The work in this thesis focuses on computational methods for the identification of novel enzymatic pathways. In particular this work focuses on the utilization of the Biological Network Integrated Computational Explorer (BNICE) software suite to predict de novo enzymatic pathways for the production of commercially relevant compounds and on improvements...