ArticleAging2022
Comprehensive bioinformatics analysis of ribonucleoside diphosphate reductase subunit M2(RRM2) gene correlates with prognosis and tumor immunotherapy in pan-cancer.
Article in Aging, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 14 citations in OpenAlex.
- Establishment of Uveal Melanoma Patient-Derived Organoids Using an Air-Liquid Interface System for Translational Research.Investigative ophthalmology & visual science · 2026Article
- Identification of RRM2 as a key regulator of malignant epithelial cells in gastric cancer through single‑cell transcriptomics.Oncology reports · 2026Article
- RNA 5-Methylcytosine Modification in Myocardial Fibrosis.Reviews in cardiovascular medicine · 2025Review
- FOXM1-activated IGF2BP3 promotes cell malignant phenotypes and M2 macrophage polarization in hepatocellular carcinoma by inhibiting ferroptosis via stabilizing RRM2 mRNA in an m6A-dependent manner.Molecular and cellular biochemistry · 2025Article
- Development of a prognostic model based on immunogenic cell death/ferroptosis-related genes and the study of TREX1 effects on prostate cancer cells.Frontiers in immunology · 2025Article
- EZH2 inhibition induces senescence via ERK1/2 signaling pathway in multiple myeloma.Acta biochimica et biophysica Sinica · 2024Article
- Current concepts of the crosstalk between lncRNA and E2F1: shedding light on the cancer therapy.Frontiers in pharmacology · 2024Review
- Computed tomography radiomics signature via machine learning predictsJournal of gastrointestinal oncology · 2023Article
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Corrections and comments
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Authors and funding
7 authors at 5 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
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.
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