Sebastien Fromentin, Sofia K. Forslund, Kanta Chechi, Judith Aron-Wisnewsky, Rima Chakaroun, Trine Nielsen, Valentina Tremaroli, Boyang Ji, Edi Prifti, Antonis Myridakis, Julien Chilloux, Petros Andrikopoulos, Yong Fan, Michael T. Olanipekun, Renato Alves, Solia Adiouch, Noam Bar, Yeela Talmor-Barkan, Eugeni Belda, Robert Caesar, Luis Pedro Coelho, Gwen Falony, Soraya Fellahi, Pilar Galan, Nathalie Galleron, Gerard Helft, Lesley Hoyles, Richard Isnard, Emmanuelle Le Chatelier, Hanna Julienne, Lisa Olsson, Helle Krogh Pedersen, Nicolas Pons, Benoit Quinquis, Christine Rouault, Hugo Roume, Joe-Elie Salem, Thomas S. B. Schmidt, Sara Vieira-Silva, Peishun Li, Maria Zimmermann-Kogadeeva, Christian Lewinter, Nadja B. Søndertoft, Tue H. Hansen, Dominique Gauguier, Jens Peter Gøtze, Lars Køber, Ran Kornowski, Henrik Vestergaard, Torben Hansen, Jean-Daniel Zucker, Serge Hercberg, Ivica Letunic, Fredrik Bäckhed, Jean-Michel Oppert, Jens Nielsen, Jeroen Raes, Peer Bork, Michael Stumvoll, Eran Segal, Karine Clément, Marc-Emmanuel Dumas, S. Dusko Ehrlich, Oluf Pedersen, Commission of the European Communities, Wellcome Trust, Imperial College Healthcare NHS Trust- BRC Funding, MetaGenoPolis (MGP (US 1367)), Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement (INRAE), European Molecular Biology Laboratory [Heidelberg] (EMBL), Nutrition et obésités: approches systémiques (UMR-S 1269) (Nutriomics), Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU), Centre de Recherche en Nutrition Humaine - Ile de France (CRNH - IDF), CHU Pitié-Salpêtrière [AP-HP], Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU), Universitätsklinikum Leipzig, IT University of Copenhagen (ITU), University of Gothenburg (GU), Chalmers University of Technology [Göteborg], Unité de modélisation mathématique et informatique des systèmes complexes [Bondy] (UMMISCO), Université de Yaoundé I-Institut de la francophonie pour l'informatique-Université Cheikh Anta Diop [Dakar, Sénégal] (UCAD)-Université Gaston Bergé (Saint-Louis, Sénégal)-Université Cadi Ayyad [Marrakech] (UCA)-Sorbonne Université (SU)-Institut de Recherche pour le Développement (IRD [France-Nord]), Imperial College London, Guangzhou Medical University, Département de Biologie Computationnelle - Department of Computational Biology, Institut Pasteur [Paris] (IP)-Université Paris Cité (UPCité), Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283 (EGENODIA (GI3M)), Institut Pasteur de Lille, Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université de Lille-Centre National de la Recherche Scientifique (CNRS), Our study, Metagenomics in Cardiometabolic Diseases, with the acronym METACARDIS, was sponsored by the European Union’s Seventh Framework Program for research, technological development and demonstration under grant agreement HEALTH-F4-2012-305312. Assistance Publique-Hôpitaux de Paris is the promoter of the clinical investigation. Parts of the studies were also supported by Metagenopolis grant ANR-11-DPBS-0001, the Leducq Foundation, the Novo Nordisk Foundation and the NIHR Imperial Biomedical Research Centre and by grants from the French National Research Agency (ANR-10-LABX-46 (European Genomics Institute for Diabetes)), the National Center for Precision Diabetic Medicine, which is jointly supported by the French National Agency for Research (ANR-18-IBHU-0001), the European Union (FEDER), the Hauts-de-France Regional Council (Agreement 20001891/NP0025517), the European Metropolis of Lille (agreement 2019_ESR_11) and site ULNE (R-002-20-TALENT-DUMAS), which is also jointly funded by ANR (ANR-16-IDEX-0004-ULNE), the Hauts-de-France Regional Council (20002845) and the European Metropolis of Lille. The Novo Nordisk Foundation Center for Basic Metabolic Research is an independent research institution at the University of Copenhagen, partially funded by an unrestricted donation from the Novo Nordisk Foundation. K. Chechi is supported by the Medical Research Council Skills Development Fellowship (grant no. MR/S020039/1) and the Wellcome Trust-funded Institutional Strategic Support Fellowship (grant no. 204834/Z/16/Z). L.H. was in receipt of a Medical Research Council Intermediate Research Fellowship in Data Science (grant no. MR/L01632X/1, UK Med-Bio). S.K.F. was supported by the German Centre for Cardiovascular Research, the German Research Council (projects SFB1365, SFB1470 and KFO339) and the German Ministry of Education and Research., We are indebted to the MetaCardis study participants and patient associations (Alliance du Coeur and CNAO) for their input and interface. Similarly, we are indebted to the MetaCardis consortium (http://www.metacardis.net/) collaborators for contributions at multiple levels since the consortium start in 2012. A full list of collaborators is given in the Supplementary Information. We further thank D. Bonnefont-Rousselot (Department of Metabolic Biochemistry, Pitié-Salpêtrière Hospital) for the analysis of plasma lipid profiles. We greatly appreciate the assistance of nurses, dietitians, laboratory technicians, clinical research assistants and data managers at the Novo Nordisk Foundation Center for Basic Metabolic Research, the Clinical Research Unit at Fredriksberg and Bispebjerg Hospitals, Copenhagen, the Clinical Investigation Platform at the Institute of Cardiometabolism and Nutrition for Patient Investigations and the Clinical Investigation Center from Pitié-Salpêtrière Hospital, Paris, and the University of Leipzig Medical Center, Leipzig. Quanta Medical provided regulatory oversight of the clinical study and contributed to the processing and management of electronic data, ANR-18-IBHU-0001,PreciDIAB,PreciDIAB Institute, the holistic approach of personal diabets care(2018), ANR-16-IDEX-0004,ULNE,ULNE(2016), European Project: 305312,EC:FP7:HEALTH,FP7-HEALTH-2012-INNOVATION-1,METACARDIS(2012), Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP), Institut Pasteur [Paris]-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPC), Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283 (GI3M), Unité de Recherche sur les Maladies Cardiovasculaires, du Métabolisme et de la Nutrition = Research Unit on Cardiovascular and Metabolic Diseases (ICAN), Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Sorbonne Université (SU)-Institut de Cardiométabolisme et Nutrition = Institute of Cardiometabolism and Nutrition [CHU Pitié Salpêtrière] (IHU ICAN), and Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-Assistance publique - Hôpitaux de Paris (AP-HP) (AP-HP)-Sorbonne Université (SU)-CHU Pitié-Salpêtrière [AP-HP]