Impact of Type 2 Diabetes Susceptibility Variants on Quantitative Glycemic Traits Reveals Mechanistic Heterogeneity

Author:

Dimas Antigone S.12,Lagou Vasiliki13,Barker Adam4,Knowles Joshua W.5,Mägi Reedik136,Hivert Marie-France78,Benazzo Andrea9,Rybin Denis10,Jackson Anne U.11,Stringham Heather M.11,Song Ci1213,Fischer-Rosinsky Antje14,Boesgaard Trine Welløv15,Grarup Niels16,Abbasi Fahim A.5,Assimes Themistocles L.5,Hao Ke17,Yang Xia18,Lecoeur Cécile19,Barroso Inês2021,Bonnycastle Lori L.22,Böttcher Yvonne23,Bumpstead Suzannah20,Chines Peter S.22,Erdos Michael R.22,Graessler Jurgen24,Kovacs Peter25,Morken Mario A.22,Narisu Narisu22,Payne Felicity20,Stancakova Alena26,Swift Amy J.22,Tönjes Anke2327,Bornstein Stefan R.24,Cauchi Stéphane19,Froguel Philippe1928,Meyre David1929,Schwarz Peter E.H.24,Häring Hans-Ulrich30,Smith Ulf31,Boehnke Michael11,Bergman Richard N.32,Collins Francis S.22,Mohlke Karen L.33,Tuomilehto Jaakko343536,Quertemous Thomas5,Lind Lars37,Hansen Torben1638,Pedersen Oluf16394041,Walker Mark42,Pfeiffer Andreas F.H.1443,Spranger Joachim14,Stumvoll Michael2327,Meigs James B.844,Wareham Nicholas J.4,Kuusisto Johanna26,Laakso Markku26,Langenberg Claudia4,Dupuis Josée4546,Watanabe Richard M.47,Florez Jose C.444849,Ingelsson Erik112,McCarthy Mark I.1350,Prokopenko Inga1328,

Affiliation:

1. Wellcome Trust Centre for Human Genetics, University of Oxford, Oxford, U.K.

2. Alexander Fleming, Biomedical Sciences Research Center, Vari, Athens, Greece

3. Oxford Centre for Diabetes, Endocrinology & Metabolism, University of Oxford, Oxford, U.K.

4. Medical Research Council Epidemiology Unit, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, U.K.

5. Department of Medicine and Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA

6. Estonian Genome Center, University of Tartu, Tartu, Estonia

7. Department of Medicine, Université de Sherbrooke, Sherbrooke, Québec, Canada

8. General Medicine Division, Massachusetts General Hospital, Boston, MA

9. Department of Biology and Evolution, University of Ferrara, Ferrara, Italy

10. Boston University Data Coordinating Center, Boston, MA

11. Department of Biostatistics and Center for Statistical Genetics, University of Michigan School of Public Health, Ann Arbor, MI

12. Department of Medical Sciences, Molecular Epidemiology and Science for Life Laboratory, Uppsala University, Uppsala, Sweden

13. Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden

14. Charité-Universitätsmedizin Berlin, Department of Endocrinology and Metabolism, Berlin, Germany

15. Steno Diabetes Center, Gentofte, Denmark

16. The Novo Nordisk Foundation Center for Basic Metabolic Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark

17. Department of Genetics and Genomic Sciences, Institute of Genomics and Multiscale Biology, Mount Sinai School of Medicine, New York, NY

18. Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, CA

19. CNRS UMR8199-Institute of Biology, Pasteur Institute, Lille 2-Droit et Santé University, Lille, France

20. Wellcome Trust Sanger Institute, Hinxton, U.K.

21. University of Cambridge Metabolic Research Laboratories and National Institute for Health Research Cambridge Biomedical Research Centre, Institute of Metabolic Science, Addenbrooke’s Hospital, Cambridge, U.K.

22. Genome Technology Branch, National Human Genome Research Institute, Bethesda, MD

23. IFB AdiposityDiseases, Leipzig University Medical Center, Leipzig, Germany

24. Department of Medicine III, Division of Prevention and Care of Diabetes, University of Dresden, Dresden, Germany

25. Interdisciplinary Center for Clinical Research Leipzig, Leipzig, Germany

26. Department of Medicine, University of Eastern Finland and Kuopio University Hospital, Kuopio, Finland

27. Department of Medicine, University of Leipzig, Leipzig, Germany

28. Department of Genomics of Common Disease, Imperial College London, London, U.K.

29. Department of Clinical Epidemiology & Biostatistics, McMaster University, Hamilton, Ontario, Canada

30. Department of Internal Medicine, Division of Endocrinology, Diabetology, Vascular Medicine, Nephrology and Clinical Chemistry, University of Tübingen, Tübingen, Germany

31. Lundberg Laboratory for Diabetes Research, Center of Excellence for Metabolic and Cardiovascular Research, Department of Molecular and Clinical Medicine, Sahlgrenska Academy, University of Gothenburg, Gothenburg, Sweden

32. Department of Physiology & Biophysics, Keck School of Medicine, University of Southern California, Los Angeles, CA

33. Department of Genetics, The University of North Carolina at Chapel Hill, Chapel Hill, NC

34. Diabetes Prevention Unit, National Institute for Health and Welfare, Helsinki, Finland

35. Centre for Vascular Prevention, Danube University Krems, Krems, Austria

36. King Abdulaziz University, Jeddah, Saudi Arabia

37. Department of Medical Sciences, Akademiska Sjukhuset, Uppsala University, Uppsala, Sweden

38. Faculty of Health Sciences, University of Southern Denmark, Odense, Denmark

39. Hagedorn Research Institute, Copenhagen, Denmark

40. Institute of Biomedical Science, Faculty of Health Sciences, University of Copenhagen, Copenhagen, Denmark

41. Faculty of Health Sciences, University of Aarhus, Aarhus, Denmark

42. Institute of Cellular Medicine, Newcastle University, Newcastle upon Tyne, U.K.

43. Department of Clinical Nutrition, German Institute of Human Nutrition, Nuthetal, Germany

44. Department of Medicine, Harvard Medical School, Boston, MA

45. Department of Biostatistics, Boston University School of Public Health, Boston, MA

46. The National Heart, Lung, and Blood Institute's Framingham Heart Study, Framingham, MA

47. Departments of Preventive Medicine and Physiology & Biophysics, Keck School of Medicine, University of Southern California, Los Angeles, CA

48. Center for Human Genetic Research and Diabetes Research Center (Diabetes Unit), Massachusetts General Hospital, Boston, MA

49. Program in Medical and Population Genetics, Broad Institute, Cambridge, MA

50. Oxford National Institute for Health Research Biomedical Research Centre, Churchill Hospital, Oxford, U.K.

Abstract

Patients with established type 2 diabetes display both β-cell dysfunction and insulin resistance. To define fundamental processes leading to the diabetic state, we examined the relationship between type 2 diabetes risk variants at 37 established susceptibility loci, and indices of proinsulin processing, insulin secretion, and insulin sensitivity. We included data from up to 58,614 nondiabetic subjects with basal measures and 17,327 with dynamic measures. We used additive genetic models with adjustment for sex, age, and BMI, followed by fixed-effects, inverse-variance meta-analyses. Cluster analyses grouped risk loci into five major categories based on their relationship to these continuous glycemic phenotypes. The first cluster (PPARG, KLF14, IRS1, GCKR) was characterized by primary effects on insulin sensitivity. The second cluster (MTNR1B, GCK) featured risk alleles associated with reduced insulin secretion and fasting hyperglycemia. ARAP1 constituted a third cluster characterized by defects in insulin processing. A fourth cluster (TCF7L2, SLC30A8, HHEX/IDE, CDKAL1, CDKN2A/2B) was defined by loci influencing insulin processing and secretion without a detectable change in fasting glucose levels. The final group contained 20 risk loci with no clear-cut associations to continuous glycemic traits. By assembling extensive data on continuous glycemic traits, we have exposed the diverse mechanisms whereby type 2 diabetes risk variants impact disease predisposition.

Publisher

American Diabetes Association

Subject

Endocrinology, Diabetes and Metabolism,Internal Medicine

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