Roles of gut microbiome in epilepsy risk: A Mendelian randomization study

BackgroundRecent studies have suggested an association between gut microbiomes (GMs) and epilepsy. However, the GM taxa identified in different studies are variable. In addition, observational studies cannot indicate causality. Therefore, our study aimed to explore the causal association of GMs with...

Full description

Bibliographic Details
Main Authors: Youjie Zeng, Si Cao, Heng Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2023-02-01
Series:Frontiers in Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2023.1115014/full
_version_ 1797894007951458304
author Youjie Zeng
Si Cao
Heng Yang
author_facet Youjie Zeng
Si Cao
Heng Yang
author_sort Youjie Zeng
collection DOAJ
description BackgroundRecent studies have suggested an association between gut microbiomes (GMs) and epilepsy. However, the GM taxa identified in different studies are variable. In addition, observational studies cannot indicate causality. Therefore, our study aimed to explore the causal association of GMs with epilepsy and identify the most influential GM taxa.MethodsWe conducted a Mendelian randomization (MR) study using summary statistics from genome-wide association studies (GWAS) of 211 GM taxa and epilepsy. The GWAS summary statistics for 211 GM taxa (from phylum to genus level) were generated by the MiBioGen consortium, while the FinnGen consortium provided the GWAS summary statistics for epilepsy. The primary analytical method to assess causality was the inverse-variance weighted (IVW) approach. To complement the IVW method, we also applied four additional MR methods: MR-Egger, weighted median, simple mode, and weighted. In addition, we conducted sensitivity analyses using Cochrane’s Q-test, MR-Egger intercept test, MR-PRESSO global test, and leave-one-out analysis.ResultsWe evaluated the causal effect of 211 GM taxa (from phylum to genus level) on epilepsy, generalized epilepsy, and focal epilepsy. After using the Bonferroni method for multiple testing correction, Class Betaproteobacteria [odds ratio (OR) = 1.357, 95% confidence interval (CI): 1.126–1.635, p = 0.001] and Order Burkholderiales (OR = 1.336, 95% CI: 1.112–1.606, p = 0.002). In addition, 21 nominally significant causal relationships were also identified. Further, the MR-Egger intercept test and MR-PRESSO global test suggested that our MR analysis was unaffected by horizontal pleiotropy (p > 0.05). Finally, the leave-one-out analysis suggested the robustness of the results.ConclusionThrough the MR study, we analyzed the causal relationship of 211 GM taxa with epilepsy and determined the specific intestinal flora associated with increased epilepsy risk. Our findings may provide helpful biomarkers for disease progression and potential candidate therapeutic targets for epilepsy. In addition, in-depth analysis of large-scale microbiome GWAS datasets based on metagenomics sequencing is necessary for future studies.
first_indexed 2024-04-10T07:01:57Z
format Article
id doaj.art-ac1d1dc4104b4706975c84ef6bc9018a
institution Directory Open Access Journal
issn 1664-302X
language English
last_indexed 2024-04-10T07:01:57Z
publishDate 2023-02-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Microbiology
spelling doaj.art-ac1d1dc4104b4706975c84ef6bc9018a2023-02-27T17:10:28ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2023-02-011410.3389/fmicb.2023.11150141115014Roles of gut microbiome in epilepsy risk: A Mendelian randomization studyYoujie Zeng0Si Cao1Heng Yang2Department of Anesthesiology, Third Xiangya Hospital, Central South University, Changsha, Hunan, ChinaDepartment of Anesthesiology, Third Xiangya Hospital, Central South University, Changsha, Hunan, ChinaDepartment of Neurology, Third Xiangya Hospital, Central South University, Changsha, Hunan, ChinaBackgroundRecent studies have suggested an association between gut microbiomes (GMs) and epilepsy. However, the GM taxa identified in different studies are variable. In addition, observational studies cannot indicate causality. Therefore, our study aimed to explore the causal association of GMs with epilepsy and identify the most influential GM taxa.MethodsWe conducted a Mendelian randomization (MR) study using summary statistics from genome-wide association studies (GWAS) of 211 GM taxa and epilepsy. The GWAS summary statistics for 211 GM taxa (from phylum to genus level) were generated by the MiBioGen consortium, while the FinnGen consortium provided the GWAS summary statistics for epilepsy. The primary analytical method to assess causality was the inverse-variance weighted (IVW) approach. To complement the IVW method, we also applied four additional MR methods: MR-Egger, weighted median, simple mode, and weighted. In addition, we conducted sensitivity analyses using Cochrane’s Q-test, MR-Egger intercept test, MR-PRESSO global test, and leave-one-out analysis.ResultsWe evaluated the causal effect of 211 GM taxa (from phylum to genus level) on epilepsy, generalized epilepsy, and focal epilepsy. After using the Bonferroni method for multiple testing correction, Class Betaproteobacteria [odds ratio (OR) = 1.357, 95% confidence interval (CI): 1.126–1.635, p = 0.001] and Order Burkholderiales (OR = 1.336, 95% CI: 1.112–1.606, p = 0.002). In addition, 21 nominally significant causal relationships were also identified. Further, the MR-Egger intercept test and MR-PRESSO global test suggested that our MR analysis was unaffected by horizontal pleiotropy (p > 0.05). Finally, the leave-one-out analysis suggested the robustness of the results.ConclusionThrough the MR study, we analyzed the causal relationship of 211 GM taxa with epilepsy and determined the specific intestinal flora associated with increased epilepsy risk. Our findings may provide helpful biomarkers for disease progression and potential candidate therapeutic targets for epilepsy. In addition, in-depth analysis of large-scale microbiome GWAS datasets based on metagenomics sequencing is necessary for future studies.https://www.frontiersin.org/articles/10.3389/fmicb.2023.1115014/fullgut microbiomeepilepsycausal relationshipincidence riskMendelian randomizationMiBioGen
spellingShingle Youjie Zeng
Si Cao
Heng Yang
Roles of gut microbiome in epilepsy risk: A Mendelian randomization study
Frontiers in Microbiology
gut microbiome
epilepsy
causal relationship
incidence risk
Mendelian randomization
MiBioGen
title Roles of gut microbiome in epilepsy risk: A Mendelian randomization study
title_full Roles of gut microbiome in epilepsy risk: A Mendelian randomization study
title_fullStr Roles of gut microbiome in epilepsy risk: A Mendelian randomization study
title_full_unstemmed Roles of gut microbiome in epilepsy risk: A Mendelian randomization study
title_short Roles of gut microbiome in epilepsy risk: A Mendelian randomization study
title_sort roles of gut microbiome in epilepsy risk a mendelian randomization study
topic gut microbiome
epilepsy
causal relationship
incidence risk
Mendelian randomization
MiBioGen
url https://www.frontiersin.org/articles/10.3389/fmicb.2023.1115014/full
work_keys_str_mv AT youjiezeng rolesofgutmicrobiomeinepilepsyriskamendelianrandomizationstudy
AT sicao rolesofgutmicrobiomeinepilepsyriskamendelianrandomizationstudy
AT hengyang rolesofgutmicrobiomeinepilepsyriskamendelianrandomizationstudy