Molecular Characterization and Clinical Characteristics of m5C-Based RNA Methylation in Spinal Cord Injury: Validated by qPCR.

IF 2.6 4区 生物学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Liang Cao, Wen Jun Pi, Qiang Zhang, Qing Li
{"title":"Molecular Characterization and Clinical Characteristics of m5C-Based RNA Methylation in Spinal Cord Injury: Validated by qPCR.","authors":"Liang Cao,&nbsp;Wen Jun Pi,&nbsp;Qiang Zhang,&nbsp;Qing Li","doi":"10.1155/2022/5433860","DOIUrl":null,"url":null,"abstract":"<p><p>Aberrant patterns of 5-methylcytosine (m5C)-based ribonucleic acid (RNA) methylation have critical roles in various human diseases, but their importance in spinal cord injury (SCI) is largely unknown. We explore the expression patterns and potential roles of m5C-based regulators of RNA modification after SCI. We analyzed 16 m5C-based regulators of RNA modification in tissues with SCI and normal rats from the Gene Expression Omnibus database. We constructed a \"gene signature\" of m5C-based regulators of RNA modification to predict the prognosis of SCI using least absolute shrinkage and selection operator regression and random-forest strategy. We found that the m5C-related genes, deoxyribonucleic acid (DNA) methyltransferase1 (<i>Dnmt1</i>), methyl-CpG binding domain protein 2 (<i>Mbd2</i>), ubiquitin-like with PHD and ring finger domains 1 (<i>Uhrf1</i>), uracil-<i>N</i>-glycosylase (<i>Ung</i>), and zinc finger and BTB(brica-brac, tramtrack, and broad) domain containing 38 (<i>Zbtb38</i>) had high expression, and zinc finger and BTB domain containing 4 (<i>Zbtb4</i>) had low expression in SCI. Analysis of the correlation between the gene sets of m5C-based regulators of RNA modification and immune-cell infiltration and immune response revealed Dnmt1, DNA methyltransferases 3A (Dnmt3a), Mbd2, and Ung to be positive regulators of the immune microenvironment, and Zbtb4 may negatively regulate the immune environment. Then, two molecular subtypes were identified based on 16 m5C-regulated genes. Functional-enrichment analysis of differentially expressed genes between different patterns of m5C-based modification was undertaken. Through the creation of a protein-protein interaction network, we screened 11 hub genes. We demonstrated their importance between SCI group and sham group using real-time reverse transcription-quantitative polymerase chain reaction in rat model. Expression of hub genes did not correlate with mitophagy but was positively correlated with endoplasmic reticulum stress (ERS), which suggested that there may be differences in ERS between different patterns of m5C-based modification. This present study explored and discovered the close link between m5C regulators-related genes and SCI. We also hope our findings may contribute to further mechanistic and therapeutic research on the role of key m5C regulators after SCI.</p>","PeriodicalId":13988,"journal":{"name":"International Journal of Genomics","volume":null,"pages":null},"PeriodicalIF":2.6000,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9794433/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"International Journal of Genomics","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.1155/2022/5433860","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Aberrant patterns of 5-methylcytosine (m5C)-based ribonucleic acid (RNA) methylation have critical roles in various human diseases, but their importance in spinal cord injury (SCI) is largely unknown. We explore the expression patterns and potential roles of m5C-based regulators of RNA modification after SCI. We analyzed 16 m5C-based regulators of RNA modification in tissues with SCI and normal rats from the Gene Expression Omnibus database. We constructed a "gene signature" of m5C-based regulators of RNA modification to predict the prognosis of SCI using least absolute shrinkage and selection operator regression and random-forest strategy. We found that the m5C-related genes, deoxyribonucleic acid (DNA) methyltransferase1 (Dnmt1), methyl-CpG binding domain protein 2 (Mbd2), ubiquitin-like with PHD and ring finger domains 1 (Uhrf1), uracil-N-glycosylase (Ung), and zinc finger and BTB(brica-brac, tramtrack, and broad) domain containing 38 (Zbtb38) had high expression, and zinc finger and BTB domain containing 4 (Zbtb4) had low expression in SCI. Analysis of the correlation between the gene sets of m5C-based regulators of RNA modification and immune-cell infiltration and immune response revealed Dnmt1, DNA methyltransferases 3A (Dnmt3a), Mbd2, and Ung to be positive regulators of the immune microenvironment, and Zbtb4 may negatively regulate the immune environment. Then, two molecular subtypes were identified based on 16 m5C-regulated genes. Functional-enrichment analysis of differentially expressed genes between different patterns of m5C-based modification was undertaken. Through the creation of a protein-protein interaction network, we screened 11 hub genes. We demonstrated their importance between SCI group and sham group using real-time reverse transcription-quantitative polymerase chain reaction in rat model. Expression of hub genes did not correlate with mitophagy but was positively correlated with endoplasmic reticulum stress (ERS), which suggested that there may be differences in ERS between different patterns of m5C-based modification. This present study explored and discovered the close link between m5C regulators-related genes and SCI. We also hope our findings may contribute to further mechanistic and therapeutic research on the role of key m5C regulators after SCI.

Abstract Image

Abstract Image

Abstract Image

脊髓损伤中基于m5c的RNA甲基化的分子特征和临床特征:qPCR验证
基于5-甲基胞嘧啶(m5C)的核糖核酸(RNA)甲基化的异常模式在各种人类疾病中具有关键作用,但其在脊髓损伤(SCI)中的重要性在很大程度上尚不清楚。我们探讨了SCI后基于m5c的RNA修饰调控因子的表达模式和潜在作用。我们分析了基因表达Omnibus数据库中脊髓损伤组织和正常大鼠中16个基于m5c的RNA修饰调控因子。我们构建了基于m5c的RNA修饰调控因子的“基因标记”,利用最小绝对收缩、选择算子回归和随机森林策略来预测脊髓损伤的预后。我们发现m5c相关基因、脱氧核糖核酸(DNA)甲基转移酶1 (Dnmt1)、甲基- cpg结合域蛋白2 (Mbd2)、泛素样PHD和环指结构域1 (Uhrf1)、尿嘧啶- n-糖基化酶(Ung)、锌指和BTB(brca -brac、tramtrack和broad)结构域38 (Zbtb38)在SCI中高表达,锌指和BTB结构域4 (Zbtb4)在SCI中低表达。通过分析基于m5c5的RNA修饰调控因子基因组与免疫细胞浸润和免疫应答的相关性,发现Dnmt1、DNA甲基转移酶3A (Dnmt3a)、Mbd2和Ung是免疫微环境的正向调控因子,Zbtb4可能是免疫微环境的负向调控因子。然后,基于16个m5c调控基因鉴定了两个分子亚型。对不同m5c修饰模式的差异表达基因进行了功能富集分析。通过建立蛋白-蛋白相互作用网络,我们筛选了11个枢纽基因。我们利用实时逆转录-定量聚合酶链反应在大鼠模型中证明了它们在SCI组和sham组之间的重要性。hub基因的表达与线粒体自噬无关,但与内质网应激(ERS)呈正相关,这表明不同模式的m5c5修饰可能存在ERS的差异。本研究探索并发现了m5C调节因子相关基因与SCI之间的密切联系。我们也希望我们的发现可以为进一步研究SCI后关键m5C调节因子的机制和治疗作用做出贡献。
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
International Journal of Genomics
International Journal of Genomics BIOCHEMISTRY & MOLECULAR BIOLOGY-BIOTECHNOLOGY & APPLIED MICROBIOLOGY
CiteScore
5.40
自引率
0.00%
发文量
33
审稿时长
17 weeks
期刊介绍: International Journal of Genomics is a peer-reviewed, Open Access journal that publishes research articles as well as review articles in all areas of genome-scale analysis. Topics covered by the journal include, but are not limited to: bioinformatics, clinical genomics, disease genomics, epigenomics, evolutionary genomics, functional genomics, genome engineering, and synthetic genomics.
×
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