The following paper provides a good introduction to causal network modeling and discovery in biomedicine:
Lagani V, Triantafillou S, Ball G, Tegner J, Tsamardinos I. Probabilistic computational causal discovery for systems biology. In: Uncertainty in Biology: A Computational Modeling Approach. Editors: Geris L, Gomez-Cabrero D (2016, Springer).