Signal transduction cascades governing cell functional responses to stimulatory cues play crucial roles in cell regulatory systems and represent promising therapeutic targets for complex human diseases. however, mathematical analysis of how cell responses are governed by signaling activities is challenging due to their multivariate and non-linear nature. diverse computational methods are potentially available, but most are ineffective for protein-level data that is limited in extent and replication.