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In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia

A subset of patients with oral squamous cell carcinoma (OSCC), the most common subtype of head and neck squamous cell carcinoma (HNSCC), harbor dysplastic lesions (often visually identified as leukoplakia) prior to cancer diagnosis. Although evidence suggest that leukoplakia represents an initial st...

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Autores principales: Makarev, Eugene, Schubert, Adrian D, Kanherkar, Riya R, London, Nyall, Teka, Mahder, Ozerov, Ivan, Lezhnina, Ksenia, Bedi, Atul, Ravi, Rajani, Mehra, Rannee, Hoque, Mohammad O, Sloma, Ido, Gaykalova, Daria A, Csoka, Antonei B, Sidransky, David, Zhavoronkov, Alex, Izumchenko, Evgeny
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5439156/
https://www.ncbi.nlm.nih.gov/pubmed/28580171
http://dx.doi.org/10.1038/cddiscovery.2017.22
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author Makarev, Eugene
Schubert, Adrian D
Kanherkar, Riya R
London, Nyall
Teka, Mahder
Ozerov, Ivan
Lezhnina, Ksenia
Bedi, Atul
Ravi, Rajani
Mehra, Rannee
Hoque, Mohammad O
Sloma, Ido
Gaykalova, Daria A
Csoka, Antonei B
Sidransky, David
Zhavoronkov, Alex
Izumchenko, Evgeny
author_facet Makarev, Eugene
Schubert, Adrian D
Kanherkar, Riya R
London, Nyall
Teka, Mahder
Ozerov, Ivan
Lezhnina, Ksenia
Bedi, Atul
Ravi, Rajani
Mehra, Rannee
Hoque, Mohammad O
Sloma, Ido
Gaykalova, Daria A
Csoka, Antonei B
Sidransky, David
Zhavoronkov, Alex
Izumchenko, Evgeny
author_sort Makarev, Eugene
collection PubMed
description A subset of patients with oral squamous cell carcinoma (OSCC), the most common subtype of head and neck squamous cell carcinoma (HNSCC), harbor dysplastic lesions (often visually identified as leukoplakia) prior to cancer diagnosis. Although evidence suggest that leukoplakia represents an initial step in the progression to cancer, signaling networks driving this progression are poorly understood. Here, we applied in silico Pathway Activation Network Decomposition Analysis (iPANDA), a new bioinformatics software suite for qualitative analysis of intracellular signaling pathway activation using transcriptomic data, to assess a network of molecular signaling in OSCC and pre-neoplastic oral lesions. In tumor samples, our analysis detected major conserved mitogenic and survival signaling pathways strongly associated with HNSCC, suggesting that some of the pathways identified by our algorithm, but not yet validated as HNSCC related, may be attractive targets for future research. While pathways activation landscape in the majority of leukoplakias was different from that seen in OSCC, a subset of pre-neoplastic lesions has demonstrated some degree of similarity to the signaling profile seen in tumors, including dysregulation of the cancer-driving pathways related to survival and apoptosis. These results suggest that dysregulation of these signaling networks may be the driving force behind the early stages of OSCC tumorigenesis. While future studies with larger leukoplakia data sets are warranted to further estimate the values of this approach for capturing signaling features that characterize relevant lesions that actually progress to cancers, our platform proposes a promising new approach for detecting cancer-promoting pathways and tailoring the right therapy to prevent tumorigenesis.
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spelling pubmed-54391562017-06-02 In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia Makarev, Eugene Schubert, Adrian D Kanherkar, Riya R London, Nyall Teka, Mahder Ozerov, Ivan Lezhnina, Ksenia Bedi, Atul Ravi, Rajani Mehra, Rannee Hoque, Mohammad O Sloma, Ido Gaykalova, Daria A Csoka, Antonei B Sidransky, David Zhavoronkov, Alex Izumchenko, Evgeny Cell Death Discov Article A subset of patients with oral squamous cell carcinoma (OSCC), the most common subtype of head and neck squamous cell carcinoma (HNSCC), harbor dysplastic lesions (often visually identified as leukoplakia) prior to cancer diagnosis. Although evidence suggest that leukoplakia represents an initial step in the progression to cancer, signaling networks driving this progression are poorly understood. Here, we applied in silico Pathway Activation Network Decomposition Analysis (iPANDA), a new bioinformatics software suite for qualitative analysis of intracellular signaling pathway activation using transcriptomic data, to assess a network of molecular signaling in OSCC and pre-neoplastic oral lesions. In tumor samples, our analysis detected major conserved mitogenic and survival signaling pathways strongly associated with HNSCC, suggesting that some of the pathways identified by our algorithm, but not yet validated as HNSCC related, may be attractive targets for future research. While pathways activation landscape in the majority of leukoplakias was different from that seen in OSCC, a subset of pre-neoplastic lesions has demonstrated some degree of similarity to the signaling profile seen in tumors, including dysregulation of the cancer-driving pathways related to survival and apoptosis. These results suggest that dysregulation of these signaling networks may be the driving force behind the early stages of OSCC tumorigenesis. While future studies with larger leukoplakia data sets are warranted to further estimate the values of this approach for capturing signaling features that characterize relevant lesions that actually progress to cancers, our platform proposes a promising new approach for detecting cancer-promoting pathways and tailoring the right therapy to prevent tumorigenesis. Nature Publishing Group 2017-05-22 /pmc/articles/PMC5439156/ /pubmed/28580171 http://dx.doi.org/10.1038/cddiscovery.2017.22 Text en Copyright © 2017 The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Makarev, Eugene
Schubert, Adrian D
Kanherkar, Riya R
London, Nyall
Teka, Mahder
Ozerov, Ivan
Lezhnina, Ksenia
Bedi, Atul
Ravi, Rajani
Mehra, Rannee
Hoque, Mohammad O
Sloma, Ido
Gaykalova, Daria A
Csoka, Antonei B
Sidransky, David
Zhavoronkov, Alex
Izumchenko, Evgeny
In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
title In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
title_full In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
title_fullStr In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
title_full_unstemmed In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
title_short In silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
title_sort in silico analysis of pathways activation landscape in oral squamous cell carcinoma and oral leukoplakia
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5439156/
https://www.ncbi.nlm.nih.gov/pubmed/28580171
http://dx.doi.org/10.1038/cddiscovery.2017.22
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