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口腔鳞状细胞癌中m6A/m1A/m5C/m7G/ac4C修饰基因的生物信息学鉴定与验证

Bioinformatics identification and validation of m6A/m1A/m5C/m7G/ac4 C-modified genes in oral squamous cell carcinoma.

作者信息

Cheng-Hui Lu, Xue-Lai Yin, Zhuo-Deng Huang, Si-Ang Lv, Jun Wu, Jie Wei

机构信息

Department of Stomatology, Xinhua Hospital, Shanghai Jiao Tong University School of Medicine, Core Unit of National Clinical Research Center for Oral Diseases, Shanghai, 200092, China.

Department of Oral Medicine, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, College of Stomatology, Shanghai Jiao Tong University, National Center for Stomatology, National Clinical Research Center for Oral Diseases, Shanghai Key Laboratory of Stomatology, Shanghai Research Institute of Stomatology, Shanghai, 200011, China.

出版信息

BMC Cancer. 2025 Jul 1;25(1):1055. doi: 10.1186/s12885-025-14216-7.

DOI:10.1186/s12885-025-14216-7
PMID:40597017
Abstract

BACKGROUND

RNA modifications, including m6A, m1A, m5C, m7G, and ac4C, may play a role in the occurrence and development of cancer, such as proliferation. However, the effects of RNA modification-related genes (RRGs) in the development of oral squamous cell carcinoma (OSCC) have not been fully elucidated. The present study aimed to evaluate the effects and mechanisms of RRGs on OSCC development progression.

METHODS

RNA-seq transcriptome data, along with clinical and prognostic information, were extracted for 328 patients with OSCC from the TCGA database. A total of 49 RRGs were analyzed for differential expression. We then performed Lasso analysis, as well as univariate and multivariate Cox regression analyses, followed by Kaplan-Meier survival analysis to identify relevant prognostic genes and establish a risk-prognosis model. Patients were categorized into high-risk and low-risk groups, and gene set enrichment analysis (GSEA) was conducted to analyze differences in gene signatures between these two groups, using data from the Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) databases. RT-PCR was employed to validate the expression levels of differentially expressed genes in OSCC samples. The four most significantly differentially expressed genes were selected for further functional analysis, and small interfering RNA (siRNA) vectors targeting these genes were transfected into OSCC CAL27 cells. The Cell Counting Kit-8 (CCK-8) assay was used to evaluate cell proliferation. Additionally, a subcutaneous CAL27 xenograft model transfected with short hairpin RNA (shRNA), combined with Ki-67 immunohistochemical (IHC) staining and TUNEL assay, was used to investigate their underlying molecular mechanisms in vivo.

RESULTS

Among the 49 RRGs, four genes (IGF2BP2, HNRNPC, NAT10, and TRMT61B) were found to be associated with the development of OSCC. Based on various methodological validations, a risk score model was constructed using these four genes. The high-risk and low-risk groups of OSCC patients exhibited significantly different survival outcomes and clinicopathological characteristics. Patients in the low-risk group had longer overall survival (OS) and lower mortality rates compared to those in the high-risk group. The nomogram and decision curve analysis (DCA) demonstrated that our risk model accurately and reliably predicted the impact of risk factors on OS at 1-, 3-, and 5-year. Additionally, risk scores correlated with the infiltration of several immune cells, particularly CD8 T cells and B cells, which showed significant negative correlations. Furthermore, the results of the CCK-8 assay indicated that inhibition of NAT10 and IGF2BP2 expression using siRNA inhibited the proliferation of OSCC cell lines in vitro. Meanwhile, inhibition of NAT10 and IGF2BP2 expression using shRNA influenced proliferation of tumorigenicity in vivo.

CONCLUSION

In this study, we established a risk model and nomogram based on four RRGs, which can be used for risk stratification and predicting survival outcomes in patients with OSCC. This provides a reliable reference for individualized therapy in OSCC patients.

摘要

背景

包括m6A、m1A、m5C、m7G和ac4C在内的RNA修饰可能在癌症的发生和发展(如增殖)中发挥作用。然而,RNA修饰相关基因(RRGs)在口腔鳞状细胞癌(OSCC)发展中的作用尚未完全阐明。本研究旨在评估RRGs对OSCC发展进程的影响及其机制。

方法

从TCGA数据库中提取328例OSCC患者的RNA测序转录组数据以及临床和预后信息。共分析了49个RRGs的差异表达。然后进行Lasso分析、单因素和多因素Cox回归分析,随后进行Kaplan-Meier生存分析以识别相关的预后基因并建立风险-预后模型。将患者分为高风险和低风险组,并使用来自京都基因与基因组百科全书(KEGG)和基因本体论(GO)数据库的数据进行基因集富集分析(GSEA),以分析这两组之间基因特征的差异。采用RT-PCR验证OSCC样本中差异表达基因的表达水平。选择四个差异最显著的基因进行进一步的功能分析,并将靶向这些基因的小干扰RNA(siRNA)载体转染到OSCC CAL27细胞中。使用细胞计数试剂盒-8(CCK-8)检测法评估细胞增殖。此外,构建短发夹RNA(shRNA)转染的皮下CAL27异种移植模型,结合Ki-67免疫组织化学(IHC)染色和TUNEL检测,以研究它们在体内的潜在分子机制。

结果

在49个RRGs中,发现四个基因(IGF2BP2、HNRNPC、NAT10和TRMT61B)与OSCC的发展相关。基于各种方法学验证,使用这四个基因构建了一个风险评分模型。OSCC患者的高风险组和低风险组表现出显著不同的生存结果和临床病理特征。与高风险组患者相比,低风险组患者的总生存期(OS)更长,死亡率更低。列线图和决策曲线分析(DCA)表明,我们的风险模型准确可靠地预测了1年、3年和5年时风险因素对OS的影响。此外,风险评分与几种免疫细胞的浸润相关,特别是CD8 T细胞和B细胞,它们呈显著负相关。此外,CCK-8检测结果表明,使用siRNA抑制NAT10和IGF2BP2的表达可在体外抑制OSCC细胞系的增殖。同时,使用shRNA抑制NAT10和IGF2BP2的表达会影响体内肿瘤发生的增殖。

结论

在本研究中,我们基于四个RRGs建立了一个风险模型和列线图,可用于OSCC患者的风险分层和生存结果预测。这为OSCC患者的个体化治疗提供了可靠的参考。

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本文引用的文献

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circHIPK3 nucleates IGF2BP2 and functions as a competing endogenous RNA.
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