Department of Urology, National Cancer Center/National Clinical Research Center for Cancer, Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
State Key Laboratory of Molecular Oncology, National Cancer Center/National Clinical Research Center for Cancer/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100021, China.
Aging (Albany NY). 2022 Oct 3;14(19):7890-7905. doi: 10.18632/aging.204315.
Ribonucleotide reductase (RNR) small subunit M2 (RRM2) levels are known to regulate the activity of RNR, a rate-limiting enzyme in the synthesis of deoxyribonucleotide triphosphates (dNTPs) and essential for both DNA replication and repair. The high expression of RRM2 enhances the proliferation of cancer cells, thereby implicating its role as an anti-cancer agent. However, little research has been performed on its role in the prognosis of different types of cancers. This pan-cancer study aimed to evaluate the effect of high expression of RRM2 the tumor prognosis based on clinical information collected from The Cancer Genome Atlas (TCGA) and The Genotype-Tissue Expression (GTEx) databases. We found RRM2 gene was highly expressed in 30 types of cancers. And we performed a pan-cancer analysis of the genetic alteration status and methylation of RRM2. Results indicated that RRM2 existed hypermethylation, associated with m6A, m1A, and m5C related genes. Subsequently, we explored the microRNAs (miRNA), long non-coding RNAs (lncRNA), and the transcription factors responsible for the high expression of RRM2 in cancer cells. Results indicated that has-miR-125b-5p and has-miR-30a-5p regulated the expression of RRM2 along with transcription factors, such as CBFB, E2F1, and FOXM. Besides, we established the competing endogenous RNA (ceRNA) diagram of lncRNAs-miRNAs-circular RNAs (circRNA) involved in the regulation of RRM2 expression. Meanwhile, our study demonstrated that high-RRM2 levels correlated with patients' worse prognosis survival and immunotherapy effects through the consensus clustering and risk scores analysis. Finally, we found RRM2 regulated the resistance of immune checkpoint inhibitors through the PI3K-AKT single pathways. Collectively, our findings elucidated that high expression of RRM2 correlates with prognosis and tumor immunotherapy in pan-cancer. Moreover, these findings may provide insights for further investigation of the RRM2 gene as a biomarker in predicting immunotherapy's response and therapeutic target.
核糖核苷酸还原酶(RNR)小亚基 M2(RRM2)的水平已知可调节 RNR 的活性,RNR 是脱氧核糖核苷酸三磷酸(dNTP)合成的限速酶,对 DNA 复制和修复至关重要。RRM2 的高表达会促进癌细胞的增殖,因此它被认为是一种抗癌剂。然而,对于它在不同类型癌症中的预后作用的研究甚少。这项泛癌研究旨在根据从癌症基因组图谱(TCGA)和基因-组织表达(GTEx)数据库中收集的临床信息,评估 RRM2 高表达对肿瘤预后的影响。我们发现 RRM2 基因在 30 种癌症中高表达。我们对 RRM2 的遗传改变状态和甲基化进行了泛癌分析。结果表明,RRM2 存在超甲基化,与 m6A、m1A 和 m5C 相关基因有关。随后,我们探讨了负责癌细胞中 RRM2 高表达的 microRNAs(miRNA)、长链非编码 RNA(lncRNA)和转录因子。结果表明,has-miR-125b-5p 和 has-miR-30a-5p 通过转录因子 CBFB、E2F1 和 FOXM 调节 RRM2 的表达。此外,我们建立了涉及 RRM2 表达调控的 lncRNA-miRNA-环状 RNA(circRNA)的竞争性内源 RNA(ceRNA)图。同时,我们的研究通过共识聚类和风险评分分析表明,高 RRM2 水平与患者较差的预后生存和免疫治疗效果相关。最后,我们发现 RRM2 通过 PI3K-AKT 单一途径调节免疫检查点抑制剂的耐药性。总之,我们的研究结果表明,RRM2 的高表达与泛癌中的预后和肿瘤免疫治疗相关。此外,这些发现可能为进一步研究 RRM2 基因作为预测免疫治疗反应和治疗靶点的生物标志物提供依据。