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Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study
BACKGROUND: The performance of a transplanted kidney is evaluated by monitoring variations in the value of the most important markers. These markers are measured longitudinally, and their variation is influenced by other factors. The simultaneous use of these markers increases the predictive power o...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Shiraz University of Medical Sciences
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8438342/ https://www.ncbi.nlm.nih.gov/pubmed/34539011 http://dx.doi.org/10.30476/ijms.2020.82857.1144 |
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author | Alimi, Rasoul Hami, Maryam Afzalaghaee, Monavar Nazemian, Fatemeh Mahmoodi, Mahmood Yaseri, Mehdi Zeraati, Hojjat |
author_facet | Alimi, Rasoul Hami, Maryam Afzalaghaee, Monavar Nazemian, Fatemeh Mahmoodi, Mahmood Yaseri, Mehdi Zeraati, Hojjat |
author_sort | Alimi, Rasoul |
collection | PubMed |
description | BACKGROUND: The performance of a transplanted kidney is evaluated by monitoring variations in the value of the most important markers. These markers are measured longitudinally, and their variation is influenced by other factors. The simultaneous use of these markers increases the predictive power of the analytical model. This study aimed to determine the simultaneous longitudinal effect of serum creatinine and blood urea nitrogen (BUN) markers, and other risk factors on allograft survival after kidney transplantation. METHODS: In a retrospective cohort study, the medical records of 731 renal transplant patients, dated July 2000 to December 2013, from various transplant centers in Mashhad (Iran) were examined. Univariate and multivariate joint models of longitudinal and survival data were used, and the results from both models were compared. The R package joineRML was used to implement joint models. P values <0.05 were considered statistically significant. RESULTS: Results of the multivariate model showed that allograft rejection occurred more frequently in patients with elevated BUN levels (HR=1.68, 95% CI: 1.24-2.27). In contrast, despite a positive correlation between serum creatinine and allograft rejection (HR=1.49, 95% CI: 0.99-2.22), this relationship was not statistically significant. CONCLUSION: Results of the multivariate model showed that longitudinal measurements of BUN marker play a more important role in the investigation of the allograft rejection. |
format | Online Article Text |
id | pubmed-8438342 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Shiraz University of Medical Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-84383422021-09-17 Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study Alimi, Rasoul Hami, Maryam Afzalaghaee, Monavar Nazemian, Fatemeh Mahmoodi, Mahmood Yaseri, Mehdi Zeraati, Hojjat Iran J Med Sci Original Article BACKGROUND: The performance of a transplanted kidney is evaluated by monitoring variations in the value of the most important markers. These markers are measured longitudinally, and their variation is influenced by other factors. The simultaneous use of these markers increases the predictive power of the analytical model. This study aimed to determine the simultaneous longitudinal effect of serum creatinine and blood urea nitrogen (BUN) markers, and other risk factors on allograft survival after kidney transplantation. METHODS: In a retrospective cohort study, the medical records of 731 renal transplant patients, dated July 2000 to December 2013, from various transplant centers in Mashhad (Iran) were examined. Univariate and multivariate joint models of longitudinal and survival data were used, and the results from both models were compared. The R package joineRML was used to implement joint models. P values <0.05 were considered statistically significant. RESULTS: Results of the multivariate model showed that allograft rejection occurred more frequently in patients with elevated BUN levels (HR=1.68, 95% CI: 1.24-2.27). In contrast, despite a positive correlation between serum creatinine and allograft rejection (HR=1.49, 95% CI: 0.99-2.22), this relationship was not statistically significant. CONCLUSION: Results of the multivariate model showed that longitudinal measurements of BUN marker play a more important role in the investigation of the allograft rejection. Shiraz University of Medical Sciences 2021-09 /pmc/articles/PMC8438342/ /pubmed/34539011 http://dx.doi.org/10.30476/ijms.2020.82857.1144 Text en Copyright: © Iranian Journal of Medical Sciences https://creativecommons.org/licenses/by-nd/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-Share Alike 4.0 Unported, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Alimi, Rasoul Hami, Maryam Afzalaghaee, Monavar Nazemian, Fatemeh Mahmoodi, Mahmood Yaseri, Mehdi Zeraati, Hojjat Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study |
title | Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study |
title_full | Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study |
title_fullStr | Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study |
title_full_unstemmed | Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study |
title_short | Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study |
title_sort | multivariate longitudinal assessment of kidney function outcomes on graft survival after kidney transplantation using multivariate joint modeling approach: a retrospective cohort study |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8438342/ https://www.ncbi.nlm.nih.gov/pubmed/34539011 http://dx.doi.org/10.30476/ijms.2020.82857.1144 |
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