My role is to address the requirements of CPIB for optimal parameter values involved in the ordinary differential equations (ODEs) developed by mathematicians to model the dynamic systems of biological pathways. Such models include the S-system which was developed to model gene regulatory networks and metabolic pathways. The kinetic parameters in the S-system reflect the interactions among the genes (or metabolites), which are estimated from the experimental data.