
, Shin Han-Bit2, Bum Hee Park2,3, Nami Lee1, Hae Jin Kim1, Dae Jung Kim1, Kwan-Woo Lee1, Seung Jin Han1
1Department of Endocrinology and Metabolism, Ajou University School of Medicine, Suwon, Korea
2Department of Biomedical Informatics, Ajou University School of Medicine, Suwon, Korea
3Office of Biostatistics, Medical Research Collaboration Center, Ajou Research Institute for Innovation, Ajou University Medical Center, Suwon, Korea
Copyright © 2023 Korean Endocrine Society
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
CONFLICTS OF INTEREST
No potential conflict of interest relevant to this article was reported.
AUTHOR CONTRIBUTIONS
Conception or design: J.Y.J., S.J.H. Acquisition, analysis, or interpretation of data: J.Y.J., S.H.B., B.H.P., S.J.H. Drafting the work or revising: J.Y.J., N.L., H.J.K., D.J.K., K.W.L., S.J.H. Final approval of the manuscript: J.Y.J., S.H.B., B.H.P., N.L., H.J.K., D.J.K., K.W.L., S.J.H.
| Characteristic | No PTDM (n = 418) | PTDM (n = 153) | P value | |
|---|---|---|---|---|
| Age, yr | 42.6 ± 10.4 | 46.4 ± 9.0 | < 0.001 | |
| Male sex | 236 (56.5) | 82 (53.6) | 0.569 | |
| BMI, kg/m2 | 21.8 (20–24) | 23.0 (21–25) | < 0.001 | |
| Glucose, mg/dLa | 93.3 ± 12.2 | 96.5 ± 12.4 | 0.007 | |
| HbA1c, %b | 5.16 ± 0.42 | 5.30 ± 0.54 | 0.023 | |
| Type of dialysis | ||||
| Peritoneal dialysis | 67 (16.0) | 24 (15.7) | 0.936 | |
| Hemodialysis | 347 (83.0) | 128 (83.7) | ||
| Preemptive | 4 (1.0) | 1 (0.7) | ||
| Smoking | 22 (13.2) | 48 (31.4) | < 0.001 | |
| Comorbidities | ||||
| HTN | 271 (64.8) | 125 (81.7) | < 0.001 | |
| CVD | 12 (2.9) | 6 (3.9) | 0.589 | |
| Waiting time, mo | 35.7 (5–70) | 34.5 (3–66) | 0.708 | |
| Immunosuppressive drugs | ||||
| Tacrolimus | 242 (57.9) | 102 (66.7) | 0.067 | |
| Cyclosporine A | 176 (42.1) | 51 (33.3) | ||
| Cause of ESRD | ||||
| GNc | 103 (24.6) | 20 (13.1) | 0.049 | |
| Hypertension | 15 (3.6) | 6 (3.9) | ||
| Lupus | 7 (1.7) | 4 (2.6) | ||
| PCKD | 13 (3.1) | 9 (5.9) | ||
| Miscellaneousd | 5 (1.2) | 1 (0.7) | ||
| Unknown | 275 (65.8) | 113 (73.9) | ||
| Donor characteristics | ||||
| Age, yr | 42.7 (31–52) | 43.4 (30–51) | 0.893 | |
| Male sex | 249 (59.6) | 62 (40.5) | 0.999 | |
| ABO incompatible | 7 (1.7) | 3 (2.0) | 0.730 | |
| Living | 208 (49.9) | 85 (56.3) | 0.185 | |
| Transplant era | ||||
| 1994–2007 | 116 (27.8) | 46 (30.1) | 0.601 | |
| 2008–2017 | 302 (76.5) | 107 (69.9) | ||
Values are expressed as mean±standard deviation, number (%), or median (interquartile range).
PTDM, post-transplant diabetes mellitus; BMI, body mass index; HbA1c, hemoglobin A1c; HTN, hypertension; CVD, cardiovascular disease; ESRD, end-stage renal disease; GN, glomerulonephritis; PCKD, polycystic kidney disease.
a Includes random or fasting blood glucose levels measured in 565 subjects of the total of 571;
b From 337 subjects of the total of 571;
c Includes immunoglobulin A nephropathy, focal segmental glomerulosclerosis, membranoproliferative glomerulonephritis, and membranous glomerulonephritis;
d Includes Alport syndrome, interstitial nephritis, pyelonephritis, and post-streptococcal glomerulonephritis.
| Variable | Hazard ratio |
95% CI |
P value | ||
|---|---|---|---|---|---|
| Lower | Upper | ||||
| All-cause mortalitya | |||||
| Age (per year increase) | 1.064 | 1.027 | 1.102 | < 0.001 | |
| Female sex | 1.881 | 0.948 | 3.733 | 0.071 | |
| Smoker | 2.330 | 0.964 | 5.631 | 0.060 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.055 | 0.946 | 1.177 | 0.338 | |
| Hypertension | 2.002 | 0.683 | 5.870 | 0.206 | |
| History of cardiovascular disease | 1.175 | 0.268 | 5.150 | 0.831 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.351 | 0.165 | 0.747 | 0.007 | |
| Donor age | 1.012 | 0.988 | 1.036 | 0.343 | |
| Deceased donor (vs. living donor) | 1.830 | 0.950 | 3.523 | 0.071 | |
| PTDM | 3.722 | 0.658 | 21.042 | 0.137 | |
| Duration of PTDM | 1.239 | 0.933 | 1.646 | 0.139 | |
| Four-point major adverse cardiovascular eventsb | |||||
| Age (per year increase) | 1.048 | 1.016 | 1.081 | 0.003 | |
| Female sex | 0.902 | 0.492 | 1.654 | 0.738 | |
| Smoker | 2.247 | 1.150 | 4.389 | 0.018 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.050 | 0.949 | 1.163 | 0.344 | |
| Hypertension | 1.411 | 0.765 | 2.603 | 0.271 | |
| History of cardiovascular disease | 5.091 | 2.255 | 11.494 | < 0.001 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.566 | 0.293 | 1.094 | 0.090 | |
| Donor age | 1.009 | 0.989 | 1.029 | 0.370 | |
| Deceased donor (vs. living donor) | 3.412 | 1.838 | 6.335 | < 0.001 | |
| PTDM | 0.600 | 0.284 | 1.268 | 0.181 | |
| Duration of PTDM | 1.101 | 1.024 | 1.183 | 0.009 | |
| Variable | Hazard ratio |
95% CI |
P value | ||
|---|---|---|---|---|---|
| Lower | Upper | ||||
| Overall graft failurea | |||||
| Age (per year increase) | 0.990 | 0.970 | 1.009 | 0.290 | |
| Female sex | 1.335 | 0.912 | 1.957 | 0.138 | |
| Smoker | 1.546 | 0.951 | 2.516 | 0.079 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.053 | 0.988 | 1.123 | 0.113 | |
| Hypertension | 1.655 | 0.888 | 3.084 | 0.113 | |
| History of cardiovascular disease | 2.041 | 0.923 | 4.513 | 0.078 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.640 | 0.415 | 0.988 | 0.044 | |
| Donor age | 1.028 | 1.014 | 1.043 | < 0.001 | |
| Deceased donor (vs. living donor) | 1.480 | 1.008 | 2.173 | 0.046 | |
| PTDM | 2.331 | 0.945 | 5.520 | 0.054 | |
| Duration of PTDM | 1.121 | 0.985 | 1.276 | 0.084 | |
| Death-censored graft failureb | |||||
| Age (per year increase) | 0.965 | 0.944 | 0.987 | 0.002 | |
| Female sex | 1.195 | 0.762 | 1.874 | 0.439 | |
| Smoker | 1.566 | 0.905 | 2.710 | 0.109 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.053 | 0.977 | 1.134 | 0.177 | |
| Hypertension | 1.798 | 1.110 | 2.914 | 0.017 | |
| History of cardiovascular | 2.686 | 1.124 | 6.422 | 0.026 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.754 | 0.455 | 1.249 | 0.273 | |
| Donor age | 1.034 | 1.017 | 1.051 | < 0.001 | |
| Deceased donor (vs. living donor) | 1.436 | 0.915 | 2.253 | 0.116 | |
| PTDM | 2.109 | 0.783 | 5.684 | 0.140 | |
| Duration of PTDM | 1.111 | 0.961 | 1.285 | 0.154 | |
| Characteristic | No PTDM (n = 418) | PTDM (n = 153) | P value | |
|---|---|---|---|---|
| Age, yr | 42.6 ± 10.4 | 46.4 ± 9.0 | < 0.001 | |
| Male sex | 236 (56.5) | 82 (53.6) | 0.569 | |
| BMI, kg/m2 | 21.8 (20–24) | 23.0 (21–25) | < 0.001 | |
| Glucose, mg/dL |
93.3 ± 12.2 | 96.5 ± 12.4 | 0.007 | |
| HbA1c, % |
5.16 ± 0.42 | 5.30 ± 0.54 | 0.023 | |
| Type of dialysis | ||||
| Peritoneal dialysis | 67 (16.0) | 24 (15.7) | 0.936 | |
| Hemodialysis | 347 (83.0) | 128 (83.7) | ||
| Preemptive | 4 (1.0) | 1 (0.7) | ||
| Smoking | 22 (13.2) | 48 (31.4) | < 0.001 | |
| Comorbidities | ||||
| HTN | 271 (64.8) | 125 (81.7) | < 0.001 | |
| CVD | 12 (2.9) | 6 (3.9) | 0.589 | |
| Waiting time, mo | 35.7 (5–70) | 34.5 (3–66) | 0.708 | |
| Immunosuppressive drugs | ||||
| Tacrolimus | 242 (57.9) | 102 (66.7) | 0.067 | |
| Cyclosporine A | 176 (42.1) | 51 (33.3) | ||
| Cause of ESRD | ||||
| GN |
103 (24.6) | 20 (13.1) | 0.049 | |
| Hypertension | 15 (3.6) | 6 (3.9) | ||
| Lupus | 7 (1.7) | 4 (2.6) | ||
| PCKD | 13 (3.1) | 9 (5.9) | ||
| Miscellaneous |
5 (1.2) | 1 (0.7) | ||
| Unknown | 275 (65.8) | 113 (73.9) | ||
| Donor characteristics | ||||
| Age, yr | 42.7 (31–52) | 43.4 (30–51) | 0.893 | |
| Male sex | 249 (59.6) | 62 (40.5) | 0.999 | |
| ABO incompatible | 7 (1.7) | 3 (2.0) | 0.730 | |
| Living | 208 (49.9) | 85 (56.3) | 0.185 | |
| Transplant era | ||||
| 1994–2007 | 116 (27.8) | 46 (30.1) | 0.601 | |
| 2008–2017 | 302 (76.5) | 107 (69.9) | ||
| Variable | Hazard ratio | 95% CI |
P value | ||
|---|---|---|---|---|---|
| Lower | Upper | ||||
| All-cause mortality |
|||||
| Age (per year increase) | 1.064 | 1.027 | 1.102 | < 0.001 | |
| Female sex | 1.881 | 0.948 | 3.733 | 0.071 | |
| Smoker | 2.330 | 0.964 | 5.631 | 0.060 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.055 | 0.946 | 1.177 | 0.338 | |
| Hypertension | 2.002 | 0.683 | 5.870 | 0.206 | |
| History of cardiovascular disease | 1.175 | 0.268 | 5.150 | 0.831 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.351 | 0.165 | 0.747 | 0.007 | |
| Donor age | 1.012 | 0.988 | 1.036 | 0.343 | |
| Deceased donor (vs. living donor) | 1.830 | 0.950 | 3.523 | 0.071 | |
| PTDM | 3.722 | 0.658 | 21.042 | 0.137 | |
| Duration of PTDM | 1.239 | 0.933 | 1.646 | 0.139 | |
| Four-point major adverse cardiovascular events |
|||||
| Age (per year increase) | 1.048 | 1.016 | 1.081 | 0.003 | |
| Female sex | 0.902 | 0.492 | 1.654 | 0.738 | |
| Smoker | 2.247 | 1.150 | 4.389 | 0.018 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.050 | 0.949 | 1.163 | 0.344 | |
| Hypertension | 1.411 | 0.765 | 2.603 | 0.271 | |
| History of cardiovascular disease | 5.091 | 2.255 | 11.494 | < 0.001 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.566 | 0.293 | 1.094 | 0.090 | |
| Donor age | 1.009 | 0.989 | 1.029 | 0.370 | |
| Deceased donor (vs. living donor) | 3.412 | 1.838 | 6.335 | < 0.001 | |
| PTDM | 0.600 | 0.284 | 1.268 | 0.181 | |
| Duration of PTDM | 1.101 | 1.024 | 1.183 | 0.009 | |
| Variable | Hazard ratio | 95% CI |
P value | ||
|---|---|---|---|---|---|
| Lower | Upper | ||||
| Overall graft failure |
|||||
| Age (per year increase) | 0.990 | 0.970 | 1.009 | 0.290 | |
| Female sex | 1.335 | 0.912 | 1.957 | 0.138 | |
| Smoker | 1.546 | 0.951 | 2.516 | 0.079 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.053 | 0.988 | 1.123 | 0.113 | |
| Hypertension | 1.655 | 0.888 | 3.084 | 0.113 | |
| History of cardiovascular disease | 2.041 | 0.923 | 4.513 | 0.078 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.640 | 0.415 | 0.988 | 0.044 | |
| Donor age | 1.028 | 1.014 | 1.043 | < 0.001 | |
| Deceased donor (vs. living donor) | 1.480 | 1.008 | 2.173 | 0.046 | |
| PTDM | 2.331 | 0.945 | 5.520 | 0.054 | |
| Duration of PTDM | 1.121 | 0.985 | 1.276 | 0.084 | |
| Death-censored graft failure |
|||||
| Age (per year increase) | 0.965 | 0.944 | 0.987 | 0.002 | |
| Female sex | 1.195 | 0.762 | 1.874 | 0.439 | |
| Smoker | 1.566 | 0.905 | 2.710 | 0.109 | |
| BMI, kg/m2 (per 1 kg/m2 increase) | 1.053 | 0.977 | 1.134 | 0.177 | |
| Hypertension | 1.798 | 1.110 | 2.914 | 0.017 | |
| History of cardiovascular | 2.686 | 1.124 | 6.422 | 0.026 | |
| 2008–2017 transplant era (vs. 1994–2007) | 0.754 | 0.455 | 1.249 | 0.273 | |
| Donor age | 1.034 | 1.017 | 1.051 | < 0.001 | |
| Deceased donor (vs. living donor) | 1.436 | 0.915 | 2.253 | 0.116 | |
| PTDM | 2.109 | 0.783 | 5.684 | 0.140 | |
| Duration of PTDM | 1.111 | 0.961 | 1.285 | 0.154 | |
Values are expressed as mean±standard deviation, number (%), or median (interquartile range). PTDM, post-transplant diabetes mellitus; BMI, body mass index; HbA1c, hemoglobin A1c; HTN, hypertension; CVD, cardiovascular disease; ESRD, end-stage renal disease; GN, glomerulonephritis; PCKD, polycystic kidney disease. Includes random or fasting blood glucose levels measured in 565 subjects of the total of 571; From 337 subjects of the total of 571; Includes immunoglobulin A nephropathy, focal segmental glomerulosclerosis, membranoproliferative glomerulonephritis, and membranous glomerulonephritis; Includes Alport syndrome, interstitial nephritis, pyelonephritis, and post-streptococcal glomerulonephritis.
CI, confidence interval; BMI, body mass index; PTDM, post-transplant diabetes mellitus. Time-varying covariate: hypertension, PTDM, duration of PTDM; There are no time-dependent covariates because all variables satisfy the proportional hazard assumptions.
CI, confidence interval; BMI, body mass index; PTDM, post-transplant diabetes mellitus. Time-varying covariates: hypertension, PTDM, and duration of PTDM; Time-varying covariates: PTDM, duration of PTDM.