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.

Here, the authors have performed a multi-population GWAS meta-analysis of pediatric steroid sensitive nephrotic syndrome cases to discover 12 loci (4 novel), fine-map HLA, implicate kidney and immune factors, and associate the polygenic risk score with earlier disease onset.

Details

Title
Multi-population genome-wide association study implicates immune and non-immune factors in pediatric steroid-sensitive nephrotic syndrome
Author
Barry, Alexandra 1 ; McNulty, Michelle T. 1   VIAFID ORCID Logo  ; Jia, Xiaoyuan 2 ; Gupta, Yask 3 ; Debiec, Hanna 4 ; Luo, Yang 5   VIAFID ORCID Logo  ; Nagano, China 6   VIAFID ORCID Logo  ; Horinouchi, Tomoko 7   VIAFID ORCID Logo  ; Jung, Seulgi 8   VIAFID ORCID Logo  ; Colucci, Manuela 9 ; Ahram, Dina F. 3 ; Mitrotti, Adele 10 ; Sinha, Aditi 11 ; Teeninga, Nynke 12 ; Jin, Gina 3 ; Shril, Shirlee 13 ; Caridi, Gianluca 14   VIAFID ORCID Logo  ; Bodria, Monica 15 ; Lim, Tze Y. 3 ; Westland, Rik 16   VIAFID ORCID Logo  ; Zanoni, Francesca 17 ; Marasa, Maddalena 3   VIAFID ORCID Logo  ; Turudic, Daniel 18 ; Giordano, Mario 19 ; Gesualdo, Loreto 20 ; Magistroni, Riccardo 21   VIAFID ORCID Logo  ; Pisani, Isabella 22 ; Fiaccadori, Enrico 22 ; Reiterova, Jana 23 ; Maringhini, Silvio 24 ; Morello, William 25   VIAFID ORCID Logo  ; Montini, Giovanni 26   VIAFID ORCID Logo  ; Weng, Patricia L. 27 ; Scolari, Francesco 28 ; Saraga, Marijan 29 ; Tasic, Velibor 30   VIAFID ORCID Logo  ; Santoro, Domenica 31 ; van Wijk, Joanna A. E. 16 ; Milošević, Danko 32 ; Kawai, Yosuke 2   VIAFID ORCID Logo  ; Kiryluk, Krzysztof 3 ; Pollak, Martin R. 33 ; Gharavi, Ali 3   VIAFID ORCID Logo  ; Lin, Fangmin 34   VIAFID ORCID Logo  ; Simœs e Silva, Ana Cristina 35   VIAFID ORCID Logo  ; Loos, Ruth J. F. 36   VIAFID ORCID Logo  ; Kenny, Eimear E. 37 ; Schreuder, Michiel F. 12   VIAFID ORCID Logo  ; Zurowska, Aleksandra 38 ; Dossier, Claire 39 ; Ariceta, Gema 40   VIAFID ORCID Logo  ; Drozynska-Duklas, Magdalena 38 ; Hogan, Julien 39 ; Jankauskiene, Augustina 41 ; Hildebrandt, Friedhelm 42   VIAFID ORCID Logo  ; Prikhodina, Larisa 43   VIAFID ORCID Logo  ; Song, Kyuyoung 8   VIAFID ORCID Logo  ; Bagga, Arvind 11 ; Cheong, Hae 44   VIAFID ORCID Logo  ; Ghiggeri, Gian Marco 15   VIAFID ORCID Logo  ; Vachvanichsanong, Prayong 45 ; Nozu, Kandai 7   VIAFID ORCID Logo  ; Lee, Dongwon 46   VIAFID ORCID Logo  ; Vivarelli, Marina 47   VIAFID ORCID Logo  ; Raychaudhuri, Soumya 48   VIAFID ORCID Logo  ; Tokunaga, Katsushi 2   VIAFID ORCID Logo  ; Sanna-Cherchi, Simone 3   VIAFID ORCID Logo  ; Ronco, Pierre 49   VIAFID ORCID Logo  ; Iijima, Kazumoto 50 ; Sampson, Matthew G. 51   VIAFID ORCID Logo 

 Boston Children’s Hospital, Division of Nephrology, Boston, USA (GRID:grid.2515.3) (ISNI:0000 0004 0378 8438); Broad Institute of MIT and Harvard, Kidney Disease Initiative & Medical and Population Genetics Program, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623) 
 National Center for Global Health and Medicine (NCGM), Genome Medical Science Project (Toyama), Tokyo, Japan (GRID:grid.45203.30) (ISNI:0000 0004 0489 0290); The University of Tokyo, Department of Human Genetics, Graduate School of Medicine, Tokyo, Japan (GRID:grid.26999.3d) (ISNI:0000 0001 2151 536X) 
 Columbia University College of Physicians and Surgeons, Division of Nephrology, Department of Medicine, New York, USA (GRID:grid.21729.3f) (ISNI:0000000419368729) 
 Institut National de la Santé et de la Recherde Médicale, Unité Mixte de Rechereche, Sorbonne Université, UPMC Paris 06, Paris, France (GRID:grid.462844.8) (ISNI:0000 0001 2308 1657) 
 University of Oxford, Roosevelt Drive, Headington, Kennedy Institute of Rheumatology, Oxford, United Kingdom (GRID:grid.4991.5) (ISNI:0000 0004 1936 8948); Brigham and Women’s Hospital, Harvard Medical School, Center for Data Sciences, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294); Brigham and Women’s Hospital, Harvard Medical School, Divisions of Genetics and Rheumatology, Department of Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294); Broad Institute of MIT and Harvard, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623) 
 Boston Children’s Hospital, Division of Nephrology, Boston, USA (GRID:grid.2515.3) (ISNI:0000 0004 0378 8438); Broad Institute of MIT and Harvard, Kidney Disease Initiative & Medical and Population Genetics Program, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Kobe University Graduate School of Medicine, Department of Pediatrics, Kobe, Japan (GRID:grid.31432.37) (ISNI:0000 0001 1092 3077) 
 Kobe University Graduate School of Medicine, Department of Pediatrics, Kobe, Japan (GRID:grid.31432.37) (ISNI:0000 0001 1092 3077) 
 University of Ulsan College of Medicine, Department of Biochemistry and Molecular Biology, Songpa-gu, Korea (GRID:grid.267370.7) (ISNI:0000 0004 0533 4667) 
 Istituto di Ricovero e Cura a Carattere Scientifico Ospedale Pediatrico Bambino Gesù, Renal Diseases Research Unit, Genetics and Rare Diseases Research Division, Rome, Italy (GRID:grid.414603.4) 
10  Columbia University College of Physicians and Surgeons, Division of Nephrology, Department of Medicine, New York, USA (GRID:grid.21729.3f) (ISNI:0000000419368729); University of Bari Aldo Moro, Nephrology, Dialysis and Transplantation Unit, Department of Emergency and Organ Transplantation, Bari, Italy (GRID:grid.7644.1) (ISNI:0000 0001 0120 3326) 
11  AIIMS, Department of Pediatrics, New Delhi, India (GRID:grid.413618.9) (ISNI:0000 0004 1767 6103) 
12  Radboud University Medical Center, Department of Pediatric Nephrology, Amalia Children’s Hospital, Nijmegen, The Netherlands (GRID:grid.10417.33) (ISNI:0000 0004 0444 9382) 
13  Boston Children’s Hospital, Department of Medicine, Boston, USA (GRID:grid.2515.3) (ISNI:0000 0004 0378 8438); Harvard Medical School, Department of Pediatrics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
14  IRCCS Instituto Giannina Gaslini, Laboratory on Molecular Nephrology, Genoa, Italy (GRID:grid.419504.d) (ISNI:0000 0004 1760 0109) 
15  IRCCS Instituto Giannina Gaslini, Department of Nephrology and Renal Transplantation, Genoa, Italy (GRID:grid.419504.d) (ISNI:0000 0004 1760 0109) 
16  VU University Medical Center, Department of Pediatric Nephrology, Amsterdam, The Netherlands (GRID:grid.16872.3a) (ISNI:0000 0004 0435 165X) 
17  Columbia University College of Physicians and Surgeons, Division of Nephrology, Department of Medicine, New York, USA (GRID:grid.21729.3f) (ISNI:0000000419368729); University of Pennsylvania, Division of Transplantation, Department of Surgery, Philadelphia, USA (GRID:grid.25879.31) (ISNI:0000 0004 1936 8972) 
18  University of Zagreb Medical School, Department of Pediatric Nephrology, Dialysis and Transplantation, Clinical Hospital Hospital Center Zagreb, Zagreb, Croatia (GRID:grid.4808.4) (ISNI:0000 0001 0657 4636) 
19  Bari Polyclinic Giovanni XXIII Children’s Hospital, Division of Nephrology and Pediatric Dialysis, Bari, Italy (GRID:grid.4808.4) 
20  University of Bari Aldo Moro, Nephrology, Dialysis and Transplantation Unit, Department of Emergency and Organ Transplantation, Bari, Italy (GRID:grid.7644.1) (ISNI:0000 0001 0120 3326) 
21  University Hospital of Modena, Department of Nephrology, Dialysis and Transplant Unit, Modena, Italy (GRID:grid.413363.0) (ISNI:0000 0004 1769 5275); University of Modena and Reggio Emilia, Surgical, Medical and Dental Department of Morphological Sciences, Section of Nephrology, Modena, Italy (GRID:grid.7548.e) (ISNI:0000000121697570) 
22  Università di Parma, Unità Operativa Nefrologia, Azienda Ospedaliero-Universitaria di Parma, Dipartimento di Medicina e Chirurgia, Parma, Italy (GRID:grid.10383.39) (ISNI:0000 0004 1758 0937) 
23  Medicine and General University Hospital, Charles University, Department of Nephrology, Prague, Czech Republic (GRID:grid.4491.8) (ISNI:0000 0004 1937 116X) 
24  ISMETT, Department of Pediatrics, Palermo, Italy (GRID:grid.419663.f) (ISNI:0000 0001 2110 1693) 
25  Fondazione IRCCS Ca’ Granda-Ospedale Maggiore Policlinico, Pediatric Nephrology, Dialysis and Transplant Unit, Milano, Italy (GRID:grid.414818.0) (ISNI:0000 0004 1757 8749) 
26  Fondazione IRCCS Ca’ Granda-Ospedale Maggiore Policlinico, Pediatric Nephrology, Dialysis and Transplant Unit, Milano, Italy (GRID:grid.414818.0) (ISNI:0000 0004 1757 8749); University of Milan, Department of Clinical Sciences and Community Health, Milan, Italy (GRID:grid.4708.b) (ISNI:0000 0004 1757 2822) 
27  UCLA Medical Center and UCLA Medical Center-Santa Monica, Department of Pediatric Nephrology, Los Angeles, USA (GRID:grid.413083.d) (ISNI:0000 0000 9142 8600) 
28  University of Brescia and ASST Spedali Civili of Brescia, Department of Medical and Surgical Specialties, Radiological Sciences, and Public Health, Division of Nephrology and Dialysis, Brescia, Italy (GRID:grid.7637.5) (ISNI:0000000417571846) 
29  University of Split, Department of Pediatrics, Split, Croatia (GRID:grid.38603.3e) (ISNI:0000 0004 0644 1675) 
30  University Children’s Hospital, Department of Pediatric Nephrology, Skopje, Macedonia (GRID:grid.38603.3e) 
31  University of Messina, Division of Nephrology and Dialysis Unit, Sicily, Italy (GRID:grid.10438.3e) (ISNI:0000 0001 2178 8421) 
32  University of Zagreb Medical School, Department of Pediatric Nephrology, Dialysis and Transplantation, Clinical Hospital Hospital Center Zagreb, Zagreb, Croatia (GRID:grid.4808.4) (ISNI:0000 0001 0657 4636); Croatian Academy of Medical Sciences, Praska 2/III p.p. 27, Zagreb, Croatia (GRID:grid.4808.4) 
33  Beth Israel Deaconess Medical Center, Division of Nephrology, Boston, USA (GRID:grid.239395.7) (ISNI:0000 0000 9011 8547); Columbia University Irving Medical Center New York-Presbyterian Morgan Stanley Children’s Hospital in New York, Department of Pediatric, Division of Pediatric Nephrology, New York, USA (GRID:grid.239585.0) (ISNI:0000 0001 2285 2675) 
34  Columbia University Irving Medical Center New York-Presbyterian Morgan Stanley Children’s Hospital in New York, Department of Pediatric, Division of Pediatric Nephrology, New York, USA (GRID:grid.239585.0) (ISNI:0000 0001 2285 2675) 
35  Federal University of Minas Gerais, Department of Pediatrics, Interdisciplinary Laboratory of Medical Investigation, Faculty of Medicine, Belo Horizonte, Brazil (GRID:grid.8430.f) (ISNI:0000 0001 2181 4888) 
36  Icahn School of Medicine at Mount Sinai, The Charles Bronfman Institute for Personalized Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351) 
37  Icahn School of Medicine at Mount Sinai, Institute for Genomic Health, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn School of Medicine at Mount Sinai, Division of Genomic Medicine, Department of Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351); Icahn School of Medicine at Mount Sinai, Division of General Internal Medicine, Department of Medicine, New York, USA (GRID:grid.59734.3c) (ISNI:0000 0001 0670 2351) 
38  Medical University Gdansk, Department of Pediatrics, Nephrology and Hypertension, Gdansk, Poland (GRID:grid.11451.30) (ISNI:0000 0001 0531 3426) 
39  Hôpital Robert-Debré, AP-HP, Pediatric Nephrology Department, Paris, France (GRID:grid.413235.2) (ISNI:0000 0004 1937 0589) 
40  Hospital Universitari Vall d’Hebron, Universitat Autónoma de Barcelona, Pediatric Nephrology, Barcelona, Spain (GRID:grid.411083.f) (ISNI:0000 0001 0675 8654) 
41  Vilnius University, Institute of Clinical Medicine, Faculty of Medicine, Vilnius, Lithuania (GRID:grid.6441.7) (ISNI:0000 0001 2243 2806) 
42  Boston Children’s Hospital, Division of Nephrology, Boston, USA (GRID:grid.2515.3) (ISNI:0000 0004 0378 8438); Harvard Medical School, Department of Pediatrics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
43  Pirogov Russian National Research Medical University, Research and Clinical Institute for Pediatrics, Moscow, Russia (GRID:grid.78028.35) (ISNI:0000 0000 9559 0613) 
44  Hallym University Sacred Heart Hospital, Department of Pediatrics, Anyang-si, Korea (GRID:grid.488421.3) (ISNI:0000000404154154) 
45  Prince of Songkla University, Department of Pediatrics, Faculty of Medicine, Hat-Yai, Thailand (GRID:grid.7130.5) (ISNI:0000 0004 0470 1162) 
46  Boston Children’s Hospital, Division of Nephrology, Boston, USA (GRID:grid.2515.3) (ISNI:0000 0004 0378 8438); Broad Institute of MIT and Harvard, Kidney Disease Initiative & Medical and Population Genetics Program, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Harvard Medical School, Department of Pediatrics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X) 
47  Istituto di Ricovero e Cura a Carattere Scientifico Ospedale Pediatrico Bambino Gesù, Division of Nephrology, and Dialysis, Department of Pediatric Subspecialities, Rome, Italy (GRID:grid.414603.4) 
48  Brigham and Women’s Hospital, Harvard Medical School, Center for Data Sciences, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294); Brigham and Women’s Hospital, Harvard Medical School, Divisions of Genetics and Rheumatology, Department of Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294); Broad Institute of MIT and Harvard, Program in Medical and Population Genetics, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Harvard Medical School, Department of Biomedical Informatics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); University of Manchester, Centre for Genetics and Genomics Versus Arthritis, Manchester, UK (GRID:grid.5379.8) (ISNI:0000000121662407) 
49  Institut National de la Santé et de la Recherde Médicale, Unité Mixte de Rechereche, Sorbonne Université, UPMC Paris 06, Paris, France (GRID:grid.462844.8) (ISNI:0000 0001 2308 1657); Centre Hospitalier du Mans, Department of Nephrology, Le Mans, France (GRID:grid.418061.a) (ISNI:0000 0004 1771 4456) 
50  Hyogo Prefectural Kobe Children’s Hospital, Kobe, Japan (GRID:grid.415413.6) (ISNI:0000 0000 9074 6789); Kobe University Graduate School of Medicine, Department of Advanced Pediatric Medicine, Kobe, Japan (GRID:grid.31432.37) (ISNI:0000 0001 1092 3077) 
51  Boston Children’s Hospital, Division of Nephrology, Boston, USA (GRID:grid.2515.3) (ISNI:0000 0004 0378 8438); Broad Institute of MIT and Harvard, Kidney Disease Initiative & Medical and Population Genetics Program, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623); Harvard Medical School, Department of Pediatrics, Boston, USA (GRID:grid.38142.3c) (ISNI:000000041936754X); Brigham and Women’s Hospital, Harvard Medical School, Division of Renal Medicine, Department of Medicine, Boston, USA (GRID:grid.62560.37) (ISNI:0000 0004 0378 8294) 
Pages
2481
Publication year
2023
Publication date
2023
Publisher
Nature Publishing Group
e-ISSN
20411723
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2807562982
Copyright
© The Author(s) 2023. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.