Genome-Wide Association Study of Quantitative Kidney Function in 52,531 Individuals with Diabetes Identifies Five Diabetes-Specific Loci
Key Points Comprehensive genome-wide association study of eGFR in diabetes, accounting for diabetes duration, kidney disease, and known modifiers, identified novel genetic effects. Incorporation of various kidney multi-omics data provides supporting evidence for the role of novel genome-wide association study loci in diabetic kidney disease. Background Diabetic kidney disease (DKD) is a serious diabetes complication caused by both environmental and genetic risk factors. Previous genome-wide association studies (GWAS) have identified several loci associated with kidney function and kidney disease in the general population and, to a lesser extent, in diabetes. Methods To uncover the genetic factors driving diabetes-induced kidney function, we conducted a series of GWAS meta-analyses of eGFR in 17,267 individuals with type 1 diabetes and 35,264 with type 2 diabetes (52,531 total), using multiple well-characterized cohorts of type 1 diabetes DKD and data from the UK Biobank and SUrrogate markers for Micro- and Macrovascular hard end points for Innovative diabetes Tools (SUMMIT) consortium. We further accounted for DKD case/control status, diabetes duration and subtype, body mass index, glycated hemoglobin levels, and the relationship between eGFR and albuminuria. Results GWAS identified 13 loci associated with eGFR ( P < 5×10 −8 ), with five loci (candidate genes: HIPK3 , TRIM5 , RORA , ERBB4 , and BCL6 / LPP ) not associated with or were in opposite directions as compared with eGFR in the general population. Four candidate genes ( HIPK3 , BCL6, LPP , and RORA ) demonstrated evidence of differential expression in kidney compartments and cells among subgroups with DKD or diabetes versus controls. Lead single-nucleotide polymorphisms rs8027829 ( RORA ) and rs76300256 ( BCL6/LPP ) were methylation quantitative trait loci in whole blood and kidney tissue, respectively, and rs76300256 and its related CpGs all cluster in a kidney enhancer. Conclusions Our integrated approach identified candidate genes with diabetes-specific effects on kidney function.
Authors
- Michael Mauer (ORCID: https://orcid.org/0000-0001-7301-9616)
- Joel N. Hirschhorn (ORCID: https://orcid.org/0000-0002-1650-7901)
- Jingjing Cao (ORCID: https://orcid.org/0000-0002-9524-9567)
- Kerstin Brismar (ORCID: https://orcid.org/0000-0002-5241-514X)
- Damian Fermin (ORCID: https://orcid.org/0000-0002-0548-3967)
- Maria Luiza Caramori (ORCID: https://orcid.org/0000-0001-6082-5934)
- Viji Nair (ORCID: https://orcid.org/0000-0003-1657-954X)
- Tarunveer S. Ahluwalia (ORCID: https://orcid.org/0000-0002-7464-3354)
- Laura J. Smyth (ORCID: https://orcid.org/0000-0001-6419-4826)
- Per‐Henrik Groop (ORCID: https://orcid.org/0000-0003-4055-6954)
- Harvest F. Gu (ORCID: https://orcid.org/0000-0003-4578-5449)
- Lars Stechemesser
- Eoin Brennan (ORCID: https://orcid.org/0000-0003-4908-5474)
- Erkka Valo (ORCID: https://orcid.org/0000-0003-0672-554X)
- Petter Bjornstad (ORCID: https://orcid.org/0000-0002-5160-2947)
- Jeļizaveta Sokolovska (ORCID: https://orcid.org/0000-0003-0448-8229)
- Samy Hadjadj (ORCID: https://orcid.org/0000-0001-7110-6994)
- Raymond J. Kreienkamp (ORCID: https://orcid.org/0000-0002-1683-323X)
- Gianpaolo Zerbini (ORCID: https://orcid.org/0000-0001-6181-089X)
- Emma H. Dahlström (ORCID: https://orcid.org/0000-0003-1271-8696)
- Hongbo Liu (ORCID: https://orcid.org/0000-0002-0733-8616)
- José C. Florez (ORCID: https://orcid.org/0000-0002-1730-9325)
- Yogesh Gupta (ORCID: https://orcid.org/0000-0003-4569-1741)
- Marcus G. Pezzolesi (ORCID: https://orcid.org/0000-0002-4093-3783)
- Lina Radzevičienė (ORCID: https://orcid.org/0000-0001-5008-9953)
- Tina Costacou (ORCID: https://orcid.org/0000-0001-9303-3810)
- Niina Sandholm (ORCID: https://orcid.org/0000-0003-4322-6942)
- Gareth J. McKay (ORCID: https://orcid.org/0000-0001-8197-6280)
- Andrew D. Paterson (ORCID: https://orcid.org/0000-0002-9169-118X)
- Raimund Weitgasser (ORCID: https://orcid.org/0000-0003-2013-7998)
- Katalin Suszták (ORCID: https://orcid.org/0000-0002-1005-3726)
- Janet K. Snell‐Bergeon (ORCID: https://orcid.org/0000-0002-9337-3740)
- Ronald Klein (ORCID: https://orcid.org/0000-0002-4428-6237)
- Joanne B. Cole (ORCID: https://orcid.org/0000-0001-9520-2788)
- Darrell Andrews (ORCID: https://orcid.org/0000-0002-3452-6858)
- Rasa Verkauskienė (ORCID: https://orcid.org/0000-0002-0108-9305)
- Amy Jayne McKnight (ORCID: https://orcid.org/0000-0002-7482-709X)
- Kristine E. Lee (ORCID: https://orcid.org/0000-0002-9102-4627)
- Stephen S. Rich (ORCID: https://orcid.org/0000-0003-3872-7793)
- Matthias Kretzler (ORCID: https://orcid.org/0000-0003-4064-0582)
- Claire Hill (ORCID: https://orcid.org/0000-0002-2481-5162)
- Andrzej S. Królewski (ORCID: https://orcid.org/0000-0002-1705-2953)
- Rany M. Salem (ORCID: https://orcid.org/0000-0001-8816-6862)
- Nicolae Mircea Panduru
- Ciarán Kennedy (ORCID: https://orcid.org/0000-0003-1967-8754)
- Peter R Rossing (ORCID: https://orcid.org/0000-0002-1531-4294)
- Michel Marre (ORCID: https://orcid.org/0000-0002-3071-1837)
- Alexander P. Maxwell (ORCID: https://orcid.org/0000-0002-6110-7253)
- Suna Önengüt-Gümüşcü (ORCID: https://orcid.org/0000-0002-6563-8334)
- Catherine Godson (ORCID: https://orcid.org/0000-0003-0655-1041)
- Wei‐Min Chen (ORCID: https://orcid.org/0000-0002-2643-2333)
- Rachel G. Miller (ORCID: https://orcid.org/0000-0003-1845-8477)
Institutions
- University College Dublin (IE)
- Broad Institute (US)
- University of Copenhagen (DK)
- Queen's University Belfast (GB)
- Boston Children's Hospital (US)
- Joslin Diabetes Center (US)
- Centre National de la Recherche Scientifique (FR)
- University of Minnesota (US)
- Beth Israel Deaconess Medical Center (US)
- Cleveland Clinic (US)
- Lithuanian University of Health Sciences (LT)
- Karolinska University Hospital (SE)
- University of Helsinki (FI)
- Steno Diabetes Centers (DK)
- University of Wisconsin–Madison (US)
- Harvard University (US)
- University of Ulster (GB)
- Vita-Salute San Raffaele University (IT)
- Inserm (FR)
- China Pharmaceutical University (CN)
- Carol Davila University of Medicine and Pharmacy (RO)
- University of Pittsburgh (US)
- University of Washington (US)
- University of Utah (US)
- University of Michigan (US)
- Paracelsus Medical University (AT)
- Helsinki University Hospital (FI)
- Hospital for Sick Children (CA)
- The Alfred Hospital (AU)
- Karolinska Institutet (SE)
- University of California San Diego (US)
- Institut Necker Enfants Malades (FR)
- University of Colorado Health (US)
- Massachusetts General Hospital (US)
- Monash Alfred Psychiatry Research centre (AU)
- Diakonissenkrankenhaus (DE)
- Penn Center for AIDS Research (US)
- Royal Victoria Hospital (GB)
- SickKids Foundation (CA)
- Institut du Thorax (FR)
- Istituti di Ricovero e Cura a Carattere Scientifico (IT)
- Folkhälsans Forskningscentrum (FI)
- Institute of Nutrition, Metabolism and Diabetes (CA)
- Istituto di Ricovero e Cura a Carattere Scientifico San Raffaele (IT)
- University of Virginia (US)
- Monash University (AU)
- University of Pennsylvania (US)
- University of Latvia (LV)
- University of Colorado Denver (US)
- Nantes Université (FR)
Publication Details
- Journal
- Journal of the American Society of Nephrology
- Published
- 2025-05-05
- DOI
- https://doi.org/10.1681/asn.0000000718
- Citations
- 3
- Primary Topic
- Birth, Development, and Health
- Type
- article
- Field-Weighted Citation Impact
- 10.48
Funders
- American Diabetes Association
- American Society of Nephrology
- Pfizer
- Sanofi
- Gilead Sciences
- University of Pennsylvania
- Regeneron Pharmaceuticals
- Wilhelm och Else Stockmanns Stiftelse
- UK Research and Innovation
- Folkhälsanin Tutkimussäätiö
- Department for the Economy
- Kidney Research UK
- Queen's University Belfast
- Science Foundation Ireland
- Queen's University
- Novo Nordisk
- Samfundet Folkhälsan
- Sigrid Juséliuksen Säätiö
- Novo Nordisk Fonden
- National Institutes of Health
- Genentech
- Perelman School of Medicine, University of Pennsylvania
- Medical Research Council
- National Heart, Lung, and Blood Institute