Evidence map›Paper›PMID 41972826›Full record

ArticleJournal of periodontology2026

Correlating bacterial load and periodontal disease severity: A large-scale study of the microbial landscape.

Naomi B Gizaw, Nicholas Gomez, Ronald C McGlennen, Mohammad-Zaman Nouri

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. Not yet cited in PubMed.

0numbers the graph read from it
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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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.

2 · The registry

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Naomi B GizawAccess Genetics & OralDNA Labs, Eden Prairie, Minnesota, USA.
Nicholas GomezAccess Genetics & OralDNA Labs, Eden Prairie, Minnesota, USA.
Ronald C McGlennenAccess Genetics & OralDNA Labs, Eden Prairie, Minnesota, USA.
Mohammad-Zaman NouriAccess Genetics & OralDNA Labs, Eden Prairie, Minnesota, USA.ORCID https://orcid.org/0000-0002-4506-1531

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPeriodontitis is an inflammatory disease of the oral cavity driven by bacterial dysbiosis that progressively breaks down the tooth-supporting structures.

methodsThis study leverages a uniquely large dataset of up to 34,000 patient records in the United States analyzed using standardized real-time polymerase chain reaction-based molecular testing to quantify bacterial profiles associated with periodontitis. Our analysis focused on 11 bacterial taxa from the red, orange, and green complexes. We assessed bacterial abundance, expressed as genome copies per milliliter, across periodontitis stages and associations with age and systemic conditions.

resultsAcross stages 1-4 (according to the American Academy of Periodontology classification), the concentration of the three red complex bacteria, Porphyromonas gingivalis, Tannerella forsythia, and Treponema denticola increased up to 11-fold, the highest increase observed among all studied bacteria. A substantial microbial shift in younger patients was observed, while older individuals exhibited a higher prevalence of red complex pathogens. The relative abundance of P. gingivalis increased significantly, from 4% in stage 1 periodontitis to 17% in stage 4. Cumulative bacterial load analysis based on the presence or absence of red complex bacteria revealed that the median bacterial load was 5-fold higher in samples where red complex bacteria were present. The inter-bacterial correlations increased with demographic and clinical variables as periodontitis advanced.

conclusionThe findings revealed a significant positive association between increased bacterial loads, particularly red complex bacteria and higher periodontitis stages, positioning them as a key indicator of dysbiosis and a potential biomarker for disease advancement. PLAIN LANGUAGE SUMMARY: Periodontitis is a serious gum disease that damages the tissues supporting the teeth. It is caused by harmful bacteria in the mouth and becomes worse over time if not treated. In this study, we analyzed oral rinse samples collected from more than 34,000 people using a DNA-based method to measure the levels of different bacteria. We focused on 11 bacteria known to be involved in gum disease and compared their presence in healthy versus mild to severe cases. We found that three bacteria, Porphyromonas gingivalis, Tannerella forsythia, and Treponema denticola, became much more common as the disease got worse, with one of them, P. gingivalis, increasing 4-fold in severe cases compared with mild ones. Older adults were more likely to have these harmful bacteria, but younger patients showed notable shifts in their bacterial makeup as well. These results suggest that certain bacteria, especially P. gingivalis, may serve as warning signs for more advanced gum disease. Our findings could help to improve how gum disease is diagnosed and tracked, leading to better care and prevention. This is the largest study of its kind and offers new insight into the role of bacteria in oral health.

Indexed as

Bacterial LoadPeriodontitisAdultAgedAge FactorsDysbiosisFemaleHumansMaleMiddle AgedPorphyromonas gingivalisSeverity of Illness IndexTannerella forsythiaTreponema denticolabacteriadysbiosismolecular diagnosticsoral rinseperiodontitisred complex

Identifiers

PMID41972826
PMCPMC13502432

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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.