31, 2016 with follow-up until December 31, 2017 were included in the study. MEASUREMENTS: The predictive performance of the LKDPI was evaluated. The outcome of interest was total graft failure, defined as the need for chronic dialysis, retransplantation, or death with graft function. METHODS: The Cox proportional hazards model was used to examine the relation between the LKDPI and total graft failure. The Cox proportional hazards model was also used for external validation and performance assessment of the model. Discrimination and calibration were used to assess model performance. Discrimination was assessed using Harrell’s C statistic and calibration was assessed graphically, comparing observed versus predicted probabilities of total graft failure. RESULTS: A total of 645 living donor KTR were included in the study. The median LKDPI score was 13 (interquartile range [IQR] = 1.1, 29.9). Higher LKDPI scores were associated with an increased risk of total graft failure (hazard ratio = 1.01; 95% confidence interval [CI] = 1.0-1.02; P = .02). Discrimination was poor (C statistic = 0.55; 95% CI = 0.48-0.61). Calibration was as good at 1-year posttransplant but suboptimal at 3- and 5-years posttransplant. LIMITATIONS: Limitations include a relatively small sample size, predicted probabilities for assessment of calibration only available for scores of 0 to 100, and some missing data handled by imputation. CONCLUSIONS: In this external validation study, the predictive ability of the LKDPI was modest in a cohort of Canadian KTR. Validation of prediction models is an important step to assess performance in external populations. Potential recalibration of the LKDPI may be useful prior to clinical use in external cohorts. SAGE Publications 2020-02-20 /pmc/articles/PMC7036490/ /pubmed/32128225 http://dx.doi.org/10.1177/2054358120906976 Text en © The Author(s) 2020 https://creativecommons.org/licenses/by-nc/4.0/ This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Original Clinical Research Shantier, Mohamed Li, Yanhong Ashwin, Monika Famure, Olsegun Singh, Sunita K. Use of the Living Kidney Donor Profile Index in the Canadian Kidney Transplant Recipient Population: A Validation Study |
title | Use of the Living Kidney Donor Profile Index in the Canadian Kidney
Transplant Recipient Population: A Validation Study |
title_full | Use of the Living Kidney Donor Profile Index in the Canadian Kidney
Transplant Recipient Population: A Validation Study |
title_fullStr | Use of the Living Kidney Donor Profile Index in the Canadian Kidney
Transplant Recipient Population: A Validation Study |
title_full_unstemmed | Use of the Living Kidney Donor Profile Index in the Canadian Kidney
Transplant Recipient Population: A Validation Study |
title_short | Use of the Living Kidney Donor Profile Index in the Canadian Kidney
Transplant Recipient Population: A Validation Study |
title_sort | use of the living kidney donor profile index in the canadian kidney
transplant recipient population: a validation study |
topic | Original Clinical Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7036490/ https://www.ncbi.nlm.nih.gov/pubmed/32128225 http://dx.doi.org/10.1177/2054358120906976 |
work_keys_str_mv | AT shantiermohamed useofthelivingkidneydonorprofileindexinthecanadiankidneytransplantrecipientpopulationavalidationstudy AT liyanhong useofthelivingkidneydonorprofileindexinthecanadiankidneytransplantrecipientpopulationavalidationstudy AT ashwinmonika useofthelivingkidneydonorprofileindexinthecanadiankidneytransplantrecipientpopulationavalidationstudy AT famureolsegun useofthelivingkidneydonorprofileindexinthecanadiankidneytransplantrecipientpopulationavalidationstudy AT singhsunitak useofthelivingkidneydonorprofileindexinthecanadiankidneytransplantrecipientpopulationavalidationstudy |