Abstract
BACKGROUND & AIMS: It is currently unclear whether reported changes in the gut microbiome are cause or consequence of inflammatory bowel disease (IBD). Therefore, we studied the gut microbiome of IBD-discordant and -concordant twin pairs, which offers the unique opportunity to assess individuals at increased risk of developing IBD, namely healthy cotwins from IBD-discordant twin pairs.
METHODS: Fecal samples were obtained from 99 twins (belonging to 51 twin pairs), 495 healthy age-, sex- and BMI-matched controls, and 99 unrelated IBD patients. Whole-genome metagenomic shotgun sequencing was performed. Taxonomic and functional (pathways) composition was compared between healthy-cotwins, IBD-twins, unrelated IBD patients, and healthy controls with multivariable, i.e. adjusted for potential confounding, generalized linear models.
RESULTS: No significant differences were observed in the relative abundance of species and pathways between healthy cotwins and their IBD-twins (false discovery rate (FDR)<0.10). Compared to healthy controls, 13, 19, and 18 species, and 78, 105, and 153 pathways were found to be differentially abundant in healthy-cotwins, IBD-twins and unrelated IBD patients, respectively (FDR<0.10). Of these, 8/19 (42.1%) and 1/18 (5.6%) species, and 37/105 (35.2%) and 30/153 (19.6%) pathways overlapped between healthy cotwins and IBD-twins, and healthy cotwins and unrelated IBD patients respectively. Many of the shared species and pathways have previously been associated with IBD. The shared pathways include potentially inflammation-related pathways, for example: an increase in propionate degradation and L-arginine degradation pathways.
CONCLUSIONS: The gut microbiome of healthy cotwins from IBD-discordant twin pairs displays IBD-like signatures. These IBD-like microbiome signatures might precede the onset of IBD. However, longitudinal follow up studies are needed to infer a causal relationship.
Original language | English |
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Pages (from-to) | 1970-1985 |
Number of pages | 16 |
Journal | Gastroenterology |
Volume | 160 |
Issue number | 6 |
Early online date | 19 Jan 2021 |
DOIs | |
Publication status | Published - May 2021 |
Bibliographical note
Funding Information:Conflict of interest These authors disclose the following: Eelco C. Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, Netherlands, and is co-applicant on an Investigator-Initiated research grant of Pfizer. Marcel R. de Zoete is supported by a VIDI grant from the Netherlands Organization for Scientific Research (NWO, grant 91715377) and the Utrecht Exposome Hub of Utrecht Life Sciences, and a co-founder and consultant of Artizan Biosciences. Frank Hoentjen has received unrestricted grants from Janssen-Cilag, AbbVie, and Takeda; and consulting fees from Celgene and Janssen-Cilag. Jingyuan Fu is funded by the Netherlands Heart Foundation (IN CONTROL, CVON2018-27) and NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001). Jingyuan Fu and Alexandra Zhernakova are further supported by a CardioVasculair Onderzoek Nederland grant (CVON 2012-03). Cisca Wijmenga is supported by a Spinoza award (NWO SPI 92-266), an ERC advanced grant (ERC-671274), a grant from the Nederlands’ Top Institute Food and Nutrition (GH001), the NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001), the Stiftelsen Kristian Gerhard Jebsen foundation (Norway), and the RuG investment agenda grant Personalized Health. Femke van Wijk is supported by a VIDI career development grant from The Netherlands Organization for Health Research and Development (ZonMw), unrestricted grants from Pfizer and Regeneron, and has been a consultant for Sanofi. Alexandra Zhernakova is supported by the ERC Starting Grant 715772, Netherlands Organization for Scientific Research NWO-VIDI grant 016.178.056, the Netherlands Heart Foundation CVON grant 2018-27, and the NWO Gravitation grant ExposomeNL 024.004.017. Bas Oldenburg has received unrestricted grants from AbbVie, Janssen, Pfizer, Ferring, dr. Falk, Takeda, and MSD; and served on the advisory board of Janssen, Pfizer, Takeda, and Cablon. Rinse K. Weersma has received unrestricted grants from Takeda, Johnson & Johnson, Tramedico, and Ferring; and served as a consultant for Takeda. The remaining authors disclose no conflicts.
Funding Information:
Funding Eelco Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, the Netherlands.
Funding Information:
The authors thank all participants. They thank Dianne Jansen for her work on isolating microbial DNA from the fecal samples, and Bart M?skens for his help with study visits in the TWIN-study. The authors thank all funding partners for their support in this study. Eelco C. Brand, MD (Conceptualization: Equal; Data curation: Equal; Formal analysis:, Equal; Investigation: Equal; Methodology: Equal; Visualization: Equal; Writing ? original, draft: Lead; Writing ? review & editing: Lead; Generation and acquisition of data: Equal). Marjolein A.Y. Klaassen, BSc (Data curation: Equal; Formal analysis: Equal; Investigation: Equal; Methodology: Equal; Visualization: Equal; Writing ? original draft: Lead; Writing ? review & editing: Lead). Ranko Gacesa, PhD (Data curation: Equal; Formal analysis: Supporting; Investigation: Supporting; Methodology: Equal; Writing ? review & editing: Equal). Arnau Vich Vila, PhD (Formal analysis: Supporting; Investigation: Supporting;, Methodology: Supporting; Writing ? review & editing: Equal). Hiren Ghosh, PhD (Data curation: Supporting; Formal analysis: Supporting; Writing ? review & editing: Equal). Marcel R. de Zoete, PhD (Writing ? review & editing: Equal). Dorret I. Boomsma, PhD (Writing ? review & editing: Equal). Frank Hoentjen, MD, PhD (Writing ? review & editing: Equal). Carmen S. Horjus Talabur Horje, MD, PhD (Writing ? review & editing: Equal). Paul C. van de Meeberg, MD, PhD (Writing ? review & editing: Equal). Gonneke Willemsen, PhD (Writing ? review & editing: Equal). Jingyuan Fu, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Cisca Wijmenga, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Femke van Wijk, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Alexandra Zhernakova, MD, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Bas Oldenburg, MD, PhD (Conceptualization: Equal; Formal analysis: Supporting; Investigation: Equal; Methodology: Supporting; Supervision: Lead; Writing ? original draft: Supporting; Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Rinse K. Weersma, MD, PhD (Conceptualization: Equal; Formal analysis: Supporting; Investigation: Equal; Methodology: Supporting; Supervision: Lead; Writing ? original draft: Supporting; Writing ? review & editing: Equal). Conflict of interest These authors disclose the following: Eelco C. Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, Netherlands, and is co-applicant on an Investigator-Initiated research grant of Pfizer. Marcel R. de Zoete is supported by a VIDI grant from the Netherlands Organization for Scientific Research (NWO, grant 91715377) and the Utrecht Exposome Hub of Utrecht Life Sciences, and a co-founder and consultant of Artizan Biosciences. Frank Hoentjen has received unrestricted grants from Janssen-Cilag, AbbVie, and Takeda; and consulting fees from Celgene and Janssen-Cilag. Jingyuan Fu is funded by the Netherlands Heart Foundation (IN CONTROL, CVON2018-27) and NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001). Jingyuan Fu and Alexandra Zhernakova are further supported by a CardioVasculair Onderzoek Nederland grant (CVON 2012-03). Cisca Wijmenga is supported by a Spinoza award (NWO SPI 92-266), an ERC advanced grant (ERC-671274), a grant from the Nederlands? Top Institute Food and Nutrition (GH001), the NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001), the Stiftelsen Kristian Gerhard Jebsen foundation (Norway), and the RuG investment agenda grant Personalized Health. Femke van Wijk is supported by a VIDI career development grant from The Netherlands Organization for Health Research and Development (ZonMw), unrestricted grants from Pfizer and Regeneron, and has been a consultant for Sanofi. Alexandra Zhernakova is supported by the ERC Starting Grant 715772, Netherlands Organization for Scientific Research NWO-VIDI grant 016.178.056, the Netherlands Heart Foundation CVON grant 2018-27, and the NWO Gravitation grant ExposomeNL 024.004.017. Bas Oldenburg has received unrestricted grants from AbbVie, Janssen, Pfizer, Ferring, dr. Falk, Takeda, and MSD; and served on the advisory board of Janssen, Pfizer, Takeda, and Cablon. Rinse K. Weersma has received unrestricted grants from Takeda, Johnson & Johnson, Tramedico, and Ferring; and served as a consultant for Takeda. The remaining authors disclose no conflicts. Funding Eelco Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, the Netherlands.
Publisher Copyright:
© 2021 The Authors
Funding
Conflict of interest These authors disclose the following: Eelco C. Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, Netherlands, and is co-applicant on an Investigator-Initiated research grant of Pfizer. Marcel R. de Zoete is supported by a VIDI grant from the Netherlands Organization for Scientific Research (NWO, grant 91715377) and the Utrecht Exposome Hub of Utrecht Life Sciences, and a co-founder and consultant of Artizan Biosciences. Frank Hoentjen has received unrestricted grants from Janssen-Cilag, AbbVie, and Takeda; and consulting fees from Celgene and Janssen-Cilag. Jingyuan Fu is funded by the Netherlands Heart Foundation (IN CONTROL, CVON2018-27) and NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001). Jingyuan Fu and Alexandra Zhernakova are further supported by a CardioVasculair Onderzoek Nederland grant (CVON 2012-03). Cisca Wijmenga is supported by a Spinoza award (NWO SPI 92-266), an ERC advanced grant (ERC-671274), a grant from the Nederlands’ Top Institute Food and Nutrition (GH001), the NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001), the Stiftelsen Kristian Gerhard Jebsen foundation (Norway), and the RuG investment agenda grant Personalized Health. Femke van Wijk is supported by a VIDI career development grant from The Netherlands Organization for Health Research and Development (ZonMw), unrestricted grants from Pfizer and Regeneron, and has been a consultant for Sanofi. Alexandra Zhernakova is supported by the ERC Starting Grant 715772, Netherlands Organization for Scientific Research NWO-VIDI grant 016.178.056, the Netherlands Heart Foundation CVON grant 2018-27, and the NWO Gravitation grant ExposomeNL 024.004.017. Bas Oldenburg has received unrestricted grants from AbbVie, Janssen, Pfizer, Ferring, dr. Falk, Takeda, and MSD; and served on the advisory board of Janssen, Pfizer, Takeda, and Cablon. Rinse K. Weersma has received unrestricted grants from Takeda, Johnson & Johnson, Tramedico, and Ferring; and served as a consultant for Takeda. The remaining authors disclose no conflicts. Funding Eelco Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, the Netherlands. The authors thank all participants. They thank Dianne Jansen for her work on isolating microbial DNA from the fecal samples, and Bart M?skens for his help with study visits in the TWIN-study. The authors thank all funding partners for their support in this study. Eelco C. Brand, MD (Conceptualization: Equal; Data curation: Equal; Formal analysis:, Equal; Investigation: Equal; Methodology: Equal; Visualization: Equal; Writing ? original, draft: Lead; Writing ? review & editing: Lead; Generation and acquisition of data: Equal). Marjolein A.Y. Klaassen, BSc (Data curation: Equal; Formal analysis: Equal; Investigation: Equal; Methodology: Equal; Visualization: Equal; Writing ? original draft: Lead; Writing ? review & editing: Lead). Ranko Gacesa, PhD (Data curation: Equal; Formal analysis: Supporting; Investigation: Supporting; Methodology: Equal; Writing ? review & editing: Equal). Arnau Vich Vila, PhD (Formal analysis: Supporting; Investigation: Supporting;, Methodology: Supporting; Writing ? review & editing: Equal). Hiren Ghosh, PhD (Data curation: Supporting; Formal analysis: Supporting; Writing ? review & editing: Equal). Marcel R. de Zoete, PhD (Writing ? review & editing: Equal). Dorret I. Boomsma, PhD (Writing ? review & editing: Equal). Frank Hoentjen, MD, PhD (Writing ? review & editing: Equal). Carmen S. Horjus Talabur Horje, MD, PhD (Writing ? review & editing: Equal). Paul C. van de Meeberg, MD, PhD (Writing ? review & editing: Equal). Gonneke Willemsen, PhD (Writing ? review & editing: Equal). Jingyuan Fu, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Cisca Wijmenga, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Femke van Wijk, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Alexandra Zhernakova, MD, PhD (Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Bas Oldenburg, MD, PhD (Conceptualization: Equal; Formal analysis: Supporting; Investigation: Equal; Methodology: Supporting; Supervision: Lead; Writing ? original draft: Supporting; Writing ? review & editing: Equal; Generation and acquisition of data: Equal). Rinse K. Weersma, MD, PhD (Conceptualization: Equal; Formal analysis: Supporting; Investigation: Equal; Methodology: Supporting; Supervision: Lead; Writing ? original draft: Supporting; Writing ? review & editing: Equal). Conflict of interest These authors disclose the following: Eelco C. Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, Netherlands, and is co-applicant on an Investigator-Initiated research grant of Pfizer. Marcel R. de Zoete is supported by a VIDI grant from the Netherlands Organization for Scientific Research (NWO, grant 91715377) and the Utrecht Exposome Hub of Utrecht Life Sciences, and a co-founder and consultant of Artizan Biosciences. Frank Hoentjen has received unrestricted grants from Janssen-Cilag, AbbVie, and Takeda; and consulting fees from Celgene and Janssen-Cilag. Jingyuan Fu is funded by the Netherlands Heart Foundation (IN CONTROL, CVON2018-27) and NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001). Jingyuan Fu and Alexandra Zhernakova are further supported by a CardioVasculair Onderzoek Nederland grant (CVON 2012-03). Cisca Wijmenga is supported by a Spinoza award (NWO SPI 92-266), an ERC advanced grant (ERC-671274), a grant from the Nederlands? Top Institute Food and Nutrition (GH001), the NWO Gravitation Netherlands Organ-on-Chip Initiative (024.003.001), the Stiftelsen Kristian Gerhard Jebsen foundation (Norway), and the RuG investment agenda grant Personalized Health. Femke van Wijk is supported by a VIDI career development grant from The Netherlands Organization for Health Research and Development (ZonMw), unrestricted grants from Pfizer and Regeneron, and has been a consultant for Sanofi. Alexandra Zhernakova is supported by the ERC Starting Grant 715772, Netherlands Organization for Scientific Research NWO-VIDI grant 016.178.056, the Netherlands Heart Foundation CVON grant 2018-27, and the NWO Gravitation grant ExposomeNL 024.004.017. Bas Oldenburg has received unrestricted grants from AbbVie, Janssen, Pfizer, Ferring, dr. Falk, Takeda, and MSD; and served on the advisory board of Janssen, Pfizer, Takeda, and Cablon. Rinse K. Weersma has received unrestricted grants from Takeda, Johnson & Johnson, Tramedico, and Ferring; and served as a consultant for Takeda. The remaining authors disclose no conflicts. Funding Eelco Brand is supported by the Alexandre Suerman program for MD and PhD candidates of the University Medical Center Utrecht, the Netherlands.
Funders | Funder number |
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Artizan Biosciences | |
Cardiovasculair Onderzoek Nederland | CVON 2012-03, ERC-671274, SPI 92-266 |
IN CONTROL | 024.003.001, CVON2018-27 |
Netherlands Heart Foundation | |
Netherlands Heart Foundation CVON | 2018-27, ExposomeNL 024.004.017 |
Netherlands Organization for Health Research and Development | |
Netherlands Organization for Scientific Research NWO-VIDI | 016.178.056 |
Top Institute Food and Nutrition | GH001 |
University Medical Center Utrecht | |
Pfizer | |
Johnson and Johnson | |
Celgene | |
AbbVie | |
Meso Scale Diagnostics | |
Stiftelsen Kristian Gerhard Jebsen | |
Takeda Pharmaceutical Company | |
Cilag | |
ZonMw | 715772 |
Nederlandse Organisatie voor Wetenschappelijk Onderzoek | 91715377 |
Ferring Pharmaceuticals |
Keywords
- Crohn's Disease
- Discordant Twin Design
- Family Studies
- Microbiota
- Preclinical
- Prediagnostic
- Prediction
- Ulcerative Colitis