Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders

Abstract Background Observational studies have identified various associations between neuroimaging alterations and neuropsychiatric disorders. However, whether such associations could truly reflect causal relations remains still unknown. Results Here, we leveraged genome-wide association studies (G...

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Main Authors: Weichen Song, Wei Qian, Weidi Wang, Shunying Yu, Guan Ning Lin
Format: Article
Language:English
Published: BMC 2021-06-01
Series:BMC Genomics
Subjects:
Online Access:https://doi.org/10.1186/s12864-021-07661-8
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spelling doaj-07f356b7a4c34ed6b1d77e6fad5020662021-06-06T11:25:22ZengBMCBMC Genomics1471-21642021-06-0122S311110.1186/s12864-021-07661-8Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disordersWeichen Song0Wei Qian1Weidi Wang2Shunying Yu3Guan Ning Lin4Shanghai Mental Health Center, School of Biomedical Engineering, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong UniversityShanghai Mental Health Center, School of Biomedical Engineering, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong UniversityShanghai Mental Health Center, School of Biomedical Engineering, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong UniversityShanghai Mental Health Center, School of Biomedical Engineering, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong UniversityShanghai Mental Health Center, School of Biomedical Engineering, Shanghai Jiao Tong University School of Medicine, Shanghai Jiao Tong UniversityAbstract Background Observational studies have identified various associations between neuroimaging alterations and neuropsychiatric disorders. However, whether such associations could truly reflect causal relations remains still unknown. Results Here, we leveraged genome-wide association studies (GWAS) summary statistics for (1) 11 psychiatric disorders (sample sizes varied from n = 9,725 to 1,331,010); (2) 110 diffusion tensor imaging (DTI) measurement (sample size n = 17,706); (3) 101 region-of-interest (ROI) volumes, and investigate the causal relationship between brain structures and neuropsychiatric disorders by two-sample Mendelian randomization. Among all DTI-Disorder combinations, we observed a significant causal association between the superior longitudinal fasciculus (SLF) and the risk of Anorexia nervosa (AN) (Odds Ratio [OR] = 0.62, 95 % confidence interval: 0.50 ~ 0.76, P = 6.4 × 10− 6). Similar significant associations were also observed between the body of the corpus callosum (fractional anisotropy) and Alzheimer’s disease (OR = 1.07, 95 % CI: 1.03 ~ 1.11, P = 4.1 × 10− 5). By combining all observations, we found that the overall p-value for DTI − Disorder associations was significantly elevated compared to the null distribution (Kolmogorov-Smirnov P = 0.009, inflation factor λ = 1.37), especially for DTI − Bipolar disorder (BP) (λ = 2.64) and DTI − AN (λ = 1.82). In contrast, for ROI-Disorder combinations, we only found a significant association between the brain region of pars triangularis and Schizophrenia (OR = 0.48, 95 % CI: 0.34 ~ 0.69, P = 5.9 × 10− 5) and no overall p-value elevation for ROI-Disorder analysis compared to the null expectation. Conclusions As a whole, we show that SLF degeneration may be a risk factor for AN, while DTI variations could be causally related to some neuropsychiatric disorders, such as BP and AN. Also, the white matter structure might have a larger impact on neuropsychiatric disorders than subregion volumes.https://doi.org/10.1186/s12864-021-07661-8NeuroimagingNeuropsychiatric disordersDysconnectivityAnorexia nervosaSuperior longitudinal fasciculus
collection DOAJ
language English
format Article
sources DOAJ
author Weichen Song
Wei Qian
Weidi Wang
Shunying Yu
Guan Ning Lin
spellingShingle Weichen Song
Wei Qian
Weidi Wang
Shunying Yu
Guan Ning Lin
Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders
BMC Genomics
Neuroimaging
Neuropsychiatric disorders
Dysconnectivity
Anorexia nervosa
Superior longitudinal fasciculus
author_facet Weichen Song
Wei Qian
Weidi Wang
Shunying Yu
Guan Ning Lin
author_sort Weichen Song
title Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders
title_short Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders
title_full Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders
title_fullStr Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders
title_full_unstemmed Mendelian randomization studies of brain MRI yield insights into the pathogenesis of neuropsychiatric disorders
title_sort mendelian randomization studies of brain mri yield insights into the pathogenesis of neuropsychiatric disorders
publisher BMC
series BMC Genomics
issn 1471-2164
publishDate 2021-06-01
description Abstract Background Observational studies have identified various associations between neuroimaging alterations and neuropsychiatric disorders. However, whether such associations could truly reflect causal relations remains still unknown. Results Here, we leveraged genome-wide association studies (GWAS) summary statistics for (1) 11 psychiatric disorders (sample sizes varied from n = 9,725 to 1,331,010); (2) 110 diffusion tensor imaging (DTI) measurement (sample size n = 17,706); (3) 101 region-of-interest (ROI) volumes, and investigate the causal relationship between brain structures and neuropsychiatric disorders by two-sample Mendelian randomization. Among all DTI-Disorder combinations, we observed a significant causal association between the superior longitudinal fasciculus (SLF) and the risk of Anorexia nervosa (AN) (Odds Ratio [OR] = 0.62, 95 % confidence interval: 0.50 ~ 0.76, P = 6.4 × 10− 6). Similar significant associations were also observed between the body of the corpus callosum (fractional anisotropy) and Alzheimer’s disease (OR = 1.07, 95 % CI: 1.03 ~ 1.11, P = 4.1 × 10− 5). By combining all observations, we found that the overall p-value for DTI − Disorder associations was significantly elevated compared to the null distribution (Kolmogorov-Smirnov P = 0.009, inflation factor λ = 1.37), especially for DTI − Bipolar disorder (BP) (λ = 2.64) and DTI − AN (λ = 1.82). In contrast, for ROI-Disorder combinations, we only found a significant association between the brain region of pars triangularis and Schizophrenia (OR = 0.48, 95 % CI: 0.34 ~ 0.69, P = 5.9 × 10− 5) and no overall p-value elevation for ROI-Disorder analysis compared to the null expectation. Conclusions As a whole, we show that SLF degeneration may be a risk factor for AN, while DTI variations could be causally related to some neuropsychiatric disorders, such as BP and AN. Also, the white matter structure might have a larger impact on neuropsychiatric disorders than subregion volumes.
topic Neuroimaging
Neuropsychiatric disorders
Dysconnectivity
Anorexia nervosa
Superior longitudinal fasciculus
url https://doi.org/10.1186/s12864-021-07661-8
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