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Biological Physics (iPoLS) Seminar: Niall Mangan (McCormick School of Engineering, Northwestern University) "Data-driven construction and constraint of biological models"

Event Type
Department of Physics
Loomis Lab 144
Apr 15, 2022   2:00 pm  
Niall Mangan (McCormick School of Engineering, Northwestern University)
Brandy Koebbe
Originating Calendar
Physics - Biological Physics (CPLC/iPoLS) Seminar

Biological systems such as metabolic and regulatory networks are often well-described using ordinary differential equations to describe mass-action kinetics. Several problems arise while building and constraining these models. For example in metabolic systems the rate-limiting steps can vary depending on the experimental conditions. This can lead to uncertainty in the appropriate model structure to describe a system and in the identifiability of the model prameters. In principle we would like to build models which capture these rate limiting steps in a principled way and where either all parameters can be identified or the uncertainty is charactered. I will describe our work on different approaches to building models from dynamic data, including methods for sparse model selection and parameter estimation for system where only a subsets of the variables are directly measured.

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