4.4 Article

Pleiotropic genes for metabolic syndrome and inflammation

Journal

MOLECULAR GENETICS AND METABOLISM
Volume 112, Issue 4, Pages 317-338

Publisher

ACADEMIC PRESS INC ELSEVIER SCIENCE
DOI: 10.1016/j.ymgme.2014.04.007

Keywords

Metabolic syndrome; Inflammatory markers; Pleiotropic associations; Meta-analysis; Regulome

Funding

  1. National Heart, Lung, and Blood Institute [HHSN268201100005C, HHSN268201100006C, HHSN268201100007C, HHSN268201100008C, HHSN268201100009C, HHSN268201100010C, HHSN268201100011C, HHSN268201100 012C, HL043851, HL080467]
  2. University of Alabama at Birmingham [N01-HC-48047, N01-HC-95095]
  3. University of Minnesota [N01-HC-48048]
  4. Northwestern University [N01-HC-48049]
  5. Kaiser Foundation Research Institute [N01-HC-48050]
  6. Tufts-New England Medical Center [N01-HC-45204]
  7. Wake Forest University [N01-HC-45205]
  8. Harbor-UCLA Research and Education Institute [N01-HC-05187]
  9. University of California, Irvine [N01-HC-45134, N01-HC-95100]
  10. National Heart, Lung, and Blood Institute (NHLBI) through the PROGENI [U01 HL72518]
  11. NIH/National Institute of Nursing Research [NR0224103]
  12. NIH/National Center for Research Resources [M01-RR000052]
  13. National Heart, Lung and Blood Institute of the National Institutes of Health [HL054464, HL054457, HL054481, HL081331, HL087660]
  14. NIDDK [1R01DK8925601]
  15. National Heart, Lung and Blood Institute's Framingham Heart Study [N01-HC-25195, N02-HL-6-4278]
  16. Robert Dawson Evans Endowment of the Department of Medicine
  17. National Institute for Diabetes and Digestive and Kidney Diseases [RO1 DK078616, K24 DK080140, 1RO1 HL64753, RO1 HL076784, 1RO1 G028321, 1RO1HL092577]
  18. Danish Medical Research Council
  19. Danish Centre for Health Technology Assessment
  20. Novo Nordisk
  21. Copenhagen County
  22. Danish Heart Foundation
  23. Danish Pharmaceutical Association
  24. Augustinus Foundation
  25. Ib Henriksen Foundation
  26. Becket Foundation
  27. Lundbeck Foundation
  28. Novo Nordisk Foundation
  29. Danish Ministry of Science, Technology and Innovation
  30. Netherlands Organization of Scientific Research NWO [175.010.2007.006]
  31. Economic Structure Enhancing Fund (FES) of the Dutch government
  32. Ministry of Economic Affairs
  33. Ministry of Education, Culture and Science
  34. Ministry for Health, Welfare and Sports
  35. Northern Netherlands Collaboration of Provinces (SNN)
  36. Province of Groningen, University Medical Center Groningen, the University of Groningen, Dutch Kidney Foundation and Dutch Diabetes Research Foundation
  37. Erasmus Medical Center
  38. Erasmus University Rotterdam
  39. Netherlands Organization for Scientific Research (NWO)
  40. Netherlands Organization for Health Research and Development (ZonMw)
  41. Research Institute for Diseases in the Elderly (RIDE)
  42. Netherlands Heart Foundation
  43. Ministry of Health Welfare and Sports
  44. European Commission
  45. Municipality of Rotterdam
  46. Netherlands Organisation of Scientific Research NWO Investments [175.010, 2005.011, 911-03-012]
  47. Research Institute for Diseases in the Elderly [014-93-015]
  48. Netherlands Genomics Initiative (NGI)/Netherlands Consortium for Healthy Aging (NCHA) [050-060-810]
  49. NWO [916.12.154]
  50. EUR Fellowship
  51. National Cancer Institute [CA047988]
  52. Donald W. Reynolds Foundation
  53. U01 HL108630
  54. National Heart, Lung, and Blood Institute, National Institutes of Health, U.S. Department of Health and Human Services [HHSN268201100046C, HHSN26 8201100001C, HHSN268201100002C, HHSN268201100003C, HHSN26 8201100004C, HHSN271201100004C]
  55. Intramural Research Program of the NIH, National Institute on Aging [Z01-AG000932-06]
  56. [R01DK075681]
  57. [HL58625-01A1]
  58. [HL59684]
  59. [HL071025-01A1]
  60. MRC [G0701863, MC_UU_12015/1] Funding Source: UKRI
  61. Medical Research Council [MC_U106179471, MC_UU_12015/1, G0701863] Funding Source: researchfish

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Metabolic syndrome (MetS) has become a health and financial burden worldwide. The MetS definition captures clustering of risk factors that predict higher risk for diabetes mellitus and cardiovascular disease. Our study hypothesis is that additional to genes influencing individual MetS risk factors, genetic variants exist that influence MetS and inflammatory markers forming a predisposing MetS genetic network. To test this hypothesis a staged approach was undertaken. (a) We analyzed 17 metabolic and inflammatory traits in more than 85,500 participants from 14 large epidemiological studies within the Cross Consortia Pleiotropy Group. Individuals classified with MetS (NCEP definition), versus those without, showed on average significantly different levels for most inflammatory markers studied. (b) Paired average correlations between 8 metabolic traits and 9 inflammatory markers from the same studies as above, estimated with two methods, and factor analyses on large simulated data, helped in identifying 8 combinations of traits for follow-up in meta-analyses, out of 130,305 possible combinations between metabolic traits and inflammatory markers studied. (c) We performed correlated meta-analyses for 8 metabolic traits and 6 inflammatory markers by using existing GWAS published genetic summary results, with about 2.5 million SNPs from twelve predominantly largest GWAS consortia. These analyses yielded 130 unique SNPs/genes with pleiotropic associations (a SNP/gene associating at least one metabolic trait and one inflammatory marker). Of them twenty-five variants (seven loci newly reported) are proposed as MetS candidates. They map to genes MACF1, KIAA0754, GCKR, GRB14, COBLL1, LOC646736-IRS1, SLC39A8, NELFE, SKIV2L, STK19, TFAP2B, BAZ1B, BCL7B, TBL2, MLXIPL, LPL, TRIB1, ATXN2, HECTD4, PTPN11, ZNF664, PDXDC1, FTO, MC4R and TOMM40. Based on large data evidence, we conclude that inflammation is a feature of MetS and several gene variants show pleiotropic genetic associations across phenotypes and might explain a part of MetS correlated genetic architecture. These findings warrant further functional investigation. (C) 2014 Elsevier Inc. All rights reserved.

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