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.