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Table 4 Mendelian randomization studies for causal associations of genetic variants predisposing for migraine and its comorbid disorders and traits

From: Genetics of migraine: where are we now?

Comorbidity/Trait

Number of patients included

Direction of causality examined

Main finding(s)

Reference

Migraine

Comorbidity/Trait

Cardio−/vascular comorbidities

Ischemic Stroke

GERA cohort, UK Biobank and International Headache Genetics Consortium: 85,726 migraine cases and

803,292 controls

MEGASTROKE consortium: 40,585 cases and 406,111 controls

One-directional

No causal associations of migraine and ischemic stroke

Shu et al. [152]

Stroke (ischemic and hemorrhagic)

International Headache Genetics Consortium:

Any migraine: 59,674 cases and 316,078 controls

MwA: 6332 cases and 144,883 controls

MO: 8348 cases and 139,622 controls

MEGASTROKE consortium:

All stroke: 40,585 cases and 406,111 controls

Ischemic stroke: 34,217 cases and 406,111 controls

Hemorrhagic stroke: 3223 cases and 3725 controls

One-directional

No causal association of migraine and stroke, ischemic stroke, and hemorrhagic stroke

Migraine liability possibly associated with decreased large-artery atherosclerosis risk

Lee et al. [153]

Stroke and Cervical Artery Dissection

International Headache Genetics Consortium:

Any migraine: 59,674 cases and 316,078 controls

MwA: 6332 cases and 144,883 controls

MO: 8348 cases and 139,622 controls

MEGASTROKE consortium:

CeAD: 1393 cases and 14,416 controls

All stroke: 40,585 cases and 406,111 controls

Ischemic stroke: 34,217 cases and 406,111 controls

Large artery stroke: 4373 cases and 297,290 controls Cardioembolic stroke: 7193 cases and 355,68 controls

Small vessel stroke: 5386 cases and 343,560 controls

One-directional

Migraine liability associated with increased risk for CeAD

Migraine liability associated with decreased risk of large artery stroke

Daghlas et al. [154]

Coronary artery disease and atrial fibrillation

International Headache Genetics Consortium: 59,674 migraine cases and 316,078 controls

Coronary artery disease: 76,014 cases and 264,785 controls

Myocardial infarction: 43,676 cases and 128,199 controls

Angina: 10,618 cases and 326,065 controls

Atrial fibrillation: 60,620 and 970,216

One-directional

Migraine liability associated with decreased risk of coronary artery disease, myocardial infarction, and angina, but not on atrial fibrillation

Daghlas et al. [143]

Blood pressure

International Headache Genetics Consortium: 59,674 cases and 316,078 controls

757,601

Bidirectional

Genetically predicted elevated DBP and SBP, and decreased PP associated with increased migraine risk

Migraine liability associated with increased SBP and PP, but not DBP

Guo et al. [145]

Forty-seven traits from the UK Biobank

International Headache Genetics Consortium: 59,674 cases and 316,078 controls

UK Biobank and a combined meta-analysis:

for DBP n > 1 million individuals

One-directional

Genetically predicted elevated DBP associated with increased migraine risk

Siewert et al. [144]

Cardiovascular risk factors and lifestyle

Alcohol, coffee consumption, smoking

7759 cases and 504,902 controls

FinnGen study: 6687 cases and 144,780 controls

UK Biobank: 1072 cases and 360,122 controls

Bidirectional

Genetically predicted alcohol and coffee consumption inversely associated with migraine risk, smoking initiation associated with increased migraine risk

Migraine liability inversely associated with alcohol consumption, not associated with coffee consumption or smoking initiation

Yuan et al. [155]

Coffee consumption

MwA: 6332 cases and 144,883 controls

MO: 8348 cases and 139,622 controls

UK Biobank:

375,833 participants

One-directional

Genetically predicted increase of coffee consumption not associated with the risk of any migraine, MwA or MO

Chen et al. [156]

Smoking

HUNT study: 7522 cases and 35,342 controls

One-directional

No causal relationship between smoking intensity and migraine

Johnsen et al. [157]

Brain morphometry and cognition

Cognition and brain volume

International Headache Genetics Consortium: 59,674 migraine cases and 316,078 controls

Alzheimer’s disease: 71,880 cases and 383,378 controls Measure of general intelligence: 269,867 subjects

Measure of intracranial volume: 11,373 subjects

Seven subcortical brain volumes 13,000 subjects

One-directional

Migraine liability not associated with Alzheimer’s disease, intelligence, or any brain volume measures

Daghlas et al. [151]

Brain morphometry

International Headache Genetics Consortium:

59,674 migraine patients vs 316,078 controls

ENIGMA and CHARGE consortia, UK biobank, ABCD cohort: 66,000 participants

Bidirectional

Genetically determined smaller total brain, hippocampal and ventral diencephalon volume possibly associated with increased migraine risk

Migraine liability associated with larger volume of the amygdala

Mitchell et al. [158]

Sleep disorders

Insomnia

finn-a-G6_MIGRAINE: 3650 migraine cases and 83,167 controls

UK Biobank: 13,597 migraine cases and 449,336 controls

UK Biobank:

462,341 participants

Bidirectional

Genetically determined insomnia significantly associated

with increased migraine risk

Migraine liability not associated with insomnia risk

Chu et al. [159]

Sleep disturbances

International Headache Genetics Consortium: 59,674 cases and 316,078 controls

UK Biobank:

≥ 237,627 participants

Bidirectional

Difficulty awakening and liability to insomnia symptoms associated with increased risk of migraine

Migraine liability slightly associated with increased napping frequency

Daghlas et al. [146]

Gastroenterological conditions

Irritable bowel syndrome

UK Biobank:

1072 cases and 360,122 controls

1121 cases and 360,073 controls

One-directional

Genetically determined irritable bowel syndrome associated with increased migraine risk

Chen et al. [160]

Gynecological conditions

Endometriosis

International Headache Genetics Consortium: 59,674 migraine cases and 316,078 controls

17,054 cases (all stages of endometriosis) and 191,858 controls

One-directional

No causal association

Adewuyi et al. [147]

Laboratory parameters

Clinical chemistry tests (HDL-C, LDL-C, TG, iron, diseases of liver)

29,209 cases and 172,931 controls

Chemistry test values and data on medically relevant disorders from 23,986 to 452,264 participants

One-directional

No causal associations

Tanha et al. [161]

Seventy-nine metabolic traits

International Headache Genetics Consortium: 59,674 migraine cases and 316,078 controls

From 6263 to 24,925

Bidirectional

Genetically predicted shorter length of fatty acids and higher level of a lysophosphatidylethanolamine, LPE(20:4) associated with increased migraine risk

Tanha et al. [162]

Nineteen lipoprotein subfractions

International Headache Genetics Consortium: 54,552 cases and 297,970 controls

47,713 participants

Bidirectional

Lipoprotein subfractions not causally related with migraine

Guo et al. [163]

Serum calcium

International Headache Consortium: 23,285 cases and 95,425 controls

39,400 participants

One-directional

Genetically predicted increase in serum calcium levels associated with increased migraine liability

Yin et al. [164]

Twelve blood-based measures of hemostasis

International Headache Genetics Consortium: 59,674 cases and 316,078 controls

CHARGE Consortium Hemostasis Working Group:

n = 2583 to n = 120,246

Bidirectional

Increased FVIII, vWF, and phosphorylated fibrinopeptide

A and decreased fibrinogen associated with increased migraine risk (especially MA)

Migraine liability not associated with measures of hemostasis

Guo et al. [150]

Vitamine D Levels

GWAS 1 (Hautakangas et al.): 48,975 cases and 540,381 controls

GWAS 2 (Choquet et al.): 28,852 cases and 525,717 controls

GWAS 3 (FinnGen): 10,536 cases and 208,845 controls

UK Biobank

417,580 participants

Bidirectional

Genetically determined increase in circulating vitamin D levels associated with a decreased migraine risk

Migraine not associated with vitamin D levels

Niu et al. [165]

Circulating Insulin-Like Growth Factor 1 Levels

GWAS 1 (FinnGen): 10,536 cases and 208,845 controls

GWAS 2 (Choquet et al.): 28,852 cases and 554,569 controls

UK Biobank

363,228 participants

Bidirectional

Genetically determined increase in IGF1 levels associated with decreased risk of migraine

Migraine not associated with IGF1 levels

Abuduxukuer et al. [166]

DNA methylation

International Headache Genetics Consortium: 59,674 cases and 316,078 controls

DNA methylation quantitative trait loci from whole blood, n = 639 and fetal brain, n = 166

One-directional

Not provided

Hannon et al. [167]

Socioeconomic outcomes

School absence and educational attainment

Avon Longitudinal Study of Parents and Children:

6113 participants

One-directional

Migraine liability not associated with school absence or educational attainment in childhood and adolescence

Hughes et al. [168]

Nineteen social and socioeconomic

outcomes

UK Biobank:

10,603 cases, 326,394 controls

One-directional

Migraine liability associated with reduced chance of having a weekly leisure or social activity

Harrison et al. [169]