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ORIGINAL RESEARCH article
Front. Microbiol.
Sec. Antimicrobials, Resistance and Chemotherapy
Volume 15 - 2024 |
doi: 10.3389/fmicb.2024.1427313
This article is part of the Research Topic Bioinformatics approaches to investigate antimicrobial resistance (AMR) in human, animal and environment View all 5 articles
Patterns of antibiotic resistance genes and virulence factor genes in the gut microbiome of patients with osteoarthritis and rheumatoid arthritis
Provisionally accepted- Henan Provincial People's Hospital, Zhengzhou, China
The gut microbiome compositions of Osteoarthritis (OA) and Rheumatoid Arthritis (RA) patients have been revealed; however, the functional genomics, particularly ARGs and VFGs, have not yet been explored.We used gut metagenomic data to elucidate the distribution of ARGs and VFGs. Building on these differences on gut microbiome, we developed a diagnostic model using a random forest classifier based on ARG and VFG abundances.Our results indicate that both OA and RA patients exhibit significantly higher alpha diversity in ARGs, as measured by observed genes, Shannon, and Simpson indices, compared to healthy controls. However, this increased diversity is not significantly different between OA and RA patients themselves. In contrast, VFGs showed a higher diversity in RA compared to 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 demonstrates 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 with VFG profiles.These results support the potential of ARGs and VFGs as reliable biomarkers for diagnosing OA and RA.
Keywords: gut microbiome, antibiotic resistance genes, Virulence factor genes, Rheumatoid arthritis, Osteoarthritis, non-invasive diagnostic Nucleic Acids Res 50, D912-D917,
Received: 03 May 2024; Accepted: 05 Nov 2024.
Copyright: © 2024 Guo, Feng, Du and Yu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
* Correspondence:
Zhenghong Yu, Henan Provincial People's Hospital, Zhengzhou, China
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