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利用孟德尔随机化鉴定结直肠癌患者的宿主基因-微生物组关联。

Identification of host gene-microbiome associations in colorectal cancer patients using mendelian randomization.

机构信息

Department of Oncology, Beijing Luhe Hospital Affiliated to Capital Medical University, Beijing, 101149, China.

出版信息

J Transl Med. 2023 Aug 10;21(1):535. doi: 10.1186/s12967-023-04335-9.

Abstract

BACKGROUND

There are many studies indicating that alterations in the abundance of certain gut microbiota are associated with colorectal cancer (CRC). However, a causal relationship has not been identified due to confounding factors such as lifestyle, environmental, and possible reverse causal associations between the two. Furthermore, certain host gene mutations can also contribute to the development of CRC. However, the association between genes and gut microbes in patients with CRC has not been extensively studied.

METHODS

We conducted a two-sample Mendelian randomization (MR) study to reveal the causal relationship between gut microbiota and CRC. We obtained SNPs associated with gut microbiome abundance as instrumental variables (IVs) from a large-scale, multi-ethnic GWAS study, and extracted CRC-related datasets from an East Asian Population genetic consortia GWAS (AGWAS) study and FinnGen consortium, respectively. We analyzed a total of 166 bacterial features at four taxonomic levels, including order, family, genus, and species. The inverse-variance-weighted (IVW), weighted median, MR-Egger, and simple median methods were applied to the MR analysis, and the robustness of the results were tested using a series of sensitivity analyses. We extracted IVs of gut microbiota with direct causal association with CRC for SNP annotation to identify the genes in which these genetic variants were located to reveal the possible host gene-microbiome associations in CRC patients.

RESULTS

The findings from our MR analysis based on CRC-associated GWAS datasets from AGWAS revealed causal relationships between 6 bacterial taxa and CRC at a locus-wide significance level (P < 1 × 10). The IVW method found that family Porphyromonadaceae, genera Anaerotruncus, Intestinibacter, Slackia, and Ruminococcaceae UCG004, and species Eubacterium coprostanoligenes group were positively associated with CRC risk, which was generally consistent with the results of other complementary analyses. The results of a meta-analysis of the MR estimates from the AGWAS and the FinnGen datasets showed that family Porphyromonadaceae and genera Slackia, Anaerotruncus, and Intestinibacter replicated the same causal association. Sensitivity analysis of all causal associations did not indicate significant heterogeneity, horizontal pleiotropy, or reverse causal associations. We annotated the SNPs at a locus-wide significance level of the above intestinal flora and identified 24 host genes that may be related to pathogenic intestinal microflora in CRC patients.

CONCLUSION

This study supported the causal relationship of gut microbiota on CRC and revealed a possible correlation between genes and pathogenic microbiota in CRC. These findings suggested that the study of the gut microbiome and its further multi-omics analysis was important for the prevention and treatment of CRC.

摘要

背景

有许多研究表明,某些肠道微生物群落丰度的改变与结直肠癌(CRC)有关。然而,由于生活方式、环境和两者之间可能存在的反向因果关系等混杂因素,尚未确定因果关系。此外,某些宿主基因突变也可能导致 CRC 的发生。然而,CRC 患者的基因与肠道微生物之间的关联尚未得到广泛研究。

方法

我们进行了一项两样本孟德尔随机化(MR)研究,以揭示肠道微生物群与 CRC 之间的因果关系。我们从一项大规模的多民族全基因组关联研究(GWAS)中获得了与肠道微生物群落丰度相关的 SNP 作为工具变量(IVs),并分别从东亚人群遗传联盟 GWAS(AGWAS)研究和芬兰遗传研究(FinnGen)联盟中提取了 CRC 相关数据集。我们分析了四个分类水平(目、科、属和种)共 166 个细菌特征。采用逆方差加权(IVW)、加权中位数、MR-Egger 和简单中位数方法进行 MR 分析,并通过一系列敏感性分析来检验结果的稳健性。我们提取了与 CRC 具有直接因果关系的肠道微生物群的 IVs 进行 SNP 注释,以确定这些遗传变异所在的基因,从而揭示 CRC 患者中可能存在的宿主基因-微生物组关联。

结果

基于 AGWAS 的 CRC 相关 GWAS 数据集的 MR 分析结果显示,6 个细菌分类群与 CRC 之间存在与全基因组关联显著水平(P<1×10)相关的因果关系。IVW 方法发现,家族卟啉单胞菌科、属厌氧真杆菌、内氏菌属、斯拉克氏菌属和瘤胃球菌科 UCG004 以及种粪拟杆菌群与 CRC 风险呈正相关,这与其他补充分析的结果基本一致。AGWAS 和 FinnGen 数据集的 MR 估计值的荟萃分析结果表明,家族卟啉单胞菌科和属斯拉克氏菌属、厌氧真杆菌属和内氏菌属复制了相同的因果关联。所有因果关联的敏感性分析均未表明存在显著异质性、水平多效性或反向因果关联。我们对上述肠道菌群全基因组关联显著水平的 SNP 进行了注释,并鉴定出 24 个可能与 CRC 患者致病肠道微生物群相关的宿主基因。

结论

本研究支持肠道微生物群对 CRC 的因果关系,并揭示了 CRC 中基因与致病肠道微生物之间的可能相关性。这些发现表明,对肠道微生物组及其进一步的多组学分析的研究对于 CRC 的预防和治疗具有重要意义。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2037/10416448/cb97772dde85/12967_2023_4335_Fig1_HTML.jpg

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