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Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human
Melanoma is the most aggressive and dangerous type of skin cancer, but its molecular mechanisms remain largely unclear. For transcriptomic data of 478 primary and metastatic melanoma, nevi and normal skin samples, we performed high-throughput analysis of intracellular molecular networks including 59...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals LLC
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4808024/ https://www.ncbi.nlm.nih.gov/pubmed/26624979 |
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author | Shepelin, Denis Korzinkin, Mikhail Vanyushina, Anna Aliper, Alexander Borisov, Nicolas Vasilov, Raif Zhukov, Nikolay Sokov, Dmitry Prassolov, Vladimir Gaifullin, Nurshat Zhavoronkov, Alex Bhullar, Bhupinder Buzdin, Anton |
author_facet | Shepelin, Denis Korzinkin, Mikhail Vanyushina, Anna Aliper, Alexander Borisov, Nicolas Vasilov, Raif Zhukov, Nikolay Sokov, Dmitry Prassolov, Vladimir Gaifullin, Nurshat Zhavoronkov, Alex Bhullar, Bhupinder Buzdin, Anton |
author_sort | Shepelin, Denis |
collection | PubMed |
description | Melanoma is the most aggressive and dangerous type of skin cancer, but its molecular mechanisms remain largely unclear. For transcriptomic data of 478 primary and metastatic melanoma, nevi and normal skin samples, we performed high-throughput analysis of intracellular molecular networks including 592 signaling and metabolic pathways. We showed that at the molecular pathway level, the formation of nevi largely resembles transition from normal skin to primary melanoma. Using a combination of bioinformatic machine learning algorithms, we identified 44 characteristic signaling and metabolic pathways connected with the formation of nevi, development of primary melanoma, and its metastases. We created a model describing formation and progression of melanoma at the level of molecular pathway activation. We discovered six novel associations between activation of metabolic molecular pathways and progression of melanoma: for allopregnanolone biosynthesis, L-carnitine biosynthesis, zymosterol biosynthesis (inhibited in melanoma), fructose 2, 6-bisphosphate synthesis and dephosphorylation, resolvin D biosynthesis (activated in melanoma), D-myo-inositol hexakisphosphate biosynthesis (activated in primary, inhibited in metastatic melanoma). Finally, we discovered fourteen tightly coordinated functional clusters of molecular pathways. This study helps to decode molecular mechanisms underlying the development of melanoma. |
format | Online Article Text |
id | pubmed-4808024 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Impact Journals LLC |
record_format | MEDLINE/PubMed |
spelling | pubmed-48080242016-04-19 Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human Shepelin, Denis Korzinkin, Mikhail Vanyushina, Anna Aliper, Alexander Borisov, Nicolas Vasilov, Raif Zhukov, Nikolay Sokov, Dmitry Prassolov, Vladimir Gaifullin, Nurshat Zhavoronkov, Alex Bhullar, Bhupinder Buzdin, Anton Oncotarget Research Paper Melanoma is the most aggressive and dangerous type of skin cancer, but its molecular mechanisms remain largely unclear. For transcriptomic data of 478 primary and metastatic melanoma, nevi and normal skin samples, we performed high-throughput analysis of intracellular molecular networks including 592 signaling and metabolic pathways. We showed that at the molecular pathway level, the formation of nevi largely resembles transition from normal skin to primary melanoma. Using a combination of bioinformatic machine learning algorithms, we identified 44 characteristic signaling and metabolic pathways connected with the formation of nevi, development of primary melanoma, and its metastases. We created a model describing formation and progression of melanoma at the level of molecular pathway activation. We discovered six novel associations between activation of metabolic molecular pathways and progression of melanoma: for allopregnanolone biosynthesis, L-carnitine biosynthesis, zymosterol biosynthesis (inhibited in melanoma), fructose 2, 6-bisphosphate synthesis and dephosphorylation, resolvin D biosynthesis (activated in melanoma), D-myo-inositol hexakisphosphate biosynthesis (activated in primary, inhibited in metastatic melanoma). Finally, we discovered fourteen tightly coordinated functional clusters of molecular pathways. This study helps to decode molecular mechanisms underlying the development of melanoma. Impact Journals LLC 2015-11-26 /pmc/articles/PMC4808024/ /pubmed/26624979 Text en Copyright: © 2016 Shepelin et al. http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Paper Shepelin, Denis Korzinkin, Mikhail Vanyushina, Anna Aliper, Alexander Borisov, Nicolas Vasilov, Raif Zhukov, Nikolay Sokov, Dmitry Prassolov, Vladimir Gaifullin, Nurshat Zhavoronkov, Alex Bhullar, Bhupinder Buzdin, Anton Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
title | Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
title_full | Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
title_fullStr | Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
title_full_unstemmed | Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
title_short | Molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
title_sort | molecular pathway activation features linked with transition from normal skin to primary and metastatic melanomas in human |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4808024/ https://www.ncbi.nlm.nih.gov/pubmed/26624979 |
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