ArticleJournal of periodontology2025
Quantifying periodontitis-associated oral dysbiosis in tongue and saliva microbiomes-An integrated data analysis.
Article in Journal of periodontology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 19 papers, 1 of them a synthesis that pooled it.
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Who cites it
19 citing papers in PubMed, 1 synthesis or guideline pooled it.
- From culture-based to 16S sequencing approaches: oral microbiota changes in aging, frailty, and oral hypofunction - a systematic review.BMC oral health · 2026Pooled it
- Trial
- OAPGC: a high-quality oral and airway prokaryotic genome catalog for enhanced ecological resolution and disease inference.NPJ biofilms and microbiomes · 2026Article
- Association between oral microbial diversity and periodontitis in a nationally representative U.S. population: A cross-sectional study.Journal of periodontology · 2026Article
- Non-invasive periodontal screening using self-reported-oral-health (SROH) questionnaire and salivary biomarkers: development and validation of machine learning models.BMC oral health · 2026Article
- Article
- From mouth to muscle: mechanistic and interventional perspectives on the tongue-coating microbiome in sarcopenia.Journal of translational medicine · 2026Review
- Culturable and unculturable periodontal microorganisms in non-small cell lung cancer: an exploratory analysis.Scientific reports · 2026Article
- Effects of multiple tongue conditions on the diversity and composition of the oral microbiota.Journal of oral microbiology · 2026Article
- Bacteriome-based oral dysbiosis index in patients with oral squamous cell carcinoma.Journal of oral microbiology · 2026Article
- Salivary microbial profiles across periodontal severity stage according to the 2018 AAP/EFP classifications: a cross-sectional study.Frontiers in oral health · 2026Article
- Characterization of subgingival plaque microbiota in patients with severe periodontitis using full-length 16S rRNA gene sequencing.Scientific reports · 2025Article
- Genetic and Epigenetic Biomarkers for the Early Oral Cancerization Risk in Periodontitis Patients.Current issues in molecular biology · 2025Review
- Exploring the plausible genetic relationship of salivary and tongue microbiome with periodontitis: A mendelian randomization study.The Saudi dental journal · 2025Article
- Use of serum albumin levels and salivary biomarkers in assessing periodontal disease: a community hospital perspective.BMC oral health · 2025Article
- Evaluation of salivary Ki-67 in health and periodontitis.BMC oral health · 2025Article
- Article
- Quantifying periodontitis-associated oral dysbiosis in tongue and saliva microbiomes-An integrated data analysis.Journal of periodontology · 2025Article
- Probiotics and amelioration of periodontitis: significant roles ofFrontiers in microbiology · 2025Article
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5 authors.
Funding
Abstract
backgroundPeriodontitis is primarily driven by subgingival biofilm dysbiosis. However, the quantification and impact of this periodontal dysbiosis on other oral microbial niches remain unclear. This study seeks to quantify the dysbiotic changes in tongue and salivary microbiomes resulting from periodontitis by applying a clinically relevant dysbiosis index to an integrated data analysis.
methodsThe National Center for Biotechnology Information (NCBI) database was searched to identify BioProjects with published studies on salivary and tongue microbiomes of healthy and periodontitis subjects. Raw sequence datasets were processed using a standardized bioinformatic pipeline and categorized by their ecological niche and periodontal status. The subgingival microbial dysbiosis index (SMDI), a dysbiosis index originally developed using the subgingival microbiome, was computed at species and genus levels and customized for each niche. Its diagnostic accuracy for periodontitis was evaluated using receiver operating characteristic curves.
resultsFour studies, contributing 328 microbiome samples, were included. At both species and genus levels, periodontitis samples had a higher SMDI, but the differences were only significant for subgingival biofilm and saliva (p < 0.001). However, SMDI showed good diagnostic accuracy for periodontitis status for all three niches (area under curve ranging from 0.76 to 0.90, p < 0.05). The dysbiosis index of subgingival biofilm was positively correlated with saliva consistently (p < 0.001) and with the tongue at the genus level (p = 0.036).
conclusionsWhile the impact on the tongue microbiome requires further investigation, periodontitis-associated dysbiosis affects the salivary microbiome and is quantifiable using the dysbiosis index. The diagnostic potential of salivary microbial dysbiosis as a convenient periodontal biomarker for assessing periodontal status has potential public health and clinical applications. PLAIN LANGUAGE SUMMARY: Periodontitis, a severe inflammation of the gums which causes bone loss, is a disease caused by an imbalance of good and bad bacteria under the gums. However, it is unclear how this bacterial imbalance in the gums affects the bacterial balance of other distinct parts of the mouth, such as the saliva and tongue. This study uses bacteria datasets of four previously published studies, contributing a total of 328 bacterial samples. The data were processed using a uniform data analysis workflow, and a bacterial score, the subgingival microbial dysbiosis index (SMDI), previously shown to capture periodontitis-associated bacteria imbalance, was calculated separately for samples from under the gums, the saliva, and the tongue. The SMDI was able to distinguish between health and periodontitis within each oral location, and in general, the scores were higher for periodontitis samples, though this difference was significant only for bacteria under the gums and in saliva. Saliva scores were also consistently correlated with bacteria under the gums. This study shows that periodontitis-associated bacterial imbalances are observed in oral locations beyond just under the gums, particularly the saliva. Thus, saliva bacteria may be used as a convenient biomarker for assessing gum disease, allowing for potential public health and clinical applications.
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