1The human gut microbiome is a complex ecosystem, in which hundreds of microbial species and 2 metabolites coexist, in part due to an extensive network of cross-feeding interactions. However, 3 both the large-scale trophic organization of this ecosystem, and its effects on the underlying 4 metabolic flow, remain unexplored. Here, using a simplified model, we provide quantitative 5 support for a multi-level trophic organization of the human gut microbiome, where microbes 6 consume and secrete metabolites in multiple iterative steps. Using a manually-curated set of 7 metabolic interactions between microbes, our model suggests about four trophic levels, each 8 characterized by a high level-to-level metabolic transfer of byproducts. It also quantitatively 9 predicts the typical metabolic environment of the gut (fecal metabolome) in approximate 10 agreement with the real data. To understand the consequences of this trophic organization, we 11 quantify the metabolic flow and biomass distribution, and explore patterns of microbial and 12 metabolic diversity in different levels. The hierarchical trophic organization suggested by our 13 model can help mechanistically establish causal links between the abundances of microbes and 14 metabolites in the human gut. 15 Introduction 16 The human gut microbiome is a complex ecosystem with several hundreds of microbial species 17 [1,2] consuming, producing and exchanging hundreds of metabolites [3,4,5,6,7]. With 18 the advent of high-throughput genomics and metabolomics techniques, it is now possible to 19 simultaneously measure the levels of individual metabolites (the fecal metabolome), as well as 20 the abundances of individual microbial species [8]. Quantitatively connecting these levels with 21 each other, requires knowledge of the relationships between microbes and metabolites in their 22 shared environment: who produces what, and who consumes what? [9,10] In recent studies, 23 information about these relationships for all of the common species and metabolites in the human 24 gut has been gathered using both manual curation from published studies [6] and automated 25 genome reconstruction methods [3]. This has laid the foundation for mechanistic models which 26 would allow one to relate metabolome composition to microbiome composition [11,12].
27More generally, the construction of mechanistic models has been hindered by the complexity 28 of dynamical processes taking place in the human gut, which in addition to cross-feeding and 29 2 competition, includes differential spatial distribution and species motility, interactions of microbes 30 with host immune system and bacteriophages, changes in activity of metabolic pathways in 31 individual species in response to environmental parameters, etc. This complexity can be tackled 32 on several distinct levels. For 2-3 species it is possible to construct a detailed dynamical model 33 taking into account the spatial organization and flow of microbes and nutrients within the lower 34 gut [13,14], or optimizing the intracellular metabol...