Before revision:  The DNN model could lay a foundation of "in-silico-embryo", which can regenerate a great variety of interesting phenomena, and on which one can perform all kinds of perturbations to discover underlying mechanisms.
After revision:  The DNN learns from the dynamics of the gene expression. The learnt DNN behaves like an accurate simulator of the system, on which one can perform all kinds of perturbations to discover underlying mechanisms.