Pathological Staging of Primary Membranous Nephropathy
By performing examinations on the patients, the following indicators are included: albumin (ALB), total cholesterol (TC), triglycerides (TG), blood urea nitrogen (BUN), creatinine (CREA), estimated glomerular filtration rate (eGFR), urine specific gravity (urine SG), urine red blood cells (urine RBC), and proteinuria. In addition, renal biopsy is performed on the patients, based on the results of renal biopsy, patients are divided into two groups: patients diagnosed with PMN and patients without any signs of PMN. For patients in the PMN group, the inclusion criteria are as follows: (1) patients are included if they are diagnosed with PMN clinically, (2) patients are diagnosed with PMN by examinations. For the control group, patients who are evaluated without evidence of PMN based on examinations and medical records are included. The characteristics of the patient data are summarized in Table 6.
Data statistics
Status
Value
ALB
TC
TG
BUN
CREA
eGFR
Urine SG
Urine RBC (HPF)
Proteinuria
Non-PMN
Maximum
48.100
7.160
8.280
10.800
92.300
132.400
1.035
5.600
1.000
Minimum
30.900
2.750
0.440
2.900
43.100
86.500
1.004
0.100
0.000
Mean
43.772
4.362
1.561
5.431
68.847
118.270
0.955
1.156
0.172
PMN
Maximum
44.700
19.310
19.810
11.300
100.000
152.000
1.055
101.700
4.000
Minimum
12.400
4.270
0.510
2.200
30.000
78.000
1.002
0.300
0.500
Mean
26.056
8.514
2.768
4.817
65.510
108.873
1.019
13.496
2.490
Based on the appearance of electron-dense deposits in glomerular basement membrane (GBM) in electron microscopy, PMN can be classified into 4 stages. During the initial stages, podocyte effacement is noted with minimal to no changes in the GBM (stage I). If the deposits persist, new basement membrane material is laid between these immune deposits giving rise to the spike formations identified on methenamine silver stains which are readily observed on electron microscopy (stage II). In stage III, these deposits are completely encircled by newly laid basement membrane. In more advanced stages, basement membranes are thickened, and the deposits become more lucent and the spikes become less apparent. Our patients included only stage I and stage II, According to the renal biopsy results, among all patients with PMN, 61 patients were diagnosed with stage I and 41 with stage II, and no patients with pathological stage III–IV. Moreover, there are several non-PMN patients included in this study to further validate our approach. The distribution of patients are listed in Table 7.
Gao J., Wang S., Xu L., Wang J., Guo J., Wang H, & Sun J. (2023). Computer-aided diagnosis of primary membranous nephropathy using expert system. BioMedical Engineering OnLine, 22, 6.
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