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Association and genetic overlap between clinical chemistry tests and migraine

  • Hamzeh M. Tanha
  • , Nicholas G. Martin
  • , John B. Whitfield
  • , Dale R. Nyholt
  • , Padhraig Gormley
  • , Verneri Anttila
  • , Bendik S. Winsvold
  • , Priit Palta
  • , Tonu Esko
  • , Tune H. Pers
  • , Kai How Farh
  • , Ester Cuenca-Leon
  • , Mikko Muona
  • , Nicholas A. Furlotte
  • , Tobias Kurth
  • , Andres Ingason
  • , George McMahon
  • , Lannie Ligthart
  • , Gisela M. Terwindt
  • , Mikko Kallela
  • Tobias M. Freilinger, Caroline Ran, Scott G. Gordon, Anine H. Stam, Stacy Steinberg, Guntram Borck, Markku Koiranen, Lydia Quaye, Hieab H.H. Adams, Terho Lehtim€aki, Antti Pekka Sarin, Juho Wedenoja, David A. Hinds, Julie E. Buring, Markus Schurks, Paul M. Ridker, Maria Gudlaug Hrafnsdottir, Hreinn Stefansson, Susan M. Ring, Jouke Jan Hottenga, Brenda WJH Penninx, Markus F€arkkil€a, Ville Artto, Mari Kaunisto, Salli Veps€al€ainen, Rainer Malik, Andrew C. Heath, Pamela AF Madden, Grant W. Montgomery, Mitja I. Kurki, Mart Kals, Reedik M€agi, Kalle P€arn, Eija H€am€al€ainen, Hailiang Huang, Andrea E. Byrnes, Lude Franke, Jie Huang, Evie Stergiakouli, Phil H. Lee, Cynthia Sandor, Caleb Webber, Zameel Cader, Bertram Muller-Myhsok, Stefan Schreiber, Thomas Meitinger, Johan G. Eriksson, Veikko Salomaa, Kauko Heikkil€a, Elizabeth Loehrer, Andre G. Uitterlinden, Albert Hofman, Cornelia M. van Duijn, Lynn Cherkas, Linda M. Pedersen, Audun Stubhaug, Christopher S. Nielsen, Minna M€annikk€o, Evelin Mihailov, Lili Milani, Hartmut G€obel, Ann Louise Esserlind, Anne Francke Christensen, Thomas Folkmann Hansen, Thomas Werge, Jaakko Kaprio, Arpo J. Aromaa, Olli Raitakari, M. Arfan Ikram, Tim Spector, Marjo Riitta J€arvelin, Andres Metspalu, Christian Kubisch, David P. Strachan, Michel D. Ferrari, Andrea C. Belin, Martin Dichgans, Maija Wessman, Arn M.J.M. van den Maagdenberg, John Anker Zwart, Dorret I. Boomsma, George Davey Smith, Kari Stefansson, Nicholas Eriksson, Mark J. Daly, Benjamin M. Neale, Jes Olesen, Daniel I. Chasman, Aarno Palotie
  • Queensland University of Technology (QUT)
  • Queensland Institute of Medical Research
  • University of Iceland
  • Massachusetts General Hospital
  • The Broad Institute of MIT and Harvard
  • Wellcome Sanger Institute
  • Oslo University Hospital
  • University of Helsinki
  • University of Tartu
  • Boston Children's Hospital
  • Statens Serum Institut
  • Novo Nordisk Foundation Center for Basic Metabolic Research
  • Illumina, Inc.
  • Vall d’Hebron University Hospital
  • Folkhälsan Institute of Genetics
  • 23andMe Inc.
  • Charité – Universitätsmedizin Berlin
  • Brigham and Women's Hospital
  • deCODE genetics
  • MRC Integrative Epidemiology Unit
  • VU University Amsterdam
  • Leiden University Medical Centre
  • Helsinki University Central Hospital
  • University Clinic Tuebingen
  • Ludwig-Maximilians-Universität München
  • Karolinska Institutet
  • University of Ulm
  • University of Oulu
  • King's College London
  • Erasmus University Medical Center
  • Fimlab Laboratories
  • Harvard Medical School
  • University Hospital of Essen
  • Landspitali - The National University Hospital of Iceland
  • Vrije Universiteit Medical Centre
  • Washington University School of Medicine in St. Louis
  • Kuopion Yliopistollinen sairaala
  • University Medical Center Groningen
  • University of Oxford Medical Sciences Division
  • John Radcliffe Hospital
  • Max Planck Institute of Psychiatry
  • St. George's University of London
  • Christian-Albrechts-University of Kiel
  • Helmholtz Zentrum München German Research Center for Environmental Health
  • National Institute for Health and Welfare
  • Harvard T.H. Chan School of Public Health
  • Biotechnology Centre of Oslo
  • Norwegian Institute of Public Health
  • Kiel Pain and Headache Center
  • University of Copenhagen
  • Mental Health Services Copenhagen
  • H. Lundbeck A/S
  • University of Turku
  • Turku University Hospital
  • Imperial College London
  • Oulu University Hospital
  • University Medical Center Hamburg-Eppendorf
  • Munich Cluster for Systems Neurology (SyNergy)
  • University of Oslo
  • Queensland University of Technology

Research output: Contribution to journalArticlepeer-review

11 Scopus citations

Abstract

Introduction: In this paper, we studied several serum clinical chemistry tests of cardiovascular disease (CVD), iron deficiency anemia, liver and kidney disorders in migraine. Methods: We first explored the association of 22 clinical chemistry tests with migraine risk in 697 migraine patients and 2722 controls. To validate and interpret association findings, cross-trait genetic analyses were conducted utilising genome-wide association study (GWAS) data comprising 23,986 to 452,264 individuals. Results: Significant associations with migraine risk were identified for biomarkers of CVD risk, iron deficiency and liver dysfunction (odds ratios = 0.86–1.21; 1 × 10−4 < p < 3 × 10−2). Results from cross-trait genetic analyses corroborate the significant biomarker associations and indicate their relationship with migraine is more consistent with biological pleiotropy than causality. For example, association and genetic overlap between a lower level of HDL-C and increased migraine risk are due to shared biology rather than a causal relationship. Furthermore, additional genetic analyses revealed shared genetics among migraine, the clinical chemistry tests, and heart problems and iron deficiency anemia, but not liver disease. Conclusions: These findings highlight common biological mechanisms underlying migraine, heart problems and iron deficiency anemia and provide support for their investigation in the development of novel therapeutic and dietary interventions.

Original languageEnglish
Pages (from-to)1208-1221
Number of pages14
JournalCephalalgia
Volume41
Issue number11-12
DOIs
StatePublished - Oct 2021

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

  1. SDG 3 - Good Health and Well-being
    SDG 3 Good Health and Well-being

Keywords

  • Biochemistry tests
  • Mendelian randomisation
  • SNP-based genetic overlap
  • gene-based genetic overlap
  • genetic correlation

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