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

Authors :
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
Source :
Nature Communications, Vol 7, Iss 1, Pp 1-11 (2016)
Publication Year :
2016
Publisher :
Nature Portfolio, 2016.

Abstract

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.

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20411723
Volume :
7
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Nature Communications
Publication Type :
Academic Journal
Accession number :
edsdoj.2c57748e19064775b999e9d5f44aa2b9
Document Type :
article
Full Text :
https://doi.org/10.1038/ncomms13427