Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect
Autor: | Xuelian Chen, Kai Wang, Jiang F. Zhong, Qian Liu, Xi Zhang, Parish P. Sedghizadeh, Andres Stucky, Atlas Khan, Daniel Adelpour |
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Rok vydání: | 2019 |
Předmět: |
Gene Expression Regulation
Viral Male 0301 basic medicine Cancer Research viral detection Genes Viral Carcinogenesis RNA-Seq head and neck squamous cell carcinoma medicine.disease_cause lcsh:RC254-282 Effective solution 03 medical and health sciences 0302 clinical medicine Prediction methods Genetics medicine Humans Human papillomavirus human papillomavirus Papillomaviridae VirTect Gene Research Articles Cervical cancer Base Sequence Sequence Analysis RNA Squamous Cell Carcinoma of Head and Neck business.industry Papillomavirus Infections High-Throughput Nucleotide Sequencing General Medicine lcsh:Neoplasms. Tumors. Oncology. Including cancer and carcinogens medicine.disease Head and neck squamous-cell carcinoma 3. Good health 030104 developmental biology Oncology 030220 oncology & carcinogenesis Cancer research RNA‐seq Molecular Medicine Female business Signal Transduction Research Article |
Zdroj: | Molecular Oncology Molecular Oncology, Vol 13, Iss 4, Pp 829-839 (2019) |
ISSN: | 1878-0261 1574-7891 |
DOI: | 10.1002/1878-0261.12435 |
Popis: | Next‐generation sequencing provides an opportunity to detect viral species from RNA‐seq data of human tissues, but existing computational approaches do not perform optimally on clinical samples. We developed a bioinformatic method called VirTect for detecting viruses in neoplastic human tissues using RNA‐seq data. Here, we used VirTect to analyze RNA‐seq data from 363 head and neck squamous cell carcinoma (HNSCC) patients and identified 22 human papillomavirus (HPV)‐induced HNSCCs. These predictions were validated by manual review of pathology reports on histopathologic specimens. VirTect showed better performance in recall and accuracy compared to the two existing prediction methods, VirusFinder and VirusSeq, in identifying viral sequences from RNA‐seq data. The majority of HPV carcinogenesis studies thus far have been performed on cervical cancer and generalized to HNSCC. Our results suggest that carcinogenesis of HPV‐induced HNSCC and other cases of HNSCC involve different genes, so understanding the underlying molecular mechanisms will have a significant impact on therapeutic approaches and outcomes. In summary, RNA‐seq together with VirTect can be an effective solution for the detection of viruses from tumor samples and can facilitate the clinicopathologic characterization of various types of cancers with broad applications for oncology. |
Databáze: | OpenAIRE |
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