targets and path distance (r= −0.82, P=4.e-07) (Figure 6B), show that our causal network structure is a significant and useful predictor of response to gene perturbations, even in a challenging cross-species setting. Thus both the structure and direction of links in these causal networks provide significant information on the effects of complex signal transduction mechanisms.