Zakaria Tougui is a PhD student working on the quantitative characterisation of the human gut microbiome, with a focus on the small intestine, combining publicly available data with data obtained from collaborators at TIMC using a newly developped non-invasive sampling method. This thesis is supervised by Antoine Frénoy, Nelle Varoquaux and Philippe Cinquin