TY - JOUR
T1 - Prediction of the intestinal resistome by a three-dimensional structure-based method
AU - Ruppé, Etienne
AU - Ghozlane, Amine
AU - Tap, Julien
AU - Pons, Nicolas
AU - Alvarez, Anne Sophie
AU - Maziers, Nicolas
AU - Cuesta, Trinidad
AU - Hernando-Amado, Sara
AU - Clares, Irene
AU - Martínez, Jose Luís
AU - Coque, Teresa M.
AU - Baquero, Fernando
AU - Lanza, Val F.
AU - Máiz, Luis
AU - Goulenok, Tiphaine
AU - de Lastours, Victoire
AU - Amor, Nawal
AU - Fantin, Bruno
AU - Wieder, Ingrid
AU - Andremont, Antoine
AU - van Schaik, Willem
AU - Rogers, Malbert
AU - Zhang, Xinglin
AU - Willems, Rob J.L.
AU - de Brevern, Alexandre G.
AU - Batto, Jean Michel
AU - Blottière, Hervé M.
AU - Léonard, Pierre
AU - Léjard, Véronique
AU - Letur, Aline
AU - Levenez, Florence
AU - Weiszer, Kevin
AU - Haimet, Florence
AU - Doré, Joël
AU - Kennedy, Sean P.
AU - Ehrlich, S. Dusko
N1 - Funding Information:
The authors are grateful to the GENOTOUL (Toulouse, France), GENOUEST (Rennes, France), ABIMS (Roscoff, France), MIGALE (Jouy-en-Josas) and TGCC-GENCI (Institut Curie) calculation clusters. The authors also thank B. Perichon (Institut Pasteur, Paris, France) for providing ARD sequences from Acinetobacter baumannii, P. Siguier (CNRS, Toulouse, France) for helping the search of insertion sequences with ISfinder, J. Guglielmini (Institut Pasteur, Paris, France) for his assistance in finding conjugative elements, S. Volant (Institut Pasteur, Paris, France) for the design of the statistical model in SHAMAN, T. Jové (University of Limoges, France) for his assistance in finding integrons, M. Petitjean (IAME Research Center, Paris, France) for her assistance in bioinformatic analyses, and F. Plaza-Oñate and M. Almeida for their help with MSPs. The project was funded in part by the European Union Seventh Framework Programme (FP7-HEALTH-2011-single-stage) under grant agreement number 282004, EvoTAR. IRYCIS authors acknowledge the European Development Regional Fund ‘A way to achieve Europe’ for co-founding the Spanish R&D National Plan 2012–2019 Work (PI15-0512), CIBER (CIBERESP; CB06/02/0053) and the Government of Madrid (InGeMICS-B2017/BMD-3691). V.F.L. was further funded by a Research Award Grant 2016 of the European Society for Clinical Microbiology and Infectious Diseases.
Publisher Copyright:
© 2018, The Author(s), under exclusive licence to Springer Nature Limited.
PY - 2019/1/1
Y1 - 2019/1/1
N2 - The intestinal microbiota is considered to be a major reservoir of antibiotic resistance determinants (ARDs) that could potentially be transferred to bacterial pathogens via mobile genetic elements. Yet, this assumption is poorly supported by empirical evidence due to the distant homologies between known ARDs (mostly from culturable bacteria) and ARDs from the intestinal microbiota. Consequently, an accurate census of intestinal ARDs (that is, the intestinal resistome) has not yet been fully determined. For this purpose, we developed and validated an annotation method (called pairwise comparative modelling) on the basis of a three-dimensional structure (homology comparative modelling), leading to the prediction of 6,095 ARDs in a catalogue of 3.9 million proteins from the human intestinal microbiota. We found that the majority of predicted ARDs (pdARDs) were distantly related to known ARDs (mean amino acid identity 29.8%) and found little evidence supporting their transfer between species. According to the composition of their resistome, we were able to cluster subjects from the MetaHIT cohort (n = 663) into six resistotypes that were connected to the previously described enterotypes. Finally, we found that the relative abundance of pdARDs was positively associated with gene richness, but not when subjects were exposed to antibiotics. Altogether, our results indicate that the majority of intestinal microbiota ARDs can be considered intrinsic to the dominant commensal microbiota and that these genes are rarely shared with bacterial pathogens.
AB - The intestinal microbiota is considered to be a major reservoir of antibiotic resistance determinants (ARDs) that could potentially be transferred to bacterial pathogens via mobile genetic elements. Yet, this assumption is poorly supported by empirical evidence due to the distant homologies between known ARDs (mostly from culturable bacteria) and ARDs from the intestinal microbiota. Consequently, an accurate census of intestinal ARDs (that is, the intestinal resistome) has not yet been fully determined. For this purpose, we developed and validated an annotation method (called pairwise comparative modelling) on the basis of a three-dimensional structure (homology comparative modelling), leading to the prediction of 6,095 ARDs in a catalogue of 3.9 million proteins from the human intestinal microbiota. We found that the majority of predicted ARDs (pdARDs) were distantly related to known ARDs (mean amino acid identity 29.8%) and found little evidence supporting their transfer between species. According to the composition of their resistome, we were able to cluster subjects from the MetaHIT cohort (n = 663) into six resistotypes that were connected to the previously described enterotypes. Finally, we found that the relative abundance of pdARDs was positively associated with gene richness, but not when subjects were exposed to antibiotics. Altogether, our results indicate that the majority of intestinal microbiota ARDs can be considered intrinsic to the dominant commensal microbiota and that these genes are rarely shared with bacterial pathogens.
UR - http://www.scopus.com/inward/record.url?scp=85057478258&partnerID=8YFLogxK
U2 - 10.1038/s41564-018-0292-6
DO - 10.1038/s41564-018-0292-6
M3 - Article
AN - SCOPUS:85057478258
VL - 4
SP - 112
EP - 123
JO - Nature Microbiology
JF - Nature Microbiology
IS - 1
ER -