Identification of RNMT as an immunotherapeutic and prognostic biomarker: From pan-cancer analysis to lung squamous cell carcinoma validation

IF 2.5 4区 医学 Q3 IMMUNOLOGY Immunobiology Pub Date : 2024-07-14 DOI:10.1016/j.imbio.2024.152836
{"title":"Identification of RNMT as an immunotherapeutic and prognostic biomarker: From pan-cancer analysis to lung squamous cell carcinoma validation","authors":"","doi":"10.1016/j.imbio.2024.152836","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><p>Dysregulation of RNA guanine-7 methyltransferase (RNMT) plays a crucial role in the tumor progression and immune responses. However, the detailed role of RNMT in pan-cancer is still unknown.</p></div><div><h3>Methods</h3><p>Bulk transcriptomic data of pan-cancer were obtained from the Cancer Genome Atlas (TCGA), Genotype-Tissue Expression (GTEx), and Cancer Cell Line Encyclopedia (CCLE) databases. Single-cell transcriptomic and proteomics data of lung squamous cell carcinoma (LUSC) were analyzed in the Tumor Immune Single-cell Hub 2 (TISCH2) and Clinical Proteomic Tumor Analysis Consortium (CPTAC) databases, respectively. The correlation between RNMT expression and cancer prognosis was analyzed by Cox proportional hazards regression and Kaplan–Meier analyses. The correlation of RNMT expression with common immunoregulators, tumor mutation burden (TMB), microsatellite instability (MSI), mismatch repair (MMR), and DNA methyltransferase (DNMT) was analyzed. Additionally, the correlation between RNMT expression and immune infiltration level was evaluated. A total of 1287 machine learning combinations were used to construct prognostic models for LUSC. qRT-PCR and Western blot were used to validate the bioinformatics findings of RNMT upregulation in LUSC.</p></div><div><h3>Results</h3><p>RNMT was widely expressed across different cancers, with significant correlation to prognosis in cancers such as kidney chromophobe (KICH) (<em>p</em> = 0.0033, HR = 7.12), liver hepatocellular carcinoma (LIHC) (<em>p</em> = 0.01, HR = 1.41), and others. Notably, RNMT participates in the regulation of the tumor microenvironment. RNMT expression positively correlated with immune cell expression (Spearman’s rank correlation, <em>p</em> &lt; 0.05). Moreover, RNMT expression was strongly associated with immunoregulators, TMB, MSI, MMR, and DNMT in most cancer types. Notably, RNMT expression displayed excellent prognostic and immunological performance in LUSC. The expression of RNMT was mainly enriched in B cells of LUSC tissues. qRT–PCR and Western blot verified the high expression of RNMT in LUSC.</p></div><div><h3>Conclusion</h3><p>RNMT expression widely correlated with prognosis and immune infiltration in various tumors, especially LUSC. The RNMT detection may provide a new idea for future tumor immune studies and treatment strategies.</p></div>","PeriodicalId":13270,"journal":{"name":"Immunobiology","volume":null,"pages":null},"PeriodicalIF":2.5000,"publicationDate":"2024-07-14","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S0171298524000548/pdfft?md5=73725e141da91879048855347e08171d&pid=1-s2.0-S0171298524000548-main.pdf","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Immunobiology","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0171298524000548","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"IMMUNOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Background

Dysregulation of RNA guanine-7 methyltransferase (RNMT) plays a crucial role in the tumor progression and immune responses. However, the detailed role of RNMT in pan-cancer is still unknown.

Methods

Bulk transcriptomic data of pan-cancer were obtained from the Cancer Genome Atlas (TCGA), Genotype-Tissue Expression (GTEx), and Cancer Cell Line Encyclopedia (CCLE) databases. Single-cell transcriptomic and proteomics data of lung squamous cell carcinoma (LUSC) were analyzed in the Tumor Immune Single-cell Hub 2 (TISCH2) and Clinical Proteomic Tumor Analysis Consortium (CPTAC) databases, respectively. The correlation between RNMT expression and cancer prognosis was analyzed by Cox proportional hazards regression and Kaplan–Meier analyses. The correlation of RNMT expression with common immunoregulators, tumor mutation burden (TMB), microsatellite instability (MSI), mismatch repair (MMR), and DNA methyltransferase (DNMT) was analyzed. Additionally, the correlation between RNMT expression and immune infiltration level was evaluated. A total of 1287 machine learning combinations were used to construct prognostic models for LUSC. qRT-PCR and Western blot were used to validate the bioinformatics findings of RNMT upregulation in LUSC.

Results

RNMT was widely expressed across different cancers, with significant correlation to prognosis in cancers such as kidney chromophobe (KICH) (p = 0.0033, HR = 7.12), liver hepatocellular carcinoma (LIHC) (p = 0.01, HR = 1.41), and others. Notably, RNMT participates in the regulation of the tumor microenvironment. RNMT expression positively correlated with immune cell expression (Spearman’s rank correlation, p < 0.05). Moreover, RNMT expression was strongly associated with immunoregulators, TMB, MSI, MMR, and DNMT in most cancer types. Notably, RNMT expression displayed excellent prognostic and immunological performance in LUSC. The expression of RNMT was mainly enriched in B cells of LUSC tissues. qRT–PCR and Western blot verified the high expression of RNMT in LUSC.

Conclusion

RNMT expression widely correlated with prognosis and immune infiltration in various tumors, especially LUSC. The RNMT detection may provide a new idea for future tumor immune studies and treatment strategies.

Abstract Image

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
将 RNMT 鉴定为免疫治疗和预后生物标志物:从泛癌分析到肺鳞癌验证
背景RNA鸟嘌呤-7甲基转移酶(RNMT)的失调在肿瘤进展和免疫反应中起着至关重要的作用。方法从癌症基因组图谱(TCGA)、基因型-组织表达(GTEx)和癌症细胞系百科全书(CCLE)数据库中获取泛癌症的大量转录组数据。肺鳞状细胞癌(LUSC)的单细胞转录组学和蛋白质组学数据分别从肿瘤免疫单细胞中心2(TISCH2)和临床肿瘤蛋白质组学分析联盟(CPTAC)数据库中获得。RNMT表达与癌症预后的相关性通过Cox比例危险回归和Kaplan-Meier分析进行了分析。分析了RNMT表达与常见免疫调节因子、肿瘤突变负荷(TMB)、微卫星不稳定性(MSI)、错配修复(MMR)和DNA甲基转移酶(DNMT)的相关性。此外,还评估了 RNMT 表达与免疫浸润水平之间的相关性。利用 qRT-PCR 和 Western 印迹验证了 RNMT 在 LUSC 中上调的生物信息学发现。结果RNMT在不同癌症中广泛表达,在肾脏嗜铬细胞瘤(KICH)(p = 0.0033,HR = 7.12)、肝脏肝细胞癌(LIHC)(p = 0.01,HR = 1.41)等癌症中与预后显著相关。值得注意的是,RNMT 参与了肿瘤微环境的调控。RNMT 的表达与免疫细胞的表达呈正相关(Spearman's rank correlation, p < 0.05)。此外,在大多数癌症类型中,RNMT 的表达与免疫调节因子、TMB、MSI、MMR 和 DNMT 密切相关。值得注意的是,RNMT的表达在LUSC中显示出极佳的预后和免疫学表现。RNMT 的表达主要富集在 LUSC 组织的 B 细胞中,qRT-PCR 和 Western 印迹证实了 RNMT 在 LUSC 中的高表达。RNMT的检测可为今后的肿瘤免疫研究和治疗策略提供新的思路。
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
Immunobiology
Immunobiology 医学-免疫学
CiteScore
5.00
自引率
3.60%
发文量
108
审稿时长
55 days
期刊介绍: Immunobiology is a peer-reviewed journal that publishes highly innovative research approaches for a wide range of immunological subjects, including • Innate Immunity, • Adaptive Immunity, • Complement Biology, • Macrophage and Dendritic Cell Biology, • Parasite Immunology, • Tumour Immunology, • Clinical Immunology, • Immunogenetics, • Immunotherapy and • Immunopathology of infectious, allergic and autoimmune disease.
期刊最新文献
Pan-cancer analysis of ADAR1 with its prognostic relevance in low-grade glioma Comparison of urine and serum IgG detection ELISA for tegumentary leishmaniasis diagnosis and prognosis The role of CD24hiCD27+ regulatory B cells in human chronic rhinosinusitis with/without nasal polyps Editorial Board Retraction notice to “Increased levels of Th17 cells are associated with non-neuronal acetylcholine in COPD patients” [Immunobiology 219(5) (2014) 392–401]
×
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