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Warmbrunn MV, Boulund U, Aron-Wisnewsky J, de Goffau MC, Abeka RE, Davids M, Bresser LRF, Levin E, Clement K, Galenkamp H, Ferwerda B, van den Born BJJH, Kurilshikov A, Fu J, Zwinderman AH, Soeters MR, van Raalte DH, Herrema H, Groen AK, Nieuwdorp M. Networks of gut bacteria relate to cardiovascular disease in a multi-ethnic population: the HELIUS study. Cardiovasc Res 2024; 120:372-384. [PMID: 38289866 PMCID: PMC10981523 DOI: 10.1093/cvr/cvae018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/24/2023] [Revised: 10/25/2023] [Accepted: 11/30/2023] [Indexed: 02/01/2024] Open
Abstract
AIMS Gut microbiota have been linked to blood lipid levels and cardiovascular diseases (CVDs). The composition and abundance of gut microbiota trophic networks differ between ethnicities. We aim to evaluate the relationship between gut microbiotal trophic networks and CVD phenotypes. METHODS AND RESULTS We included cross-sectional data from 3860 individuals without CVD history from 6 ethnicities living in the Amsterdam region participating in the prospective Healthy Life in Urban Setting (HELIUS) study. Genetic variants were genotyped, faecal gut microbiota were profiled, and blood and anthropometric parameters were measured. A machine learning approach was used to assess the relationship between CVD risk (Framingham score) and gut microbiota stratified by ethnicity. Potential causal relationships between gut microbiota composition and CVD were inferred by performing two-sample Mendelian randomization with hard CVD events from the Pan-UK Biobank and microbiome genome-wide association studies summary data from a subset of the HELIUS cohort (n = 4117). Microbial taxa identified to be associated with CVD by machine learning and Mendelian randomization were often ethnic-specific, but some concordance across ethnicities was found. The microbes Akkermansia muciniphila and Ruminococcaceae UCG-002 were protective against ischaemic heart disease in African-Surinamese and Moroccans, respectively. We identified a strong inverse association between blood lipids, CVD risk, and the combined abundance of the correlated microbes Christensenellaceae-Methanobrevibacter-Ruminococcaceae (CMR). The CMR cluster was also identified in two independent cohorts and the association with triglycerides was replicated. CONCLUSION Certain gut microbes can have a potentially causal relationship with CVD events, with possible ethnic-specific effects. We identified a trophic network centred around Christensenellaceae, Methanobrevibacter, and various Ruminococcaceae, frequently lacking in South-Asian Surinamese, to be protective against CVD risk and associated with low triglyceride levels.
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Affiliation(s)
- Moritz V Warmbrunn
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- Amsterdam Gastroenterology Endocrinology Metabolism (AGEM) Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Ulrika Boulund
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- Amsterdam Gastroenterology Endocrinology Metabolism (AGEM) Institute, Amsterdam UMC, University of Amsterdam, Amsterdam, The Netherlands
- Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Judith Aron-Wisnewsky
- Nutrition and Obesities: Systemic Approaches Research Unit (Nutriomics), Sorbonne Université, Institut National de la Santé et de la Recherche Médicale, Paris, France
- Nutrition Department, Assistantea Publique Hôpitaux de Paris, Pitié-Salpêtrière Hospital, Centres de Recherche en Nutrition Humaine, Paris, Ile de France, France
| | - Marcus C de Goffau
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- HorAIzon BV, 2625 GZ Delft, The Netherlands
- Tytgat Institute for Liver and Intestinal Research, Amsterdam University Medical Centers, Meibergdreef 69, 1105 BK Amsterdam, The Netherlands
| | - Rosamel E Abeka
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Mark Davids
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Lucas R F Bresser
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- HorAIzon BV, 2625 GZ Delft, The Netherlands
| | - Evgeni Levin
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- HorAIzon BV, 2625 GZ Delft, The Netherlands
| | - Karine Clement
- Nutrition and Obesities: Systemic Approaches Research Unit (Nutriomics), Sorbonne Université, Institut National de la Santé et de la Recherche Médicale, Paris, France
- Nutrition Department, Assistantea Publique Hôpitaux de Paris, Pitié-Salpêtrière Hospital, Centres de Recherche en Nutrition Humaine, Paris, Ile de France, France
| | - Henrike Galenkamp
- Department of Public Health, Amsterdam UMC, University of Amsterdam, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Bart Ferwerda
- Department of Clinical Epidemiology and Biostatistics, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Bert-Jan J H van den Born
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Alexander Kurilshikov
- Department of Pediatrics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Jingyuan Fu
- Department of Genetics, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
| | - Aeilko H Zwinderman
- Department of Public Health, Amsterdam UMC, University of Amsterdam, Amsterdam Public Health Research Institute, Amsterdam, The Netherlands
| | - Maarten R Soeters
- Department of Endocrinology and Metabolism, Internal Medicine, Amsterdam University Medical Centers, Amsterdam, The Netherlands
| | - Daniel H van Raalte
- Department of Internal Medicine, Amsterdam University Medical Center (UMC), Vrije Universiteit (VU) University Medical Center, Amsterdam, The Netherlands
| | - Hilde Herrema
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Albert K Groen
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
| | - Max Nieuwdorp
- Department of Internal and Vascular Medicine, Amsterdam University Medical Centers, Location AMC, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
- Amsterdam Cardiovascular Sciences, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, The Netherlands
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de Groot PF, Nikolic T, Imangaliyev S, Bekkering S, Duinkerken G, Keij FM, Herrema H, Winkelmeijer M, Kroon J, Levin E, Hutten B, Kemper EM, Simsek S, Levels JHM, van Hoorn FA, Bindraban R, Berkvens A, Dallinga-Thie GM, Davids M, Holleman F, Hoekstra JBL, Stroes ESG, Netea M, van Raalte DH, Roep BO, Nieuwdorp M. Oral butyrate does not affect innate immunity and islet autoimmunity in individuals with longstanding type 1 diabetes: a randomised controlled trial. Diabetologia 2020; 63:597-610. [PMID: 31915895 DOI: 10.1007/s00125-019-05073-8] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Accepted: 11/06/2019] [Indexed: 02/07/2023]
Abstract
AIMS/HYPOTHESIS The pathophysiology of type 1 diabetes has been linked to altered gut microbiota and more specifically to a shortage of intestinal production of the short-chain fatty acid (SCFA) butyrate, which may play key roles in maintaining intestinal epithelial integrity and in human and gut microbial metabolism. Butyrate supplementation can protect against autoimmune diabetes in mouse models. We thus set out to study the effect of oral butyrate vs placebo on glucose regulation and immune variables in human participants with longstanding type 1 diabetes. METHODS We administered a daily oral dose of 4 g sodium butyrate or placebo for 1 month to 30 individuals with longstanding type 1 diabetes, without comorbidity or medication use, in a randomised (1:1), controlled, double-blind crossover trial, with a washout period of 1 month in between. Participants were randomly allocated to the 'oral sodium butyrate capsules first' or 'oral placebo capsules first' study arm in blocks of five. The clinical investigator received blinded medication from the clinical trial pharmacy. All participants, people doing measurements or examinations, or people assessing the outcomes were blinded to group assignment. The primary outcome was a change in the innate immune phenotype (monocyte subsets and in vitro cytokine production). Secondary outcomes were changes in blood markers of islet autoimmunity (cell counts, lymphocyte stimulation indices and CD8 quantum dot assays), glucose and lipid metabolism, beta cell function (by mixed-meal test), gut microbiota and faecal SCFA. The data was collected at the Amsterdam University Medical Centers. RESULTS All 30 participants were analysed. Faecal butyrate and propionate levels were significantly affected by oral butyrate supplementation and butyrate treatment was safe. However, this modulation of intestinal SCFAs did not result in any significant changes in adaptive or innate immunity, or in any of the other outcome variables. In our discussion, we elaborate on this important discrepancy with previous animal work. CONCLUSIONS/INTERPRETATION Oral butyrate supplementation does not significantly affect innate or adaptive immunity in humans with longstanding type 1 diabetes. TRIAL REGISTRATION Netherlands Trial Register: NL4832 (www.trialregister.nl). DATA AVAILABILITY Raw sequencing data are available in the European Nucleotide Archive repository (https://www.ebi.ac.uk/ena/browse) under study PRJEB30292. FUNDING The study was funded by a Le Ducq consortium grant, a CVON grant, a personal ZONMW-VIDI grant and a Dutch Heart Foundation grant.
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Affiliation(s)
- Pieter F de Groot
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands.
| | - Tatjana Nikolic
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, the Netherlands
| | - Sultan Imangaliyev
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Siroon Bekkering
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
| | - Gaby Duinkerken
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, the Netherlands
| | - Fleur M Keij
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, the Netherlands
| | - Hilde Herrema
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Maaike Winkelmeijer
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Jeffrey Kroon
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Evgeni Levin
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Barbara Hutten
- Department of Epidemiology, Amsterdam University Medical Centers, Academic Medical Centre, Amsterdam, the Netherlands
| | - Elles M Kemper
- Clinical Pharmacy, Amsterdam University Medical Centers, Academic Medical Centre, Amsterdam, the Netherlands
| | - Suat Simsek
- Department of Internal Medicine, Alkmaar Medical Center (MCA), Alkmaar, the Netherlands
| | - Johannes H M Levels
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Flora A van Hoorn
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Renuka Bindraban
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Alicia Berkvens
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Geesje M Dallinga-Thie
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Mark Davids
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Frits Holleman
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Joost B L Hoekstra
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Erik S G Stroes
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
| | - Mihai Netea
- Department of Internal Medicine, Radboud University Medical Center, Nijmegen, the Netherlands
- Department for Genomics & Immunoregulation, Life and Medical Sciences Institute (LIMES), University of Bonn, Bonn, Germany
| | - Daniël H van Raalte
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
- Diabetes Center, Department of Internal Medicine, Amsterdam University Medical Centers, VU University Medical Centre, Amsterdam, the Netherlands
| | - Bart O Roep
- Department of Immunohematology and Blood Transfusion, Leiden University Medical Center, Leiden, the Netherlands
- Department of Diabetes Immunology, Diabetes & Metabolism Research Institute at the Beckman Research Institute, City of Hope, Duarte, CA, USA
| | - Max Nieuwdorp
- Department of Internal and Vascular Medicine, Academic Medical Center, Meibergdreef 9, Room D3-316, 1105 AZ, Amsterdam, the Netherlands
- Diabetes Center, Department of Internal Medicine, Amsterdam University Medical Centers, VU University Medical Centre, Amsterdam, the Netherlands
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