4.7 Article

Large-scale plasma metabolome analysis reveals alterations in HDL metabolism in migraine

Journal

NEUROLOGY
Volume 92, Issue 16, Pages E1899-E1911

Publisher

LIPPINCOTT WILLIAMS & WILKINS
DOI: 10.1212/WNL.0000000000007313

Keywords

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Funding

  1. BBMRI-NL, a research infrastructure - Dutch government (Netherlands Organization for Scientific Research [NWO] [184.021.007, 184033111]
  2. Netherlands Organization for the Health Research and Development (ZonMw) [90700217]
  3. NWO Gravitation Netherlands Organ-on-Chip Initiative [024.003.001]
  4. VIDI (ZonMw) [91711319]
  5. NWO VICI [918.56.602]
  6. Spinoza prize (2009) grants
  7. Centre for Medical Systems Biology (CMSB) within the Genomics of the Netherlands Initiative (NGI)/NWO
  8. Netherlands Consortium for Systems Biology (NCSB) within the Genomics of the Netherlands Initiative (NGI)/NWO
  9. FP7 EU project EUROHEADPAIN [602633]
  10. Centre for Medical Systems Biology (CMSB) of NGI/NWO
  11. Netherlands Consortium for Systems Biology (NCSB) of NGI/NWO
  12. European Network of Genomic and Genetic Epidemiology (ENGAGE) from the European Community's Seventh Framework Programme (FP7/2007-2013)/grant [HEALTH-F4-2007-201413]
  13. JNPD under the project PERADES [733051021]
  14. European Union's Horizon 2020 research and innovation programme [667375]
  15. VENI grant
  16. CardioVasculair Onderzoek Nederland [CVON 2012-03]
  17. Erasmus MC University Medical Centre
  18. NWO
  19. Netherlands Organisation for Health Research and Development (ZonMw)
  20. Research Institute for Diseases in the Elderly (RIDE)
  21. NGI
  22. Ministry of Education, Culture and Science
  23. Ministry of Health, Welfare and Sports
  24. European Commission (DG XII)
  25. Erasmus University Rotterdam
  26. Municipality of Rotterdam
  27. NWO [904-61-090, 985-10-002, 904-61-193, 480-04-004, 400-05-717, 480-15-001/674, 911-09-032]
  28. MagW/ZonMW [904-61-090, 985-10-002, 904-61-193, 480-04-004, 400-05-717, 911-09-032]
  29. Amsterdam Public Health (APH) institute
  30. Avera Institute, Sioux Falls, South Dakota
  31. NIH [R01D004215701A, MH081802, 1RC2 MH089951]
  32. BBRMI-NL [184.033.111]
  33. Netherlands Twin Registry Repository (NWO Groot) [480-15-001/674]
  34. Netherlands Twin Registry Repository
  35. Royal Netherlands Academy of Science Professor Award [PAH/6635]
  36. Geestkracht program of the Netherlands Organisation for Health Research and Development (ZonMw) [10-000-1002]
  37. VU University Medical Center
  38. GGZ inGeest
  39. Leiden University Medical Centre
  40. Leiden University
  41. GGZ Rivierduinen
  42. University Medical Centre Groningen
  43. University of Groningen
  44. Lentis
  45. GGZ Friesland
  46. GGZ Drenthe
  47. Rob Giel Onderzoekscentrum
  48. Dutch Government
  49. Northern Netherlands Collaboration of Provinces (SNN)
  50. European fund for regional development
  51. Dutch Ministry of Economic Affairs
  52. Pieken in de Delta
  53. Province of Groningen
  54. Province of Drenthe
  55. Target project
  56. University Medical Centre Groningen, the Netherlands
  57. VIDI (NWO) [864.13.013, 917.14.374]
  58. Top Institute of Food and Nutrition [TiFN GH0001]
  59. Stiftelsen Kristian Gerhard Jebsen foundation (Norway)
  60. RuG investment agenda grant Personalized Health
  61. European Regional Development Fund [K24DC016312]
  62. Province of Limburg
  63. department of Economic Affairs of the Netherlands [310.041]
  64. Stichting the Weijerhorst
  65. Pearl String Initiative Diabetes
  66. Cardiovascular Centre Maastricht
  67. Cardiovascular Research Institute Maastricht
  68. School of Nutrition, Toxicology and Metabolism
  69. Stichting Annadal
  70. Health Foundation Limburg
  71. Janssen
  72. Novo Nordisk
  73. Sanofi
  74. BiG Grid, the Dutch e-Science Grid (NWO) [176.010.2005.009]
  75. ERC advanced grant (FP/2007-2013/ERC grant) [2012322698]
  76. NWO Spinoza prize [NWO SPI 92-266]

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Objective To identify a plasma metabolomic biomarker signature for migraine. Methods Plasma samples from 8 Dutch cohorts (n = 10,153: 2,800 migraine patients and 7,353 controls) were profiled on a H-1-NMR-based metabolomics platform, to quantify 146 individual metabolites (e.g., lipids, fatty acids, and lipoproteins) and 79 metabolite ratios. Metabolite measures associated with migraine were obtained after single-metabolite logistic regression combined with a random-effects meta-analysis performed in a nonstratified and sex-stratified manner. Next, a global test analysis was performed to identify sets of related metabolites associated with migraine. The Holm procedure was applied to control the family-wise error rate at 5% in single-metabolite and global test analyses. Results Decreases in the level of apolipoprotein A1 (beta -0.10; 95% confidence interval [CI] -0.16, -0.05; adjusted p = 0.029) and free cholesterol to total lipid ratio present in small high-density lipoprotein subspecies (HDL) (beta -0.10; 95% CI -0.15, -0.05; adjusted p = 0.029) were associated with migraine status. In addition, only in male participants, a decreased level of omega-3 fatty acids (beta -0.24; 95% CI -0.36, -0.12; adjusted p = 0.033) was associated with migraine. Global test analysis further supported that HDL traits (but not other lipoproteins) were associated with migraine status. Conclusions Metabolic profiling of plasma yielded alterations in HDL metabolism in migraine patients and decreased omega-3 fatty acids only in male migraineurs.

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