2bRAD-M reveals differences in microbial communities between Modic changes and disc herniation.

IF 4.6 2区 医学 Q2 IMMUNOLOGY
Frontiers in Cellular and Infection Microbiology Pub Date : 2025-03-21 eCollection Date: 2025-01-01 DOI:10.3389/fcimb.2025.1449873
Fang Yang, Jingtao Zhang, Junpu Zha, Guolei Zhang, Jia Li, Wei Du, Lin Liu, Jun Di
{"title":"2bRAD-M reveals differences in microbial communities between Modic changes and disc herniation.","authors":"Fang Yang, Jingtao Zhang, Junpu Zha, Guolei Zhang, Jia Li, Wei Du, Lin Liu, Jun Di","doi":"10.3389/fcimb.2025.1449873","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Modic changes are caused by various factors, such as degenerative processes, inflammation, biomechanical, genetic, and metabolic factors, infection, and smoking. Bacteria have been identified in human intervertebral discs by 16S rRNA sequencing; however, the low microbial biomass in intervertebral disc tissue limits species-level analyses using this approach. In this study, we employed 2bRAD-M (2b Restriction Site Associated DNA sequencing for Microbiome), a new sequencing technology capable of accurately characterizing bacteria, fungi, and archaea in samples with low microbial biomass at species-level resolution.</p><p><strong>Methods: </strong>We surveyed 20 intervertebral disc (IVD) samples, including 10 IVD samples with Modic changes and 10 herniated disc samples. 2bRAD-M was performed to explore whether microbial differences existed between Modic change and herniated disc samples.</p><p><strong>Results: </strong>In total, 332 microbial species were identified, including 75 species shared between the two groups. Enrichment for <i>Escherichia_coli</i>, <i>Cupriavidus_pauculus</i>, and <i>Bradyrhizobium_denitrificans</i> was observed in the Modic change group, while <i>Afipia_broomeae</i>, <i>Phyllobacterium_calauticae</i>, <i>Tardiphaga_sp002256345</i>, <i>Mesorhizobium_sp004136315</i>, <i>Afipia_sp000497575</i>, <i>Burkholderia_contaminans</i>, and <i>Afipia_sp017474385</i> were more abundant in the herniated disc group. Additionally, 19 discriminatory taxa were determined by linear discriminant analysis effect size (LEfSe). In a random forest model for partitioning the two groups, the species with the highest variable importance were <i>Afipia_broomeae</i>, <i>Phyllobacterium_calauticae</i>, and <i>Escherichia_coli</i>. Moreover, a newly constructed random forest model based on an optimal marker set consisting of eight highly abundant species successfully distinguished between the Modic change and herniated disc groups, with an accuracy of 81.0%. A functional annotation analysis showed that differentially abundant taxa between the Modic change and herniated disc groups could be assigned to 4093 COGs (Clusters of Orthologous Groups) and 342 related signaling pathways.</p><p><strong>Conclusion: </strong>This study represents the first application of 2bRAD-M to Modic changes and disc herniation, revealing significant differences in microbial taxa between the two groups. These results suggest that microbial dysbiosis in the intervertebral disc is associated with Modic changes and provide candidate targets for further studies of the mechanisms underlying the development and progression of Modic changes.</p>","PeriodicalId":12458,"journal":{"name":"Frontiers in Cellular and Infection Microbiology","volume":"15 ","pages":"1449873"},"PeriodicalIF":4.6000,"publicationDate":"2025-03-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11968760/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Cellular and Infection Microbiology","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fcimb.2025.1449873","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Modic changes are caused by various factors, such as degenerative processes, inflammation, biomechanical, genetic, and metabolic factors, infection, and smoking. Bacteria have been identified in human intervertebral discs by 16S rRNA sequencing; however, the low microbial biomass in intervertebral disc tissue limits species-level analyses using this approach. In this study, we employed 2bRAD-M (2b Restriction Site Associated DNA sequencing for Microbiome), a new sequencing technology capable of accurately characterizing bacteria, fungi, and archaea in samples with low microbial biomass at species-level resolution.

Methods: We surveyed 20 intervertebral disc (IVD) samples, including 10 IVD samples with Modic changes and 10 herniated disc samples. 2bRAD-M was performed to explore whether microbial differences existed between Modic change and herniated disc samples.

Results: In total, 332 microbial species were identified, including 75 species shared between the two groups. Enrichment for Escherichia_coli, Cupriavidus_pauculus, and Bradyrhizobium_denitrificans was observed in the Modic change group, while Afipia_broomeae, Phyllobacterium_calauticae, Tardiphaga_sp002256345, Mesorhizobium_sp004136315, Afipia_sp000497575, Burkholderia_contaminans, and Afipia_sp017474385 were more abundant in the herniated disc group. Additionally, 19 discriminatory taxa were determined by linear discriminant analysis effect size (LEfSe). In a random forest model for partitioning the two groups, the species with the highest variable importance were Afipia_broomeae, Phyllobacterium_calauticae, and Escherichia_coli. Moreover, a newly constructed random forest model based on an optimal marker set consisting of eight highly abundant species successfully distinguished between the Modic change and herniated disc groups, with an accuracy of 81.0%. A functional annotation analysis showed that differentially abundant taxa between the Modic change and herniated disc groups could be assigned to 4093 COGs (Clusters of Orthologous Groups) and 342 related signaling pathways.

Conclusion: This study represents the first application of 2bRAD-M to Modic changes and disc herniation, revealing significant differences in microbial taxa between the two groups. These results suggest that microbial dysbiosis in the intervertebral disc is associated with Modic changes and provide candidate targets for further studies of the mechanisms underlying the development and progression of Modic changes.

2bRAD-M揭示了Modic变化和椎间盘突出之间微生物群落的差异。
背景:可变的变化是由多种因素引起的,如退行性过程、炎症、生物力学、遗传和代谢因素、感染和吸烟。通过16S rRNA测序在人椎间盘中鉴定出细菌;然而,椎间盘组织中的微生物量低限制了使用这种方法进行物种水平的分析。在这项研究中,我们采用了2bradm (2b限制性内切位点相关DNA测序for Microbiome),这是一种新的测序技术,能够在物种水平分辨率下准确表征微生物生物量低的样品中的细菌、真菌和古细菌。方法:对20例椎间盘(IVD)样本进行调查,其中10例有Modic改变,10例椎间盘突出。2bRAD-M法探讨Modic改变与椎间盘突出样本之间是否存在微生物差异。结果:共鉴定出微生物332种,其中两组共有75种。在Modic变化组中,大肠杆菌、铜杆菌和慢根瘤菌的富集程度最高,而在突出盘组中,Afipia_broomeae、Phyllobacterium_calauticae、Tardiphaga_sp002256345、Mesorhizobium_sp004136315、Afipia_sp000497575、burkholderia_污染菌和Afipia_sp017474385的富集程度最高。此外,利用线性判别分析效应大小(LEfSe)确定了19个歧视类群。在划分两组的随机森林模型中,变量重要性最高的物种是Afipia_broomeae、Phyllobacterium_calauticae和Escherichia_coli。此外,基于由8个高度丰富的物种组成的最优标记集构建的随机森林模型成功区分了Modic变化和椎间盘突出组,准确率为81.0%。功能注释分析表明,Modic change和椎间盘突出群之间的差异丰富分类群可划分为4093个COGs (Clusters of Orthologous groups)和342个相关信号通路。结论:本研究首次将2bRAD-M应用于Modic变化和椎间盘突出,揭示了两组之间微生物类群的显著差异。这些结果表明,椎间盘微生物生态失调与Modic变化有关,并为进一步研究Modic变化发生和进展的机制提供了候选靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
7.90
自引率
7.00%
发文量
1817
审稿时长
14 weeks
期刊介绍: Frontiers in Cellular and Infection Microbiology is a leading specialty journal, publishing rigorously peer-reviewed research across all pathogenic microorganisms and their interaction with their hosts. Chief Editor Yousef Abu Kwaik, University of Louisville is supported by an outstanding Editorial Board of international experts. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide. Frontiers in Cellular and Infection Microbiology includes research on bacteria, fungi, parasites, viruses, endosymbionts, prions and all microbial pathogens as well as the microbiota and its effect on health and disease in various hosts. The research approaches include molecular microbiology, cellular microbiology, gene regulation, proteomics, signal transduction, pathogenic evolution, genomics, structural biology, and virulence factors as well as model hosts. Areas of research to counteract infectious agents by the host include the host innate and adaptive immune responses as well as metabolic restrictions to various pathogenic microorganisms, vaccine design and development against various pathogenic microorganisms, and the mechanisms of antibiotic resistance and its countermeasures.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信