- Harris LA, Nobile MS, Pino JC, Lubbock ALR, Besozzi D, Mauri G, Cazzaniga P, Lopez CF. GPU-powered model analysis with PySB/cupSODA. Bioinformatics (Oxford, England). 2017 Jun 28. PMID: 28666314 [PubMed].
A major barrier to the practical utilization of large, complex models of biochemical systems is the lack of open-source computational tools to evaluate model behaviors over high-dimensional parameter spaces. This is due to the high computational expense of performing thousands to millions of model simulations required for statistical analysis. To address this need, we have implemented a user-friendly interface between cupSODA, a GPU-powered kinetic simulator, and PySB, a Python-based modeling and simulation framework. For three example models of varying size, we show that for large numbers of simulations PySB/cupSODA achieves order-of-magnitude speedups relative to a CPU-based ordinary differential equation integrator.