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February 28, 2026npj Biofilms and Microbiomes3 citationsOpen Access

Classification of the tongue microbiota and its associations with lifestyle factors and health status

TYT. YamauchiNWNaoko WakiSSShigenori Suzuki

Key Points

  • The aim is to classify tongue microbiota orotypes and investigate their associations with lifestyle factors and health outcomes.
  • Analyzed tongue microbiota samples from 729 Japanese individuals.
  • Classified samples into Neisseria-dominant, Prevotella-dominant, and Streptococcus-dominant types.
  • Developed a classification model with high accuracy to predict orotypes.
  • Identified distinct co-occurrence network structures for each orotype.
  • The Streptococcus-dominant type showed higher odds of abnormal oral health and metabolic syndrome.
  • Approximately half of individuals exhibited temporal stability in their orotype over a 6-year period.

Abstract

Abstract The oral microbiota plays a vital role in human health, yet most studies have focused on individual bacterial taxa. To provide a more comprehensive understanding, we analyzed tongue microbiota data from 729 Japanese individuals and classified samples into three types (orotypes): Neisseria -dominant (N), Prevotella -dominant (P), and Streptococcus -dominant (S) types. Each orotype exhibited distinct co-occurrence network structures and was associated with lifestyle factors such as oral care, diet, and smoking. The S type was associated with higher odds of abnormal oral health and metabolic syndrome-related outcomes compared to the N type. In addition, we developed a robust classification model (ROC–AUC > 0.95) to predict orotypes, which showed temporal stability in nearly half of individuals over a 6-year period. These findings highlight the value of orotype classification for monitoring tongue microbial communities and suggest its potential in health risk assessment.

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Cite This Study

Yamauchi et al. (2026) studied this question.

synapsesocial.com/papers/69a2877b0a974eb0d3c0347bhttps://doi.org/10.1038/s41522-026-00936-6
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