In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development

Pathway analysis aids interpretation of large-scale gene expression data, but existing algorithms fall short of providing robust pathway identification. The method introduced here includes coexpression analysis and gene importance estimation to robustly identify relevant pathways and biomarkers for...

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Autores principales: Ivan V. Ozerov, Ksenia V. Lezhnina, Evgeny Izumchenko, Artem V. Artemov, Sergey Medintsev, Quentin Vanhaelen, Alexander Aliper, Jan Vijg, Andreyan N. Osipov, Ivan Labat, Michael D. West, Anton Buzdin, Charles R. Cantor, Yuri Nikolsky, Nikolay Borisov, Irina Irincheeva, Edward Khokhlovich, David Sidransky, Miguel Luiz Camargo, Alex Zhavoronkov
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Lenguaje:EN
Publicado: Nature Portfolio 2016
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Acceso en línea:https://doaj.org/article/2c57748e19064775b999e9d5f44aa2b9
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spelling oai:doaj.org-article:2c57748e19064775b999e9d5f44aa2b92021-12-02T14:39:52ZIn silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development10.1038/ncomms134272041-1723https://doaj.org/article/2c57748e19064775b999e9d5f44aa2b92016-11-01T00:00:00Zhttps://doi.org/10.1038/ncomms13427https://doaj.org/toc/2041-1723Pathway analysis aids interpretation of large-scale gene expression data, but existing algorithms fall short of providing robust pathway identification. The method introduced here includes coexpression analysis and gene importance estimation to robustly identify relevant pathways and biomarkers for patient stratification.Ivan V. OzerovKsenia V. LezhninaEvgeny IzumchenkoArtem V. ArtemovSergey MedintsevQuentin VanhaelenAlexander AliperJan VijgAndreyan N. OsipovIvan LabatMichael D. WestAnton BuzdinCharles R. CantorYuri NikolskyNikolay BorisovIrina IrincheevaEdward KhokhlovichDavid SidranskyMiguel Luiz CamargoAlex ZhavoronkovNature PortfolioarticleScienceQENNature Communications, Vol 7, Iss 1, Pp 1-11 (2016)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Ivan V. Ozerov
Ksenia V. Lezhnina
Evgeny Izumchenko
Artem V. Artemov
Sergey Medintsev
Quentin Vanhaelen
Alexander Aliper
Jan Vijg
Andreyan N. Osipov
Ivan Labat
Michael D. West
Anton Buzdin
Charles R. Cantor
Yuri Nikolsky
Nikolay Borisov
Irina Irincheeva
Edward Khokhlovich
David Sidransky
Miguel Luiz Camargo
Alex Zhavoronkov
In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development
description Pathway analysis aids interpretation of large-scale gene expression data, but existing algorithms fall short of providing robust pathway identification. The method introduced here includes coexpression analysis and gene importance estimation to robustly identify relevant pathways and biomarkers for patient stratification.
format article
author Ivan V. Ozerov
Ksenia V. Lezhnina
Evgeny Izumchenko
Artem V. Artemov
Sergey Medintsev
Quentin Vanhaelen
Alexander Aliper
Jan Vijg
Andreyan N. Osipov
Ivan Labat
Michael D. West
Anton Buzdin
Charles R. Cantor
Yuri Nikolsky
Nikolay Borisov
Irina Irincheeva
Edward Khokhlovich
David Sidransky
Miguel Luiz Camargo
Alex Zhavoronkov
author_facet Ivan V. Ozerov
Ksenia V. Lezhnina
Evgeny Izumchenko
Artem V. Artemov
Sergey Medintsev
Quentin Vanhaelen
Alexander Aliper
Jan Vijg
Andreyan N. Osipov
Ivan Labat
Michael D. West
Anton Buzdin
Charles R. Cantor
Yuri Nikolsky
Nikolay Borisov
Irina Irincheeva
Edward Khokhlovich
David Sidransky
Miguel Luiz Camargo
Alex Zhavoronkov
author_sort Ivan V. Ozerov
title In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development
title_short In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development
title_full In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development
title_fullStr In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development
title_full_unstemmed In silico Pathway Activation Network Decomposition Analysis (iPANDA) as a method for biomarker development
title_sort in silico pathway activation network decomposition analysis (ipanda) as a method for biomarker development
publisher Nature Portfolio
publishDate 2016
url https://doaj.org/article/2c57748e19064775b999e9d5f44aa2b9
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