Exploration of Hub Genes and Immune Cell Infiltration Characteristics Associated With Spinal Cord Injury in Mice.

IF 4.2 2区 医学 Q2 IMMUNOLOGY Journal of Inflammation Research Pub Date : 2025-02-20 eCollection Date: 2025-01-01 DOI:10.2147/JIR.S499402
Wentao Chen, Qian Zhang, Zhiwei Zhang, Yaping Ding, Feng Zhang, Guo Chen
{"title":"Exploration of Hub Genes and Immune Cell Infiltration Characteristics Associated With Spinal Cord Injury in Mice.","authors":"Wentao Chen, Qian Zhang, Zhiwei Zhang, Yaping Ding, Feng Zhang, Guo Chen","doi":"10.2147/JIR.S499402","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Spinal cord injury (SCI) is a major disabling disease. However, the complex secondary injury mechanisms make the results of treatment unsatisfactory. This study aimed to screen for key biomarkers of SCI and explore immune cell infiltration to identify novel therapeutic targets for improving neurological recovery after the injury.</p><p><strong>Methods: </strong>The SCI-associated gene microarray dataset was downloaded from GEO. The differential genes (DEGs) were first screened and analyzed according to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment for DEGs biological functions and pathways, while the protein-protein interaction (PPI) network was established using STRING. Then, the Hub genes of SCI were mined by WGCNA and LASSO regression analysis. Finally, the level of infiltration of 24 immune cells was analyzed using the CIBERSORT method.</p><p><strong>Results: </strong>A total of 522 DEGs were filtered. Enrichment analysis of their biological functions and pathways yielded the most closely related results for inflammatory response, regulation of cytokine production, neutrophil chemotaxis and degranulation, angiogenesis, cell death, TNF signaling pathway, and osteoclast differentiation. Four co-expression modules were obtained using WGCNA. Four Hub genes (2010004M13Rik, Cdkn1c, Nox4, and Gpr101) were obtained by analysis using the LASSO algorithm and validated by qRT-PCR. Finally, the infiltration of M0 and M2 macrophages, T Cells CD4 Follicular, and DC activated was assessed by immune infiltration analysis and was found to be associated with SCI.</p><p><strong>Conclusion: </strong>2010004M13Rik, Cdkn1c, Nox4, and Gpr101 are Hub genes in SCI. Infiltration of M0, M2 macrophages, T Cells CD4 Follicular, and DC activated may also be associated with inflammation and neurological recovery after SCI.</p>","PeriodicalId":16107,"journal":{"name":"Journal of Inflammation Research","volume":"18 ","pages":"2613-2628"},"PeriodicalIF":4.2000,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11849547/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Inflammation Research","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.2147/JIR.S499402","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: Spinal cord injury (SCI) is a major disabling disease. However, the complex secondary injury mechanisms make the results of treatment unsatisfactory. This study aimed to screen for key biomarkers of SCI and explore immune cell infiltration to identify novel therapeutic targets for improving neurological recovery after the injury.

Methods: The SCI-associated gene microarray dataset was downloaded from GEO. The differential genes (DEGs) were first screened and analyzed according to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) enrichment for DEGs biological functions and pathways, while the protein-protein interaction (PPI) network was established using STRING. Then, the Hub genes of SCI were mined by WGCNA and LASSO regression analysis. Finally, the level of infiltration of 24 immune cells was analyzed using the CIBERSORT method.

Results: A total of 522 DEGs were filtered. Enrichment analysis of their biological functions and pathways yielded the most closely related results for inflammatory response, regulation of cytokine production, neutrophil chemotaxis and degranulation, angiogenesis, cell death, TNF signaling pathway, and osteoclast differentiation. Four co-expression modules were obtained using WGCNA. Four Hub genes (2010004M13Rik, Cdkn1c, Nox4, and Gpr101) were obtained by analysis using the LASSO algorithm and validated by qRT-PCR. Finally, the infiltration of M0 and M2 macrophages, T Cells CD4 Follicular, and DC activated was assessed by immune infiltration analysis and was found to be associated with SCI.

Conclusion: 2010004M13Rik, Cdkn1c, Nox4, and Gpr101 are Hub genes in SCI. Infiltration of M0, M2 macrophages, T Cells CD4 Follicular, and DC activated may also be associated with inflammation and neurological recovery after SCI.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
探索与小鼠脊髓损伤相关的枢纽基因和免疫细胞浸润特征
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 去求助
来源期刊
Journal of Inflammation Research
Journal of Inflammation Research Immunology and Microbiology-Immunology
CiteScore
6.10
自引率
2.20%
发文量
658
审稿时长
16 weeks
期刊介绍: An international, peer-reviewed, open access, online journal that welcomes laboratory and clinical findings on the molecular basis, cell biology and pharmacology of inflammation.
期刊最新文献
Identification of Cardiometabolic Protein Biomarkers for Acute Myocardial Infarction Using Olink Proteomics. IL-6 and CD4+/CD8+ are Important Indicators for Predicting Prognosis in Elderly AECOPD Patients: A Retrospective Study. RND1 Induces Ferroptosis to Alleviate Inflammatory Response, Proliferation, Invasion, and Migration of Rheumatoid Synoviocytes. Role and Mechanism of Mitochondrial Ribosomal Proteins in Septic Myocardial Injury. Role of the Gut-Lung Microbiome Axis in Airway Inflammation in OVA-Challenged Mice and the Effect of Azithromycin.
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1