TY - JOUR
T1 - Defining subgroups of pediatric nephrotic patients with urine proteomics
AU - CureGN Participating Clinical Centers (PCC) through the University of North Carolina
AU - CureGN Participating Clinical Centers (PCC) through the Pediatric Nephrology Research Consortium
AU - CureGN Participating Clinical Centers (PCC) through Columbia University
AU - Cure Glomerulonephropathy (CureGN) Consortium
AU - Steering Committee Chair,
AU - Data Coordinating Center (DCC)
AU - CureGN Participating Clinical Centers (PCC) through the University of Pennsylvania
AU - Cummins, Timothy D.
AU - Mariani, Laura H.
AU - Wilkey, Daniel W.
AU - Jortani, Saeed A.
AU - Helmuth, Margaret
AU - Rane, Madhavi J.
AU - Merchant, Michael L.
AU - Kamigaki, Yu
AU - Theesfeld, Chandra
AU - McCown, Phillip J.
AU - Ju, Wenjun
AU - Dougherty, Julie A.
AU - McRitchie, Susan
AU - Pathmasiri, Wimal
AU - Kretzler, Matthias
AU - Sumner, Susan J.
AU - Smoyer, William E.
AU - Klein, Jon B.
AU - Guay-Woodford, Lisa M.
AU - Mariani, Laura
AU - Kretzler, Matthias
AU - Gipson, Debbie
AU - Gillespie, Brenda
AU - Barisoni, Laura
AU - Nast, Cynthia
AU - Smith, Abigail
AU - Robinson, Bruce
AU - Roehm, Bethany
AU - Sambandam, Kamal
AU - Brown, Elizabeth
AU - Jefferson, J. Ashley
AU - Alpers, Charles
AU - Mortiz, Michael
AU - Abromovitz, Blaise
AU - Coppock, Gaia
AU - Palmer, Matthew
AU - Holzman, Lawrence
AU - Hogan, Jon
AU - Oliverio, Andrea
AU - Hodgin, Jeffrey
AU - Gipson, Patrick
AU - Fornoni, Alessia
AU - Drexler, Yelena
AU - Boll, Philip
AU - Heather, Reich
AU - Cattran, Daniel
AU - Avila-Casado, Carmen
AU - Parekh, Rulan
AU - Hladunewich, Michelle
AU - Wadhwani, Shikha
N1 - Publisher Copyright:
© The Author(s) 2025.
PY - 2025/12
Y1 - 2025/12
N2 - The molecular pathophysiology of nephrotic syndrome remains largely elusive in pediatric patients. While most children with minimal change disease (MCD) show favorable responses to immunosuppressive therapy, those with focal segmental glomerulosclerosis (FSGS) often exhibit poorer treatment responses, with many experiencing either partial remission or no remission of proteinuria. The need for reliable glomerular disease biomarkers to predict treatment response and understand molecular pathways governing responsiveness and resistance is a critical unmet need in pediatric nephrology. In this study, we sought to characterize urine proteomes in children with MCD and FSGS to identify biomarkers distinguishing disease activity and associated molecular pathways. Using quantitative proteomics, urine proteins from children with MCD and FSGS in the CureGN Study were identified and correlated with disease onset and activity. Unbiased cluster analyses of nephrotic urine proteomes demonstrated a cluster with relatively increased immune response and complement proteins, suggesting important distinctions in disease characteristics within the nephrotic subgroups. These analyses yielded patient subpopulations with proteinuria and distinct urine proteome differences associated with 116 proteins exerting cluster separation in the multivariate analyses. These findings highlight the potential of unsupervised clustering to identify disease subgroups and provide insights into the underlying molecular heterogeneity within nephrotic syndrome, paving the way for more tailored therapeutic strategies and improved patient management.
AB - The molecular pathophysiology of nephrotic syndrome remains largely elusive in pediatric patients. While most children with minimal change disease (MCD) show favorable responses to immunosuppressive therapy, those with focal segmental glomerulosclerosis (FSGS) often exhibit poorer treatment responses, with many experiencing either partial remission or no remission of proteinuria. The need for reliable glomerular disease biomarkers to predict treatment response and understand molecular pathways governing responsiveness and resistance is a critical unmet need in pediatric nephrology. In this study, we sought to characterize urine proteomes in children with MCD and FSGS to identify biomarkers distinguishing disease activity and associated molecular pathways. Using quantitative proteomics, urine proteins from children with MCD and FSGS in the CureGN Study were identified and correlated with disease onset and activity. Unbiased cluster analyses of nephrotic urine proteomes demonstrated a cluster with relatively increased immune response and complement proteins, suggesting important distinctions in disease characteristics within the nephrotic subgroups. These analyses yielded patient subpopulations with proteinuria and distinct urine proteome differences associated with 116 proteins exerting cluster separation in the multivariate analyses. These findings highlight the potential of unsupervised clustering to identify disease subgroups and provide insights into the underlying molecular heterogeneity within nephrotic syndrome, paving the way for more tailored therapeutic strategies and improved patient management.
KW - FSGS
KW - MCD
KW - Nephrotic proteinuria
KW - Pediatric glomerular disease
KW - Proteomics
KW - Urine biomarker
UR - https://www.scopus.com/pages/publications/105011226228
UR - https://www.scopus.com/pages/publications/105011226228#tab=citedBy
U2 - 10.1038/s41598-025-05150-6
DO - 10.1038/s41598-025-05150-6
M3 - Article
C2 - 40646010
AN - SCOPUS:105011226228
SN - 2045-2322
VL - 15
JO - Scientific reports
JF - Scientific reports
IS - 1
M1 - 25064
ER -