Validation of distinct pathogenic patterns in a cohort of membranoproliferative glomerulonephritis patients by cluster analysis

BackgroundA novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed...

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Published inClinical Kidney Journal Vol. 13; no. 2; pp. 225 - 234
Main Authors Garam, Nóra, Prohászka, Zoltán, Szilágyi, Ágnes, Aigner, Christof, Schmidt, Alice, Gaggl, Martina, Sunder-Plassmann, Gere, Bajcsi, Dóra, Brunner, Jürgen, Dumfarth, Alexandra, Cejka, Daniel, Flaschberger, Stefan, Flögelova, Hana, Haris, Ágnes, Hartmann, Ágnes, Heilos, Andreas, Mueller, Thomas, Rusai, Krisztina, Arbeiter, Klaus, Hofer, Johannes, Jakab, Dániel, Sinkó, Mária, Szigeti, Erika, Bereczki, Csaba, Janko, Viktor, Kelen, Kata, Reusz, György S, Szabó, Attila J, Klenk, Nóra, Kóbor, Krisztina, Kojc, Nika, Knechtelsdorfer, Maarten, Laganovic, Mario, Lungu, Adrian Catalin, Meglic, Anamarija, Rus, Rina, Kersnik-Levart, Tanja, Macioniene, Ernesta, Miglinas, Marius, Pawłowska, Anna, Stompór, Tomasz, Podracka, Ludmila, Rudnicki, Michael, Mayer, Gert, Rysava, Romana, Reiterova, Jana, Saraga, Marijan, Seeman, Tomáš, Zieg, Jakub, Sládková, Eva, Szabó, Tamás, Capitanescu, Andrei, Stancu, Simona, Tisljar, Miroslav, Galesic, Kresimir, Tislér, András, Vainumäe, Inga, Windpessl, Martin, Zaoral, Tomas, Zlatanova, Galia, Csuka, Dorottya
Format Journal Article
LanguageEnglish
Published England Oxford University Press (OUP) 01.04.2020
Oxford University Press
Subjects
Online AccessGet full text
ISSN2048-8505
2048-8513
DOI10.1093/ckj/sfz073

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Abstract BackgroundA novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed analysis of functional complement markers.MethodsA total of 92 patients with clinical, histological, complement and genetic data were involved in the study, and hierarchical cluster analysis was done by Ward method, where four clusters were generated.ResultsHigh levels of sC5b-9 (soluble membrane attack complex), low serum C3 levels and young age at onset (13 years) were characteristic for Cluster 1 with a high prevalence of likely pathogenic variations (LPVs) and C3 nephritic factor, whereas for Cluster 2—which is not reliable because of the small number of cases—strong immunoglobulin G staining, low C3 levels and high prevalence of nephritic syndrome at disease onset were observed. Low plasma sC5b-9 levels, decreased C3 levels and high prevalence of LPV and sclerotic glomeruli were present in Cluster 3, and patients with late onset of the disease (median: 39.5 years) and near-normal C3 levels in Cluster 4. A significant difference was observed in the incidence of end-stage renal disease during follow-up between the different clusters. Patients in Clusters 3–4 had worse renal survival than patients in Clusters 1–2.ConclusionsOur results confirm the main findings of the original cluster analysis and indicate that the observed, distinct pathogenic patterns are replicated in our cohort. Further investigations are necessary to analyse the distinct biological and pathogenic processes in these patient groups.
AbstractList A novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed analysis of functional complement markers.BACKGROUNDA novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed analysis of functional complement markers.A total of 92 patients with clinical, histological, complement and genetic data were involved in the study, and hierarchical cluster analysis was done by Ward method, where four clusters were generated.METHODSA total of 92 patients with clinical, histological, complement and genetic data were involved in the study, and hierarchical cluster analysis was done by Ward method, where four clusters were generated.High levels of sC5b-9 (soluble membrane attack complex), low serum C3 levels and young age at onset (13 years) were characteristic for Cluster 1 with a high prevalence of likely pathogenic variations (LPVs) and C3 nephritic factor, whereas for Cluster 2-which is not reliable because of the small number of cases-strong immunoglobulin G staining, low C3 levels and high prevalence of nephritic syndrome at disease onset were observed. Low plasma sC5b-9 levels, decreased C3 levels and high prevalence of LPV and sclerotic glomeruli were present in Cluster 3, and patients with late onset of the disease (median: 39.5 years) and near-normal C3 levels in Cluster 4. A significant difference was observed in the incidence of end-stage renal disease during follow-up between the different clusters. Patients in Clusters 3-4 had worse renal survival than patients in Clusters 1-2.RESULTSHigh levels of sC5b-9 (soluble membrane attack complex), low serum C3 levels and young age at onset (13 years) were characteristic for Cluster 1 with a high prevalence of likely pathogenic variations (LPVs) and C3 nephritic factor, whereas for Cluster 2-which is not reliable because of the small number of cases-strong immunoglobulin G staining, low C3 levels and high prevalence of nephritic syndrome at disease onset were observed. Low plasma sC5b-9 levels, decreased C3 levels and high prevalence of LPV and sclerotic glomeruli were present in Cluster 3, and patients with late onset of the disease (median: 39.5 years) and near-normal C3 levels in Cluster 4. A significant difference was observed in the incidence of end-stage renal disease during follow-up between the different clusters. Patients in Clusters 3-4 had worse renal survival than patients in Clusters 1-2.Our results confirm the main findings of the original cluster analysis and indicate that the observed, distinct pathogenic patterns are replicated in our cohort. Further investigations are necessary to analyse the distinct biological and pathogenic processes in these patient groups.CONCLUSIONSOur results confirm the main findings of the original cluster analysis and indicate that the observed, distinct pathogenic patterns are replicated in our cohort. Further investigations are necessary to analyse the distinct biological and pathogenic processes in these patient groups.
BackgroundA novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed analysis of functional complement markers.MethodsA total of 92 patients with clinical, histological, complement and genetic data were involved in the study, and hierarchical cluster analysis was done by Ward method, where four clusters were generated.ResultsHigh levels of sC5b-9 (soluble membrane attack complex), low serum C3 levels and young age at onset (13 years) were characteristic for Cluster 1 with a high prevalence of likely pathogenic variations (LPVs) and C3 nephritic factor, whereas for Cluster 2—which is not reliable because of the small number of cases—strong immunoglobulin G staining, low C3 levels and high prevalence of nephritic syndrome at disease onset were observed. Low plasma sC5b-9 levels, decreased C3 levels and high prevalence of LPV and sclerotic glomeruli were present in Cluster 3, and patients with late onset of the disease (median: 39.5 years) and near-normal C3 levels in Cluster 4. A significant difference was observed in the incidence of end-stage renal disease during follow-up between the different clusters. Patients in Clusters 3–4 had worse renal survival than patients in Clusters 1–2.ConclusionsOur results confirm the main findings of the original cluster analysis and indicate that the observed, distinct pathogenic patterns are replicated in our cohort. Further investigations are necessary to analyse the distinct biological and pathogenic processes in these patient groups.
Background. A novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed analysis of functional complement markers. Methods. A total of 92 patients with clinical, histological, complement and genetic data were involved in the study, and hierarchical cluster analysis was done by Ward method, where four clusters were generated. Results. High levels of sC5b-9 (soluble membrane attack complex), low serum C3 levels and young age at onset (13years) were characteristic for Cluster 1 with a high prevalence of likely pathogenic variations (LPVs) and C3 nephritic factor, whereas for Cluster 2--which is not reliable because of the small number of cases--strong immunoglobulin G staining, low C3 levels and high prevalence of nephritic syndrome at disease onset were observed. Low plasma sC5b-9 levels, decreased C3 levels and high prevalence of LPV and sclerotic glomeruli were present in Cluster 3, and patients with late onset of the disease (median: 39.5 years) and near-normal C3 levels in Cluster 4. A significant difference was observed in the incidence of end-stage renal disease during follow-up between the different clusters. Patients in Clusters 3-4 had worse renal survival than patients in Clusters 1-2. Conclusions. Our results confirm the main findings of the original cluster analysis and indicate that the observed, distinct pathogenic patterns are replicated in our cohort. Further investigations are necessary to analyse the distinct biological and pathogenic processes in these patient groups. Keywords: C3-glomerulopathy, C3-glomerulonephritis, complement, dense deposit disease, membranoproliferative glomerulonephritis
A novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative glomerulonephritis. Our aim was to replicate these observations in an independent cohort and elucidate disease pathophysiology with detailed analysis of functional complement markers. A total of 92 patients with clinical, histological, complement and genetic data were involved in the study, and hierarchical cluster analysis was done by Ward method, where four clusters were generated. High levels of sC5b-9 (soluble membrane attack complex), low serum C3 levels and young age at onset (13 years) were characteristic for Cluster 1 with a high prevalence of likely pathogenic variations (LPVs) and C3 nephritic factor, whereas for Cluster 2-which is not reliable because of the small number of cases-strong immunoglobulin G staining, low C3 levels and high prevalence of nephritic syndrome at disease onset were observed. Low plasma sC5b-9 levels, decreased C3 levels and high prevalence of LPV and sclerotic glomeruli were present in Cluster 3, and patients with late onset of the disease (median: 39.5 years) and near-normal C3 levels in Cluster 4. A significant difference was observed in the incidence of end-stage renal disease during follow-up between the different clusters. Patients in Clusters 3-4 had worse renal survival than patients in Clusters 1-2. Our results confirm the main findings of the original cluster analysis and indicate that the observed, distinct pathogenic patterns are replicated in our cohort. Further investigations are necessary to analyse the distinct biological and pathogenic processes in these patient groups.
Audience Academic
Author Inga Vainumäe
Krešimir Galešić
Adrian Catalin Lungu
Christof Aigner
Krisztina Rusai
Michael A. Rudnicki
Thomas Mueller
Anna Pawłowska
Ágnes Hartmann
Attila Szabo
Nóra Garam
Mária Sinkó
Simona Stancu
Stefan Flaschberger
Anamarija Meglic
Ludmila Podracka
Hana Flögelová
Maarten Knechtelsdorfer
Tamás Szabó
Ágnes Szilágyi
Alexandra Dumfarth
Jürgen Brunner
Viktor Janko
Miroslav Tisljar
György Reusz
Eva Sládková
Gert Mayer
Rina Rus
Nóra Klenk
Daniel Cejka
Ágnes Haris
Dóra Bajcsi
Johannes Hofer
András Tislér
Erika Szigeti
Tomasz Stompór
Martina Gaggl
Zoltán Prohászka
Tomáš Seeman
Dániel Jakab
Nika Kojc
Gere Sunder-Plassmann
Tanja Kersnik-Levart
Jakub Zieg
Marijan Saraga
Romana Rysava
Ernesta Macioniene
Andreas Heilos
Tomas Zaoral
Mario Laganović
Jana Reiterova
Marius Miglinas
Andrei Capitanescu
Csaba Bereczki
Martin Windpessl
Alice Schmidt
Galia Zlatanova
Krisztina Kóbor
Kata Kelen
Klaus Arbeiter
Dorottya Csuka
AuthorAffiliation 12 Department of Pediatrics and Adolescent Medicine , Division of Pediatric Nephrology and Gastroenterology, Medical University of Vienna, Vienna, Austria
14 Research Institute for Developmental Medicine , Johannes Kepler University Linz, Linz, Austria
25 Department of Nephrology , Hypertension and Internal Medicine, School of Medicine, Collegium Medicum, University of Warmia and Mazury, Olsztyn, Poland
28 Nephrology Clinic , 1st Faculty of Medicine, Charles University, Prague, Czech Republic
1 Research Laboratory , 3rd Department of Internal Medicine, Hungarian Academy of Sciences and Semmelweis University, Budapest, Hungary
16 Medimapax – Center of Elimination Methods , Bratislava, Slovakia
34 Carol Davila Nephrology Hospital , Bucharest, Romania
26 Department of Pediatrics , Comenius University, Bratislava, Slovakia
33 Department of Pediatrics , Faculty of Medicine, Debrecen University, Debrecen, Hungary
17 1st Department of Pediatrics , Semmelweis University, Budapest, Hungary
35 Department
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– name: 23 Department of Pediatric Nephrology , Division of Pediatrics, University Medical Centre Ljubljana, Ljubljana, Slovenia
– name: 38 Internal Medicine IV , Section of Nephrology, Klinikum Wels-Grieskirchen, Wels, Austria
– name: 26 Department of Pediatrics , Comenius University, Bratislava, Slovakia
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  givenname: Klaus
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  surname: Reiterova
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  givenname: Jakub
  surname: Zieg
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  givenname: Eva
  surname: Sládková
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  givenname: Tamás
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  givenname: Andrei
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SE/AOK/K/III. Sz. Belgyógyászati Klinika
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Copyright The Author(s) 2019. Published by Oxford University Press on behalf of ERA-EDTA. 2019
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Issue 2
Keywords C3-glomerulonephritis
dense deposit disease, membranoproliferative glomerulonephritis
complement
C3-glomerulopathy
Language English
License 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 non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com
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Snippet BackgroundA novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative...
A novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated membranoproliferative...
Background. A novel data-driven cluster analysis identified distinct pathogenic patterns in C3-glomerulopathies and immune complex-mediated...
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SubjectTerms Analysis
Biopsy
C3-glomerulonephritis
C3-glomerulonephritis ; C3-glomerulopathy ; complement ; dense deposit disease, membranoproliferative glomerulonephritis
C3-glomerulopathy
Chronic kidney failure
Cluster analysis
complement
dense deposit disease, membranoproliferative glomerulonephritis
Diagnosis
Glomerulonephritis
Hemodialysis
Hospitals
Hypertension
Immunoglobulins
Internal medicine
Medical research
Medicine
Medicine, Experimental
Microscopy
Nephrology
Original
Original Articles
Pathogenesis
Pathology
Patients
Pediatrics
Physiological aspects
Transplants & implants
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Title Validation of distinct pathogenic patterns in a cohort of membranoproliferative glomerulonephritis patients by cluster analysis
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Volume 13
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