ArticleScientific reports2020
Role of gene signatures combined with pathology in classification of oropharynx head and neck cancer.
Article in Scientific reports, 2020. 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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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.
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Who cites it
10 citing papers in PubMed, 14 citations in OpenAlex.
- Selection Criteria for De-Escalated Chemoradiotherapy for HPV-Related Oropharyngeal Cancer Based on Prognostic Biomarkers or Early Tumor Response to Therapy: A Narrative Review.Diagnostics (Basel, Switzerland) · 2026Review
- Personalized treatment in HPV+ oropharynx cancer using genomic adjusted radiation dose.The Journal of clinical investigation · 2025Observational
- Personalization of Radiotherapy Dose in HPV Positive Oropharynx Cancer Using GARD.medRxiv : the preprint server for health sciences · 2025Article
- m5C regulator-mediated methylation modification phenotypes characterized by distinct tumor microenvironment immune heterogenicity in colorectal cancer.Scientific reports · 2023Article
- HPV-associated oropharyngeal cancer: epidemiology, molecular biology and clinical management.Nature reviews. Clinical oncology · 2022Review
- Oncogenic Viruses as Entropic Drivers of Cancer Evolution.Frontiers in virology (Lausanne, Switzerland) · 2021Article
- Biology of the Radio- and Chemo-Responsiveness in HPV Malignancies.Seminars in radiation oncology · 2021Review
- Hypoxia-Guided Therapy for Human Papillomavirus-Associated Oropharynx Cancer.Journal of the National Cancer Institute · 2021Article
- Prognostic and Predictive Factors in Advanced Head and Neck Squamous Cell Carcinoma.International journal of molecular sciences · 2021Review
- Clinical Validity of a Prognostic Gene Expression Cluster-Based Model in Human Papillomavirus-Positive Oropharyngeal Carcinoma.JCO precision oncology · 2021Observational
Corrections and comments
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Authors and funding
9 authors at 4 institutions in 3 countries.
Funding
Abstract
Treatment personalisation remains an unmet need in oropharynx cancer (OPC). We aimed to determine whether gene expression signatures improved upon clinico-pathological predictors of outcome in OPC. The clinico-pathological predictors, AJCC version 7 (AJCC 7), AJCC 8, and a clinical algorithm, were assessed in 4 public series of OPC (n = 235). Literature review identified 16 mRNA gene expression signatures of radiosensitivity, HPV status, tumour hypoxia, and microsatellite instability. We quality tested signatures using a novel sigQC methodology, and added signatures to clinico-pathological variables as predictors of survival, in univariate and multivariate analyses. AJCC 7 Stage was not predictive of recurrence-free survival (RFS) or overall survival (OS). AJCC 8 significantly predicted RFS and OS. Gene signature quality was highly variable. Among HPV-positive cases, signatures for radiosensitivity, hypoxia, and microsatellite instability revealed significant underlying inter-tumour biological heterogeneity, but did not show prognostic significance when adjusted for clinical covariates. Surprisingly, among HPV-negative cases, a gene signature for HPV status was predictive of survival, even after adjustment for clinical covariates. Across the whole series, several gene signatures representing HPV and microsatellite instability remained significant in multivariate analysis. However, quality control and independent validation remain to be performed to add prognostic information above recently improved clinico-pathological variables.
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