ArticleMolecular cancer2024
Aberrant R-loop-mediated immune evasion, cellular communication, and metabolic reprogramming affect cancer progression: a single-cell analysis.
Article in Molecular cancer, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 48 papers, 1 of them a synthesis that pooled it.
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Who cites it
48 citing papers in PubMed, 1 synthesis or guideline pooled it, 46 citations in OpenAlex.
- The role of R-loops-mediated epigenetic regulation in genome stability maintenance and disease pathogenesis: a systematic review.Epigenetics · 2026Pooled it
- The DNA/RNA Helicase SETX Maintains R-Loop Homeostasis to Promote Chemoresistance in Ovarian Cancer.Cancer science · 2026Article
- R-loops in colorectal cancer: mechanisms, mapping strategies, and therapeutic opportunities.Molecular biology reports · 2026Review
- The role of non-coding RNAs in regulating R-loop dynamics in cancer: Mechanisms and therapeutic implications.Acta pharmaceutica Sinica. B · 2026Review
- Deciphering lung cancer at high resolution: a narrative review of applications of single-cell and spatial transcriptomics sequencing.Translational lung cancer research · 2026Review
- Integrated multi-omics analysis reveals folate metabolism-related genes as prognostic markers and therapeutic targets in clear cell renal cell carcinoma.BMC cancer · 2026Article
- ITM2A promotes thyroid cancer differentiation through metabolic reprogramming and enhances PD-L1-dependent T-cell responses.Clinical and experimental medicine · 2026Article
- An LSCC-specific R-loop-related model predicts prognosis and neoadjuvant immunotherapy response and identifies EIF5A2-mediated tumor-immune crosstalk.World journal of surgical oncology · 2026Article
- Tilting the balance of life and death: navigating DNA replication stress in cancer therapy.Experimental & molecular medicine · 2026Review
- From guardians to traitors: molecular mechanisms of tumor-induced T cell betrayal.Molecular cancer · 2026Review
- Article
- Exercise and CD8Journal of molecular medicine (Berlin, Germany) · 2026Review
- Inhibition of PRMT5 triggers synthetic lethality in ARID1A-deficient endometrial cancer by promoting aberrant R-loop accumulation.Molecular cancer · 2026Article
- Integrative Analysis Reveals Conserved R-Loop Features in Mouse Embryonic Stem Cells.Epigenomes · 2026Article
- The IGF2BP3/SLC2A1 axis mediates hsa_circ_0000376-Induced malignant progression and neutrophil N2 polarization in the lung adenocarcinoma microenvironment.Journal of molecular histology · 2026Article
- Spatial Location of SPP1Cancer science · 2026Article
- Atlas-Guided Nanocarrier Strategies Targeting Spatial NTRK2/MAPK Signaling in EGFR-TKI-Resistant Niches of Esophageal Squamous Cell Carcinoma.Pharmaceutics · 2026Review
- A Mitoxyperilysis-Related Single-Cell and Machine-Learning Framework Defines an Immune-Cold Melanoma Phenotype and a Robust Prognostic Signature.Human mutation · 2026Article
- The role of R-loop aberrations in lower-grade gliomas: prognostic, immune, and metabolic implications from multi-omics and machine learning analysis.Frontiers in immunology · 2026Article
- A 12-gene immune signature predicts prognosis and identifies KRT6B as a therapeutic target in lung adenocarcinoma.Frontiers in immunology · 2026Article
Corrections and comments
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Authors and funding
9 authors at 1 institution in 1 country.
Funding
Abstract
Dysregulation of R-loop homeostasis is closely related to various human diseases, including cancer. However, the causality of aberrant R-loops in tumor progression remains unclear. In this study, using single-cell RNA-sequencing datasets from lung adenocarcinoma (LUAD), we constructed an R-loop scoring model to characterize the R-loop state according to the identified R-loop regulators related to EGFR mutations, tissue origins, and TNM stage. We then evaluated the relationships of the R-loop score with the tumor microenvironment (TME) and treatment response. Furthermore, the potential roles of FANCI-mediated R-loops in LUAD were explored using a series of in vitro experiments. Results showed that malignant cells with low R-loop scores displayed glycolysis and epithelial-mesenchymal transition pathway activation and immune escape promotion, thereby hampering the antitumor therapeutic effects. Cell communication analysis suggested that low R-loop scores contributed to T cell exhaustion. We subsequently validated the prognostic value of R-loop scores by using bulk transcriptome datasets across 33 tumor types. The R-loop scoring model well predicted patients' therapeutic response to targeted therapy, chemotherapy, or immunotherapy in 32 independent cohorts. Remarkably, changes in R-loop distribution mediated by FANCI deficiency blocked the activity of Ras signaling pathway, suppressing tumor-cell proliferation and dissemination. In conclusion, this study reveals the underlying molecular mechanism of metabolic reprogramming and T cell exhaustion under R-loop score patterns, and the changes in R-loops mediated by R-loop regulators resulting in tumor progression. Therefore, incorporating anticancer methods based on R-loop or R-loop regulators into the treatment schemes of precision medicine may be beneficial.
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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.