Evidence map›Paper›PMID 41867064›Full record

ArticleJournal of periodontology2026

Mapping the subgingival HerBiome and HisBiome over the human healthspan.

Rahul Nikam, Kazune Pax, Michelle Lee-Scott Beverly, Purnima S Kumar

Abstract read
In one paragraph

Article in Journal of periodontology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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.

2 · The registry

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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Rahul NikamDepartment of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, Michigan, USA.
Kazune PaxDivision of Oral Biology, College of Dentistry, The Ohio State University, Columbus, Ohio, USA.
Michelle Lee-Scott BeverlyDepartment of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, Michigan, USA.
Purnima S KumarDepartment of Periodontics and Oral Medicine, School of Dentistry, University of Michigan, Ann Arbor, Michigan, USA.

Funding

NIDCR NIH HHS
6 · The paper itself

Abstract

backgroundUnderstanding the intricate relationship between sex, age, and the oral microbiome is crucial for deciphering the onset and progression of numerous age-related oral and systemic diseases.

methodsSubgingival plaque was collected from 781 periodontally and systemically healthy females and 160 males spanning 0 to 80 years. 16S amplicon sequencing was performed. 80 million sequences were annotated and analyzed through the QIIME pipeline, principal components analysis (PCA) used for dimensionality reduction, LefSe to identify driver species, beta dispersion to measure inter-subject variability, and machine learning algorithm (RandomForest package in R [RF]) to validate the results. Causal mediation models were implemented to investigate the influence of aging on the male and female microbiomes.

resultsPCA demonstrated significant class separation based on sex (p < 0.001, permutational multivariate analysis of variance [PERMANOVA]). Males demonstrated higher alpha diversity (p < 0.001, Wilcoxon signed-rank test of the Shannon diversity index), but also higher inter-subject heterogeneity p < 0.001, ANOVA). RF identified males with 0.99 sensitivity, 0.15 specificity, and accuracy of 85%. Age exerted an almost complete mediation effect, with significant differences in the trajectory and pattern of aging between males and females. Females > 30 demonstrated a lower microbial diversity (p < 0.001) and higher levels of Fusobacterium nucleatum (p < 0.001), while the male microbiome remained highly personalized throughout the lifespan, without defined patterns of aging.

conclusionsSex and age interact to influence the subgingival microbiome. These findings might explain differing disease susceptibilities in either sex, as well as informing personalized prevention and intervention based on age and sex. Further studies using granular -omics approaches are needed to advance our knowledge. PLAIN LANGUAGE SUMMARY: Periodontal (gum) diseases are caused by a breakdown in the intricate balance between bacteria that live under the gumline and the local immune response. Since periodontal diseases have been reported to be more common in men than in women, we set out to investigate whether these bacterial communities are intrinsically different between the 2 sexes, and whether these differences are sustained over the lifespan. Using deep-sequencing technology to analyze the microbiomes of 941 individuals, we discovered that sex at birth is indeed a determining factor in the types of bacteria that live under the gums. Aging trajectories and patterns also differ between men and women, with women demonstrating a distinct shift after 30 years of age, and men showing no definite age-based change. These findings have important implications for the cause of periodontitis in either sex, as well as the potential to personalize therapy based on age and sex.

Indexed as

Dental PlaqueGingivaMicrobiotaAdolescentAdultAgedAged, 80 and overAge FactorsAgingChildChild, PreschoolFemaleHumansInfantMaleMiddle AgedRNA, Ribosomal, 16SageDNA sequence analysismeta‐taxonomicsoral microbiomesexsubgingival

Identifiers

PMID41867064
PMCPMC13502437

What OpenQuestion holds

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Registered trials

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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.