Early-life factors and risk of multiple sclerosis: an MR-EWAS study
File(s)
Author(s)
Belbasis, Lazaros
Vanessa, Bellou
Tzoulaki, Ioanna
Evangelou, Evangelos
Type
Journal Article
Abstract
Background: Although several risk factors are associated with multiple sclerosis (MS) in adulthood, evidence for risk factors acting from birth to adolescence is scarce.
Methods: We conceived a two-step study design, where signals from an Environment-Wide Association Study are prioritized for follow-up in a Mendelian Randomization study (MR-EWAS), to examine the association of early-life factors with risk of MS. The EWAS was conducted in UK Biobank, where we agnostically selected all available risk factors acting from the perinatal period until the adolescence, including perinatal factors, anthropometric characteristics during childhood, male and female sexual factors, and skin phenotypic characteristics. We prioritized statistically significant risk factors to perform a two-sample MR study using publicly available summary genetic data. We also calculated the power of the MR-EWAS approach under several scenarios and compared it against a one-step hypothesis-free MR approach to detect risk factors of MS.
Results: In the Environment-Wide Association Study, an increase per 1-year in age at menarche was associated with a lower risk of MS (OR=0.93; 95% CI: 0.90-0.96), and a plumper than average body size at age of 10 was associated with a higher risk of MS (OR=1.42; 95% CI: 1.24-1.61). Individuals getting very tanned or moderately tanned were at higher risk of MS compared to individuals that never tan or get mildly to occasionally tanned (OR=0.86; 95% CI: 0.79-0.94). The MR analysis supported the association of age at menarche and childhood body mass index (BMI) without presence of pleiotropic effects. In the multivariable MR analysis, the association of age at menarche was not statistically significant after adjusting for childhood BMI. The MR analysis for ease of tanning did not reveal a statistically significant association. In multiple scenarios, the power of MR-EWAS approach was larger compared to a hypothesis-free MR approach.
Conclusions: We introduced the MR-EWAS, a two-step approach that is more powerful compared to hypothesis-free MR under certain scenarios to test potential causal signals. Our comprehensive assessment of early-life risk factors of MS highlighted a potential causal role of early menarche and larger body size at childhood for MS.
Methods: We conceived a two-step study design, where signals from an Environment-Wide Association Study are prioritized for follow-up in a Mendelian Randomization study (MR-EWAS), to examine the association of early-life factors with risk of MS. The EWAS was conducted in UK Biobank, where we agnostically selected all available risk factors acting from the perinatal period until the adolescence, including perinatal factors, anthropometric characteristics during childhood, male and female sexual factors, and skin phenotypic characteristics. We prioritized statistically significant risk factors to perform a two-sample MR study using publicly available summary genetic data. We also calculated the power of the MR-EWAS approach under several scenarios and compared it against a one-step hypothesis-free MR approach to detect risk factors of MS.
Results: In the Environment-Wide Association Study, an increase per 1-year in age at menarche was associated with a lower risk of MS (OR=0.93; 95% CI: 0.90-0.96), and a plumper than average body size at age of 10 was associated with a higher risk of MS (OR=1.42; 95% CI: 1.24-1.61). Individuals getting very tanned or moderately tanned were at higher risk of MS compared to individuals that never tan or get mildly to occasionally tanned (OR=0.86; 95% CI: 0.79-0.94). The MR analysis supported the association of age at menarche and childhood body mass index (BMI) without presence of pleiotropic effects. In the multivariable MR analysis, the association of age at menarche was not statistically significant after adjusting for childhood BMI. The MR analysis for ease of tanning did not reveal a statistically significant association. In multiple scenarios, the power of MR-EWAS approach was larger compared to a hypothesis-free MR approach.
Conclusions: We introduced the MR-EWAS, a two-step approach that is more powerful compared to hypothesis-free MR under certain scenarios to test potential causal signals. Our comprehensive assessment of early-life risk factors of MS highlighted a potential causal role of early menarche and larger body size at childhood for MS.
Date Issued
2020-12
Date Acceptance
2020-04-28
Citation
Neuroepidemiology, 2020, 54 (6), pp.433-445
ISSN
0251-5350
Publisher
Karger Publishers
Start Page
433
End Page
445
Journal / Book Title
Neuroepidemiology
Volume
54
Issue
6
Copyright Statement
© 2020 S. Karger AG, Basel
Identifier
https://www.karger.com/Article/FullText/508229
Subjects
Science & Technology
Life Sciences & Biomedicine
Public, Environmental & Occupational Health
Clinical Neurology
Neurosciences & Neurology
Environment-Wide Association Study
Mendelian randomization
Multiple sclerosis
Risk factors
UK Biobank
MENDELIAN RANDOMIZATION ANALYSES
GENOME-WIDE ASSOCIATION
GENETIC-VARIANTS
CHILDHOOD
MENARCHE
PUBERTY
POWER
AGE
RESOURCE
LOCI
Environment-Wide Association Study
Mendelian randomization
Multiple sclerosis
Risk factors
UK Biobank
Epidemiology
1109 Neurosciences
1117 Public Health and Health Services
Publication Status
Published
Date Publish Online
2020-10-23