Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis

Abstract Background Previous studies have shown an association between gut microbiota and cardiovascular diseases (CVDs). However, the underlying causal relationship remains unclear. This study aims to elucidate the causal relationship between gut microbiota and CVDs and to explore the pathogenic ro...

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Main Authors: Xiao-Ce Dai, Yi Yu, Si-Yu Zhou, Shuo Yu, Mei-Xiang Xiang, Hong Ma
Format: Article
Language:English
Published: BMC 2024-02-01
Series:BioData Mining
Subjects:
Online Access:https://doi.org/10.1186/s13040-024-00356-2
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author Xiao-Ce Dai
Yi Yu
Si-Yu Zhou
Shuo Yu
Mei-Xiang Xiang
Hong Ma
author_facet Xiao-Ce Dai
Yi Yu
Si-Yu Zhou
Shuo Yu
Mei-Xiang Xiang
Hong Ma
author_sort Xiao-Ce Dai
collection DOAJ
description Abstract Background Previous studies have shown an association between gut microbiota and cardiovascular diseases (CVDs). However, the underlying causal relationship remains unclear. This study aims to elucidate the causal relationship between gut microbiota and CVDs and to explore the pathogenic role of gut microbiota in CVDs. Methods In this two-sample Mendelian randomization study, we used genetic instruments from publicly available genome-wide association studies, including single-nucleotide polymorphisms (SNPs) associated with gut microbiota (n = 14,306) and CVDs (n = 2,207,591). We employed multiple statistical analysis methods, including inverse variance weighting, MR Egger, weighted median, MR pleiotropic residuals and outliers, and the leave-one-out method, to estimate the causal relationship between gut microbiota and CVDs. Additionally, we conducted multiple analyses to assess horizontal pleiotropy and heterogeneity. Results GWAS summary data were available from a pooled sample of 2,221,897 adult and adolescent participants. Our findings indicated that specific gut microbiota had either protective or detrimental effects on CVDs. Notably, Howardella (OR = 0.955, 95% CI: 0.913–0.999, P = .05), Intestinibacter (OR = 0.908, 95% CI:0.831–0.993, P = .03), Lachnospiraceae (NK4A136 group) (OR = 0.904, 95% CI:0.841–0.973, P = .007), Turicibacter (OR = 0.904, 95% CI: 0.838–0.976, P = .01), Holdemania (OR, 0.898; 95% CI: 0.810–0.995, P = .04) and Odoribacter (OR, 0.835; 95% CI: 0.710–0.993, P = .04) exhibited a protective causal effect on atrial fibrillation, while other microbiota had adverse causal effects. Similar effects were observed with respect to coronary artery disease, myocardial infarction, ischemic stroke, and hypertension. Furthermore, reversed Mendelian randomization analyses revealed that atrial fibrillation and ischemic stroke had causal effects on certain gut microbiotas. Conclusion Our study underscored the importance of gut microbiota in the context of CVDs and lent support to the hypothesis that increasing the abundance of probiotics or decreasing the abundance of harmful bacterial populations may offer protection against specific CVDs. Nevertheless, further research is essential to translate these findings into clinical practice.
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spelling doaj.art-bae1221105b54184b5aac5c3d80b6d5b2024-03-05T17:53:08ZengBMCBioData Mining1756-03812024-02-0117111710.1186/s13040-024-00356-2Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysisXiao-Ce Dai0Yi Yu1Si-Yu Zhou2Shuo Yu3Mei-Xiang Xiang4Hong Ma5Department of Cardiology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, State Key Laboratory of Transvascular Implantation Devices, Cardiovascular Key Laboratory of Zhejiang ProvinceDepartment of Cardiology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, State Key Laboratory of Transvascular Implantation Devices, Cardiovascular Key Laboratory of Zhejiang ProvinceDepartment of Cardiology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, State Key Laboratory of Transvascular Implantation Devices, Cardiovascular Key Laboratory of Zhejiang ProvinceDepartment of Anesthesiology, The Second Affiliated Hospital, School of Medicine, Zhejiang UniversityDepartment of Cardiology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, State Key Laboratory of Transvascular Implantation Devices, Cardiovascular Key Laboratory of Zhejiang ProvinceDepartment of Cardiology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, State Key Laboratory of Transvascular Implantation Devices, Cardiovascular Key Laboratory of Zhejiang ProvinceAbstract Background Previous studies have shown an association between gut microbiota and cardiovascular diseases (CVDs). However, the underlying causal relationship remains unclear. This study aims to elucidate the causal relationship between gut microbiota and CVDs and to explore the pathogenic role of gut microbiota in CVDs. Methods In this two-sample Mendelian randomization study, we used genetic instruments from publicly available genome-wide association studies, including single-nucleotide polymorphisms (SNPs) associated with gut microbiota (n = 14,306) and CVDs (n = 2,207,591). We employed multiple statistical analysis methods, including inverse variance weighting, MR Egger, weighted median, MR pleiotropic residuals and outliers, and the leave-one-out method, to estimate the causal relationship between gut microbiota and CVDs. Additionally, we conducted multiple analyses to assess horizontal pleiotropy and heterogeneity. Results GWAS summary data were available from a pooled sample of 2,221,897 adult and adolescent participants. Our findings indicated that specific gut microbiota had either protective or detrimental effects on CVDs. Notably, Howardella (OR = 0.955, 95% CI: 0.913–0.999, P = .05), Intestinibacter (OR = 0.908, 95% CI:0.831–0.993, P = .03), Lachnospiraceae (NK4A136 group) (OR = 0.904, 95% CI:0.841–0.973, P = .007), Turicibacter (OR = 0.904, 95% CI: 0.838–0.976, P = .01), Holdemania (OR, 0.898; 95% CI: 0.810–0.995, P = .04) and Odoribacter (OR, 0.835; 95% CI: 0.710–0.993, P = .04) exhibited a protective causal effect on atrial fibrillation, while other microbiota had adverse causal effects. Similar effects were observed with respect to coronary artery disease, myocardial infarction, ischemic stroke, and hypertension. Furthermore, reversed Mendelian randomization analyses revealed that atrial fibrillation and ischemic stroke had causal effects on certain gut microbiotas. Conclusion Our study underscored the importance of gut microbiota in the context of CVDs and lent support to the hypothesis that increasing the abundance of probiotics or decreasing the abundance of harmful bacterial populations may offer protection against specific CVDs. Nevertheless, further research is essential to translate these findings into clinical practice.https://doi.org/10.1186/s13040-024-00356-2Cardiovascular diseasesGut microbiotaMendelian randomization analysis
spellingShingle Xiao-Ce Dai
Yi Yu
Si-Yu Zhou
Shuo Yu
Mei-Xiang Xiang
Hong Ma
Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis
BioData Mining
Cardiovascular diseases
Gut microbiota
Mendelian randomization analysis
title Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis
title_full Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis
title_fullStr Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis
title_full_unstemmed Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis
title_short Assessment of the causal relationship between gut microbiota and cardiovascular diseases: a bidirectional Mendelian randomization analysis
title_sort assessment of the causal relationship between gut microbiota and cardiovascular diseases a bidirectional mendelian randomization analysis
topic Cardiovascular diseases
Gut microbiota
Mendelian randomization analysis
url https://doi.org/10.1186/s13040-024-00356-2
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