Biosignal Lab

CHRONOS

Publication

Aristidis G. Vrahatis, Konstantina Dimitrakopoulou, Panos Balomenos, Athanasios K. Tsakalidis and Anastasios Bezerianos, CHRONOS: A time-varying method for microRNA-mediated sub-pathway enrichment analysis, Bioinformatics, first published online November 14, 2015 doi:10.1093/bioinformatics/btv673

Abstract

Motivation

In the era of network medicine and the rapid growth of paired time series mRNA/microRNA expression experiments, there is an urgent need for pathway enrichment analysis methods able to capture the time- and condition-specific ‘active parts’ of the biological circuitry as well as the microRNA impact. Current methods ignore the multiple dynamical ‘themes’—in the form of enriched biologically relevant microRNA-mediated subpathways—that determine the functionality of signaling networks across time.

Results

To address these challenges, we developed time-vaRying enriCHment integrOmics Subpathway aNalysis tOol (CHRONOS) by integrating time series mRNA/microRNA expression data with KEGG pathway maps and microRNA-target interactions. Specifically, microRNA-mediated subpathway topologies are extracted and evaluated based on the temporal transition and the fold change activity of the linked genes/microRNAs. Further, we provide measures that capture the structural and functional features of subpathways in relation to the complete organism pathway atlas. Our application to synthetic and real data shows that CHRONOS outperforms current subpathway-based methods into unraveling the inherent dynamic properties of pathways.