ArticleMolecular oncology2020
Ribonucleotide reductase small subunit M2 is a master driver of aggressive prostate cancer.
Article in Molecular oncology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
24 citing papers in PubMed, 42 citations in OpenAlex.
- Ribonucleotide Reductase Inhibition Overcomes FLT3 Inhibitor Resistance in Acute Myeloid Leukemia.bioRxiv : the preprint server for biology · 2026Article
- Osalmid inhibits lung adenocarcinoma progression and enhances EGFR-TKI responses: a preclinical and translational study.Translational lung cancer research · 2026Article
- Integrative high-throughput studies to develop novel targets and drugs for the treatment of advanced prostate cancer.Genes & diseases · 2026Article
- Multi omics network toxicology andFrontiers in cell and developmental biology · 2026Article
- Unveiling the Therapeutic Potential of Targeting RRM2 in Hepatocellular Carcinoma: An Integrated In Silico and In Vitro Study.Functional & integrative genomics · 2025Article
- Ribonucleotide-diphosphate reductase subunit M2 (RRM2) expression and colorectal cancer invasiveness: a potential prognostic biomarker.Molecular biology reports · 2025Article
- Sterile inflammation via TRPM8 RNA-dependent TLR3-NF-kB/IRF3 activation promotes antitumor immunity in prostate cancer.The EMBO journal · 2024Article
- GINS2 promotes the progression of human HNSCC by altering RRM2 expression.Cancer biomarkers : section A of Disease markers · 2024Article
- Ribonucleotide reductase M2 (RRM2): Regulation, function and targeting strategy in human cancer.Genes & diseases · 2024Review
- Development of a ferroptosis-based molecular markers for predicting RFS in prostate cancer patients.Scientific reports · 2023Article
- Systematic review and integrated analysis of prognostic gene signatures for prostate cancer patients.Discover oncology · 2023Article
- LncRNA SNHG4 promotes prostate cancer cell survival and resistance to enzalutamide through a let-7a/RREB1 positive feedback loop and a ceRNA network.Journal of experimental & clinical cancer research : CR · 2023Article
- Deciphering the Biology of Circulating Tumor Cells through Single-Cell RNA Sequencing: Implications for Precision Medicine in Cancer.International journal of molecular sciences · 2023Review
- Ribonucleotide reductase regulatory subunit M2 (RRM2) as a potential sero-diagnostic biomarker in non-small cell lung cancer.PloS one · 2023Article
- Identification and validation of an E2F-related gene signature for predicting recurrence-free survival in human prostate cancer.Cancer cell international · 2022Article
- Screening of traditional Chinese medicine monomers as ribonucleotide reductase M2 inhibitors for tumor treatment.World journal of clinical cases · 2022Article
- The identification of hub biomarkers and pathways in lung cancer and prognostic evaluation.Translational cancer research · 2022Article
- Understanding and targeting prostate cancer cell heterogeneity and plasticity.Seminars in cancer biology · 2022Review
- Transmembrane Protein-Based Risk Model and H3K4me3 Modification Characteristics in Lung Adenocarcinoma.Frontiers in oncology · 2022Article
- Computational Recognition of a Regulatory T-cell-specific Signature With Potential Implications in Prognosis, Immunotherapy, and Therapeutic Resistance of Prostate Cancer.Frontiers in immunology · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors at 2 institutions in 1 country.
Funding
Abstract
Although there are molecularly distinct subtypes of prostate cancer, no molecular classification system is used clinically. The ribonucleotide reductase small subunit M2 (RRM2) gene plays an oncogenic role in many cancers. Our previous study elucidated comprehensive molecular mechanisms of RRM2 in prostate cancer (PC). Given the potent functions of RRM2, we set out to determine whether the RRM2 signature can be used to identify aggressive subtypes of PC. We applied gene ontology and pathway analysis in RNA-seq datasets from PC cells overexpressing RRM2. We refined the RRM2 signature by integrating it with two molecular classification systems (PCS and PAM50 subtypes) that define aggressive PC subtypes (PCS1 and luminal B) and correlated signatures with clinical outcomes in six published cohorts comprising 4000 cases of PC. Increased expression of genes in the RRM2 signature was significantly correlated with recurrence, high Gleason score, and lethality of PC. Patients with high RRM2 levels showed higher PCS1 score, suggesting the aggressive PC feature. Consistently, RRM2-regulated genes were highly enriched in the PCS1 signature from multiple PC cohorts. A simplified RRM2 signature (12 genes) was identified by intersecting the RRM2 signature, PCS1 signature, and the PAM50 classifier. Intriguingly, inhibition of RRM2 specifically targets PCS1 and luminal B genes. Furthermore, 11 genes in the RRM2 signature were correlated with enzalutamide resistance by using a single-cell RNA-seq dataset from PC circulating tumor cells. Finally, high expression of RRM2 was associated with an immunosuppressive tumor-immune microenvironment in both primary prostate cancer and metastatic prostate cancer using CIBERSORT analysis and LM22, a validated leukocyte gene signature matrix. These data demonstrate that RRM2 is a driver of aggressive prostate cancer subtypes and contributes to immune escape, suggesting that RRM2 inhibition may be of clinical benefit for patients with PC.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.