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骨关节炎和类风湿关节炎患者肠道微生物群中抗生素耐药基因和毒力因子基因的模式

Patterns of antibiotic resistance genes and virulence factor genes in the gut microbiome of patients with osteoarthritis and rheumatoid arthritis.

作者信息

Guo Yaqi, Feng Hang, Du Lin, Yu Zhenghong

机构信息

Department of Surgery of Spine and Spinal Cord, Henan Provincial People's Hospital, People's Hospital of Zhengzhou University, People's Hospital of Henan University, Zhengzhou, China.

出版信息

Front Microbiol. 2024 Nov 20;15:1427313. doi: 10.3389/fmicb.2024.1427313. eCollection 2024.

Abstract

BACKGROUND

The gut microbiome compositions of osteoarthritis (OA) and rheumatoid arthritis (RA) patients have been revealed; however, the functional genomics, particularly antibiotic resistance genes (ARGs) and virulence factor genes (VFGs), have not yet been explored.

METHODS

We used gut metagenomic data to elucidate the distribution of ARGs and VFGs. Building on these differences in gut microbiome, we developed a diagnostic model using a random forest classifier based on ARG and VFG abundances.

RESULTS

Our results indicated that both OA and RA patients exhibit significantly higher alpha diversity in ARGs, as measured by observed genes, the Shannon index, and the Simpson index, compared to healthy controls. However, this increased diversity is not significantly different between OA and RA patients. In contrast, VFGs showed higher diversity in RA patients than in healthy individuals, which was not as pronounced in OA patients. An analysis of the top 20 ARGs and VFGs revealed a largely similar composition between the three groups, with notable exceptions of certain genes that were uniquely enriched in either OA or RA patients. This suggests unique microbial patterns associated with each condition. Our beta diversity analysis further demonstrated distinct distributions of ARG and VFG profiles across the three groups, with several genes significantly enriched in both OA and RA patients, indicating potential markers for these diseases. The model achieved high accuracy (74.7-83.6%) when distinguishing both OA and RA from healthy controls using ARG profiles and substantial accuracy using VFG profiles.

CONCLUSION

These results support the potential of ARGs and VFGs as reliable biomarkers for diagnosing OA and RA.

摘要

背景

骨关节炎(OA)和类风湿关节炎(RA)患者的肠道微生物群组成已被揭示;然而,功能基因组学,特别是抗生素抗性基因(ARG)和毒力因子基因(VFG),尚未得到探索。

方法

我们使用肠道宏基因组数据来阐明ARG和VFG的分布。基于肠道微生物群的这些差异,我们开发了一种基于ARG和VFG丰度的随机森林分类器诊断模型。

结果

我们的结果表明,与健康对照相比,通过观察到的基因、香农指数和辛普森指数测量,OA和RA患者的ARG的α多样性均显著更高。然而,OA和RA患者之间这种增加的多样性没有显著差异。相比之下,RA患者的VFG多样性高于健康个体,而在OA患者中则不那么明显。对前20种ARG和VFG的分析显示,三组之间的组成在很大程度上相似,但某些基因在OA或RA患者中独特富集的情况除外。这表明与每种疾病相关的独特微生物模式。我们的β多样性分析进一步证明了三组之间ARG和VFG谱的不同分布,有几个基因在OA和RA患者中均显著富集,表明这些疾病的潜在标志物。当使用ARG谱将OA和RA与健康对照区分开来时,该模型实现了高精度(74.7 - 83.6%),使用VFG谱时也具有较高的准确性。

结论

这些结果支持ARG和VFG作为诊断OA和RA的可靠生物标志物的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/906c/11615078/8f5b5a14d7e6/fmicb-15-1427313-g001.jpg

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