ArticleFrontiers in immunology2024
Single-cell RNA sequencing and immune microenvironment analysis reveal PLOD2-driven malignant transformation in cervical cancer.
Article in Frontiers in immunology, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 39 papers.
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Who cites it
39 citing papers in PubMed.
- NNMT and the methylation sink: integrating metabolism, epigenetics and immunity in cancer.BMC medicine · 2026Review
- Multiplexed Transcriptomics for Screening Drug Combinations and Defining the Mechanism of Action of HCC Therapeutics at Single-Cell Resolution.Cell proliferation · 2026Article
- Dissecting tumor heterogeneity in colorectal cancer: uncovering the role of BCL2L1Frontiers in immunology · 2026Article
- Divergent immune ecosystems in HPV-associated and HPV-independent lower anogenital tract malignancies.Frontiers in immunology · 2026Review
- The therapeutic effect and specific mechanism involved active Chinese medicine component biochaninA in glioma.Frontiers in immunology · 2026Article
- Implications of Single-Cell RNA Sequencing in Cervical Cancer: Unravelling the Molecular Landscape.ACS omega · 2025Review
- Mapping cellular interactions and communication landscapes in cervical cancer via single-cell transcriptomics.Discover oncology · 2025Article
- Dose-dependent effects of wheat germ oil and vitamin E on apoptosis and gene expression in breast and cervical cancer cell lines with single-cell RNA-seq profiling.Scientific reports · 2025Article
- Identification of a key smooth muscle cell subset driving ischemic cardiomyopathy progression through single-cell RNA sequencing.Scientific reports · 2025Article
- Association and interaction network analysis of immune cell subgroups in cervical cancer microenvironment based on Mendelian randomization.Discover oncology · 2025Article
- Single-cell RNA sequencing reveals the potential role of Postn(+) fibroblasts in promoting the progression of myocardial fibrosis after myocardial infarction.Scientific reports · 2025Article
- Construction and validation of a chemokine-related gene signature associated with prognosis, clinical significance, and immune microenvironment characteristics in cervical cancer.Discover oncology · 2025Article
- Single-cell insights into HNSCC tumor heterogeneity and programmed cell death pathways.Translational oncology · 2025Article
- Integrated multi-omics analysis reveals the immunotherapeutic significance of tumor cells with high FN1 expression in ovarian cancer.Frontiers in molecular biosciences · 2025Article
- The role of ATF3 in precision medicine of brain arteriovenous malformation: based on endothelial cell proliferation.Frontiers in immunology · 2025Article
- Single-cell technologies and spatial transcriptomics: decoding immune low - response states in endometrial cancer.Frontiers in immunology · 2025Review
- Mapping the immunological landscape and emerging immunotherapeutic strategies in cervical cancer: a comprehensive review.Frontiers in oncology · 2025Review
- Utilizing Multi-omics analysis to elucidate the role of mitochondrial gene defects in Gastric cancer progression.PloS one · 2025Article
- To Explore the Key Subgroup and Their Immune Microenvironment During the Formation of Coronary Plaque With scRNA-seq.Cardiology research and practice · 2025Article
- Revolutionizing cervical cancer treatment: single-cell sequencing ofFrontiers in immunology · 2025Article
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11 authors.
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Abstract
Background: Cervical cancer is the fourth most common cancer in women globally, and the main cause of the disease has been found to be ongoing HPV infection. Cervical cancer remains the primary cause of cancer-related death despite major improvements in screening and treatment approaches, especially in low- and middle-income nations. Therefore, it is crucial to investigate the tumor microenvironment in advanced cervical cancer in order to identify possible treatment targets. Materials and methods: In order to better understand malignant cervical cancer epithelial cells (EPCs), this study used bulk RNA-seq data from UCSC in conjunction with single-cell RNA sequencing data from the ArrayExpress database. After putting quality control procedures into place, cell type identification and clustering analysis using the Seurat software were carried out. To clarify functional pathways, enrichment analysis and differential gene expression were carried out. The CIBERSORT and ESTIMATE R packages were used to evaluate the immune microenvironment characteristics, and univariate and multivariate Cox regression analyses were used to extract prognostic features. Furthermore, assessments of drug sensitivity and functional enrichment were carried out. Results: Eight cell types were identified, with EPCs showing high proliferative and stemness features. Five EPC subpopulations were defined, with C1 NNMT+ CAEPCs driving tumor differentiation. A NNMT CAEPCs Risk Score (NCRS) model was developed, revealing a correlation between elevated NCRS scores and adverse patient outcomes characterized by immune evasion. Conclusion: This investigation delineated eight cell types and five subpopulations of malignant EPCs in cervical cancer, establishing the C1 NNMT+ CAEPCs as a crucial therapeutic target. The NCRS model demonstrated its prognostic capability, indicating that higher scores are associated with poorer clinical outcomes. The validation of PLOD2 as a prognostic gene highlights its therapeutic potential, underscoring the critical need for integrating immunotherapy and targeted treatment strategies to enhance diagnostic and therapeutic approaches in cervical cancer.
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