Multivariate Longitudinal Assessment of Kidney Function Outcomes on Graft Survival after Kidney Transplantation Using Multivariate Joint Modeling Approach: A Retrospective Cohort Study

被引:0
作者
Alimi, Rasoul [1 ]
Hami, Maryam [2 ]
Afzalaghaee, Monavar [3 ]
Nazemian, Fatemeh [4 ]
Mahmoodi, Mahmood [1 ]
Yaseri, Mehdi [1 ]
Zeraati, Hojjat [1 ]
机构
[1] Univ Tehran Med Sci, Sch Publ Hlth, Dept Epidemiol & Biostat, Sina St,Keshavarz Blvd, Tehran 1417613151, Iran
[2] Mashhad Univ Med Sci, Ghaem Hosp, Kidney Transplantat Complicat Res Ctr, Sch Med, Mashhad, Razavi Khorasan, Iran
[3] Mashhad Univ Med Sci, Management & Social Determinants Hlth Res Ctr, Mashhad, Razavi Khorasan, Iran
[4] Mashhad Univ Med Sci, Imam Reza Hosp, Dept Internal Med, Mashhad, Razavi Khorasan, Iran
关键词
Kidney transplantation; Graft survival; Survival analysis; Longitudinal studies; Multivariate analysis; TIME-TO-EVENT; RENAL-TRANSPLANTATION; SERUM CREATININE; TERM; DISEASE; DONOR;
D O I
10.30476/ijms.2020.82857.1144
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
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.
引用
收藏
页码:364 / 372
页数:9
相关论文
共 34 条
[1]   Personalized dynamic risk assessment in nephrology is a next step in prognostic research [J].
Brankovic, Milos ;
Kardys, Isabella ;
Hoorn, Ewout J. ;
Baart, Sara ;
Boersma, Eric ;
Rizopoulos, Dimitris .
KIDNEY INTERNATIONAL, 2018, 94 (01) :214-217
[2]   The evolution of renal transplantation in clinical practice: for better, for worse [J].
Courtney, A. E. ;
McNamee, P. T. ;
Maxwell, A. P. .
QJM-AN INTERNATIONAL JOURNAL OF MEDICINE, 2008, 101 (12) :967-978
[3]   Racial/Ethnic Disparity in Kidney Transplantation Outcomes: Influence of Donor and Recipient Characteristics [J].
Feyssa, Eyob ;
Jones-Burton, Charlotte ;
Ellison, Gary ;
Philosophe, Benjamin ;
Howell, Charles .
JOURNAL OF THE NATIONAL MEDICAL ASSOCIATION, 2009, 101 (02) :111-115
[4]   Predicting renal graft failure using multivariate longitudinal profiles [J].
Fieuws, Steffen ;
Verbeke, Geert ;
Maes, Bart ;
Vanrenterghem, Yves .
BIOSTATISTICS, 2008, 9 (03) :419-431
[5]   A joint model for longitudinal and time-to-event data to better assess the specific role of donor and recipient factors on long-term kidney transplantation outcomes [J].
Fournier, Marie-Cecile ;
Foucher, Yohann ;
Blanche, Paul ;
Buron, Fanny ;
Giral, Magali ;
Dantan, Etienne .
EUROPEAN JOURNAL OF EPIDEMIOLOGY, 2016, 31 (05) :469-479
[6]   Predictive performance of the Modification of Diet in Renal Disease and Cockcroft-Gault equations for estimating renal function [J].
Froissart, M ;
Rossert, J ;
Jacquot, C ;
Paillard, M ;
Houillier, P .
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2005, 16 (03) :763-773
[7]  
Ghanei E, 2012, ANNMIL HLTH SCI RES, V9, P251
[8]   Factors Affecting Graft Survival among Patients Receiving Kidneys from Live Donors: A Single-Center Experience [J].
Ghoneim, Mohamed A. ;
Bakr, Mohamed A. ;
Refaie, Ayman F. ;
Akl, Ahmed I. ;
Shokeir, Ahmed A. ;
El-Dein, Ahmed B. Shehab ;
Ammar, Hesham M. ;
Ismail, Amani M. ;
Sheashaa, Hussein A. ;
El-Baz, Mahmoud A. .
BIOMED RESEARCH INTERNATIONAL, 2013, 2013
[9]  
Hassanien Amal A, 2012, JRSM Short Rep, V3, P38, DOI 10.1258/shorts.2012.011150
[10]   Joint modelling of time-to-event and multivariate longitudinal outcomes: recent developments and issues [J].
Hickey, Graeme L. ;
Philipson, Pete ;
Jorgensen, Andrea ;
Kolamunnage-Dona, Ruwanthi .
BMC MEDICAL RESEARCH METHODOLOGY, 2016, 16