Unsupervised Clustering of Membranoproliferative Glomerulonephritis and C3 Glomerulopathy Patients Discovers Distinct Patient Groups unlike the Current Classification

被引:0
|
作者
Kovala, Marja [1 ,2 ]
Seppala, Minna [2 ,3 ]
Wojnicki, Mikolaj [4 ]
Honkanen, Eero [2 ,3 ]
Meri, Seppo [2 ,5 ]
Kaartinen, Kati [2 ,3 ]
Raisanen-Sokolowski, Anne [1 ,2 ]
机构
[1] Univ Helsinki, Dept Pathol, Helsinki, Finland
[2] Helsinki Univ Hosp, Helsinki, Finland
[3] Univ Helsinki, Dept Nephrol, Helsinki, Finland
[4] Aalto Univ, Dept Comp Sci, Espoo, Finland
[5] Univ Helsinki, Dept Bacteriol & Immunol, Helsinki, Finland
关键词
Membranoproliferative glomerulonephritis; C3; glomerulopathy; Unsupervised clustering; DENSE DEPOSIT DISEASE; COMPLEMENT ABNORMALITIES; ACTIVATION;
D O I
10.1159/000539893
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Introduction: Membranoproliferative glomerulonephritis is currently divided into immunoglobulin-mediated glomerulonephritis (IC-MPGN) and C3 glomerulopathy (C3G); however, the patients often overlap with histology, complement, clinical and prognostic factors. Our aim was to investigate if an unsupervised clustering method finds different patient groups in 44 IC-MPGN/C3G patients using only histological and clinical data available in everyday clinical work. Methods: Primary IC-MPGN/C3G adult patients were included whose diagnostic (baseline) native biopsy was obtained in 2006-2017. The biopsies were reassessed and the clinical data at baseline and during follow-up were obtained from the medical records. There were 39 baseline histological and clinical variables included in the unsupervised clustering. Follow-up information was combined with the clustering results. Results: The clustering resulted in two clusters (n = 24 and n = 20 patients for clusters 1-2, respectively), where cluster 1 had a significantly higher baseline plasma creatinine (mean 213 vs. 104, respectively, p value <0.001) and a lower baseline eGFR than cluster 2 (mean 37 vs. 70, respectively, p value <0.001). Regarding histology, chronic changes such as lobulated glomeruli, mesangial matrix expansion, and glomeruli double contours were more prevalent in cluster 1 (p value <0.001). Biopsy morphology was more often crescentic and membranoproliferative in cluster 1 (p value <0.001). Although the differences were insignificant, cluster 1 patients were in dialysis in the last follow-up or had a progressive disease more often than cluster 2 patients (21% vs. 5%, 38% vs. 10%). Conclusions: Our results indicate that these patients share greater similarity than the current classification IC-MPGN versus C3G indicates. (c) 2024 S. Karger AG, Basel
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收藏
页码:734 / 743
页数:10
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