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

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.

Authors

Institutions

Publication Details

Journal
npj Biofilms and Microbiomes
Published
2026-02-26
DOI
https://doi.org/10.1038/s41522-026-00936-6
Primary Topic
Oral microbiology and periodontitis research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

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

Ken Itoh, T. Yamauchi, Naoko Waki, Wataru Kobayashi et al.
npj Biofilms and Microbiomes
Oral microbiology and periodontitis research
article

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

Ken Itoh, T. Yamauchi, Naoko Waki, Wataru Kobayashi, Y. Tamada, Tatsuya Mikami, Tsukasa Tanaka, Koichi Murashita, Shigenori Suzuki, Yoshihiro Tamura
article en

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.

npj Biofilms and Microbiomes
Hirosaki University (JP), Kai Research (United States) (US), Ebara (Japan) (JP)
Good health and well-being
Openalex Percentile: Top 43%
Oral microbiology and periodontitis research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.