Shotgun metagenomic analysis of the oral microbiome in gingivitis: A nested case-control study

Muhammed Manzoor*, Jaakko Leskelä, Milla Pietiäinen, Nicolas Martinez-Majander, Eija Könönen, Teemu Niiranen, Leo Lahti, Juha Sinisalo, Jukka Putaala, Pirkko J. Pussinen, Susanna Paju

*Corresponding author for this work

    Research output: Contribution to journalArticleScientificpeer-review

    6 Citations (Scopus)

    Abstract

    BACKGROUND: Gingivitis, i.e. inflammation of the gums, is often induced by dentalplaque. However, its exact link to the oral microbiota remains unclear.

    METHODS: In a case-control study involving 120 participants, comprising 60 cases and 60 controls (mean age (SD) 36.6 (7.6) years; 50% males), nested within a prospective multicentre cohort study, we examined theoral microbiome composition of gingivitis patients and their controlsusing shotgun metagenomic sequencing of saliva samples. Participants underwent clinical and radiographic oral health examinations, including bleeding on probing (BOP), at six tooth sites. BOP ≥33%was considered 'generalized gingivitis/initial periodontitis'(GG/IP), and BOP <33% as 'healthy and localized gingivitis'(H/LG). Functional potential was inferred using HUMANn3.

    RESULTS: GG/IP exhibited an increase in the abundance of Actinomyces, Porphyromonas, Aggregatibacter, Corynebacterium, Olsenella, and Treponema, whereas H/LG exhibited an increased abundance of Candidatus Nanosynbacter. Nineteen bacterial species and fourmicrobial functional profiles, including L-methionine, glycogen, andinosine-5'-phosphate biosynthesis, were associated with GG/IP. Constructing models with multiple markers resulted in a strong predictive value for GG/IP, with an area under the curve (ROC) of 0.907 (95% CI: 0.848-0.966).

    CONCLUSION: We observed distinct differences in the oral microbiome between the GG/IP and H/LG groups, indicating similar yet unique microbial profiles and emphasizing their potential role in progression of periodontal diseases.

    Original languageEnglish
    Article number2330867
    Number of pages13
    JournalJournal of Oral Microbiology
    Volume16
    Issue number1
    DOIs
    Publication statusPublished - 22 Mar 2024
    MoE publication typeA1 Journal article-refereed

    Funding

    This work was supported by the Academy of Finland grants [316777 and 355532 for SP; 340750 for PJP], the Finnish Dental Society Apollonia [for PJP], the Sigrid Jusélius Foundation [for PJP], and the Novo Nordisk Foundation [for PJP].

    Keywords

    • biomarker
    • chronic periodontitis
    • diversity
    • dysbiosis
    • Metagenomics
    • oral microbiome
    • periodontal disease
    • prediction
    • saliva

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