Genes that follow similar expression trajectories in response to stress or stimulus tend to share biological functions. Thus, it is reasonable and common to cluster genes by expression trajectories.

Update: Tigramite now has a new CausalEffects class that allows to estimate (conditional) causal effects and mediation based on assuming a causal graph. Have a look at the tutorial. Further, Tigramite ...