Refined Enterotyping Reveals Dysbiosis in Global Fecal Metagenomes
Marisa Isabell KelleriD, Suguru NishijimaiD, Daniel PodlesnyiD, Chan Yeong KimiD, Shahriyar Mahdi RobbaniiD, Christian SchudomaiD, Anthony FullamiD, Jonas SchilleriD, Ivica LetunićiD, Wasiu A. AkanniiD, Askarbek N OrakoviD, Thomas SchmidtiD, Federico MarottaiD, Anja Telzerow, Diënty H. M. HazenbrinkiD, Rajna HercogiD, Stefanie E. Kandels-LewisiD, Robert SchierwageniD, Sabine KleiniD, Maximilian Joseph Brol, Wen GuiD, Frank Erhard UschneriD, Maria Papp, Wim Laleman, Debbie Lindsay ShawcrossiD, , Peer BorkiD
Abstract
BackgroundEnterotypes describe human fecal microbiomes grouped by similarity into clusters of microbial community composition, often associated with disease, medications, diet, and lifestyle. Numbers and determinants of enterotypes have been derived by diverse frameworks and applied to cohorts that often lack diversity or inter-cohort comparability. ResultsTo overcome these limitations, we selected 16,772 fecal metagenomes collected from 38 countries to revisit the enterotypes using state-of-the-art fuzzy clustering and found robust clustering regardless of underlying taxonomy, consistent with previous findings. Quantifying the strength of enterotype classifications enriched the enterotype landscape, also reflecting some continuity of microbial compositions. As the classification strength was associated with the patients health status, we established an "Enterotype Dysbiosis Score" (EDS) as a latent covariate for various diseases. ConclusionThis global study confirms the enterotypes, reveals a dysbiosis signal within the enterotype landscape, and enables robust classification of metagenomes with an online "Enterotyper" tool, allowing reproducible analysis in future studies. Graphical Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=79 SRC="FIGDIR/small/607711v3_ufig1.gif" ALT="Figure 1"> View larger version (30K): org.highwire.dtl.DTLVardef@1611a2org.highwire.dtl.DTLVardef@dfbb57org.highwire.dtl.DTLVardef@848ac0org.highwire.dtl.DTLVardef@1b15808_HPS_FORMAT_FIGEXP M_FIG C_FIG
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