Cluster Headache Genomewide Association Study and Meta‐Analysis Identifies Eight Loci and Implicates Smoking as Causal Risk Factor

Author:

Winsvold Bendik S.1234ORCID,Harder Aster V. E.56ORCID,Ran Caroline7,Chalmer Mona A.8,Dalmasso Maria Carolina910,Ferkingstad Egil11,Tripathi Kumar Parijat12,Bacchelli Elena13,Børte Sigrid124,Fourier Carmen7ORCID,Petersen Anja S.8,Vijfhuizen Lisanne S.5,Magnusson Sigurdur H.11,O'Connor Emer14,Bjornsdottir Gyda11,Häppölä Paavo15,Wang Yen‐Feng1617ORCID,Callesen Ida8,Kelderman Tim18,Gallardo Victor J19,de Boer Irene6ORCID,Olofsgård Felicia Jennysdotter7,Heinze Katja20,Lund Nunu8,Thomas Laurent F.2212223ORCID,Hsu Chia‐Lin24,Pirinen Matti152526,Hautakangas Heidi15,Ribasés Marta27282930,Guerzoni Simona31,Sivakumar Prasanth14,Yip Janice14,Heinze Axel20,Küçükali Fahri3233,Ostrowski Sisse R.3435,Pedersen Ole B.36,Kristoffersen Espen S.143738ORCID,Martinsen Amy E.12439,Artigas María S.27282930,Lagrata Susie40,Cainazzo Maria Michela31,Adebimpe Joycee14,Quinn Olivia14,Göbel Carl2041,Cirkel Anna2041,Volk Alexander E.42,Heilmann‐Heimbach Stefanie43,Skogholt Anne Heidi2,Gabrielsen Maiken E.2,Wilbrink Leopoldine A.44,Danno Daisuke40,Mehta Dwij40,Guðbjartsson Daníel F.11,Rosendaal Frits R.45,Willems van Dijk Ko54647,Fronczek Rolf6,Wagner Michael4849,Scherer Martin50,Göbel Hartmut20,Sleegers Kristel3233,Sveinsson Olafur A.51,Pani Luca5253,Zoli Michele52,Ramos‐Quiroga Josep A.27282954,Dardiotis Efthimios55,Steinberg Anna5657,Riedel‐Heller Steffi58,Sjöstrand Christina5659,Thorgeirsson Thorgeir E.11,Stefansson Hreinn11,Southgate Laura6061ORCID,Trembath Richard C.61,Vandrovcova Jana14,Noordam Raymond62,Paemeleire Koen18,Stefansson Kari1151,Fann Cathy Shen‐Jang24,Waldenlind Elisabet5657,Tronvik Erling46364,Jensen Rigmor H.8,Chen Shih‐Pin1765ORCID,Houlden Henry14,Terwindt Gisela M.6,Kubisch Christian42,Maestrini Elena13,Vikelis Michail66,Pozo‐Rosich Patricia1967,Belin Andrea C.7ORCID,Matharu Manjit40,van den Maagdenberg Arn M.J.M.56,Hansen Thomas F.868,Ramirez Alfredo948496970ORCID,Zwart John‐Anker12439ORCID, ,

Affiliation:

1. Department of Research and Innovation, Division of Clinical Neuroscience Oslo University Hospital Oslo Norway

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

3. Department of Neurology Oslo University Hospital Oslo Norway

4. Norwegian Centre for Headache Research (NorHEAD), Department of Neuromedicine and Movement Science Norwegian University of Science and Technology (NTNU) Trondheim Norway

5. Department of Human Genetics Leiden University Medical Center Leiden The Netherlands

6. Department of Neurology Leiden University Medical Center Leiden The Netherlands

7. Centre for Cluster Headache, Department of Neuroscience Karolinska Institutet Stockholm Sweden

8. Department of Neurology, Danish Headache Center, Rigshospitalet‐Glostrup University of Copenhagen University Hospital Glostrup Denmark

9. Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne University of Cologne Cologne Germany

10. Neurosciences and Complex Systems Unit (EnyS), CONICET, Hospital El Cruce 'N. Kirchner' National University A. Jauretche (UNAJ) Florencio Varela Argentina

11. deCODE genetics/Amgen Inc. Reykjavik Iceland

12. Division of Neurogenetics and Molecular Psychiatry, Department of Psychiatry Uniklinik Köln Cologne Germany

13. Department of Pharmacy and Biotechnology University of Bologna Bologna Italy

14. Department of Neuromuscular Diseases, Institute of Neurology University College London London UK

15. Institute for Molecular Medicine Finland (FIMM), Helsinki Institute of Life Science (HiLIFE), University of Helsinki Helsinki Finland

16. Department of Neurology Taipei Veterans General Hospital Taipei Taiwan

17. Brain Research Center National Yang Ming Chiao Tung University Taipei Taiwan

18. Department of Neurology Ghent University Hospital Ghent Belgium

19. Headache and Neurological Pain Research Group, Vall d'Hebron Research Institute, Departament de Medicina Universitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR) Barcelona Spain

20. Kiel Migraine and Headache Centre Kiel Germany

21. Department of Clinical and Molecular Medicine Norwegian University of Science and Technology (NTNU) Trondheim Norway

22. BioCore–Bioinformatics Core Facility Norwegian University of Science and Technology (NTNU) Trondheim Norway

23. Clinic of Laboratory Medicine St. Olavs Hospital, Trondheim University Hospital Trondheim Norway

24. Institute of Biomedical Sciences, Academia Sinica Taipei Taiwan

25. Department of Public Health University of Helsinki Helsinki Finland

26. Department of Mathematics and Statistics University of Helsinki Helsinki Finland

27. Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction Universitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR) Barcelona Spain

28. Department of Psychiatry Vall d'Hebron University Hospital Barcelona Spain

29. Biomedical Network Research Centre on Mental Health (CIBERSAM) Instituto de Salud Carlos III Madrid Spain

30. Department of Genetics, Microbiology, and Statistics, Faculty of Biology Universitat de Barcelona Barcelona Spain

31. AOU Policlinico Modena Modena University Hospital Modena Italy

32. Complex Genetics of Alzheimer's Disease Group, Center for Molecular Neurology, VIB Antwerp Belgium

33. Department of Biomedical Sciences University of Antwerp Antwerp Belgium

34. Department of Clinical Immunology, Centre of Diagnostic Investigation Rigshospitalet Copenhagen Denmark

35. Department of Clinical Medicine University of Copenhagen Copenhagen Denmark

36. Department of Clinical Immunology Zealand University Hospital Køge Denmark

37. Department of General Practice University of Oslo Oslo Norway

38. Department of Neurology Akershus University Hospital Lørenskog Norway

39. Institute of Clinical Medicine, Faculty of Medicine University of Oslo Oslo Norway

40. Headache and Facial Pain Group University College London Queen Square Institute of Neurology and National Hospital for Neurology and Neurosurgery London UK

41. Department of Neurology University Hospital Schleswig‐Holstein Lübeck Germany

42. Institute of Human Genetics University Medical Center Hamburg‐Eppendorf Hamburg Germany

43. Institute of Human Genetics, University of Bonn, School of Medicine & University Hospital Bonn Bonn Germany

44. Department of Neurology Zuyderland Hospital Heerlen The Netherlands

45. Department of Clinical Epidemiology Leiden University Medical Center Leiden The Netherlands

46. Einthoven Laboratory for Experimental Vascular Medicine Leiden University Medical Center Leiden The Netherlands

47. Department of Internal Medicine, Division of Endocrinology Leiden University Medical Center Leiden The Netherlands

48. Department of Neurodegenerative Diseases and Geriatric Psychiatry University Hospital Bonn Bonn Germany

49. German Center for Neurodegenerative Diseases (DZNE Bonn) Bonn Germany

50. Department of Primary Medical Care University Medical Center Hamburg‐Eppendorf Hamburg Germany

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

52. Department of Biomedical, Metabolic and Neural Sciences University of Modena and Reggio Emilia Modena Italy

53. Department of Psychiatry and Behavioral Sciences University of Miami Miami FL

54. Department of Psychiatry and Forensic Medicine Universitat Autònoma de Barcelona, Vall d'Hebron Research Institute (VHIR) Barcelona Spain

55. Department of Neurology, Faculty of Medicine University of Thessaly Volos Greece

56. Department of Clinical Neuroscience Karolinska Institutet Stockholm Sweden

57. Department of Neurology Karolinska University Hospital Stockholm Sweden

58. Institute of Social Medicine, Occupational Health and Public Health University of Leipzig Leipzig Germany

59. Department of Neurology Danderyd Hospital Stockholm Sweden

60. Molecular and Clinical Sciences Research Institute St. George's, University of London London UK

61. Department of Medical & Molecular Genetics, Faculty of Life Sciences & Medicine King's College London London UK

62. Department of Internal Medicine, Section of Gerontology and Geriatrics Leiden University Medical Center Leiden The Netherlands

63. Department of Neuromedicine and Movement Science, Faculty of Medicine and Health Sciences Norwegian University of Science and Technology (NTNU) Trondheim Norway

64. Department of Neurology and Clinical Neurophysiology St. Olavs Hospital, Trondheim University Hospital Trondheim Norway

65. Department of Medical Research, Division of Translational Research Taipei Veterans General Hospital Taipei Taiwan

66. Glyfada Headache Center Glyfada Greece

67. Headache Unit, Neurology Department Vall d'Hebron University Hospital Barcelona Spain

68. Novo Nordic Foundation Center for Protein Research University of Copenhagen Copenhagen Denmark

69. Glenn Biggs Institute for Alzheimer's & Neurodegenerative Diseases University of Texas Health Sciences Center San Antonio TX

70. Cluster of Excellence Cellular Stress Responses in Aging‐associated Diseases (CECAD) University of Cologne Cologne Germany

Abstract

ObjectiveThe objective of this study was to aggregate data for the first genomewide association study meta‐analysis of cluster headache, to identify genetic risk variants, and gain biological insights.MethodsA total of 4,777 cases (3,348 men and 1,429 women) with clinically diagnosed cluster headache were recruited from 10 European and 1 East Asian cohorts. We first performed an inverse‐variance genomewide association meta‐analysis of 4,043 cases and 21,729 controls of European ancestry. In a secondary trans‐ancestry meta‐analysis, we included 734 cases and 9,846 controls of East Asian ancestry. Candidate causal genes were prioritized by 5 complementary methods: expression quantitative trait loci, transcriptome‐wide association, fine‐mapping of causal gene sets, genetically driven DNA methylation, and effects on protein structure. Gene set and tissue enrichment analyses, genetic correlation, genetic risk score analysis, and Mendelian randomization were part of the downstream analyses.ResultsThe estimated single nucleotide polymorphism (SNP)‐based heritability of cluster headache was 14.5%. We identified 9 independent signals in 7 genomewide significant loci in the primary meta‐analysis, and one additional locus in the trans‐ethnic meta‐analysis. Five of the loci were previously known. The 20 genes prioritized as potentially causal for cluster headache showed enrichment to artery and brain tissue. Cluster headache was genetically correlated with cigarette smoking, risk‐taking behavior, attention deficit hyperactivity disorder (ADHD), depression, and musculoskeletal pain. Mendelian randomization analysis indicated a causal effect of cigarette smoking intensity on cluster headache. Three of the identified loci were shared with migraine.InterpretationThis first genomewide association study meta‐analysis gives clues to the biological basis of cluster headache and indicates that smoking is a causal risk factor. ANN NEUROL 2023;94:713–726

Funder

Central Norway Regional Health Authority

European Regional Development Fund

Instituto de Salud Carlos III

Ministero della Salute

Universiteit Leiden

Vetenskapsrådet

Wellcome Trust

Publisher

Wiley

Subject

Neurology (clinical),Neurology

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