Metabolomics Insights in Early Childhood Caries

儿童早期龋齿 医学 牙科 代谢组学 代谢组 牙菌斑 代谢物 口腔正畸科 生物 口腔健康 生物信息学 内科学
作者
Lara H. Heimisdottir,Bridget M Lin,H. A. Cho,Alena Orlenko,António Ribeiro,Aurea Simon-Soro,Jeffrey Roach,Dmitry Shungin,Jeannie Ginnis,Miguel Simancas-Pallares,H D Spangler,A. Ferreira Zandoná,John Wright,P Ramamoorthy,Jeffrey M. Moore,Hyun-Joo Koo,Di Wu,Kimon Divaris
出处
期刊:Journal of Dental Research [SAGE Publishing]
卷期号:100 (6): 615-622 被引量:16
标识
DOI:10.1177/0022034520982963
摘要

Dental caries is characterized by a dysbiotic shift at the biofilm–tooth surface interface, yet comprehensive biochemical characterizations of the biofilm are scant. We used metabolomics to identify biochemical features of the supragingival biofilm associated with early childhood caries (ECC) prevalence and severity. The study’s analytical sample comprised 289 children ages 3 to 5 (51% with ECC) who attended public preschools in North Carolina and were enrolled in a community-based cross-sectional study of early childhood oral health. Clinical examinations were conducted by calibrated examiners in community locations using International Caries Detection and Classification System (ICDAS) criteria. Supragingival plaque collected from the facial/buccal surfaces of all primary teeth in the upper-left quadrant was analyzed using ultra-performance liquid chromatography–tandem mass spectrometry. Associations between individual metabolites and 18 clinical traits (based on different ECC definitions and sets of tooth surfaces) were quantified using Brownian distance correlations (dCor) and linear regression modeling of log 2 -transformed values, applying a false discovery rate multiple testing correction. A tree-based pipeline optimization tool (TPOT)–machine learning process was used to identify the best-fitting ECC classification metabolite model. There were 503 named metabolites identified, including microbial, host, and exogenous biochemicals. Most significant ECC-metabolite associations were positive (i.e., upregulations/enrichments). The localized ECC case definition (ICDAS ≥1 caries experience within the surfaces from which plaque was collected) had the strongest correlation with the metabolome (dCor P = 8 × 10 −3 ). Sixteen metabolites were significantly associated with ECC after multiple testing correction, including fucose ( P = 3.0 × 10 −6 ) and N-acetylneuraminate (p = 6.8 × 10 −6 ) with higher ECC prevalence, as well as catechin ( P = 4.7 × 10 −6 ) and epicatechin ( P = 2.9 × 10 −6 ) with lower. Catechin, epicatechin, imidazole propionate, fucose, 9,10-DiHOME, and N-acetylneuraminate were among the top 15 metabolites in terms of ECC classification importance in the automated TPOT model. These supragingival biofilm metabolite findings provide novel insights in ECC biology and can serve as the basis for the development of measures of disease activity or risk assessment.

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