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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals LLC 2015
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.
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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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