Genetic Overlap Analysis Identifies a Shared Etiology between Migraine and Headache with Type 2 Diabetes

被引:10
作者
Islam, Md Rafiqul [1 ]
Nyholt, Dale R. [1 ]
机构
[1] Queensland Univ Technol, Stat & Genom Epidemiol Lab, Ctr Genom & Personalised Hlth, Sch Biomed Sci,Fac Hlth, Kelvin Grove, Qld 4000, Australia
关键词
migraine; headache; GWAS; type; 2; diabetes; genetic correlation; shared genetics; Mendelian randomisation; genetic overlap; pleiotropy; GENOME-WIDE ASSOCIATION; MENDELIAN RANDOMIZATION; CARDIOVASCULAR-DISEASE; SUSCEPTIBILITY LOCI; SEX-DIFFERENCES; UNITED-STATES; SUBSTANCE-P; WEB SERVER; PREVALENCE; METAANALYSIS;
D O I
10.3390/genes13101845
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Migraine and headache frequently co-occur with type 2 diabetes (T2D), suggesting a shared aetiology between the two conditions. We used genome-wide association study (GWAS) data to investigate the genetic overlap and causal relationship between migraine and headache with T2D. Using linkage disequilibrium score regression (LDSC), we found a significant genetic correlation between migraine and T2D (r(g) = 0.06, p = 1.37 x 10(-5)) and between headache and T2D (r(g) = 0.07, p = 3.0 x 10(-4)). Using pairwise GWAS (GWAS-PW) analysis, we identified 11 pleiotropic regions between migraine and T2D and 5 pleiotropic regions between headache and T2D. Cross-trait SNP meta-analysis identified 23 novel SNP loci (P-meta < 5 x 10(-8)) associated with migraine and T2D, and three novel SNP loci associated with headache and T2D. Cross-trait gene-based overlap analysis identified 33 genes significantly associated (Pgene-based < 3.85 x 10(-6)) with migraine and T2D, and 11 genes associated with headache and T2D, with 7 genes (EHMT2, SLC44A4, PLEKHA1, CFDP1, TMEM170A, CHST6, and BCAR1) common between them. There was also a significant overlap of genes nominally associated (Pgene-based < 0.05) with both migraine and T2D (Pbinomial-test = 2.83 x 10(-46)) and headache and T2D (Pbinomial-test = 4.08 x 10(-29)). Mendelian randomisation (MR) analyses did not provide consistent evidence for a causal relationship between migraine and T2D. However, we found headache was causally associated (inverse-variance weighted, ORIVW = 0.90, P-ivw = 7 x 10(-3)) with T2D. Our findings robustly confirm the comorbidity of migraine and headache with T2D, with shared genetically controlled biological mechanisms contributing to their co-occurrence, and evidence for a causal relationship between headache and T2D.
引用
收藏
页数:25
相关论文
共 78 条
[1]   Headache prevalence related to diabetes mellitus. The Head-HUNT study [J].
Aamodt, A. H. ;
Stovner, L. J. ;
Midthjell, K. ;
Hagen, K. ;
Zwart, J.-A. .
EUROPEAN JOURNAL OF NEUROLOGY, 2007, 14 (07) :738-744
[2]   Genetic analysis of endometriosis and depression identifies shared loci and implicates causal links with gastric mucosa abnormality [J].
Adewuyi, Emmanuel O. ;
Mehta, Divya ;
Sapkota, Yadav ;
Auta, Asa ;
Yoshihara, Kosuke ;
Nyegaard, Mette ;
Griffiths, Lyn R. ;
Montgomery, Grant W. ;
Chasman, Daniel I. ;
Nyholt, Dale R. .
HUMAN GENETICS, 2021, 140 (03) :529-552
[3]   Shared Molecular Genetic Mechanisms Underlie Endometriosis and Migraine Comorbidity [J].
Adewuyi, Emmanuel O. ;
Sapkota, Yadav ;
Auta, Asa ;
Yoshihara, Kosuke ;
Nyegaard, Mette ;
Griffiths, Lyn R. ;
Montgomery, Grant W. ;
Chasman, Daniel, I ;
Nyholt, Dale R. .
GENES, 2020, 11 (03)
[4]   Giving Researchers a Headache - Sex and Gender Differences in Migraine [J].
Al-Hassany, Linda ;
Haas, Jennifer ;
Piccininni, Marco ;
Kurth, Tobias ;
Maassen van den Brink, Antoinette ;
Rohmann, Jessica L. .
FRONTIERS IN NEUROLOGY, 2020, 11
[5]   Gender-related differences in migraine [J].
Allais, Gianni ;
Chiarle, Giulia ;
Sinigaglia, Silvia ;
Airola, Gisella ;
Schiapparelli, Paola ;
Benedetto, Chiara .
NEUROLOGICAL SCIENCES, 2020, 41 (SUPPL 2) :429-436
[6]   A global reference for human genetic variation [J].
Altshuler, David M. ;
Durbin, Richard M. ;
Abecasis, Goncalo R. ;
Bentley, David R. ;
Chakravarti, Aravinda ;
Clark, Andrew G. ;
Donnelly, Peter ;
Eichler, Evan E. ;
Flicek, Paul ;
Gabriel, Stacey B. ;
Gibbs, Richard A. ;
Green, Eric D. ;
Hurles, Matthew E. ;
Knoppers, Bartha M. ;
Korbel, Jan O. ;
Lander, Eric S. ;
Lee, Charles ;
Lehrach, Hans ;
Mardis, Elaine R. ;
Marth, Gabor T. ;
McVean, Gil A. ;
Nickerson, Deborah A. ;
Wang, Jun ;
Wilson, Richard K. ;
Boerwinkle, Eric ;
Doddapaneni, Harsha ;
Han, Yi ;
Korchina, Viktoriya ;
Kovar, Christie ;
Lee, Sandra ;
Muzny, Donna ;
Reid, Jeffrey G. ;
Zhu, Yiming ;
Chang, Yuqi ;
Feng, Qiang ;
Fang, Xiaodong ;
Guo, Xiaosen ;
Jian, Min ;
Jiang, Hui ;
Jin, Xin ;
Lan, Tianming ;
Li, Guoqing ;
Li, Jingxiang ;
Li, Yingrui ;
Liu, Shengmao ;
Liu, Xiao ;
Lu, Yao ;
Ma, Xuedi ;
Tang, Meifang ;
Wang, Bo .
NATURE, 2015, 526 (7571) :68-+
[7]   Diabetes is associated with decreased migraine risk: A nationwide cohort study [J].
Antonazzo, Ippazio Cosimo ;
Riise, Trond ;
Cortese, Marianna ;
Berge, Line Iden ;
Engeland, Anders ;
Fasmer, Ole Bernt ;
Lund, Anders ;
Odegaard, Ketil Joachim ;
Poluzzi, Elisabetta ;
Bjornevik, Kjetil .
CEPHALALGIA, 2018, 38 (11) :1759-1764
[8]   Genome-wide meta-analysis identifies new susceptibility loci for migraine [J].
Anttila, Verneri ;
Winsvold, Bendik S. ;
Gormley, Padhraig ;
Kurth, Tobias ;
Bettella, Francesco ;
McMahon, George ;
Kallela, Mikko ;
Malik, Rainer ;
de Vries, Boukje ;
Terwindt, Gisela ;
Medland, Sarah E. ;
Todt, Unda ;
McArdle, Wendy L. ;
Quaye, Lydia ;
Koiranen, Markku ;
Ikram, M. Arfan ;
Lehtimaki, Terho ;
Stam, Anine H. ;
Ligthart, Lannie ;
Wedenoja, Juho ;
Dunham, Ian ;
Neale, Benjamin M. ;
Palta, Priit ;
Hamalainen, Eija ;
Schuerks, Markus ;
Rose, Lynda M. ;
Buring, Julie E. ;
Ridker, Paul M. ;
Steinberg, Stacy ;
Stefansson, Hreinn ;
Jakobsson, Finnbogi ;
Lawlor, Debbie A. ;
Evans, David M. ;
Ring, Susan M. ;
Farkkila, Markus ;
Artto, Ville ;
Kaunisto, Mari A. ;
Freilinger, Tobias ;
Schoenen, Jean ;
Frants, Rune R. ;
Pelzer, Nadine ;
Weller, Claudia M. ;
Zielman, Ronald ;
Heath, Andrew C. ;
Madden, Pamela A. F. ;
Montgomery, Grant W. ;
Martin, Nicholas G. ;
Borck, Guntram ;
Goebel, Hartmut ;
Heinze, Axel .
NATURE GENETICS, 2013, 45 (08) :912-U255
[9]   Dissecting the shared genetic basis of migraine and mental disorders using novel statistical tools [J].
Bahrami, Shahram ;
Hindley, Guy ;
Winsvold, Bendik Slagsvold ;
O'Connell, Kevin S. ;
Frei, Oleksandr ;
Shadrin, Alexey ;
Cheng, Weiqiu ;
Bettella, Francesco ;
Rodevand, Linn ;
Odegaard, Ketil J. ;
Fan, Chun C. ;
Pirinen, Matti J. ;
Hautakangas, Heidi M. ;
Dale, Anders M. ;
Djurovic, Srdjan ;
Smeland, Olav B. ;
Andreassen, Ole A. .
BRAIN, 2022, 145 (01) :142-153
[10]  
Belin A.C., 2020, BRAIN SCI, V10, P1, DOI [DOI 10.3390/brainsci10010030, 10.3390/brainsci10010030]