Microbiome and metabolome features of the cardiometabolic disease spectrum
Sebastien Fromentin
(1)
,
Sofia Forslund
(2)
,
Kanta Chechi
,
Judith Aron-Wisnewsky
(3, 4, 5)
,
Rima Chakaroun
(6)
,
Trine Nielsen
(7)
,
Valentina Tremaroli
(8)
,
Boyang Ji
(9)
,
Edi Prifti
(10)
,
Antonis Myridakis
(11)
,
Julien Chilloux
(11)
,
Petros Andrikopoulos
(11)
,
Yong Fan
(12)
,
Michael Olanipekun
(11)
,
Renato Alves
,
Solia Adiouch
,
Noam Bar
,
Yeela Talmor-Barkan
,
Eugeni Belda
(3)
,
Robert Caesar
(8)
,
Luis Pedro Coelho
,
Gwen Falony
,
Soraya Fellahi
,
Pilar Galan
(1)
,
Nathalie Galleron
(1)
,
Gerard Helft
,
Lesley Hoyles
,
Richard Isnard
,
Emmanuelle Le Chatelier
(1)
,
Hanna Julienne
(13, 1)
,
Lisa Olsson
,
Helle Krogh Pedersen
,
Nicolas Pons
(1)
,
Benoit Quinquis
(1)
,
Christine Rouault
,
Hugo Roume
(1)
,
Joe-Elie Salem
,
Thomas Schmidt
,
Sara Vieira-Silva
,
Peishun Li
,
Maria Zimmermann-Kogadeeva
,
Christian Lewinter
,
Nadja Søndertoft
,
Tue 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
(14)
,
S. Dusko Ehrlich
(1)
,
Oluf Pedersen
1
MGP (US 1367) -
MetaGenoPolis
2 EMBL - European Molecular Biology Laboratory [Heidelberg]
3 Nutriomics - Nutrition et obésités: approches systémiques (UMR-S 1269)
4 Centre de Recherche en Nutrition Humaine - Ile de France (CRNH - IDF)
5 CHU Pitié-Salpêtrière [AP-HP]
6 Universitätsklinikum Leipzig
7 ITU - IT University of Copenhagen
8 GU - University of Gothenburg
9 Chalmers University of Technology [Göteborg]
10 UMMISCO - Unité de modélisation mathématique et informatique des systèmes complexes [Bondy]
11 Imperial College London
12 Guangzhou Medical University
13 Département de Biologie Computationnelle - Department of Computational Biology
14 EGENODIA (GI3M) - Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283
2 EMBL - European Molecular Biology Laboratory [Heidelberg]
3 Nutriomics - Nutrition et obésités: approches systémiques (UMR-S 1269)
4 Centre de Recherche en Nutrition Humaine - Ile de France (CRNH - IDF)
5 CHU Pitié-Salpêtrière [AP-HP]
6 Universitätsklinikum Leipzig
7 ITU - IT University of Copenhagen
8 GU - University of Gothenburg
9 Chalmers University of Technology [Göteborg]
10 UMMISCO - Unité de modélisation mathématique et informatique des systèmes complexes [Bondy]
11 Imperial College London
12 Guangzhou Medical University
13 Département de Biologie Computationnelle - Department of Computational Biology
14 EGENODIA (GI3M) - Metabolic functional (epi)genomics and molecular mechanisms involved in type 2 diabetes and related diseases - UMR 8199 - UMR 1283
Sofia Forslund
- Function : Author
- PersonId : 802924
- ORCID : 0000-0003-4285-6993
Kanta Chechi
- Function : Author
Trine Nielsen
- Function : Author
- PersonId : 770024
- ORCID : 0000-0002-2066-7895
Boyang Ji
- Function : Author
- PersonId : 768261
- ORCID : 0000-0002-7269-4342
Edi Prifti
- Function : Author
- PersonId : 1151183
- IdHAL : edi-prifti
Antonis Myridakis
- Function : Author
- PersonId : 798975
- ORCID : 0000-0003-1690-6651
Julien Chilloux
- Function : Author
- PersonId : 767000
- ORCID : 0000-0002-0384-7317
Yong Fan
- Function : Author
- PersonId : 762304
- ORCID : 0000-0003-4813-7017
Renato Alves
- Function : Author
- PersonId : 796970
- ORCID : 0000-0002-7212-0234
Solia Adiouch
- Function : Author
Noam Bar
- Function : Author
Yeela Talmor-Barkan
- Function : Author
Robert Caesar
- Function : Author
- PersonId : 763179
- ORCID : 0000-0003-1017-2933
Luis Pedro Coelho
- Function : Author
Gwen Falony
- Function : Author
Soraya Fellahi
- Function : Author
- PersonId : 1223960
- IdHAL : soraya-fellahi
- ORCID : 0000-0003-0086-4821
Gerard Helft
- Function : Author
Lesley Hoyles
- Function : Author
- PersonId : 764137
- ORCID : 0000-0002-6418-342X
Richard Isnard
- Function : Author
- PersonId : 758420
- ORCID : 0000-0002-3439-8104
- IdRef : 050630733
Emmanuelle Le Chatelier
- Function : Author
- PersonId : 737756
- IdHAL : emmanuelle-le-chatelier
- ORCID : 0000-0002-2724-0536
Lisa Olsson
- Function : Author
- PersonId : 826788
- ORCID : 0000-0001-9730-1915
Helle Krogh Pedersen
- Function : Author
Christine Rouault
- Function : Author
Joe-Elie Salem
- Function : Author
- PersonId : 777251
- IdHAL : joe-elie-salem
- ORCID : 0000-0002-0331-3307
- IdRef : 160947227
Thomas Schmidt
- Function : Author
- PersonId : 771781
- ORCID : 0000-0001-8587-4177
Sara Vieira-Silva
- Function : Author
- PersonId : 775753
- ORCID : 0000-0002-4616-7602
Peishun Li
- Function : Author
- PersonId : 826789
- ORCID : 0000-0003-4200-0474
Maria Zimmermann-Kogadeeva
- Function : Author
- PersonId : 826790
- ORCID : 0000-0001-6021-1246
Christian Lewinter
- Function : Author
Nadja Søndertoft
- Function : Author
- PersonId : 802925
- ORCID : 0000-0001-6350-8117
Tue Hansen
- Function : Author
- PersonId : 804421
- ORCID : 0000-0001-5948-8993
Dominique Gauguier
- Function : Author
Jens Peter Gøtze
- Function : Author
Lars Køber
- Function : Author
- PersonId : 783646
- ORCID : 0000-0002-6635-1466
Ran Kornowski
- Function : Author
Henrik Vestergaard
- Function : Author
- PersonId : 782555
- ORCID : 0000-0003-3090-269X
Torben Hansen
- Function : Author
- PersonId : 758676
- ORCID : 0000-0001-8748-3831
Jean-Daniel Zucker
- Function : Author
Serge Hercberg
- Function : Author
- PersonId : 756894
- ORCID : 0000-0002-3168-1350
- IdRef : 02858709X
Ivica Letunic
- Function : Author
Fredrik Bäckhed
- Function : Author
Jean-Michel Oppert
- Function : Author
- PersonId : 763562
- ORCID : 0000-0003-0324-4820
Jens Nielsen
- Function : Author
- PersonId : 758788
- ORCID : 0000-0002-9955-6003
Jeroen Raes
- Function : Author
Peer Bork
- Function : Author
Michael Stumvoll
- Function : Author
Eran Segal
- Function : Author
- PersonId : 795370
- ORCID : 0000-0002-6859-1164
Karine Clément
- Function : Author
- PersonId : 756892
- ORCID : 0000-0002-2489-3355
Marc-Emmanuel Dumas
- Function : Author
- PersonId : 750569
- IdHAL : marc-emmanuel-dumas
- ORCID : 0000-0001-9523-7024
Oluf Pedersen
- Function : Author
- PersonId : 802926
- ORCID : 0000-0002-3321-3972
Abstract
Previous microbiome and metabolome analyses exploring non-communicable diseases have paid scant attention to major confounders of study outcomes, such as common, pre-morbid and co-morbid conditions, or polypharmacy. Here, in the context of ischemic heart disease (IHD), we used a study design that recapitulates disease initiation, escalation and response to treatment over time, mirroring a longitudinal study that would otherwise be difficult to perform given the protracted nature of IHD pathogenesis. We recruited 1,241 middle-aged Europeans, including healthy individuals, individuals with dysmetabolic morbidities (obesity and type 2 diabetes) but lacking overt IHD diagnosis and individuals with IHD at three distinct clinical stages—acute coronary syndrome, chronic IHD and IHD with heart failure—and characterized their phenome, gut metagenome and serum and urine metabolome. We found that about 75% of microbiome and metabolome features that distinguish individuals with IHD from healthy individuals after adjustment for effects of medication and lifestyle are present in individuals exhibiting dysmetabolism, suggesting that major alterations of the gut microbiome and metabolome might begin long before clinical onset of IHD. We further categorized microbiome and metabolome signatures related to prodromal dysmetabolism, specific to IHD in general or to each of its three subtypes or related to escalation or de-escalation of IHD. Discriminant analysis based on specific IHD microbiome and metabolome features could better differentiate individuals with IHD from healthy individuals or metabolically matched individuals as compared to the conventional risk markers, pointing to a pathophysiological relevance of these features.
Domains
Life Sciences [q-bio]
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