ArticleBMC genomics2017
Integrated metagenomic data analysis demonstrates that a loss of diversity in oral microbiota is associated with periodontitis.
Article in BMC genomics, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 56 papers.
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Who cites it
56 citing papers in PubMed, 110 citations in OpenAlex.
- Metagenomics in the Interplay Among Oral and Gut Dysbiosis.Metabolites · 2026Review
- Periodontitis Severity and Subgingival Microbiome Variation in Postmenopausal Women: A Stratified Case-Control Study.Life (Basel, Switzerland) · 2026Article
- Oral Administration of Freeze-DriedFood science & nutrition · 2026Article
- The Interplay Between Lifestyle and Oral/Faecal Microbial Profiles Among Periodontal Disease Patients: A Cross-Sectional Study.Journal of clinical periodontology · 2026Article
- Oral microbiome, periodontal disease and systemic bone-related diseases in the era of homeostatic medicine.Journal of advanced research · 2025Review
- The Impact of Human Salivary Amylase Gene Copy Number and Starch on Oral Biofilms.Microorganisms · 2025Article
- Impact of Periodontitis and Oral Dysbiosis Metabolites in the Modulation of Accelerating Ageing and Human Senescence.Metabolites · 2025Review
- Association Between Dietary Patterns and Subgingival Microbiota: Results From the Oral Infections, Glucose Intolerance, and Insulin Resistance Study (ORIGINS).Journal of clinical periodontology · 2025Article
- Is systemic inflammation a missing link between oral microbiome and oral squamous cell carcinoma? Results from multi-omics integration analyses.Journal of oral microbiology · 2025Article
- Analysis of metagenomic data.Nature reviews. Methods primers · 2025Article
- Probing the oral-brain connection: oral microbiome patterns in a large community cohort with anxiety, depression, and trauma symptoms, and periodontal outcomes.Translational psychiatry · 2024Article
- Experimental Inoculation ofInternational journal of molecular sciences · 2024Article
- Coronal and Root Canal Microbiota in Apical Periodontitis with Different PAI.Microorganisms · 2024Article
- Insights into the enigma of oral streptococci in carcinogenesis.Microbiology and molecular biology reviews : MMBR · 2024Review
- Purification of Native Dentilisin Complex fromBio-protocol · 2024Article
- Bridging the gap between omics research and dental practice.BDJ open · 2024Review
- Article
- Comparative characterization of inflammatory profile and oral microbiome according to an inflammation-based risk score in ST-segment elevation myocardial infarction.Frontiers in cellular and infection microbiology · 2023Article
- The Growing Liberality Observed in Primary Animal and Plant Cultures is Common to the Social Amoeba.Journal of bioinformatics and systems biology : Open access · 2023Article
- Polymicrobial Infections and Biofilms: Clinical Significance and Eradication Strategies.Antibiotics (Basel, Switzerland) · 2022Review
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Authors and funding
6 authors at 3 institutions in 2 countries.
Funding
Abstract
backgroundPeriodontitis is an inflammatory disease affecting the tissues supporting teeth (periodontium). Integrative analysis of metagenomic samples from multiple periodontitis studies is a powerful way to examine microbiota diversity and interactions within host oral cavity.
methodsA total of 43 subjects were recruited to participate in two previous studies profiling the microbial community of human subgingival plaque samples using shotgun metagenomic sequencing. We integrated metagenomic sequence data from those two studies, including six healthy controls, 14 sites representative of stable periodontitis, 16 sites representative of progressing periodontitis, and seven periodontal sites of unknown status. We applied phylogenetic diversity, differential abundance, and network analyses, as well as clustering, to the integrated dataset to compare microbiological community profiles among the different disease states.
resultsWe found alpha-diversity, i.e., mean species diversity in sites or habitats at a local scale, to be the single strongest predictor of subjects' periodontitis status (P < 0.011). More specifically, healthy subjects had the highest alpha-diversity, while subjects with stable sites had the lowest alpha-diversity. From these results, we developed an alpha-diversity logistic model-based naive classifier able to perfectly predict the disease status of the seven subjects with unknown periodontal status (not used in training). Phylogenetic profiling resulted in the discovery of nine marker microbes, and these species are able to differentiate between stable and progressing periodontitis, achieving an accuracy of 94.4%. Finally, we found that the reduction of negatively correlated species is a notable signature of disease progression.
conclusionsOur results consistently show a strong association between the loss of oral microbiota diversity and the progression of periodontitis, suggesting that metagenomics sequencing and phylogenetic profiling are predictive of early periodontitis, leading to potential therapeutic intervention. Our results also support a keystone pathogen-mediated polymicrobial synergy and dysbiosis (PSD) model to explain the etiology of periodontitis. Apart from P. gingivalis, we identified three additional keystone species potentially mediating the progression of periodontitis progression based on pathogenic characteristics similar to those of known keystone pathogens.
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