Keywords large-scale models, computational biology, biomedical College Ira A. Fulton College of Engineering and Technology Department Chemical Engineering Abstract Advances in biomedical research have lead to an increase of experimental data to be interpreted in the context of reaction pathways, molecular transport, and population dynamics. Kinetic modeling is one way employed to interpret this data and is used in the pharmaceutical industry in developing clinical trials for new medications [1].