Multi-scale modelling of Biological Systems Ruxandra Bărbulescu CONTENTS Systems Biology The MMM Abstraction levels of hierarchical biological organization Multi-scale methods in modelling of biological systems Two consecutive levels: multiscale modelling and model reduction Tuesday, March 31, 2015 2 Systems Biology holistic as opposed to reductionist approach: system-level analysis hybrid: theoretical foundation consists of quantities, principles, laws and techniques from other fields such as: biology, physics, biochemistry, mathematics, control and computational sciences. Tuesday, March 31, 2015 3 The MMM: Multiscale TIME levels: Molecular: 10-9 – 10-6s Cellular: 10-1s Macro : 105 – 109s: days to years Multirate Multiphysics SPACE levels: Molecular: 10-10 – 10-7m Cellular: 10-6 – 10-4m Tissue/organ: 10-2 – 1m Tuesday, March 31, 2015 4 Abstraction levels of hierarchical biological organization: Continuous vs. discrete Deterministic vs. stochastic Tuesday, March 31, 2015 5 MULTI-SCALE METHODS IN MODELLING OF BIOLOGICAL SYSTEMS Tuesday, March 31, 2015 6 Multiscale modelling and model reduction for two consecutive levels: Tuesday, March 31, 2015 7 Biological Networks model molecular, sub-cellular and cellular processes such as: genes and protein coding, protein-protein interactions, signaling (within and between cells). Tuesday, March 31, 2015 8
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