1. Cluster Analysis Identifies Distinct Pathogenetic Patterns in C3 Glomerulopathies/Immune Complex–Mediated Membranoproliferative GN
- Author
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Iatropoulos, Paraskevas, Daina, Erica, Curreri, Manuela, Piras, Rossella, Valoti, Elisabetta, Mele, Caterina, Bresin, Elena, Gamba, Sara, Alberti, Marta, Breno, Matteo, Perna, Annalisa, Bettoni, Serena, Sabadini, Ettore, Murer, Luisa, Vivarelli, Marina, Noris, Marina, Remuzzi, Giuseppe, Bottanelli, L., Donadelli, R., Cuccarolo, P., Abbate, M., Carrara, C., Cannata, A., Ferrari, S., Gaspari, F., Stucchi, N., Bassani, C., Lena, M., Omati, G., Taruscia, D., Bellantuono, R., Giordano, M., Messina, G., Caruso, M., Gotti, E., Mescia, F., Perticucci, E., Schieppati, A., Verdoni, L., Berto, M., Baraldi, O., Montini, G., Pasini, A., Passler, W., Degasperi, T., Gaggiotti, M., Gregorini, G., Miglietti, N., Guarnieri, A., Cirami, L., Roperto, R. M., Di Giorgio, G., Barbano, G., Innocenti, M. L. D., Ghiggeri, G. M., Magnasco, A., Rolla, D., Casartelli, D., Lambertini, D., Maggio, M., Cosci, P. M., Conti, G., Amar, K., Ardissino, G., Marinosci, A., Sinico, R. A., Montoli, A., Bonucchi, D., Facchini, F., Furci, L., Ferretti, A., Nuzzi, F., Pecoraro, C., Visciano, B., Canavese, C., Radin, E., Stratta, P., Nordio, M., Benetti, E., Parolin, M., Alberici, F., Manenti, L., Brugnano, R., Manenti, F., Capitanini, A., Emma, F., Massella, L., Rosa, M., Mazzon, M., Basso, E., Besso, L., Lavacca, A., Mella, A., Bertero, M., Coppo, R., Peruzzi, L., Porcellini, M. G., Piccoli, G. B., Clari, R., Pasi, A., Gangemi, C., Alfandary, H., Dagan, A., Conceiçao, M., Sameiro, F. M., Croze, L., Malvezzi, P., Tsygin, A., Zelan, B., Nastasi, null, Iatropoulos, P, Daina, E, Curreri, M, Piras, R, Valoti, E, Mele, C, Bresin, E, Gamba, S, Alberti, M, Breno, M, Perna, A, Bettoni, S, Sabadini, E, Murer, L, Vivarelli, M, Noris, M, Remuzzi, G, Bottanelli, L, Donadelli, R, Cuccarolo, P, Abbate, M, Carrara, C, Cannata, A, Ferrari, S, Gaspari, F, Stucchi, N, Bassani, C, Lena, M, Omati, G, Taruscia, D, Bellantuono, R, Giordano, M, Messina, G, Caruso, M, Gotti, E, Mescia, F, Perticucci, E, Schieppati, A, Verdoni, L, Berto, M, Baraldi, O, Montini, G, Pasini, A, Passler, W, Degasperi, T, Gaggiotti, M, Gregorini, G, Miglietti, N, Guarnieri, A, Cirami, L, Roperto, R, Di Giorgio, G, Barbano, G, Innocenti, M, Ghiggeri, G, Magnasco, A, Rolla, D, Casartelli, D, Lambertini, D, Maggio, M, Cosci, P, Conti, G, Amar, K, Ardissino, G, Marinosci, A, Sinico, R, Montoli, A, Bonucchi, D, Facchini, F, Furci, L, Ferretti, A, Nuzzi, F, Pecoraro, C, Visciano, B, Canavese, C, Radin, E, Stratta, P, Nordio, M, Benetti, E, Parolin, M, Alberici, F, Manenti, L, Brugnano, R, Manenti, F, Capitanini, A, Emma, F, Massella, L, Rosa, M, Mazzon, M, Basso, E, Besso, L, Lavacca, A, Mella, A, Bertero, M, Coppo, R, Peruzzi, L, Porcellini, M, Piccoli, G, Clari, R, Pasi, A, Gangemi, C, Alfandary, H, Dagan, A, Conceiçao, M, Sameiro, F, Croze, L, Malvezzi, P, Tsygin, A, Zelan, B, and Nastasi, N
- Subjects
0301 basic medicine ,Complement system ,Glomerulonephritis, Membranoproliferative ,membranoproliferative glomerulonephritis (MPGN) ,030232 urology & nephrology ,Disease ,Antigen-Antibody Complex ,Biology ,Kidney ,03 medical and health sciences ,0302 clinical medicine ,Glomerulopathy ,Clinical Research ,medicine ,Dense Deposit Disease ,Humans ,C3 glomerulopathy ,General Medicine ,Complement System Proteins ,C3 glomerulonephriti ,medicine.disease ,C3-convertase ,Immune complex ,030104 developmental biology ,Nephrology ,Immunology ,Alternative complement pathway ,Nephrotic syndrome ,Rare disease - Abstract
Membranoproliferative GN (MPGN) was recently reclassified as alternative pathway complement–mediated C3 glomerulopathy (C3G) and immune complex–mediated membranoproliferative GN (IC-MPGN). However, genetic and acquired alternative pathway abnormalities are also observed in IC-MPGN. Here, we explored the presence of distinct disease entities characterized by specific pathophysiologic mechanisms. We performed unsupervised hierarchical clustering, a data-driven statistical approach, on histologic, genetic, and clinical data and data regarding serum/plasma complement parameters from 173 patients with C3G/IC-MPGN. This approach divided patients into four clusters, indicating the existence of four different pathogenetic patterns. Specifically, this analysis separated patients with fluid-phase complement activation (clusters 1–3) who had low serum C3 levels and a high prevalence of genetic and acquired alternative pathway abnormalities from patients with solid-phase complement activation (cluster 4) who had normal or mildly altered serum C3, late disease onset, and poor renal survival. In patients with fluid-phase complement activation, those in clusters 1 and 2 had massive activation of the alternative pathway, including activation of the terminal pathway, and the highest prevalence of subendothelial deposits, but those in cluster 2 had additional activation of the classic pathway and the highest prevalence of nephrotic syndrome at disease onset. Patients in cluster 3 had prevalent activation of C3 convertase and highly electron-dense intramembranous deposits. In addition, we provide a simple algorithm to assign patients with C3G/IC-MPGN to specific clusters. These distinct clusters may facilitate clarification of disease etiology, improve risk assessment for ESRD, and pave the way for personalized treatment.
- Published
- 2017