ArticleFrontiers in immunology2022
A Novel Immune-Related Gene Signature to Identify the Tumor Microenvironment and Prognose Disease Among Patients With Oral Squamous Cell Carcinoma Patients Using ssGSEA: A Bioinformatics and Biological Validation Study.
Article in Frontiers in immunology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 86 papers, 1 of them a synthesis that pooled it.
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Who cites it
86 citing papers in PubMed, 1 synthesis or guideline pooled it, 85 citations in OpenAlex.
- MicroRNA expression as a prognostic biomarker of tongue squamous cell carcinoma (TSCC): a systematic review and meta-analysis.BMC oral health · 2024Pooled it
- Bisphenol A promotes esophageal carcinogenesis by activating the MMP1-PCOLCE regulatory axis and remodeling the tumor immune microenvironment.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Virtual single-cell perturbation and genetic causal inference revealJournal of cell communication and signaling · 2026Article
- Mitochondrial metabolism-associated biomarkers in oral lichen planus and oral squamous cell carcinoma.Functional & integrative genomics · 2026Article
- Artificial Intelligence-Driven Construction of Predictive and Druggable Frameworks to an In Silico Bioengineering Evidence Support for Therapy of Esophageal Squamous Cell Carcinoma Patients: Insights from a Toll-like Receptor Signal with Th17 and T Helper Microenvironment.Bioengineering (Basel, Switzerland) · 2026Article
- Lactate metabolism-driven tumor heterogeneity and molecular signatures in intrahepatic cholangiocarcinoma.World journal of gastroenterology · 2026Article
- Growth differentiation factor 15 promotes the malignant progression of multiple myeloma via activation of PI3K/Akt/NF-κB signaling pathway.Journal of translational medicine · 2026Article
- Transcriptional activation of LINGO1 facilitates proliferation and immune escape in colorectal cancer.Scientific reports · 2026Article
- A comprehensive study based on large-sample multi-omics integration and machine learning to decode mitochondria-associated genes: from digestive tract tumours to gastric cancer.Frontiers in immunology · 2026Article
- Article
- PSMD2-Mediated MAPK Signaling Promotes Bladder Cancer Development and Immune Microenvironment Remodeling.Oncology research · 2026Article
- The role of disulfidptosis-driven tumor microenvironment remodeling in pancreatic cancer progression.Frontiers in immunology · 2026Article
- Multi-omics comprehensive analysis identified KIF22 and KRAS as highly synthetic lethal pairs for triple-negative breast cancer.Frontiers in oncology · 2026Article
- Upregulated CD177 on neutrophils is implicated in sepsis pathogenesis and necroptosis-driven inflammation.Frontiers in immunology · 2026Article
- Novel insights into triple-negative breast cancer heterogeneity, prognosis, and treatment response based on matrix stiffness: a combined single-Cell and transcriptome analysis.Frontiers in oncology · 2026Article
- Trehalose Exerts Selective Cytotoxicity Against Tongue Squamous Cell Carcinoma Cells While Exhibiting Limited Cytotoxicity Toward Normal Oral Squamous Cells.OncoTargets and therapy · 2026Article
- Single-cell profiling reveals context-dependent immune regulation shared by sepsis and systemic lupus erythematosus.Frontiers in immunology · 2026Article
- Prognostic Value and Immunological Role of CBX7 in Lung Adenocarcinoma.Current molecular medicine · 2026Article
- Multi-omics and machine learning-based exploration of key genes associated with abdominal aortic aneurysm.Frontiers in molecular biosciences · 2026Article
- Intratumoral microbiota drive immune evasion and disease progression in oral squamous cell carcinoma.BDJ open · 2025Article
26 more citing papers are in PubMed but not listed here.
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Authors and funding
6 authors at 3 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Oral squamous cell carcinoma (OSCC) is the most invasive oral malignancy in adults and is associated with a poor prognosis. Accurate prognostic models are urgently needed, however, knowledge of the probable mechanisms behind OSCC tumorigenesis and prognosis remain limited. The clinical importance of the interplay between the immune system and tumor microenvironment has become increasingly evident. This study explored immune-related alterations at the multi-omics level to extract accurate prognostic markers linked to the immune response and presents a more accurate landscape of the immune genomic map during OSCC. The Cancer Genome Atlas (TCGA) OSCC cohort (n = 329) was used to detect the immune infiltration pattern of OSCC and categorize patients into two immunity groups using single-sample gene set enrichment analysis (ssGSEA) and hierarchical clustering analysis. Multiple strategies, including lasso regression (LASSO), Cox proportional hazards regression, and principal component analysis (PCA) were used to screen clinically significant signatures and identify an incorporated prognosis model with robust discriminative power on the survival status of both the training and testing set. We identified two OSCC subtypes based on immunological characteristics: Immunity-high and immunity low, and verified that the categorization was accurate and repeatable. Immunity_ high cluster with a higher immunological and stromal score. 1047 differential genes (DEGs) integrate with immune genes to obtain 319 immue-related DEGs. A robust model with five signatures for OSCC patient prognosis was established. The GEO cohort (n = 97) were used to validate the risk model's predictive value. The low-risk group had a better overall survival (OS) than the high-risk group. Significant prognostic potential for OSCC patients was found using ROC analysis and immune checkpoint gene expression was lower in the low-risk group. We also investigated at the therapeutic sensitivity of a number of frequently used chemotherapeutic drugs in patients with various risk factors. The underlying biological behavior of the OSCC cell line was preliminarily validated. This study characterizes a reliable marker of OSCC disease progression and provides a new potential target for immunotherapy against this disease.
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