Learning Outcomes
Understanding of basic concepts of systems biology
Basic principles of mathematical modeling of biological systems
Understanding models of cellular reactions
Understanding how metabolic networks, metabolic network fluxes and signaling systems are regulated
Understanding basic concepts of gene systems
Course Content (Syllabus)
-Biological systems / Biological Systems-Nonlinear Mathematics
-Introduction to mathematical modeling
-Static network models
-The mathematics of biological systems.
-Stability Analysis, phase portraits: Application to population models and SIRS Model Epidemiology
-Chemical Kinetics (Introduction to Peculiar Perturbation Theory)
-Periodic Behavior (Periodic trajectories, Bifurcations, with application to Neurons)
-MDE and Systems Biology (Diffusion reaction MDE, Chemotaxy, Steady states in MDE, traveling waves - with applications in biological models),
-Models of cell reactions
-Estimation of parameters – Parameterization of models
-Gene systems
-Person - Population - Species
-Gene - Structure and regulation
-Genome - Transcriptome - Epigenome
-Polymorphism and Mutations
-New DNA Sequencing and Data Production techniques
-Protein systems
- Metabolic systems
-Structural analysis of metabolic networks Denis
-Dynamic analysis of metabolic network flows Denis
- Signaling systems
-Population systems
-Multidimensional biological analysis – comprehensive analysis of gene expression data, protein and metabolite analysis Denis
-Models based on Spyros physiology
-Systems biology in medicine and drug development
-Systemic biology in personalized prevention
-New horizons in systems biology
oFrom neurons to the brain
oMulti-step models of cancer development
oMultifactorial diseases, inflammation and trauma
oInteraction of environment and health
Keywords
Systems biology, metabolic fluxes, genes, populations, mathematical modeling, cellular reactions, population models
Additional bibliography for study
Systems Biology - The Challenge of Complexity. Shigetada Nakanishi, Ryoichiro Kageyama, Dai Watanabe, Springer Tokyo Berlin Heidelberg New York, ISBN: 978-4-431-87703-5