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研究肠道微生物群、代谢物和自身免疫性甲状腺功能减退症之间的因果关系:单变量和多变量孟德尔随机化研究。

Investigating causal associations among gut microbiota, metabolites and autoimmune hypothyroidism: a univariable and multivariable Mendelian randomization study.

机构信息

Department of Endocrinology, Shandong Provincial Hospital, Shandong University, Jinan, Shandong, China.

Department of Biostatistics, School of Public Health, Cheeloo College of Medicine, Shandong University, Jinan, Shandong, China.

出版信息

Front Immunol. 2024 Jan 4;14:1213159. doi: 10.3389/fimmu.2023.1213159. eCollection 2023.

Abstract

BACKGROUND

Accumulating evidence suggests that the gut microbiota and its metabolites may be involved in autoimmune hypothyroidism. However, the causal association between gut microbiota, metabolites and autoimmune hypothyroidism remains to be determined.

METHODS

Instrumental variables were screened from the GWAS datasets of 211 gut microbiota taxonomic groups, gut microbiota-derived metabolites, and autoimmune hypothyroidism. Univariable Mendelian randomization (MR) and multivariable Mendelian randomization (MVMR) were used to analyse the potential causal relationship between autoimmune hypothyroidism, these metabolites, or these microbiota. During the MR analysis, we alternated multiple MR methods with different model assumptions to assess the consistency and robustness of the findings: inverse variance weighted (IVW), weighted median, MR pleiotropy residual sum and outlier (MRPRESSO) and MR-Egger methods. Reverse MR analysis was performed to assess the possibility of reverse causality. Finally, enrichment analyses were used to investigate potential biofunctions.

RESULTS

The IVW results of univariable MR showed that the phyla Actinobacteria, genus DefluviitaleaceaeUCG011, genus Eggerthella, family Defluviitaleaceae, genus Subdoligranulum, genus RuminococcaceaeUCG011, and genus Intestinimonas were associated with autoimmune hypothyroidism. After FDR adjustment, the absence of a causal relationship between gut microbiota and autoimmune hypothyroidism ( > 0.05) suggested a possible marginal association. The results on gut metabolites showed that N-(3-furoyl)glycine, pipecolate, phenylalanine, allantoin, indololactate and alanine were associated with autoimmune hypothyroidism. After FDR correction, only indololactate was associated with hypothyroidism (OR=1.592; 95% CI, 1.228-2.065; = 0.036). Family Defluviitaleaceae and genus DefluviitaleaceaeUCG011 were suggestively significant in the MVMR. The results of reverse MR analysis showed no reverse causality between autoimmune hypothyroidism and the identified gut microbiota. Enrichment analysis revealed that several key regulatory pathways were significantly enriched.

CONCLUSION

This study supported that there were beneficial or detrimental causal effects of gut microbiota and its metabolites on autoimmune hypothyroidism risk, which provides more theoretical support for mechanistic research on the "thyroid-gut" axis.

摘要

背景

越来越多的证据表明,肠道微生物群及其代谢物可能与自身免疫性甲状腺功能减退症有关。然而,肠道微生物群、代谢物和自身免疫性甲状腺功能减退症之间的因果关系仍有待确定。

方法

从 211 个肠道微生物分类群、肠道微生物衍生代谢物和自身免疫性甲状腺功能减退症的 GWAS 数据集中筛选出工具变量。使用单变量孟德尔随机化(MR)和多变量孟德尔随机化(MVMR)分析自身免疫性甲状腺功能减退症、这些代谢物或这些微生物之间的潜在因果关系。在 MR 分析过程中,我们交替使用具有不同模型假设的多种 MR 方法来评估研究结果的一致性和稳健性:逆方差加权(IVW)、加权中位数、MR 多效残余总和和异常值(MRPRESSO)和 MR-Egger 方法。进行反向 MR 分析以评估反向因果关系的可能性。最后,进行富集分析以研究潜在的生物功能。

结果

单变量 MR 的 IVW 结果表明,厚壁菌门、DefluviitaleaceaeUCG011 属、Eggerthella 属、Defluviitaleaceae 科、Subdoligranulum 属、RuminococcaceaeUCG011 属和 Intestinimonas 属与自身免疫性甲状腺功能减退症相关。经过 FDR 调整后,肠道微生物群与自身免疫性甲状腺功能减退症之间不存在因果关系(>0.05),提示可能存在边缘关联。肠道代谢物的结果表明,N-(3-糠酰基)甘氨酸、哌可酸盐、苯丙氨酸、尿囊素、吲哚乳酸和丙氨酸与自身免疫性甲状腺功能减退症相关。经过 FDR 校正后,只有吲哚乳酸与甲状腺功能减退症相关(OR=1.592;95%CI,1.228-2.065;=0.036)。Defluviitaleaceae 科和 DefluviitaleaceaeUCG011 属在 MVMR 中具有提示性意义。反向 MR 分析的结果表明,自身免疫性甲状腺功能减退症与鉴定出的肠道微生物群之间不存在反向因果关系。富集分析表明,几个关键的调节途径显著富集。

结论

本研究支持肠道微生物群及其代谢物对自身免疫性甲状腺功能减退症风险有有益或有害的因果影响,为“甲状腺-肠道”轴的机制研究提供了更多的理论支持。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7a88/10794377/5cc4c4720307/fimmu-14-1213159-g001.jpg

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