TY - JOUR
T1 - Association and genetic overlap between clinical chemistry tests and migraine
AU - Tanha, Hamzeh M.
AU - Martin, Nicholas G.
AU - Whitfield, John B.
AU - Nyholt, Dale R.
AU - Gormley, Padhraig
AU - Anttila, Verneri
AU - Winsvold, Bendik S.
AU - Palta, Priit
AU - Esko, Tonu
AU - Pers, Tune H.
AU - Farh, Kai-How
AU - Cuenca-Leon, Ester
AU - Muona, Mikko
AU - Furlotte, Nicholas A.
AU - Kurth, Tobias
AU - Ingason, Andres
AU - McMahon, George
AU - Ligthart, Lannie
AU - Terwindt, Gisela M.
AU - Kallela, Mikko
AU - Freilinger, Tobias M.
AU - Ran, Caroline
AU - Gordon, Scott G.
AU - Stam, Anine H.
AU - Steinberg, Stacy
AU - Borck, Guntram
AU - Koiranen, Markku
AU - Quaye, Lydia
AU - Adams, Hieab H. H.
AU - Lehtim€aki, Terho
AU - Sarin, Antti-Pekka
AU - Wedenoja, Juho
AU - Hinds, David A.
AU - Buring, Julie E.
AU - Schurks, Markus
AU - Ridker, Paul M.
AU - Hrafnsdottir, Maria Gudlaug
AU - Stefansson, Hreinn
AU - Ring, Susan M.
AU - Hottenga, Jouke-Jan
AU - Penninx, Brenda W. JH
AU - F€arkkil€a, Markus
AU - Artto, Ville
AU - Kaunisto, Mari
AU - Veps€al€ainen, Salli
AU - Malik, Rainer
AU - Heath, Andrew C.
AU - Madden, Pamela A. F.
AU - Martin, Nicholas G.
AU - Montgomery, Grant W.
AU - Kurki, Mitja I.
AU - Kals, Mart
AU - M€agi, Reedik
AU - P€arn, Kalle
AU - H€am€al€ainen, Eija
AU - Huang, Hailiang
AU - Byrnes, Andrea E.
AU - Franke, Lude
AU - Huang, Jie
AU - Stergiakouli, Evie
AU - Lee, Phil H.
AU - Sandor, Cynthia
AU - Webber, Caleb
AU - Cader, Zameel
AU - The International Headache Genetics Consortium (IHGC)
AU - Muller-Myhsok, Bertram
AU - Schreiber, Stefan
AU - Meitinger, Thomas
AU - Eriksson, Johan G.
AU - Salomaa, Veikko
AU - Heikkil€a, Kauko
AU - Loehrer, Elizabeth
AU - Uitterlinden, Andre G.
AU - Hofman, Albert
AU - van Duijn, Cornelia M.
AU - Cherkas, Lynn
AU - Pedersen, Linda M.
AU - Stubhaug, Audun
AU - Nielsen, Christopher S.
AU - M€annikk€o, Minna
AU - Mihailov, Evelin
AU - Milani, Lili
AU - G€obel, Hartmut
AU - Esserlind, Ann-Louise
AU - Christensen, Anne Francke
AU - Hansen, Thomas Folkmann
AU - Werge, Thomas
AU - Kaprio, Jaakko
AU - Aromaa, Arpo J.
AU - Raitakari, Olli
AU - Ikram, M. Arfan
AU - Spector, Tim
AU - J€arvelin, Marjo-Riitta
AU - Metspalu, Andres
AU - Kubisch, Christian
AU - Strachan, David P.
AU - Ferrari, Michel D.
AU - Belin, Andrea C.
AU - Dichgans, Martin
AU - Wessman, Maija
AU - van den Maagdenberg, Arn M. JM
AU - Zwart, John-Anker
AU - Boomsma, Dorret I.
AU - Smith, George Davey
AU - Stefansson, Kari
AU - Eriksson, Nicholas
AU - Daly, Mark J.
AU - Neale, Benjamin M.
AU - Olesen, Jes
AU - Chasman, Daniel I.
AU - Nyholt, Dale R.
AU - Palotie, Aarno
N1 - Publisher Copyright:
© International Headache Society 2021.
PY - 2021/10/1
Y1 - 2021/10/1
N2 - 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.
AB - 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.
KW - Biochemistry tests
KW - Mendelian randomisation
KW - SNP-based genetic overlap
KW - gene-based genetic overlap
KW - genetic correlation
UR - http://www.scopus.com/inward/record.url?scp=85117387254&partnerID=8YFLogxK
U2 - 10.1177/03331024211018131
DO - 10.1177/03331024211018131
M3 - Article
C2 - 34130515
VL - 41
SP - 1208
EP - 1221
JO - Cephalalgia
JF - Cephalalgia
SN - 0333-1024
IS - 11-12
ER -