computational modeling approaches; constraint-based modeling and analysis; genome-scale reconstructions; host-microbe interactions; human metabolism; human microbiota; kinetic modeling; ordinary differential equation modelling; systems biology
Résumé :
[en] The aim of systems biology is to use computational methods to gain a complete, systems-level understanding of a cell, organism, or ecosystem. This chapter describes computational systems biology approaches and their applications to human gut microbiome research, with particular focus on constraint-based modeling. At heart of the Constraint-Based Modeling and Analysis (COBRA) approach are accurate, well-structured metabolic reconstructions based on the target organisms’ genome sequences. Such genome-scale reconstructions (GENREs) are constructed in a bottom-up manner and describe the target organism's metabolism. The availability of high-quality reconstructions of human metabolism and of other host organisms, enables the computational modeling of host-microbe interactions. Simulating host-microbe interactions is particularly valuable since it could be used to minimize the number of animal experiments. The discussed computational modeling approaches will be valuable tools for studying microbial dysbiosis and its impact on host metabolism. Common approaches for computational modeling include ordinary differential equation (ODE) and kinetic modeling
Disciplines :
Sciences du vivant: Multidisciplinaire, généralités & autres
Auteur, co-auteur :
HEINKEN, Almut Katrin ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
RAVCHEEV, Dmitry ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
THIELE, Ines ; University of Luxembourg > Luxembourg Centre for Systems Biomedicine (LCSB)
Co-auteurs externes :
no
Langue du document :
Anglais
Titre :
Systems biology of bacteria-host interactions
Date de publication/diffusion :
août 2016
Titre de l'ouvrage principal :
The Human Microbiota and Chronic Disease: Dysbiosis as a Cause of Human Pathology
Editeur scientifique :
Nibali, Luigi
Henderson, Brian
Maison d'édition :
John Wiley & Sons, i nc., Hoboken, New Jersey, Etats-Unis