Dental implants are installed in an increasing number of patients. Mucositis and peri-implantitis are common microbial-biofilm-associated diseases affecting the tissues that surround the dental implant and are a major medical and socioeconomic burden. By metagenomic sequencing of the plaque microbiome in different peri-implant health and disease conditions (113 samples from 72 individuals), we found microbial signatures for peri-implantitis and mucositis and defined the peri-implantitis-related complex (PiRC) composed by the 7 most discriminative bacteria. The peri-implantitis microbiome is site specific as contralateral healthy sites resembled more the microbiome of healthy implants, while mucositis was specifically enriched for Fusobacterium nucleatum acting as a keystone colonizer. Microbiome-based machine learning showed high diagnostic and prognostic power for peri-implant diseases and strain-level profiling identified a previously uncharacterized subspecies of F. nucleatum to be particularly associated with disease. Altogether, we associated the plaque microbiome with peri-implant diseases and identified microbial signatures of disease severity.
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Segata, Nicola
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Goll, Johannes
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J Craig Venter Inst, Rockville, MD USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Goll, Johannes
;
Schubert, Alyxandria M.
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机构:
Univ Michigan, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Schubert, Alyxandria M.
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Izard, Jacques
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机构:
Forsyth Inst, Dept Mol Genet, Cambridge, MA USA
Harvard Univ, Sch Dent Med, Dept Oral Med Infect & Immun, Boston, MA 02115 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Izard, Jacques
;
Cantarel, Brandi L.
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Univ Maryland, Sch Med, Inst Genome Sci, Baltimore, MD 21201 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Cantarel, Brandi L.
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Rodriguez-Mueller, Beltran
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机构:
Harvard Univ, Sch Dent Med, Dept Oral Med Infect & Immun, Boston, MA 02115 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Rodriguez-Mueller, Beltran
;
Zucker, Jeremy
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机构:
Broad Inst MIT & Harvard, Cambridge, MA USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Zucker, Jeremy
;
Thiagarajan, Mathangi
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机构:
J Craig Venter Inst, Rockville, MD USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Thiagarajan, Mathangi
;
Henrissat, Bernard
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机构:
Univ Mediterranee, UMR CNRS 6098, Marseille, FranceWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Henrissat, Bernard
;
White, Owen
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机构:
Univ Maryland, Sch Med, Inst Genome Sci, Baltimore, MD 21201 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
White, Owen
;
Kelley, Scott T.
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机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Kelley, Scott T.
;
Methe, Barbara
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J Craig Venter Inst, Rockville, MD USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Methe, Barbara
;
Schloss, Patrick D.
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Univ Michigan, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Schloss, Patrick D.
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Gevers, Dirk
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机构:
Broad Inst MIT & Harvard, Cambridge, MA USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Gevers, Dirk
;
Mitreva, Makedonka
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机构:
Washington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Mitreva, Makedonka
;
Huttenhower, Curtis
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h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Broad Inst MIT & Harvard, Cambridge, MA USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Segata, Nicola
;
Goll, Johannes
论文数: 0引用数: 0
h-index: 0
机构:
J Craig Venter Inst, Rockville, MD USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Goll, Johannes
;
Schubert, Alyxandria M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Schubert, Alyxandria M.
;
Izard, Jacques
论文数: 0引用数: 0
h-index: 0
机构:
Forsyth Inst, Dept Mol Genet, Cambridge, MA USA
Harvard Univ, Sch Dent Med, Dept Oral Med Infect & Immun, Boston, MA 02115 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Izard, Jacques
;
Cantarel, Brandi L.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Inst Genome Sci, Baltimore, MD 21201 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Cantarel, Brandi L.
;
Rodriguez-Mueller, Beltran
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Dent Med, Dept Oral Med Infect & Immun, Boston, MA 02115 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Rodriguez-Mueller, Beltran
;
Zucker, Jeremy
论文数: 0引用数: 0
h-index: 0
机构:
Broad Inst MIT & Harvard, Cambridge, MA USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Zucker, Jeremy
;
Thiagarajan, Mathangi
论文数: 0引用数: 0
h-index: 0
机构:
J Craig Venter Inst, Rockville, MD USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Thiagarajan, Mathangi
;
Henrissat, Bernard
论文数: 0引用数: 0
h-index: 0
机构:
Univ Mediterranee, UMR CNRS 6098, Marseille, FranceWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Henrissat, Bernard
;
White, Owen
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Sch Med, Inst Genome Sci, Baltimore, MD 21201 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
White, Owen
;
Kelley, Scott T.
论文数: 0引用数: 0
h-index: 0
机构:
San Diego State Univ, Dept Biol, San Diego, CA 92182 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Kelley, Scott T.
;
Methe, Barbara
论文数: 0引用数: 0
h-index: 0
机构:
J Craig Venter Inst, Rockville, MD USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Methe, Barbara
;
Schloss, Patrick D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Michigan, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Schloss, Patrick D.
;
Gevers, Dirk
论文数: 0引用数: 0
h-index: 0
机构:
Broad Inst MIT & Harvard, Cambridge, MA USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Gevers, Dirk
;
Mitreva, Makedonka
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA
Mitreva, Makedonka
;
Huttenhower, Curtis
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Publ Hlth, Dept Biostat, Boston, MA 02115 USA
Broad Inst MIT & Harvard, Cambridge, MA USAWashington Univ, Sch Med, Genome Inst, St Louis, MO 63130 USA