GAM: a web-service for integrated transcriptional and metabolic network analysis.

Abstract:

:Novel techniques for high-throughput steady-state metabolomic profiling yield information about changes of nearly thousands of metabolites. Such metabolomic profiles, when analyzed together with transcriptional profiles, can reveal novel insights about underlying biological processes. While a number of conceptual approaches have been developed for data integration, easily accessible tools for integrated analysis of mammalian steady-state metabolomic and transcriptional data are lacking. Here we present GAM ('genes and metabolites'): a web-service for integrated network analysis of transcriptional and steady-state metabolomic data focused on identification of the most changing metabolic subnetworks between two conditions of interest. In the web-service, we have pre-assembled metabolic networks for humans, mice, Arabidopsis and yeast and adapted exact solvers for an optimal subgraph search to work in the context of these metabolic networks. The output is the most regulated metabolic subnetwork of size controlled by false discovery rate parameters. The subnetworks are then visualized online and also can be downloaded in Cytoscape format for subsequent processing. The web-service is available at: https://artyomovlab.wustl.edu/shiny/gam/.

journal_name

Nucleic Acids Res

journal_title

Nucleic acids research

authors

Sergushichev AA,Loboda AA,Jha AK,Vincent EE,Driggers EM,Jones RG,Pearce EJ,Artyomov MN

doi

10.1093/nar/gkw266

subject

Has Abstract

pub_date

2016-07-08 00:00:00

pages

W194-200

issue

W1

eissn

0305-1048

issn

1362-4962

pii

gkw266

journal_volume

44

pub_type

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