Evidence map›Paper›PMID 41518548›Full record

ArticleDiscover mental health2026

Cross-sectional associations between CES-D scores and the salivary metabolome in nonclinical adults.

Yuri Kubo, Futaha Yamauchi, Nanase Goshima, Maki Ohishi, Takanori Hasegawa, Tomoyoshi Soga, Masaomi Ikeda, Kazuhiro Aoki

Abstract read
In one paragraph

Article in Discover mental health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Yuri KuboDepartment of AI Technology Development, Graduate School of Medical and Dental Sciences, Institute of Science Tokyo, Tokyo, Japan.
Futaha YamauchiDepartment of Basic Oral Health Engineering, Graduate School of Medical and Dental Sciences, Institute of Science Tokyo, Tokyo, Japan.
Nanase GoshimaDivision of Oral Health Sciences, Department of Oral Health Engineering, Faculty of Dentistry, Institute of Science Tokyo, Tokyo, Japan.
Maki OhishiInstitute for Advanced Biosciences, Keio University, Yamagata, Japan.
Takanori HasegawaDepartment of Integrated Analytics, M&D Data Science Center, Institute of Integrated Research, Institute of Science Tokyo, Tokyo, Japan.
Tomoyoshi SogaInstitute for Advanced Biosciences, Keio University, Yamagata, Japan.
Masaomi IkedaDepartment of Oral Biomedical Engineering, Graduate School of Medical and Dental Sciences, Institute of Science Tokyo, Tokyo, Japan.
Kazuhiro AokiDepartment of Basic Oral Health Engineering, Graduate School of Medical and Dental Sciences, Institute of Science Tokyo, Tokyo, Japan. kazuhiro_aoki.bhoe@tmd.ac.jp.

Funding

Bunkyo Co-Creation Field Project 51BA231025
6 · The paper itself

Abstract

backgroundDepression represents a major global disease burden. While the Center for Epidemiologic Studies Depression Scale (CES-D) is widely used, it relies on subjective self-reporting. Saliva enables non-invasive metabolite analysis, but existing metabolomics studies have focused on clinical depression using blood or urine, with limited investigation of salivary metabolites in community populations. This study investigated associations between CES-D scores and salivary metabolite concentrations in Tokyo residents.

methodsThis cross-sectional study collected CES-D responses and morning saliva samples from Tokyo residents. Salivary metabolites were analyzed using capillary electrophoresis time-of-flight mass spectrometry. Statistical analyses included permutational multivariate analysis of variance (PERMANOVA) for overall metabolite-CES-D associations, pathway enrichment analysis using fast gene set enrichment analysis (FGSEA), and principal component analysis, adjusted for age and sex.

resultsAnalysis included 107 participants (40 males, 67 females; mean age 55.3 ± 14.2 years). PERMANOVA revealed significant association between 112 salivary metabolites and CES-D scores (F = 2.870, p = 0.003), with metabolites explaining 7.7% of depressive symptom variance. Pathway enrichment analysis identified significant alterations in amino acid metabolism (normalized enrichment score =-1.750, q = 0.007). Glycolysis and amine/polyamine metabolism showed trend-level enrichment (both q = 0.066). Principal component analysis revealed significant correlations between CES-D scores and pathway activity for amino acid metabolism (r = 0.216, p = 0.027) and amine/polyamine metabolism (r = 0.216, p = 0.027).

conclusionThis study demonstrates significant associations between salivary metabolite profiles and depressive symptoms in a nonclinical community population, with amino acid metabolism emerging as the most robustly altered pathway. These findings provide preliminary evidence for associations between salivary metabolomic profiles and depressive symptoms in a nonclinical community population.

Identifiers

PMID41518548
PMCPMC12835479

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