Nature Communications (Apr 2023)
Multi-population genome-wide association study implicates immune and non-immune factors in pediatric steroid-sensitive nephrotic syndrome
- Alexandra Barry,
- Michelle T. McNulty,
- Xiaoyuan Jia,
- Yask Gupta,
- Hanna Debiec,
- Yang Luo,
- China Nagano,
- Tomoko Horinouchi,
- Seulgi Jung,
- Manuela Colucci,
- Dina F. Ahram,
- Adele Mitrotti,
- Aditi Sinha,
- Nynke Teeninga,
- Gina Jin,
- Shirlee Shril,
- Gianluca Caridi,
- Monica Bodria,
- Tze Y. Lim,
- Rik Westland,
- Francesca Zanoni,
- Maddalena Marasa,
- Daniel Turudic,
- Mario Giordano,
- Loreto Gesualdo,
- Riccardo Magistroni,
- Isabella Pisani,
- Enrico Fiaccadori,
- Jana Reiterova,
- Silvio Maringhini,
- William Morello,
- Giovanni Montini,
- Patricia L. Weng,
- Francesco Scolari,
- Marijan Saraga,
- Velibor Tasic,
- Domenica Santoro,
- Joanna A. E. van Wijk,
- Danko Milošević,
- Yosuke Kawai,
- Krzysztof Kiryluk,
- Martin R. Pollak,
- Ali Gharavi,
- Fangmin Lin,
- Ana Cristina Simœs e Silva,
- Ruth J. F. Loos,
- Eimear E. Kenny,
- Michiel F. Schreuder,
- Aleksandra Zurowska,
- Claire Dossier,
- Gema Ariceta,
- Magdalena Drozynska-Duklas,
- Julien Hogan,
- Augustina Jankauskiene,
- Friedhelm Hildebrandt,
- Larisa Prikhodina,
- Kyuyoung Song,
- Arvind Bagga,
- Hae Cheong,
- Gian Marco Ghiggeri,
- Prayong Vachvanichsanong,
- Kandai Nozu,
- Dongwon Lee,
- Marina Vivarelli,
- Soumya Raychaudhuri,
- Katsushi Tokunaga,
- Simone Sanna-Cherchi,
- Pierre Ronco,
- Kazumoto Iijima,
- Matthew G. Sampson
Affiliations
- Alexandra Barry
- Division of Nephrology, Boston Children’s Hospital
- Michelle T. McNulty
- Division of Nephrology, Boston Children’s Hospital
- Xiaoyuan Jia
- Genome Medical Science Project (Toyama), National Center for Global Health and Medicine (NCGM)
- Yask Gupta
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Hanna Debiec
- Sorbonne Université, UPMC Paris 06, Institut National de la Santé et de la Recherde Médicale, Unité Mixte de Rechereche
- Yang Luo
- Kennedy Institute of Rheumatology, University of Oxford, Roosevelt Drive, Headington
- China Nagano
- Division of Nephrology, Boston Children’s Hospital
- Tomoko Horinouchi
- Department of Pediatrics, Kobe University Graduate School of Medicine
- Seulgi Jung
- Department of Biochemistry and Molecular Biology, University of Ulsan College of Medicine
- Manuela Colucci
- Renal Diseases Research Unit, Genetics and Rare Diseases Research Division, Istituto di Ricovero e Cura a Carattere Scientifico Ospedale Pediatrico Bambino Gesù
- Dina F. Ahram
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Adele Mitrotti
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Aditi Sinha
- Department of Pediatrics, AIIMS
- Nynke Teeninga
- Department of Pediatric Nephrology, Amalia Children’s Hospital, Radboud University Medical Center
- Gina Jin
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Shirlee Shril
- Department of Medicine, Boston Children’s Hospital
- Gianluca Caridi
- Laboratory on Molecular Nephrology, IRCCS Instituto Giannina Gaslini
- Monica Bodria
- Department of Nephrology and Renal Transplantation, IRCCS Instituto Giannina Gaslini
- Tze Y. Lim
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Rik Westland
- Department of Pediatric Nephrology, VU University Medical Center
- Francesca Zanoni
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Maddalena Marasa
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Daniel Turudic
- Department of Pediatric Nephrology, Dialysis and Transplantation, Clinical Hospital Hospital Center Zagreb, University of Zagreb Medical School
- Mario Giordano
- Division of Nephrology and Pediatric Dialysis, Bari Polyclinic Giovanni XXIII Children’s Hospital
- Loreto Gesualdo
- Nephrology, Dialysis and Transplantation Unit, Department of Emergency and Organ Transplantation, University of Bari Aldo Moro
- Riccardo Magistroni
- Department of Nephrology, Dialysis and Transplant Unit, University Hospital of Modena
- Isabella Pisani
- Unità Operativa Nefrologia, Azienda Ospedaliero-Universitaria di Parma, Dipartimento di Medicina e Chirurgia, Università di Parma
- Enrico Fiaccadori
- Unità Operativa Nefrologia, Azienda Ospedaliero-Universitaria di Parma, Dipartimento di Medicina e Chirurgia, Università di Parma
- Jana Reiterova
- Department of Nephrology, Medicine and General University Hospital, Charles University
- Silvio Maringhini
- Department of Pediatrics, ISMETT
- William Morello
- Pediatric Nephrology, Dialysis and Transplant Unit, Fondazione IRCCS Ca’ Granda-Ospedale Maggiore Policlinico
- Giovanni Montini
- Pediatric Nephrology, Dialysis and Transplant Unit, Fondazione IRCCS Ca’ Granda-Ospedale Maggiore Policlinico
- Patricia L. Weng
- Department of Pediatric Nephrology, UCLA Medical Center and UCLA Medical Center-Santa Monica
- Francesco Scolari
- Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, Division of Nephrology and Dialysis, University of Brescia and ASST Spedali Civili of Brescia
- Marijan Saraga
- Department of Pediatrics, University of Split
- Velibor Tasic
- Department of Pediatric Nephrology, University Children’s Hospital
- Domenica Santoro
- Division of Nephrology and Dialysis Unit, University of Messina
- Joanna A. E. van Wijk
- Department of Pediatric Nephrology, VU University Medical Center
- Danko Milošević
- Department of Pediatric Nephrology, Dialysis and Transplantation, Clinical Hospital Hospital Center Zagreb, University of Zagreb Medical School
- Yosuke Kawai
- Genome Medical Science Project (Toyama), National Center for Global Health and Medicine (NCGM)
- Krzysztof Kiryluk
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Martin R. Pollak
- Division of Nephrology, Beth Israel Deaconess Medical Center
- Ali Gharavi
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Fangmin Lin
- Department of Pediatric, Division of Pediatric Nephrology, Columbia University Irving Medical Center New York-Presbyterian Morgan Stanley Children’s Hospital in New York
- Ana Cristina Simœs e Silva
- Department of Pediatrics, Interdisciplinary Laboratory of Medical Investigation, Faculty of Medicine, Federal University of Minas Gerais
- Ruth J. F. Loos
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai
- Eimear E. Kenny
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai
- Michiel F. Schreuder
- Department of Pediatric Nephrology, Amalia Children’s Hospital, Radboud University Medical Center
- Aleksandra Zurowska
- Department of Pediatrics, Nephrology and Hypertension, Medical University Gdansk
- Claire Dossier
- AP-HP, Pediatric Nephrology Department, Hôpital Robert-Debré
- Gema Ariceta
- Pediatric Nephrology, Hospital Universitari Vall d’Hebron, Universitat Autónoma de Barcelona
- Magdalena Drozynska-Duklas
- Department of Pediatrics, Nephrology and Hypertension, Medical University Gdansk
- Julien Hogan
- AP-HP, Pediatric Nephrology Department, Hôpital Robert-Debré
- Augustina Jankauskiene
- Institute of Clinical Medicine, Faculty of Medicine, Vilnius University
- Friedhelm Hildebrandt
- Division of Nephrology, Boston Children’s Hospital
- Larisa Prikhodina
- Research and Clinical Institute for Pediatrics, Pirogov Russian National Research Medical University
- Kyuyoung Song
- Department of Biochemistry and Molecular Biology, University of Ulsan College of Medicine
- Arvind Bagga
- Department of Pediatrics, AIIMS
- Hae Cheong
- Department of Pediatrics, Hallym University Sacred Heart Hospital
- Gian Marco Ghiggeri
- Department of Nephrology and Renal Transplantation, IRCCS Instituto Giannina Gaslini
- Prayong Vachvanichsanong
- Department of Pediatrics, Faculty of Medicine, Prince of Songkla University
- Kandai Nozu
- Department of Pediatrics, Kobe University Graduate School of Medicine
- Dongwon Lee
- Division of Nephrology, Boston Children’s Hospital
- Marina Vivarelli
- Division of Nephrology, and Dialysis, Department of Pediatric Subspecialities, Istituto di Ricovero e Cura a Carattere Scientifico Ospedale Pediatrico Bambino Gesù
- Soumya Raychaudhuri
- Center for Data Sciences, Brigham and Women’s Hospital, Harvard Medical School
- Katsushi Tokunaga
- Genome Medical Science Project (Toyama), National Center for Global Health and Medicine (NCGM)
- Simone Sanna-Cherchi
- Division of Nephrology, Department of Medicine, Columbia University College of Physicians and Surgeons
- Pierre Ronco
- Sorbonne Université, UPMC Paris 06, Institut National de la Santé et de la Recherde Médicale, Unité Mixte de Rechereche
- Kazumoto Iijima
- Hyogo Prefectural Kobe Children’s Hospital
- Matthew G. Sampson
- Division of Nephrology, Boston Children’s Hospital
- DOI
- https://doi.org/10.1038/s41467-023-37985-w
- Journal volume & issue
-
Vol. 14,
no. 1
pp. 1 – 13
Abstract
Abstract Pediatric steroid-sensitive nephrotic syndrome (pSSNS) is the most common childhood glomerular disease. Previous genome-wide association studies (GWAS) identified a risk locus in the HLA Class II region and three additional independent risk loci. But the genetic architecture of pSSNS, and its genetically driven pathobiology, is largely unknown. Here, we conduct a multi-population GWAS meta-analysis in 38,463 participants (2440 cases). We then conduct conditional analyses and population specific GWAS. We discover twelve significant associations—eight from the multi-population meta-analysis (four novel), two from the multi-population conditional analysis (one novel), and two additional novel loci from the European meta-analysis. Fine-mapping implicates specific amino acid haplotypes in HLA-DQA1 and HLA-DQB1 driving the HLA Class II risk locus. Non-HLA loci colocalize with eQTLs of monocytes and numerous T-cell subsets in independent datasets. Colocalization with kidney eQTLs is lacking but overlap with kidney cell open chromatin suggests an uncharacterized disease mechanism in kidney cells. A polygenic risk score (PRS) associates with earlier disease onset. Altogether, these discoveries expand our knowledge of pSSNS genetic architecture across populations and provide cell-specific insights into its molecular drivers. Evaluating these associations in additional cohorts will refine our understanding of population specificity, heterogeneity, and clinical and molecular associations.