A

Differential and shared genetic effects on kidney function between diabetic and non-diabetic individuals

Communications Biology, vol. 5, pp. 580

Abstract

Abstract Reduced glomerular filtration rate (GFR) can progress to kidney failure. Risk factors include genetics and diabetes mellitus (DM), but little is known about their interaction. We conducted genome-wide association meta-analyses for estimated GFR based on serum creatinine (eGFR), separately for individuals with or without DM (n DM = 178,691, n noDM = 1,296,113). Our genome-wide searches identified (i) seven eGFR loci with significant DM/noDM-difference, (ii) four additional novel loci with suggestive difference and (iii) 28 further novel loci (including CUBN ) by allowing for potential difference. GWAS on eGFR among DM individuals identified 2 known and 27 potentially responsible loci for diabetic kidney disease. Gene prioritization highlighted 18 genes that may inform reno-protective drug development. We highlight the existence of DM-only and noDM-only effects, which can inform about the target group, if respective genes are advanced as drug targets. Largely shared effects suggest that most drug interventions to alter eGFR should be effective in DM and noDM.

Authors 100

  1. Thomas W. Winkler corresponding

    University of Regensburg

    Affiliation as printed

    Department of Genetic Epidemiology, University of Regensburg, Regensburg, Germany. thomas.winkler@ukr.de

  2. University of Oslo · Norwegian University of Science and Technology · University of Bristol · MRC Integrative Epidemiology Unit

    Affiliation as printed

    Division of Medicine and Laboratory Sciences, University of Oslo, Oslo, Norway

    K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, NTNU, Norwegian University of Science and Technology, Trondheim, Norway

    MRC Integrative Epidemiology Unit, Population Health Sciences, Bristol Medical School, University of Bristol, Bristol, UK

  3. Medical University of Białystok · Universitätsmedizin Greifswald · Universität Greifswald · German Centre for Cardiovascular Research

    Affiliation as printed

    DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany

    Department of Population Medicine and Lifestyle Diseases Prevention, Medical University of Bialystok, Bialystok, Poland

    Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany

  4. University Hospital Regensburg · University of Regensburg

    Affiliation as printed

    Department of Genetic Epidemiology, University of Regensburg, Regensburg, Germany

    Department of Nephrology, University Hospital Regensburg, Regensburg, Germany

  5. Vanderbilt University · VA Tennessee Valley Healthcare System · Vanderbilt University Medical Center

    Affiliation as printed

    Department of Biostatistics, Vanderbilt University Medical Center, Nashville, TN, USA

    Department of Veteran's Affairs, Tennessee Valley Healthcare System (626)/Vanderbilt University, Nashville, TN, USA

  6. University of Regensburg

    Affiliation as printed

    Department of Genetic Epidemiology, University of Regensburg, Regensburg, Germany

  7. Norwegian University of Science and Technology

    Affiliation as printed

    BioCore-Bioinformatics Core Facility, Norwegian University of Science and Technology, Trondheim, Norway

    Department of Clinical and Molecular Medicine, NTNU, Norwegian University of Science and Technology, Trondheim, Norway

    K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, NTNU, Norwegian University of Science and Technology, Trondheim, Norway

  8. Johns Hopkins University · University of Mississippi Medical Center

    Affiliation as printed

    Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA

    Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA

  9. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany

  10. Merck & Co., Inc., Rahway, NJ, USA (United States)

    Affiliation as printed

    Genetics, Merck & Co., Inc, Kenilworth, NJ, USA

  11. Loyola University Chicago

    Affiliation as printed

    Department of Public Health Sciences, Loyola University Chicago, Maywood, IL, USA

  12. University Medical Center Groningen · University of Groningen

    Affiliation as printed

    Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands

  13. Institute of Biomedical Technologies · National Research Council · Bio4Dreams (Italy)

    Affiliation as printed

    Bio4Dreams-Business Nursery for Life Sciences, Milan, Italy

    Institute of Biomedical Technologies, National Research Council of Italy, Milan, Italy

  14. National University of Singapore · National University Health System

    Affiliation as printed

    Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  15. GlaxoSmithKline (United States)

    Affiliation as printed

    Target Sciences-Genetics, GlaxoSmithKline, Collegeville, PA, USA

  16. Leipzig University

    Affiliation as printed

    Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany

    LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany

  17. University of Utah

    Affiliation as printed

    Division of Nephrology and Hypertension, Department of Medicine, University of Utah, Salt Lake City, UT, USA

  18. Leipzig University

    Affiliation as printed

    Institute for Medical Informatics, Statistics and Epidemiology, University of Leipzig, Leipzig, Germany

    LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany

  19. IRCCS Materno Infantile Burlo Garofolo

    Affiliation as printed

    Institute for Maternal and Child Health, IRCCS 'Burlo Garofolo', Trieste, Italy

  20. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany

    Renal Division, Department of Medicine IV, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany

  21. University Medical Center Groningen · University of Groningen

    Affiliation as printed

    Department of Epidemiology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands

  22. Boston University

    Affiliation as printed

    Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA

  23. Universitätsmedizin Greifswald · Universität Greifswald · German Centre for Cardiovascular Research

    Affiliation as printed

    DZHK (German Center for Cardiovascular Research), partner site Greifswald, Greifswald, Germany

    Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany

    Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany

  24. Institute of Genetics and Biophysics

    Affiliation as printed

    Institute of Genetics and Biophysics 'Adriano Buzzati-Traverso'-CNR, Naples, Italy

  25. University of Freiburg · University Medical Center Freiburg

    Affiliation as printed

    Institute of Genetic Epidemiology, Department of Data Driven Medicine, Faculty of Medicine and Medical Center-University of Freiburg, Freiburg, Germany

  26. Eurac Research · University of Trento · Institute for Biomedicine

    Affiliation as printed

    Eurac Research, Institute for Biomedicine (affiliated with the University of Lübeck), Bolzano, Italy

    University of Trento, Department of Cellular, Computational and Integrative Biology-CIBIO, Trento, Italy

  27. University of Regensburg · Ludwig-Maximilians-Universität München

    Affiliation as printed

    Department of Genetic Epidemiology, University of Regensburg, Regensburg, Germany

    Statistical Consulting Unit StaBLab, Department of Statistics, LMU Munich, Munich, Germany

  28. MRC Centre for Environment and Health · Imperial College London

    Affiliation as printed

    Dementia Research Institute, Imperial College London, London, UK

    MRC Centre for Environment and Health, Department of Epidemiology and Biostatistics, School of Public Health, Faculty of Medicine, Imperial College London, London, UK

  29. University of Mississippi Medical Center

    Affiliation as printed

    Department of Medicine, University of Mississippi Medical Center, Jackson, MS, USA

  30. University of Maryland, Baltimore · National Institutes of Health · National Institute of Diabetes and Digestive and Kidney Diseases

    Affiliation as printed

    Division of Kidney, Urologic and Hematologic Diseases, National Institute of Diabetes and Digestive and Kidney Diseases, National Institutes of Health, Bethesda, MD, USA

    University of Maryland School of Medicine, Baltimore, MD, USA

  31. University of Trieste

    Affiliation as printed

    Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy

  32. Leiden University Medical Center

    Affiliation as printed

    Section of Nephrology, Department of Internal Medicine, Leiden University Medical Center, Leiden, The Netherlands

  33. National Institutes of Health · National Institute on Aging

    Affiliation as printed

    Laboratory of Epidemiology and Population Sciences, National Institute on Aging, Intramural Research Program, US National Institutes of Health, Baltimore, MD, USA

  34. Centre National de la Recherche Scientifique · University of Iceland · Université de Lille · Institut Pasteur de Lille · European Genomic Institute for Diabetes

    Affiliation as printed

    CNRS UMR 8199, European Genomic Institute for Diabetes (EGID), Institut Pasteur de Lille, University of Lille, Lille, France

    Faculty of Medicine, School of Health Sciences, University of Iceland, Reykjavik, Iceland

  35. University Medical Center Groningen · University of Groningen

    Affiliation as printed

    Interdisciplinary Center of Psychopathology and Emotion Regulation (ICPE), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands

  36. Eurac Research · Institute for Biomedicine

    Affiliation as printed

    Eurac Research, Institute for Biomedicine (affiliated with the University of Lübeck), Bolzano, Italy

  37. University of Graz · Medical University of Graz

    Affiliation as printed

    Department of Internal Medicine, Division of Nephrology, Medical University Graz, Graz, Austria

  38. Christian-Albrechts-Universität zu Kiel

    Affiliation as printed

    Institute of Clinical Molecular Biology, Christian-Albrechts-University of Kiel, Kiel, Germany

  39. Leipzig University

    Affiliation as printed

    Heart Center Leipzig, Leipzig, Germany

    LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany

  40. University of Tartu

    Affiliation as printed

    Estonian Genome Centre, Institute of Genomics, University of Tartu, Tartu, Estonia

  41. Eurac Research · Institute for Biomedicine

    Affiliation as printed

    Eurac Research, Institute for Biomedicine (affiliated with the University of Lübeck), Bolzano, Italy

  42. Centre for Human Genetics · University of Liverpool · University of Manchester · University of Oxford

    Affiliation as printed

    Centre for Genetics and Genomics Versus Arthritis, Centre for Musculoskeletal Research, The University of Manchester, Manchester, UK

    Department of Health Data Science, University of Liverpool, Liverpool, UK

    Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK

  43. University Hospital Leipzig · Leipzig University

    Affiliation as printed

    Medical Department III-Endocrinology, Nephrology, Rheumatology, University of Leipzig Medical Center, Leipzig, Germany

  44. IRCCS Materno Infantile Burlo Garofolo

    Affiliation as printed

    Institute for Maternal and Child Health, IRCCS 'Burlo Garofolo', Trieste, Italy

  45. Merck & Co., Inc., Rahway, NJ, USA (United States)

    Affiliation as printed

    Genetics, Merck & Co., Inc, Kenilworth, NJ, USA

  46. Helmholtz Munich · German Center for Diabetes Research · Ludwig-Maximilians-Universität München

    Affiliation as printed

    Chair of Epidemiology, IBE, Faculty of Medicine, Ludwig-Maximilians-Universität München, München, Germany

    German Center for Diabetes Research (DZD), Neuherberg, Germany

    Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany

  47. University Hospital Leipzig · Leipzig University

    Affiliation as printed

    Center for Pediatric Research, University of Leipzig, Leipzig, Germany

    Department of Women and Child Health, Hospital for Children and Adolescents, University of Leipzig, Leipzig, Germany

    LIFE Research Center for Civilization Diseases, University of Leipzig, Leipzig, Germany

  48. Centre for Human Genetics · University of Oxford

    Affiliation as printed

    Wellcome Centre for Human Genetics, University of Oxford, Oxford, OX3 7BN, UK

  49. Institute of Genetics and Cancer · University of Edinburgh

    Affiliation as printed

    Center for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK

  50. Wake Forest University Health Sciences · Wake Forest University

    Affiliation as printed

    Section on Nephrology, Internal Medicine, Wake Forest School of Medicine, Winston-Salem, NC, USA

  51. University of Trieste

    Affiliation as printed

    Department of Medicine, Surgery and Health Sciences, University of Trieste, Trieste, Italy

  52. University Hospital of Geneva

    Affiliation as printed

    Service de Néphrologie et Hypertension, Medicine Department, Geneva University Hospitals, Geneva, Switzerland

  53. German Cancer Research Center · Heidelberg University

    Affiliation as printed

    Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany

    Network Aging Research, University of Heidelberg, Heidelberg, Germany

  54. Norwegian University of Science and Technology · St Olav's University Hospital

    Affiliation as printed

    Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, 7030, Norway

    HUNT Research Centre, Department of Public Health and Nursing, NTNU, Norwegian University of Science and Technology, Levanger, 7600, Norway

    K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, NTNU, Norwegian University of Science and Technology, Trondheim, Norway

  55. University Hospital Regensburg

    Affiliation as printed

    Department of Nephrology, University Hospital Regensburg, Regensburg, Germany

  56. Heidelberg University · Medizinische Fakultät Mannheim

    Affiliation as printed

    Vth Department of Medicine (Nephrology, Hypertensiology, Endocrinology, Diabetology, Rheumatology, Pneumology), Medical Faculty Mannheim, University of Heidelberg, Mannheim, Germany

  57. Medical University of Białystok · University Hospital Regensburg

    Affiliation as printed

    Department of Nephrology and Rheumatology, Kliniken Südostbayern, Traunstein, Germany

    Department of Nephrology, University Hospital Regensburg, Regensburg, Germany

    Department of Population Medicine and Lifestyle Diseases Prevention, Medical University of Bialystok, Bialystok, Poland

  58. Norwegian University of Science and Technology · St Olav's University Hospital

    Affiliation as printed

    Department of Endocrinology, Clinic of Medicine, St. Olavs Hospital, Trondheim University Hospital, Trondheim, Norway

    K. G. Jebsen Center for Genetic Epidemiology, Department of Public Health and Nursing, Faculty of Medicine and Health Sciences, NTNU, Norwegian University of Science and Technology, Trondheim, Norway

  59. University of Dundee · Ninewells Hospital

    Affiliation as printed

    Division of Population Health and Genomics, Ninewells Hospital and Medical School, University of Dundee, Dundee, UK

  60. Boston University

    Affiliation as printed

    Department of Biostatistics, Boston University School of Public Health, Boston, MA, USA

  61. Amsterdam UMC Location Vrije Universiteit Amsterdam

    Affiliation as printed

    Department of Psychiatry, VU University Medical Centre, Amsterdam, The Netherlands

  62. University of Michigan

    Affiliation as printed

    Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI, 48109, USA

    Department of Biostatistics, University of Michigan School of Public Health, Ann Arbor, MI, 48109, USA

  63. University of Washington

    Affiliation as printed

    Cardiovascular Health Research Unit, Department of Medicine, University of Washington, Seattle, WA, USA

    Department of Epidemiology, University of Washington, Seattle, WA, USA

    Department of Health Systems and Population Health, University of Washington, Seattle, WA, USA

  64. University of Pittsburgh

    Affiliation as printed

    Department of Human Genetics, Graduate School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA

  65. Wake Forest University Health Sciences · Wake Forest University

    Affiliation as printed

    Department of Biostatistics and Data Science, Wake Forest School of Medicine, Winston-Salem, NC, USA

  66. Institute of Genetics and Cancer · MRC Human Genetics Unit · University of Edinburgh

    Affiliation as printed

    Medical Research Council Human Genetics Unit, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK

  67. University of North Carolina at Chapel Hill · University of Massachusetts Amherst

    Affiliation as printed

    Department of Biostatistics and Epidemiology, University of Massachusetts Amherst, Amherst, MA, USA

    Department of Genetics, University of North Carolina, Chapel Hill, NC, USA

  68. Vanderbilt University · VA Tennessee Valley Healthcare System · Vanderbilt University Medical Center

    Affiliation as printed

    Department of Veteran's Affairs, Tennessee Valley Healthcare System (626)/Vanderbilt University, Nashville, TN, USA

    Vanderbilt University Medical Center, Division of Nephrology and Hypertension, Vanderbilt Center for Kidney Disease and Integrated Program for Acute Kidney Injury Research, and Vanderbilt Precision Nephrology Program Nashville, Nashville, TN, USA

  69. University Medical Center Groningen · University of Groningen

    Affiliation as printed

    Interdisciplinary Center of Psychopathology and Emotion Regulation (ICPE), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands

  70. Broad Institute · University of Oxford

    Affiliation as printed

    Big Data Institute, Li Ka Shing Centre for Health Information and Discovery, University of Oxford, Oxford, OX3 7LF, UK

    Broad Institute of Harvard and MIT, Cambridge, MA, USA

    Nuffield Department of Medicine, University of Oxford, Oxford, UK

  71. Agency for Science, Technology and Research · Huazhong University of Science and Technology · Genome Institute of Singapore

    Affiliation as printed

    Genome Institute of Singapore, Agency for Science Technology and Research, Singapore, Singapore

    School of Public Health, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China

  72. Singapore National Eye Center · Singapore Eye Research Institute · Duke-NUS Medical School

    Affiliation as printed

    Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore

    Singapore Eye Research Institute, Singapore National Eye Center, Singapore, Singapore

  73. National University of Singapore · National University Health System

    Affiliation as printed

    Department of Paediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore

    Khoo Teck Puat-National University Children's Medical Institute, National University Health System, Singapore, Singapore

  74. IRCCS Ospedale San Raffaele · Istituto di Ricovero e Cura a Carattere Scientifico San Raffaele

    Affiliation as printed

    Nephrology and Dialysis Unit, Genomics of Renal Diseases and Hypertension Unit, IRCCS San Raffaele Scientific Institute, Milan, Italy

  75. Agency for Science, Technology and Research · Singapore National Eye Center · Singapore Eye Research Institute · Genome Institute of Singapore

    Affiliation as printed

    Genome Institute of Singapore, Agency for Science Technology and Research, Singapore, Singapore

    Singapore Eye Research Institute, Singapore National Eye Center, Singapore, Singapore

  76. National University of Singapore · Singapore National Eye Center · Singapore Eye Research Institute · Duke-NUS Medical School · National University Health System

    Affiliation as printed

    Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore

    Ophthalmology and Visual Sciences Academic Clinical Program (Eye ACP), Duke-NUS Medical School, Singapore, Singapore

    Singapore Eye Research Institute, Singapore National Eye Center, Singapore, Singapore

  77. Eurac Research · Institute for Biomedicine

    Affiliation as printed

    Eurac Research, Institute for Biomedicine (affiliated with the University of Lübeck), Bolzano, Italy

  78. Helmholtz Munich · German Center for Diabetes Research

    Affiliation as printed

    German Center for Diabetes Research (DZD), Neuherberg, Germany

    Institute of Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany

    Research Unit Molecular Epidemiology, Helmholtz Zentrum München-German Research Center for Environmental Health, Neuherberg, Germany

  79. Vanderbilt University Medical Center

    Affiliation as printed

    Department of Biomedical Informatics, Vanderbilt University Medical Center, Nashville, TN, USA

  80. Lund University

    Affiliation as printed

    Department of Clincial Sciences in Malmö, Lund University, Malmö, Sweden

  81. University of Michigan · Michigan Medicine

    Affiliation as printed

    Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, MI, 48109, USA

    Department of Human Genetics, University of Michigan, Ann Arbor, MI, 48109, USA

    Department of Internal Medicine, Division of Cardiology, University of Michigan, Ann Arbor, MI, 48109, USA

  82. Brigham and Women's Hospital · Harvard University

    Affiliation as printed

    Division of Preventive Medicine, Brigham and Women's Hospital, Boston, MA, USA

    Harvard Medical School, Boston, MA, USA

  83. deCODE Genetics (Iceland) · University of Iceland

    Affiliation as printed

    Iceland School of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland

    deCODE Genetics/Amgen, Inc., Reykjavik, Iceland

  84. Istituto Neurologico Mediterraneo · Institute of Genetics and Biophysics

    Affiliation as printed

    IRCCS Neuromed, Pozzilli, Italy

    Institute of Genetics and Biophysics 'Adriano Buzzati-Traverso'-CNR, Naples, Italy

  85. Affiliation as printed

    San Raffaele Research Institute, Milan, Italy

  86. Max Planck Institute of Psychiatry

    Affiliation as printed

    Department of Translational Research in Psychiatry, Max Planck Institute of Psychiatry, Munich, Germany

  87. Institute of Genetics and Cancer · University of Edinburgh

    Affiliation as printed

    Center for Cognitive Ageing and Cognitive Epidemiology, University of Edinburgh, Edinburgh, UK

    Center for Genomic and Experimental Medicine, Institute of Genetics and Cancer, University of Edinburgh, Edinburgh, UK

  88. GlaxoSmithKline (United States)

    Affiliation as printed

    Target Sciences-Genetics, GlaxoSmithKline, Collegeville, PA, USA

  89. Uppsala University · Eurac Research · Institute for Biomedicine

    Affiliation as printed

    Centre for Research Ethics & Bioethics, Department of Public Health and Caring Sciences, Uppsala University, Uppsala, Sweden

    Eurac Research, Institute for Biomedicine (affiliated with the University of Lübeck), Bolzano, Italy

  90. Leiden University Medical Center

    Affiliation as printed

    Department of Clinical Epidemiology, Leiden University Medical Center, Leiden, The Netherlands

    Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, The Netherlands

  91. Merck & Co., Inc., Rahway, NJ, USA (United States)

    Affiliation as printed

    Genetics, Merck & Co., Inc, Kenilworth, NJ, USA

  92. Washington University in St. Louis

    Affiliation as printed

    Division of Statistical Genomics, Department of Genetics, Washington University School of Medicine, St. Louis, MO, USA

  93. Medical University of Graz

    Affiliation as printed

    Clinical Division of Neurogeriatrics, Department of Neurology, Medical University of Graz, Graz, Austria

    Institute for Medical Informatics, Statistics and Documentation, Medical University of Graz, Graz, Austria

  94. The University of Texas Health Science Center at Houston

    Affiliation as printed

    Human Genetics Center, University of Texas Health Science Center, Houston, TX, USA

  95. Fondazione IRCCS Istituto Neurologico Carlo Besta

    Affiliation as printed

    Neuroalgology Unit, Fondazione IRCCS Istituto Neurologico 'Carlo Besta', Milan, Italy

  96. Hasso Plattner Institute · University of Potsdam · Icahn School of Medicine at Mount Sinai

    Affiliation as printed

    Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, NY, USA

    Digital Health Center, Hasso Plattner Institute and University of Potsdam, Potsdam, Germany

  97. National University of Singapore · Duke-NUS Medical School · National University Health System

    Affiliation as printed

    Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore and National University Health System, Singapore, Singapore

    Duke - NUS Medical School, Singapore, Singapore

    Saw Swee Hock School of Public Health, National University of Singapore and National University Health System, Singapore, Singapore

  98. IRCCS Materno Infantile Burlo Garofolo

    Affiliation as printed

    Institute for Maternal and Child Health, IRCCS 'Burlo Garofolo', Trieste, Italy

  99. Bio4Dreams (Italy)

    Affiliation as printed

    Bio4Dreams-Business Nursery for Life Sciences, Milan, Italy

    ePhood Scientific Unit, ePhood SRL, Milano, Italy

  100. German Cancer Research Center

    Affiliation as printed

    Division of Clinical Epidemiology and Aging Research, German Cancer Research Center (DKFZ), Heidelberg, Germany

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References 81