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Bayesian Parameter Estimation for Systems Biological Models of Dynamic Cellular Networks

Dynamic cellular networks determine production of proteins in the cells in our body. The Rb-E2F network is a key example: it controls cell cycle, proliferation and degradation - a key network in almost all cancers. We develop statistical models of such single-cell processes - fine-time scale dynamic network models. Model estimation requires informative priors and custom Metropolis proposals.

Date Posted: 02/09/2008

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