ArticleMicrobiome2021
Anna Karenina and the subgingival microbiome associated with periodontitis.
Article in Microbiome, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 3 of them syntheses that pooled it.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Who cites it
24 citing papers in PubMed, 3 syntheses or guidelines pooled it, 35 citations in OpenAlex.
- Microbial Markers for Diagnosis and Risk Assessment for Periodontal Diseases: A Systematic Literature Search and Narrative Synthesis.Journal of clinical periodontology · 2025Pooled it
- A host of issues: pseudoreplication in host-microbiota studies.Applied and environmental microbiology · 2024Pooled it
- COVID-19 alters human microbiomes: a meta-analysis.Frontiers in cellular and infection microbiology · 2023Pooled it
- Assessment of the Effectiveness of Probiotics-assisted Physical Interventions in the Management of Chronic Periodontitis: A Randomized Controlled Clinical Trial.Probiotics and antimicrobial proteins · 2025Trial
- Mapping the subgingival HerBiome and HisBiome over the human healthspan.Journal of periodontology · 2026Article
- Intra-Tissue Bacteriome and Cellular Profiles in Periodontal Granulation Tissue From Osseous Defects and Extraction Sockets.Journal of clinical periodontology · 2026Article
- Article
- Molar-Incisor and Generalized Grade C Periodontitis: Distinct Microbiome-Immune Interactions Suggest Divergent Pathogenesis.Journal of periodontal research · 2026Article
- The Anna Karenina principle in the assembly of plant microbiome under pathogen stress.NPJ biofilms and microbiomes · 2026Article
- FAVABEAN and FALAPhyl: Open-source pipelines for scalable 16s rRNA microbiome data processing and visualization.PloS one · 2026Article
- Signature of oral microbial dysbiosis in different periodontitis risk levels.Applied microbiology and biotechnology · 2025Article
- Investigating the Anna Karenina principle of the breast microbiome.BMC microbiology · 2025Article
- Advancing periodontitis microbiome research: integrating design, analysis, and technology.Frontiers in cellular and infection microbiology · 2025Review
- The microbiome alterations of supragingival plaque among adolescents using clear aligners: a metagenomic sequencing analysis.Progress in orthodontics · 2024Article
- Sputum production and salivary microbiome in COVID-19 patients reveals oral-lung axis.PloS one · 2024Article
- Metatranscriptomic analysis shows functional alterations in subgingival biofilm in young smokers with periodontitis: a pilot study.Journal of applied oral science : revista FOB · 2024Observational
- Widespread, human-associated redondoviruses infect the commensal protozoan Entamoeba gingivalis.Cell host & microbe · 2023Article
- Macrophages induce gingival destruction via Piezo1-mediated MMPs-degrading collagens in periodontitis.Frontiers in immunology · 2023Article
- Bacteriome analysis ofFrontiers in oral health · 2023Article
- Differences in Gut Microbiota Composition and Predicted Metabolic Functions: a Pilot Study of Adolescents with Normal Weight and Obesity.Bulletin of experimental biology and medicine · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
6 authors at 4 institutions in 2 countries.
Funding
Abstract
backgroundAlthough localized aggressive periodontitis (LAP), generalized aggressive periodontitis (GAP), and chronic periodontitis (CP) are microbially driven diseases, our inability to separate disease-specific associations from those common to all three forms of periodontitis has hampered biomarker discovery. Therefore, we aimed to map the genomic content of, and the biological pathways encoded by, the microbiomes associated with these clinical phenotypes. We also estimated the extent to which these biomes are governed by the Anna Karenina principle (AKP), which states that eubiotic communities are similar between individuals while disease-associated communities are highly individualized.
methodsWe collected subgingival plaque from 25 periodontally healthy individuals and diseased sites of 59 subjects with stage 3 periodontitis and used shotgun metagenomics to characterize the aggregate of bacterial genes.
resultsBeta-dispersion metrics demonstrated that AKP was most evident in CP, followed by GAP and LAP. We discovered broad dysbiotic signatures spanning the three phenotypes, with over-representation of pathways that facilitate life in an oxygen-poor, protein- and heme-rich, pro-oxidant environment and enhance capacity for attachment and biofilm formation. Phenotype-specific indicators were more readily evident in LAP microbiome than GAP or CP. Genes that enable acetate-scavenging lifestyle, utilization of alternative nutritional sources, oxidative and nitrosative stress responses, and siderophore production were unique to LAP. An attenuation of virulence-related functionalities and stress response from LAP to GAP to CP was apparent. We also discovered that clinical phenotypes of disease resolved variance in the microbiome with greater clarity than the newly established grading system. Importantly, we observed that one third of the metagenome of LAP is unique to this phenotype while GAP shares significant functional and taxonomic features with both LAP and CP, suggesting either attenuation of an aggressive disease or an early-onset chronic disease.
conclusionWithin the limitations of a small sample size and a cross-sectional study design, the distinctive features of the microbiomes associated with LAP and CP strongly persuade us that these are discrete disease entities, while calling into question whether GAP is a separate disease, or an artifact induced by cross-sectional study designs. Further studies on phenotype-specific microbial genes are warranted to explicate their role in disease etiology. Video Abstract.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.