Professor Lu and his graduate students constructed an integrated modeling framework for quantitatively describing and predicting gene circuit behaviors. Using Escherichia coli (E. coli) as a model host, the framework consists of a coarse-grained but mechanistic description of host physiology that involves dynamic resource partitioning, multi-layered circuit-host coupling, and a detailed kinetic module of exogenous circuits.