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Retrospective Study
Copyright ©The Author(s) 2025.
World J Nephrol. Dec 25, 2025; 14(4): 111613
Published online Dec 25, 2025. doi: 10.5527/wjn.v14.i4.111613
Table 1 Histological spectrum of non-diabetic kidney diseases vs mixed lesions, n (%)
Biopsy category
NDKD
NDKD + DKD
Total
Interstitial nephritis12 (29.2)-12 (18.2)
FSGS10 (24.4)3 (13.0)13 (20.3)
Immune complex glomerulonephritis5 (12.2)6 (26.1)11 (17.2)
IgA2 (4.9)4 (17.4)6 (9.4)
Membranous4 (9.8)2 (8.7)6 (9.4)
Lupus nephritis4 (9.8)-4 (6.2)
Chronic pyelonephritis-2 (8.7)2 (3.1)
Minimal change disease3 (7.3)-3 (4.7)
Multiple myeloma1 (2.4)1 (4.3)2 (3.1)
C1Q nephropathy-1 (4.3)1 (1.6)
C3 glomerulopathy-1 (4.3)1 (1.6)
Fibrillary glomerulonephritis-1 (4.3)1 (1.6)
Pauci-immune vasculitis-1 (4.3)1 (1.6)
Post-infectious glomerulonephritis-1 (4.3)1 (1.6)
Total41 (100.0)23 (100.0)64 (100.0)
Table 2 Biopsy classification in the diabetic kidney disease group (n = 39)
DKD classification
n (%)
Class 416 (41.0)
Class 315 (38.5)
Class 27 (17.9)
Class 11 (2.6)
Table 3 Baseline demographic and clinical characteristics, n (%)
Variable
DKD (n = 39)
DKD + NDKD (n = 23)
NDKD (n = 41)
P value
Gender0.3518
Male20 (51.3)16 (69.6)25 (61.0)
Female19 (48.7)7 (30.4)16 (39.0)
Age, median (IQR)53.0 (42.0-66.0)69.0 (61.5-74.0)50.0 (46.0-61.0)0.0003
Diabetes diagnosis1.0000
Yes39 (100.0)23 (100.0)41 (100.0)
Diabetes type0.0020
Type 110 (26.3)1 (4.3)1 (2.4)
Type 228 (73.7)22 (95.7)40 (97.6)
Duration of diabetes (months)168.0 (120.0-240.0)180.0 (36.0-216.0)60.0 (12.0-108.0)< 0.0001
Haemoglobin A1c level7.1 (5.9-8.3)7.2 (6.3-9.2)6.8 (6.3-9.2)0.5502
Retinopathy0.0070
Yes23 (59.0)9 (39.1)10 (24.4)
No16 (41.0)14 (60.9)31 (75.6)
Hypertension0.3005
Yes34 (91.9)20 (100.0)35 (97.2)
No3 (8.1)0 (0.0)1 (2.8)
Dyslipidaemia0.9336
Yes23 (60.5)13 (59.1)22 (56.4)
No15 (39.5)9 (40.9)17 (43.6)
Neuropathy0.0003
Yes22 (61.1)11 (55.0)2 (9.1)
No14 (38.9)9 (45.0)20 (90.9)
Coronary artery disease0.0000
Yes23 (65.7)8 (42.1)1 (4.2)
No12 (34.3)11 (57.9)23 (95.8)
Peripheral artery disease< 0.0001
Yes30 (85.7)12 (63.2)1 (4.0)
No5 (14.3)7 (36.8)24 (96.0)
Stroke0.0001
Yes28 (77.8)12 (63.2)5 (20.8)
No8 (22.2)7 (36.8)19 (79.2)
Blood pressure-lowering medications0.5112
≥ 1 medication36 (92.3)19 (82.6)36 (87.8)
0 medication3 (7.7)4 (17.4)5 (12.2)
ACE inhibitor use0.1394
Yes11 (30.6)3 (13.0)6 (14.6)
No25 (69.4)20 (87.0)35 (85.4)
ARBs use0.6285
Yes21 (56.8)11 (47.8)19 (46.3)
No16 (43.2)12 (52.2)22 (53.7)
Statin use0.6736
Yes29 (78.4)19 (82.6)30 (73.2)
No8 (21.6)4 (17.4)11 (26.8)
Insulin use0.000
Yes29 (76.3)15 (65.2)11 (26.8)
No9 (23.7)8 (34.8)30 (73.2)
Oral hypoglycemics0.2538
Yes17 (45.9)8 (34.8)23 (56.1)
No20 (54.1)15 (65.2)18 (43.9)
SGLT2 inhibitor use0.8871
Yes2 (5.7)1 (4.3)3 (7.3)
No33 (94.3)22 (95.7)38 (92.7)
Creatinine at biopsy (µmol/L)295.0 (166.0-596.5)323.0 (193.5-547.5)210.0 (105.0-580.0)0.3004
Creatinine at 1 year483.5 (211.0-694.8)352.5 (157.0-551.2)124.0 (89.5-182.5)0.0000
Creatinine at 2 years491.0 (243.0-891.0)302.0 (134.0-561.0)122.0 (92.0-169.0)0.0002
eGFR at 1 year16.0 (11.0-25.5)34.0 (19.5-44.5)45.5 (22.8-77.2)0.0056
eGFR at 2 years19.0 (15.0-22.0)30.5 (13.0-47.8)55.0 (32.0-77.0)0.0372
Hemoglobin (g/dL)10.0 (9.1-11.1)11.1 (9.8-14.5)12.1 (10.4-78.3)0.0013
Yes (Hb < 12)30 (76.9)14 (60.9)18 (43.9)
No (Hb ≥ 12)9 (23.1)9 (39.1)23 (56.1)
PTH (pmol/L)20.4 (15.0-33.0)11.1 (7.5-25.9)20.4 (11.3-28.2)0.0634
Calcium (mmol/L)2.06 (1.90-2.15)2.03 (1.90-2.31)2.11 (1.96-2.22)0.3066
Phosphate (mmol/L)1.41 (1.28-1.64)1.50 (1.23-1.96)1.47 (1.26-1.73)0.9176
Total protein (g/L)58.0 (51.0-67.0)58.0 (51.2-66.0)64.0 (56.0-75.0)0.1400
Albumin (g/L)30.0 (26.0-33.0)27.5 (23.8-32.0)31.0 (27.0-37.0)0.1404
Proteinuria = yes > 3.5 g/day21.0 (47.7)10.0 (22.7)13.0 (29.5)
Proteinuria = no < 3.5 g/day16.0 (30.2)12.0 (22.6)25.0 (47.2)
Proteinuria, median (IQR)4.6 (2.2-7.8)3.3 (0.8-7.0)2.1 (0.9-5.0)0.1859
Indication for biopsy0.0243
Sudden renal decline12 (30.8)12 (52.2)24 (58.5)
Proteinuria rise20 (51.3)7 (30.4)7 (17.1)
Systemic markers2 (5.1)1 (4.3)0 (0.0)
Hematuria (Indication) 5 (12.8)3 (13.0)10 (24.4)
Hematuria presence0.2809
Present27 (69.2)17 (73.9)23 (56.1)
Absent12 (30.8)6 (26.1)18 (43.9)
Total glomeruli count19.0 (12.0-28.0)18.0 (10.5-32.5)10.0 (8.0-17.0)0.0154
Global sclerosis (count)5.0 (2.0-11.0)4.0 (2.2-5.8)2.0 (1.0-3.2)0.0007
Global sclerosis ratio 0.3 (0.1-0.6)0.2 (0.1-0.4)0.1 (0.1-0.4)0.0212
Segmental sclerosis (count)3.0 (0.5-6.0)1.0 (0.0-5.0)1.0 (0.0-2.5)0.0399
Segmental sclerosis ratio 0.1 (0.0-0.2)0.0 (0.0-0.2)0.0 (0.0-0.2)0.6571
Crescent presence0.0567
Present0 (0,0)5 (21.7)5 (12.2)
Absent39 (100)18 (78.3)36 (87.8)
IFTA presence (≥ 25)0.0073
Present16 (41.0)17 (77.3)23 (69.7)
Not present23 (59.0)5 (22.7)10 (30.3)
IFTA severity score0.0019
Absent < 105 (12.8)2 (9.1)3 (9.1)
Mild 10-2411 (28.2)15 (68.2)20 (60.6)
Moderate 25-5013 (33.3)5 (22.7)10 (30.3)
Severe > 5010 (25.6)0 (0.0)0 (0.0)
Median (IQR)2.0 (1.0-2.5)1.0 (1.0-1.0)1.0 (1.0-2.0)
Arteriosclerosis presence0.2367
Present19 (50.0)9 (42.9)10 (71.4)
Absent19 (50.0)12 (57.1)4 (28.6)
Arteriosclerosis severity (0-3)0.2508
None19 (50.0)12 (57.1)4 (28.6)
Mild 256 (15.8)4 (19.0)7 (50.0)
Moderate 26-509 (23.7)3 (14.3)2 (14.3)
Severe > 504 (10.5)2 (9.5)1 (7.1)
Arteriosclerosis median (IQR)0.5 (0.0-2.0)0.0 (0.0-1.0)1.0 (0.2-1.0)
Hyalinosis severity (0-3)0.3221
None8 (20.5)6 (28.6)4 (22.2)
Mild15 (38.5)10 (47.6)10 (55.6)
Moderate15 (38.5)3 (14.3)4 (22.2)
Severe1 (2.6)2 (9.5)0 (0.0)
Hyalinosis median (IQR)1.0 (1.0-2.0)1.0 (0.0-1.0)1.0 (1.0-1.0)
Podocyte effacement0.0042
Diffuse > 5010 (26.3)6 (30.0)13 (52.0)
Focal ≤ 503 (7.9)4 (20.0)9 (36.0)
None2 (5.3)1 (5.0)0 (0.0)
Not reported23 (60.5)9 (45.0)3 (12.0)
Podocyte effacement median (IQR)4.0 (1.2-4.0)2.5 (1.0-4.0)1.0 (1.0-2.0)
ANA (antinuclear antibodies)0.5140
Positive5 (13.5)4 (20.0)8 (24.2)
Negative32 (86.5)16 (80.0)25 (75.8)
Anti-dsDNA Antibodies0.3852
Positive0 (0.0)1 (12.5)1 (4.2)
Negative18 (94.7)7 (87.5)23 (95.8)
C3 complement (low vs normal)0.1198
Low0 (0.0)4 (33.3)7 (19.4)
Normal11 (100.0)8 (66.7)29 (80.6)
C4 complement (low vs normal)0.6700
Low1 (4.2)0 (0.0)2 (5.6)
Normal23 (95.8)14 (100.0)34 (94.4)
C-ANCA (cytoplasmic ANCA)0.6378
Positive0 (0.0)1 (0.0)0 (0.0)
Negative35 (100)16 (100.0)15 (100.0)
P-ANCA (perinuclear ANCA)1.0000
Positive0 (0.0)1(6.25)(0.0)
Negative35 (100.0)15 (93.75)14 (100.0)
Kidney failure (as per study definition)38 (97.4)15(65.2)25 (61.0)0.0002
Mortality0.2038
Yes8 (20.5)7 (30.4)5 (12.2)
No31 (79.5)16 (69.6)36 (87.8)
Table 4 Multinomial logistic regression (Non-diabetic kidney diseases vs diabetic kidney diseases and mixed vs diabetic kidney diseases)
Group
Predictor
OR (95%CI)
P value
Significance
A clinical + lab-based model
NDKD vs DKDProteinuria > 3.5 g/day0.02 (0.00-0.22)0.0015Significant
Haemoglobin < 12 g/dL9.56 (1.68-54.30)0.0107Significant
Retinopathy present0.04 (0.00-0.38)0.0067Significant
DM duration ≥ 10 years0.01 (0.00-0.12)0.0002Significant
Age 1.01 (0.94-1.08)0.8127Not significant
Creatinine > 180 μmol/L18.68 (2.26-154.80)0.0063Significant
Mixed vs DKDProteinuria > 3.5 g/day0.66 (0.08-5.70)0.7030Not significant
Haemoglobin < 12 g/dL1.90 (0.31-11.51)0.4850Not significant
Retinopathy present0.35 (0.05-2.58)0.3049Not significant
DM duration ≥ 10 years0.07 (0.01-0.71)0.0249Significant
Age1.13 (1.04-1.23)0.0055Significant
Creatinine > 180 μmol/L1.48 (0.13-16.50)0.7483Not significant
A histopathological model
NDKD vs DKDGlobal sclerosis ratio0.13 (0.01-3.21)0.2108Not significant
Podocyte effacement0.06 (0.01-0.39)0.0033Significant
IFTA moderate to severe0.22 (0.04-1.26)0.0893Borderline
Mixed vs DKDGlobal sclerosis ratio0.38 (0.04-3.73)0.4048Not significant
Podocyte effacement 0.30 (0.08-1.19)0.0870Borderline
IFTA moderate to severe0.19 (0.05-0.77)0.02Significant
Table 5 The multivariable Cox proportional hazards model (kidney failure and mortality)
Variable
HR
95%CI
P value
Significance
Multivariable Cox proportional hazards model (Kidney failure)
Age1.041.01-1.070.01Significant
Creatinine1.011.01-1.01< 0.005Significant
RAS blocker (ACEi/ARBs)0.430.21-0.890.02Protective factor
Arteriosclerosis1.561.11-2.190.01Significant
IFTA1.851.26-2.72< 0.005Significant
Retinopathy1.600.79-3.250.19Not significant
Multivariable Cox proportional hazards model (Mortality)
Age1.051.00-1.090.04Significant
Creatinine1.011.00-1.01< 0.005Significant
Hemoglobin < 12 g/dL2.250.66-7.720.20Not significant
Albumin < 30 g/L4.261.09-16.610.04Significant
Retinopathy3.661.05-12.720.04Significant
Arteriosclerosis2.471.36-4.50< 0.005Significant