SynthesisAPMIS : acta pathologica, microbiologica, et immunologica Scandinavica2022
Meta-analysis of caries microbiome studies can improve upon disease prediction outcomes.
Synthesis in APMIS : acta pathologica, microbiologica, et immunologica Scandinavica, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 52 citations in OpenAlex.
- Standardizing oral microbiome sampling for qPCR: methodological and exploratory insights into nutritional status.Scientific reports · 2026Article
- Harmonized multi-cohort analysis of oral microbiome development during early lifetime.Journal of oral microbiology · 2026Article
- Tier-based standards for FAIR sequence data and metadata sharing in microbiome research.Nucleic acids research · 2025Article
- Microbiome in Early Childhood Caries: Caries Severity-Dependent Insights.Caries research · 2025Article
- Oral microbiome patterns of dental caries in Kazakhstani adolescents.Journal of applied oral science : revista FOB · 2025Article
- Oral Microbiome Dynamics in Treated Childhood Caries: A Comparative Study.Life (Basel, Switzerland) · 2024Article
- Effects of forages on the microbiota of crossed sheep on cold Plateau.Animal biotechnology · 2024Article
- Ethnicity-based analysis of supragingival plaque composition and dental health behaviours in healthy subjects without caries.Heliyon · 2024Article
- Effect of Probiotic Supplements on the Oral Microbiota-A Narrative Review.Pathogens (Basel, Switzerland) · 2024Review
- Oral microbiota analyses of paediatric Saudi population reveals signatures of dental caries.BMC oral health · 2023Article
Corrections and comments
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Authors and funding
9 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
As one of the most prevalent infective diseases worldwide, it is crucial that we not only know the constituents of the oral microbiome in dental caries but also understand its functionality. Herein, we present a reproducible meta-analysis to effectively report the key components and the associated functional signature of the oral microbiome in dental caries. Publicly available sequencing data were downloaded from online repositories and subjected to a standardized analysis pipeline before analysis. Meta-analyses identified significant differences in alpha and beta diversities of carious microbiomes when compared to healthy ones. Additionally, machine learning and receiver operator characteristic analysis showed an ability to discriminate between healthy and disease microbiomes. We identified from importance values, as derived from random forest analyses, a group of genera, notably containing Selenomonas, Aggregatibacter, Actinomyces and Treponema, which can be predictive of dental caries. Finally, we propose the most appropriate study design for investigating the microbiome of dental caries by synthesizing the studies, which had the most accurate differentiation based on random forest modelling. In conclusion, we have developed a non-biased, reproducible pipeline, which can be applied to microbiome meta-analyses of multiple diseases, but importantly we have derived from our meta-analysis a key group of organisms that can be used to identify individuals at risk of developing dental caries based on oral microbiome inhabitants.
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Registered trials
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.