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Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach
BACKGROUND: The mechanisms of carcinogenesis from viral infections are extraordinarily complex and not well understood. Traditional methods of analyzing RNA-sequencing data may not be sufficient for unraveling complicated interactions between viruses and host cells. Using RNA and DNA-sequencing data...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8636736/ https://www.ncbi.nlm.nih.gov/pubmed/34900135 http://dx.doi.org/10.1016/j.csbj.2021.11.013 |
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author | Wong, Lindsay M. Li, Wei Tse Shende, Neil Tsai, Joseph C. Ma, Jiayan Chakladar, Jaideep Gnanasekar, Aditi Qu, Yuanhao Dereschuk, Kypros Wang-Rodriguez, Jessica Ongkeko, Weg M. |
author_facet | Wong, Lindsay M. Li, Wei Tse Shende, Neil Tsai, Joseph C. Ma, Jiayan Chakladar, Jaideep Gnanasekar, Aditi Qu, Yuanhao Dereschuk, Kypros Wang-Rodriguez, Jessica Ongkeko, Weg M. |
author_sort | Wong, Lindsay M. |
collection | PubMed |
description | BACKGROUND: The mechanisms of carcinogenesis from viral infections are extraordinarily complex and not well understood. Traditional methods of analyzing RNA-sequencing data may not be sufficient for unraveling complicated interactions between viruses and host cells. Using RNA and DNA-sequencing data from The Cancer Genome Atlas (TCGA), we aim to explore whether virus-induced tumors exhibit similar immune-associated (IA) dysregulations using a new algorithm we developed that focuses on the most important biological mechanisms involved in virus-induced cancers. Differential expression, survival correlation, and clinical variable correlations were used to identify the most clinically relevant IA genes dysregulated in 5 virus-induced cancers (HPV-induced head and neck squamous cell carcinoma, HPV-induced cervical cancer, EBV-induced stomach cancer, HBV-induced liver cancer, and HCV-induced liver cancer) after which a mechanistic approach was adopted to identify pathways implicated in IA gene dysregulation. RESULTS: Our results revealed that IA dysregulations vary with the cancer type and the virus type, but cytokine signaling pathways are dysregulated in all virus-induced cancers. Furthermore, we also found that important similarities exist between all 5 virus-induced cancers in dysregulated clinically relevant oncogenic signatures and IA pathways. Finally, we also discovered potential mechanisms for genomic alterations to induce IA gene dysregulations using our algorithm. CONCLUSIONS: Our study offers a new approach to mechanism identification through integrating functional annotations and large-scale sequencing data, which may be invaluable to the discovery of new immunotherapy targets for virus-induced cancers. |
format | Online Article Text |
id | pubmed-8636736 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-86367362021-12-09 Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach Wong, Lindsay M. Li, Wei Tse Shende, Neil Tsai, Joseph C. Ma, Jiayan Chakladar, Jaideep Gnanasekar, Aditi Qu, Yuanhao Dereschuk, Kypros Wang-Rodriguez, Jessica Ongkeko, Weg M. Comput Struct Biotechnol J Research Article BACKGROUND: The mechanisms of carcinogenesis from viral infections are extraordinarily complex and not well understood. Traditional methods of analyzing RNA-sequencing data may not be sufficient for unraveling complicated interactions between viruses and host cells. Using RNA and DNA-sequencing data from The Cancer Genome Atlas (TCGA), we aim to explore whether virus-induced tumors exhibit similar immune-associated (IA) dysregulations using a new algorithm we developed that focuses on the most important biological mechanisms involved in virus-induced cancers. Differential expression, survival correlation, and clinical variable correlations were used to identify the most clinically relevant IA genes dysregulated in 5 virus-induced cancers (HPV-induced head and neck squamous cell carcinoma, HPV-induced cervical cancer, EBV-induced stomach cancer, HBV-induced liver cancer, and HCV-induced liver cancer) after which a mechanistic approach was adopted to identify pathways implicated in IA gene dysregulation. RESULTS: Our results revealed that IA dysregulations vary with the cancer type and the virus type, but cytokine signaling pathways are dysregulated in all virus-induced cancers. Furthermore, we also found that important similarities exist between all 5 virus-induced cancers in dysregulated clinically relevant oncogenic signatures and IA pathways. Finally, we also discovered potential mechanisms for genomic alterations to induce IA gene dysregulations using our algorithm. CONCLUSIONS: Our study offers a new approach to mechanism identification through integrating functional annotations and large-scale sequencing data, which may be invaluable to the discovery of new immunotherapy targets for virus-induced cancers. Research Network of Computational and Structural Biotechnology 2021-11-18 /pmc/articles/PMC8636736/ /pubmed/34900135 http://dx.doi.org/10.1016/j.csbj.2021.11.013 Text en © 2021 Published by Elsevier B.V. on behalf of Research Network of Computational and Structural Biotechnology. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Wong, Lindsay M. Li, Wei Tse Shende, Neil Tsai, Joseph C. Ma, Jiayan Chakladar, Jaideep Gnanasekar, Aditi Qu, Yuanhao Dereschuk, Kypros Wang-Rodriguez, Jessica Ongkeko, Weg M. Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
title | Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
title_full | Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
title_fullStr | Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
title_full_unstemmed | Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
title_short | Analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
title_sort | analysis of the immune landscape in virus-induced cancers using a novel integrative mechanism discovery approach |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8636736/ https://www.ncbi.nlm.nih.gov/pubmed/34900135 http://dx.doi.org/10.1016/j.csbj.2021.11.013 |
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