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Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect
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 usin...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6441885/ https://www.ncbi.nlm.nih.gov/pubmed/30597724 http://dx.doi.org/10.1002/1878-0261.12435 |
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author | Khan, Atlas Liu, Qian Chen, Xuelian Stucky, Andres Sedghizadeh, Parish P. Adelpour, Daniel Zhang, Xi Wang, Kai Zhong, Jiang F. |
author_facet | Khan, Atlas Liu, Qian Chen, Xuelian Stucky, Andres Sedghizadeh, Parish P. Adelpour, Daniel Zhang, Xi Wang, Kai Zhong, Jiang F. |
author_sort | Khan, Atlas |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-6441885 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-64418852019-04-11 Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect Khan, Atlas Liu, Qian Chen, Xuelian Stucky, Andres Sedghizadeh, Parish P. Adelpour, Daniel Zhang, Xi Wang, Kai Zhong, Jiang F. Mol Oncol Research Articles 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. John Wiley and Sons Inc. 2019-02-23 2019-04 /pmc/articles/PMC6441885/ /pubmed/30597724 http://dx.doi.org/10.1002/1878-0261.12435 Text en © 2019 The Authors. Published by FEBS Press and John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Articles Khan, Atlas Liu, Qian Chen, Xuelian Stucky, Andres Sedghizadeh, Parish P. Adelpour, Daniel Zhang, Xi Wang, Kai Zhong, Jiang F. Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect |
title | Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect |
title_full | Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect |
title_fullStr | Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect |
title_full_unstemmed | Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect |
title_short | Detection of human papillomavirus in cases of head and neck squamous cell carcinoma by RNA‐seq and VirTect |
title_sort | detection of human papillomavirus in cases of head and neck squamous cell carcinoma by rna‐seq and virtect |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6441885/ https://www.ncbi.nlm.nih.gov/pubmed/30597724 http://dx.doi.org/10.1002/1878-0261.12435 |
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