The chemical interactome space between the human host and the genetically defined gut metabotypes
Open accessAbstract
The bacteria that colonize the gastrointestinal tracts of mammals represent a highly selected microbiome that has a profound influence on human physiology by shaping the host’s metabolic and immune system activity. Despite the recent advances on the biological principles that underlie microbial symbiosis in the gut of mammals, mechanistic understanding of the contributions of the gut microbiome and how variations in the metabotypes are linked to the host health are obscure. Here, we mapped the entire metabolic potential of the gut microbiome based solely on metagenomics sequencing data derived from fecal samples of 124 Europeans (healthy, obese and with inflammatory bowel disease). Interestingly, three distinct clusters of individuals with high, medium and low metabolic potential were observed. By illustrating these results in the context of bacterial population, we concluded that the abundance of the Prevotella genera is a key factor indicating a low metabolic potential. These metagenome-based metabolic signatures were used to study the interaction networks between bacteria-specific metabolites and human proteins. We found that thirty-three such metabolites interact with disease-relevant protein complexes several of which are highly expressed in cells and tissues involved in the signaling and shaping of the adaptive immune system and associated with squamous cell carcinoma and bladder cancer. From this set of metabolites, eighteen are present in DrugBank providing evidence that we carry a natural pharmacy in our guts. Furthermore, we established connections between the systemic effects of non-antibiotic drugs and the gut microbiome of relevance to drug side effects and health-care solutions.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
The gut microbiome can be viewed as an anaerobic bioreactor programmed to synthesize molecules that direct the mammalian immune system, modify the mammalian epigenome, and regulate host metabolism.
“the gut microbiome can be viewed as an anaerobic bioreactor programmed to synthesize molecules which direct the mammalian immune system,5 modify the mammalian epigenome,6 and regulate host metabolism.7”
From The Gut Microbiome and the Brain (2014) · cites this paper as [7]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Hierarchical Grouping to Optimize an Objective Function
Ward, J. H. (1963) · Journal of the American Statistical Association · doi:10.1080/01621459.1963.10500845 · Cited by 21,341 · see citing works
A human gut microbial gene catalogue established by metagenomic sequencing
MetaHIT Consortium, Qin, J., Li, R., Raes, J., Arumugam, M., Burgdorf, K. S., Manichanh, C., Nielsen, T., Pons, N., Levenez, F., et al. (2010) · Nature · doi:10.1038/nature08821 · Cited by 11,624 · see citing works
Self-citationOpen Babel: An open chemical toolbox
O'Boyle, N. M., Banck, M. S., James, C. A. J., Morley, C., Vandermeersch, T., & Hutchison, G. R. (2011) · Journal of Cheminformatics · doi:10.1186/1758-2946-3-33 · Cited by 10,705 · see citing works
<tt>BLAT</tt> —The <tt>BLAST</tt> -Like Alignment Tool
Kent, W. J. (2002) · Genome Research · doi:10.1101/gr.229202 · Cited by 8,480 · see citing works
A core gut microbiome in obese and lean twins
Turnbaugh, P. J., Hamady, M., Yatsunenko, T., Cantarel, B. L., Duncan, A., Ley, R. E., Sogin, M. L., Jones, W. J., Roe, B. A., Affourtit, J. P., et al. (2009) · Nature · doi:10.1038/nature07540 · Cited by 7,823 · see citing works
Enterotypes of the human gut microbiome
MetaHIT Consortium (additional members), Arumugam, M., Raes, J., Pelletier, E., Le Paslier, D., Yamada, T., Mende, D. R., Fernandes, G. R., Tap, J., Bruls, T., et al. (2011) · Nature · doi:10.1038/nature09944 · Cited by 7,548 · see citing works
Self-citationChanges of Intestinal Functions in Liver Cirrhosis
Fukui, H., & Wiest, R. (2016) · Inflammatory Intestinal Diseases · doi:10.1159/000444436 · Cited by 6,820 · see citing works
The gut microbiota as an environmental factor that regulates fat storage
Bäckhed, F., Ding, H., Wang, T., Hooper, L. V., Koh, G. Y., Nagy, A., Semenkovich, C. F., & Gordon, J. I. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0407076101 · Cited by 6,245 · see citing works
Host-Bacterial Mutualism in the Human Intestine
Bäckhed, F., Ley, R. E., Sonnenburg, J. L., Peterson, D. A., & Gordon, J. I. (2005) · Science · doi:10.1126/science.1104816 · Cited by 5,277 · see citing works
ChEMBL: a large-scale bioactivity database for drug discovery
Gaulton, A., Bellis, L. J., Bento, A. P., Chambers, J., Davies, M., Hersey, A., Light, Y., McGlinchey, S., Michalovich, D., Al-Lazikani, B., et al. (2012) · Nucleic Acids Research · doi:10.1093/nar/gkr777 · Cited by 4,382 · see citing works
Evolution of mammals and their gut microbes
Ley, R. E., Hamady, M., Lozupone, C., Turnbaugh, P. J., Ramey, R. R., Bircher, J. S., Schlegel, M. L., Tucker, T. A., Schrenzel, M. D., Knight, R., et al. (2008) · Science · doi:10.1126/science.1155725 · Cited by 3,747 · see citing works
How many drug targets are there?
Overington, J. P., Al-Lazikani, B., & Hopkins, A. L. (2006) · Nature Reviews Drug Discovery · doi:10.1038/nrd2199 · Cited by 3,505 · see citing works
Caspi, R., Billington, R., Ferrer, L., Foerster, H., Fulcher, C. A., Keseler, I. M., Kothari, A., Krummenacker, M., Latendresse, M., Mueller, L. A., et al. (2016) · Nucleic Acids Research · doi:10.1093/nar/gkv1164 · Cited by 3,395 · see citing works
Development of the Human Infant Intestinal Microbiota
Palmer, C., Bik, E. M., DiGiulio, D. B., Relman, D. A., & Brown, P. O. (2007) · PLoS Biology · doi:10.1371/journal.pbio.0050177 · Cited by 2,877 · see citing works
Human nutrition, the gut microbiome and the immune system
Kau, A. L., Ahern, P. P., Griffin, N. W., Goodman, A. L., & Gordon, J. I. (2011) · Nature · doi:10.1038/nature10213 · Cited by 2,588 · see citing works
Intestinal homeostasis and its breakdown in inflammatory bowel disease
Maloy, K., & Powrie, F. (2011) · Nature · doi:10.1038/nature10208 · Cited by 1,865 · see citing works
DrugBank 3.0: a comprehensive resource for 'Omics' research on drugs
Knox, C., Law, V., Jewison, T., Liu, P., Ly, S., Frolkis, A., Pon, A., Banco, K., Mak, C., Neveu, V., et al. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq1126 · Cited by 1,832 · see citing works
Global reconstruction of the human metabolic network based on genomic and bibliomic data
Duarte, N. C., Becker, S. A., Jamshidi, N., Thiele, I., Mo, M. L., Vo, T. D., Srivas, R., & Palsson, B. Ø. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0610772104 · Cited by 1,374 · see citing works
Jakobsson, H. E., Jernberg, C., Andersson, A. F., Sjölund-Karlsson, M., Jansson, J. K., & Engstrand, L. (2010) · PLoS ONE · doi:10.1371/journal.pone.0009836 · Cited by 1,160 · see citing works
Symbiotic gut microbes modulate human metabolic phenotypes
Li, M., Wang, B., Zhang, M., Rantalainen, M., Wang, S., Zhou, H., Zhang, Y., Shen, J., Pang, X., Zhang, M., et al. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0712038105 · Cited by 1,144 · see citing works
Long-term ecological impacts of antibiotic administration on the human intestinal microbiota
Jernberg, C., Löfmark, S., Edlund, C., & Jansson, J. K. (2007) · The ISME Journal · doi:10.1038/ismej.2007.3 · Cited by 1,134 · see citing works
TTD: Therapeutic Target Database
Chen, X. (2002) · Nucleic Acids Research · doi:10.1093/nar/30.1.412 · Cited by 723 · see citing works
BiGG: a Biochemical Genetic and Genomic knowledgebase of large scale metabolic reconstructions
Schellenberger, J., Park, J. O., Conrad, T. M., & Palsson, B. Ø. (2010) · BMC Bioinformatics · doi:10.1186/1471-2105-11-213 · Cited by 585 · see citing works
Egert, S., Bosy‐Westphal, A., Seiberl, J., Kürbitz, C., Settler, U., Plachta‐Danielzik, S., Wagner, A. E., Frank, J., Schrezenmeir, J., Rimbach, G. H., et al. (2009) · British Journal Of Nutrition · doi:10.1017/s0007114509359127 · Cited by 580 · see citing works
Bacterial contributions to mammalian gut development
Hooper, L. (2004) · Trends in Microbiology · doi:10.1016/j.tim.2004.01.001 · Cited by 541 · see citing works
DEG 5.0, a database of essential genes in both prokaryotes and eukaryotes
Zhang, R., & Lin, Y. (2008) · Nucleic Acids Research · doi:10.1093/nar/gkn858 · Cited by 504 · see citing works
Caspi, R., Altman, T., Dale, J. M., Dreher, K. A., Fulcher, C. A., Gilham, F., Kaipa, P., Karthikeyan, A. S., Kothari, A., Krummenacker, M., et al. (2009) · Nucleic Acids Research · doi:10.1093/nar/gkp875 · Cited by 483 · see citing works
Turnbaugh, P. J., Quince, C., Faith, J. J., McHardy, A. C., Yatsunenko, T., Niazi, F., Affourtit, J., Egholm, M., Henrissat, B., Knight, R., et al. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1002355107 · Cited by 478 · see citing works
Genomic and Metabolic Studies of the Impact of Probiotics on a Model Gut Symbiont and Host
Sonnenburg, J. L., Chen, C. T. L., & Gordon, J. I. (2006) · PLoS Biology · doi:10.1371/journal.pbio.0040413 · Cited by 423 · see citing works
Global systems biology, personalized medicine and molecular epidemiology
Nicholson, J. K. (2006) · Molecular Systems Biology · doi:10.1038/msb4100095 · Cited by 390 · see citing works
Le Gall, G., Noor, S. O., Ridgway, K., Scovell, L., Jamieson, C., Johnson, I. T., Colquhoun, I. J., Kemsley, E. K., & Narbad, A. (2011) · Journal of Proteome Research · doi:10.1021/pr2003598 · Cited by 348 · see citing works
The Footprints of Gut Microbial–Mammalian Co-Metabolism
Zheng, X., Xie, G., Zhao, A., Zhao, L., Yao, C., Chiu, N. H. L., Zhou, Z., Bao, Y., Jia, W., Nicholson, J. K., et al. (2011) · Journal of Proteome Research · doi:10.1021/pr2007945 · Cited by 319 · see citing works
Lage, K., Hansen, N. T., Karlberg, E. O., Eklund, A. C., Roque, F. S., Donahoe, P. K., Szallasi, Z., Jensen, T. S., & Brunak, S. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0810772105 · Cited by 292 · see citing works
iPath2.0: interactive pathway explorer
Yamada, T., Letunić, I., Okuda, S., Kanehisa, M. I., & Peer Bork, B. (2011) · Nucleic Acids Research · doi:10.1093/nar/gkr313 · Cited by 292 · see citing works
Top-Down Systems Biology Modeling of Host Metabotype−Microbiome Associations in Obese Rodents
Waldram, A., Holmes, E. C., Wang, Y., Rantalainen, M., Wilson, I. D., Tuohy, K. M., McCartney, A. L., Gibson, G. R., & Nicholson, J. K. (2009) · Journal of Proteome Research · doi:10.1021/pr8009885 · Cited by 266 · see citing works
Yang, J., Della‐Fera, M. A., Rayalam, S., Ambati, S., Hartzell, D. L., Park, H. J., & Baile, C. A. (2008) · Life Sciences · doi:10.1016/j.lfs.2008.03.003 · Cited by 253 · see citing works
Yap, I. K. S., Li, J. V., Saric, J., Martin, F., Davies, H., Wang, Y., Wilson, I. D., Nicholson, J. K., Utzinger, J., Marchesi, J. R., et al. (2008) · Journal of Proteome Research · doi:10.1021/pr700864x · Cited by 231 · see citing works
Chang, R. L., Xie, L., Xie, L., Bourne, P. E., & Palsson, B. Ø. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000938 · Cited by 204 · see citing works
Sandhu, U., Cebula, M., Behme, S., Riemer, P., Wodarczyk, C., METZGER, D., Reimann, J., Schirmbeck, R., Häuser, H., & Wirth, D. (2010) · Nucleic Acids Research · doi:10.1093/nar/gkq868 · Cited by 164 · see citing works
Analysis of multiple compound–protein interactions reveals novel bioactive molecules
Yabuuchi, H., Niijima, S., Takematsu, H., Ida, T., Hirokawa, T., Hara, T., Ogawa, T., Minowa, Y., Tsujimoto, G., & Okuno, Y. (2011) · Molecular Systems Biology · doi:10.1038/msb.2011.5 · Cited by 151 · see citing works
Dietary Modulation of Gut Functional Ecology Studied by Fecal Metabonomics
Martin, F., Sprenger, N., Montoliu, I., Rezzi, S., Kochhar, S., & Nicholson, J. K. (2010) · Journal of Proteome Research · doi:10.1021/pr100554m · Cited by 137 · see citing works
Role of oxidative stress and antioxidant enzymes in Crohn's disease
Iborra, M., Moret, I., Rausell, F., Bastida, G., Aguas, M., Cerrillo, E., Nos, P., & Beltrán, B. (2011) · Biochemical Society Transactions · doi:10.1042/bst0391102 · Cited by 119 · see citing works
Senthilkumar, K., Arunkumar, R., Perumal, E., et al. (2011) · Cell Biochemistry and Function · doi:10.1002/cbf.1725 · Cited by 112 · see citing works
Prediction methods and databases within chemoinformatics: emphasis on drugs and drug candidates
Jónsdóttir, S. Ó., Jørgensen, F. S., & Brunak, S. (2005) · Computer applications in the biosciences · doi:10.1093/bioinformatics/bti314 · Cited by 108 · see citing works
Finding Complex Biological Relationships in Recent PubMed Articles Using Bio-LDA
Wang, H., Ding, Y., Tang, J., Dong, X., He, B., Qiu, J., & Wild, D. J. (2011) · PLoS ONE · doi:10.1371/journal.pone.0017243 · Cited by 94 · see citing works
Ji, Z., Zhang, L., Peng, V., et al. (2010) · Leukemia · doi:10.1038/leu.2010.43 · Cited by 70 · see citing works
Laux, I., & Nel, A. E. (2001) · Clinical Immunology · doi:10.1006/clim.2001.5129 · Cited by 63 · see citing works
Ainsworth, C. (2011) · Nature Medicine · doi:10.1038/nm1011-1166 · Cited by 55 · see citing works
An Attempt to Evaluate the Effect of Vitamin K3 Using as an Enhancer of Anticancer Agents
Matzno, S., Yamaguchi, Y., Akiyoshi, T., et al. (2008) · Biological and Pharmaceutical Bulletin · doi:10.1248/bpb.31.1270 · Cited by 30 · see citing works
Bae, J., Kim, S., Kim, M., Oh, S., Chung, J. S., Kim, S., & Kang, C. (2011) · Cancer Science · doi:10.1111/j.1349-7006.2011.02109.x · Cited by 29 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Caspi, R., Altman, T., Billington, R., Dreher, K., Foerster, H., Fulcher, C. A., Holland, T. A., Keseler, I. M., Kothari, A., Kubo, A., et al. (2014) · Nucleic Acids Research · doi:10.1093/nar/gkt1103 · Cited by 1,204 · see citing works
The Gut Microbiome and the Brain
Galland, L. (2014) · Journal of Medicinal Food · doi:10.1089/jmf.2014.7000 · Cited by 648 · see citing works
- Authors
- Jacobsen, U. P., Nielsen, H. B., Hildebrand, F., Raes, J., Sicheritz-Ponten, T., Kouskoumvekaki, I., & Panagiotou, G.
- Affiliations
- Technical University of Denmark (DK)
- Vrije Universiteit Brussel (BE)
- Center for Biological Sequence Analysis, Department of Systems Biology, Technical University of Denmark , Lyngby, Denmark
- University of Hong Kong (HK)
- Corresponding author
- Kouskoumvekaki, Irene
- Panagiotou, Gianni
- ORCID
- Venue
- The ISME Journal
- Publisher
- Oxford University Press (OUP)
- Published
- 2012-11-22
- Volume
- 7
- Issue
- 4
- Pages
- 730-742
- ISSN
- 1751-7362 (ISSN-L)
- 1751-7370
- PMC
- PMC3603391
- OpenAlex
- W1985762104
- Cited by
- 24
- References
- 50
- Citations by year
- 2023: 3 · 2022: 2 · 2021: 1 · 2020: 3 · 2018: 2 · 2017: 2 · 2016: 2 · 2015: 2 · 2014: 5 · 2013: 2
- FWCI
- 1.16
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- The ISME Journal (publishedVersion, cc-by-nc-nd)
- Europe PMC (PubMed Central) (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- The HKU Scholars Hub (University of Hong Kong) (submittedVersion)
- Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU) (submittedVersion)
- VUBIR (Vrije Universiteit Brussel) (submittedVersion)
- Funders
- Novo Nordisk
- Novo Nordisk Fonden (NNF10CC1016517)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
- Health Sciences › Dentistry › Periodontics › Oral microbiology and periodontitis research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Nutrition, Genetics, and Disease
- Keywords
- gut microbiota, host-microbe interactions, bacterial metabolites, human protein complex, Prevotella, obesity, inflammatory bowel disease, adaptive immunity, squamous cell carcinoma, bladder cancer, adverse drug reactions, non-antibiotic drugs
- MeSH terms
- Bacteria, Pharmaceutical Preparations, Feces, Humans, Obesity, Symbiosis, Inflammatory Bowel Diseases, Gastrointestinal Tract, Metagenome, Metabolome, Metagenomics
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review