ArticleModern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc2022
Oropharyngeal cancer outcomes correlate with p16 status, multinucleation and immune infiltration.
Article in Modern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 22 papers.
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Who cites it
22 citing papers in PubMed, 34 citations in OpenAlex.
- Single-cell TCR mapping reveals spatially coordinated T cell states in head and neck cancer.Science immunology · 2026Article
- Review
- Nrf2 Hyperactivation as a Driver of Radiotherapy Resistance and Suppressed Antitumor Immunity in Head and Neck Squamous Cell Carcinoma.Clinical cancer research : an official journal of the American Association for Cancer Research · 2025Article
- Tumor-intrinsic and immune-related features associated with treatment failure in human papillomavirus-related oropharyngeal cancer.Journal of the National Cancer Institute · 2025Article
- Deep Learning Model of Primary Tumor and Metastatic Cervical Lymph Nodes From CT for Outcome Predictions in Oropharyngeal Cancer.JAMA network open · 2025Article
- Tobacco smoke exposure is a driver of altered oxidative stress response and immunity in head and neck cancer.Journal of translational medicine · 2025Article
- Review
- Reliable RNA-seq analysis from FFPE specimens as a means to accelerate cancer-related health disparities research.PloS one · 2025Article
- Valosin containing protein (VCP/p97) expression in laryngeal squamous cell carcinoma: clinical evaluation and implications for targeted therapy.Pathology oncology research : POR · 2025Article
- Association of oropharyngeal cancer recurrence with tumor-intrinsic and immune-mediated sequelae of reduced genomic instability.bioRxiv : the preprint server for biology · 2024Article
- A novel computational pathology approach for identifying gene signatures prognostic of disease-free survival for papillary thyroid carcinomas.European journal of cancer (Oxford, England : 1990) · 2024Article
- Biological biomarkers of oral cancer.Periodontology 2000 · 2024Review
- Extracting interpretable features for pathologists using weakly supervised learning to predict p16 expression in oropharyngeal cancer.Scientific reports · 2024Article
- Moving from conventional to adaptive risk stratification for oropharyngeal cancer.Frontiers in oncology · 2024Review
- Recurrent Oropharyngeal Squamous Cell Carcinomas Maintain Anti-tumor Immunity and Multinucleation Levels Following Completion of Radiation.Head and neck pathology · 2023Article
- Clinical, morphologic and molecular heterogeneity of HPV-associated oropharyngeal cancer.Oncogene · 2023Review
- Predicting HPV association using deep learning and regular H&E stains allows granular stratification of oropharyngeal cancer patients.NPJ digital medicine · 2023Article
- Machine learning driven index of tumor multinucleation correlates with survival and suppressed anti-tumor immunity in head and neck squamous cell carcinoma patients.Oral oncology · 2023Article
- Deployment of cisplatin in Veterans with oropharyngeal cancer: toxicity and impact on oncologic outcomes.Laryngoscope investigative otolaryngology · 2023Article
- HPV and Other Risk Factors Involved in Pharyngeal Neoplasm-Clinical and Morphopathological Correlations in the Southwestern Region of Romania.Pathogens (Basel, Switzerland) · 2023Article
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Authors and funding
22 authors at 9 institutions in 1 country.
Funding
Abstract
Oropharyngeal squamous cell carcinoma (OPSCC), largely fueled by the human papillomavirus (HPV), has a complex biological and immunologic phenotype. Although HPV/p16 status can be used to stratify OPSCC patients as a function of survival, it remains unclear what drives an improved treatment response in HPV-associated OPSCC and whether targetable biomarkers exist that can inform a precision oncology approach. We analyzed OPSCC patients treated between 2000 and 2016 and correlated locoregional control (LRC), disease-free survival (DFS) and overall survival (OS) with conventional clinical parameters, risk parameters generated using deep-learning algorithms trained to quantify tumor-infiltrating lymphocytes (TILs) (OP-TIL) and multinucleated tumor cells (MuNI) and targeted transcriptomics. P16 was a dominant determinant of LRC, DFS and OS, but tobacco exposure, OP-TIL and MuNI risk features correlated with clinical outcomes independent of p16 status and the combination of p16, OP-TIL and MuNI generated a better stratification of OPSCC risk compared to individual parameters. Differential gene expression (DEG) analysis demonstrated overlap between MuNI and OP-TIL and identified genes involved in DNA repair, oxidative stress response and tumor immunity as the most prominent correlates with survival. Alteration of inflammatory/immune pathways correlated strongly with all risk features and oncologic outcomes. This suggests that development of OPSCC consists of an intersection between multiple required and permissive oncogenic and immunologic events which may be mechanistically linked. The strong relationship between tumor immunity and oncologic outcomes in OPSCC regardless of HPV status may provide opportunities for further biomarker development and precision oncology approaches incorporating immune checkpoint inhibitors for maximal anti-tumor efficacy.
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