Background Oral microbiome sequencing has revealed key links between microbiome dysfunction and dental caries. However, these efforts have largely focused on Western populations, with few studies on the Middle Eastern communities. The current study aimed to identify the composition and abundance of the oral microbiota in saliva samples of children with different caries levels using machine learning approaches. Methods Oral microbiota composition and abundance were identified in 250 Saudi participants with high dental caries and 150 with low dental caries using 16 S rRNA sequencing on a NextSeq 2000 SP flow cell (Illumina, CA) using 250 bp paired-end reads, and attempted to build a classifier using random forest models to assist in the early detection of caries. Results The ADONIS test results indicate that there was no significant association between sex and Bray-Curtis dissimilarity (p similar to 0.93), but there was a significant association with dental caries status (p similar to 0.001). Using an alpha level of 0.05, five differentially abundant operational taxonomic units (OTUs) were identified between males and females as the main effect along with four differentially abundant OTUs between high and low dental caries. The mean metrics for the optimal hyperparameter combination using the model with only differentially abundant OTUs were: Accuracy (0.701); Matthew's correlation coefficient (0.0509); AUC (0.517) and F1 score (0.821) while the mean metrics for random forest model using all OTUs were:0.675; 0.054; 0.611 and 0.796 respectively. Conclusion The assessment of oral microbiota samples in a representative Saudi Arabian population for high and low metrics of dental caries yields signatures of abundances and diversity.
机构:
Univ Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Univ Med Ctr Rotterdam, Erasmus MC, Generat R Study Grp, Rotterdam, Netherlands
Univ Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, POB 2040, NL-3000 CA Rotterdam, NetherlandsUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Veenman, Francien
van Dijk, Anne
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Univ Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, NetherlandsUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
van Dijk, Anne
Arredondo, Alexandre
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DENTAID Res Ctr, Dept Microbiol, Cerdanyola Del Valles, SpainUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Arredondo, Alexandre
Medina-Gomez, Carolina
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Univ Med Ctr Rotterdam, Erasmus MC, Generat R Study Grp, Rotterdam, Netherlands
Univ Med Ctr Rotterdam, Dept Internal Med, Erasmus MC, Rotterdam, NetherlandsUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Medina-Gomez, Carolina
Wolvius, Eppo
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Univ Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Univ Med Ctr Rotterdam, Erasmus MC, Generat R Study Grp, Rotterdam, NetherlandsUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Wolvius, Eppo
Rivadeneira, Fernando
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Univ Med Ctr Rotterdam, Erasmus MC, Generat R Study Grp, Rotterdam, Netherlands
Univ Med Ctr Rotterdam, Dept Internal Med, Erasmus MC, Rotterdam, NetherlandsUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Rivadeneira, Fernando
Alvarez, Gerard
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DENTAID Res Ctr, Dept Microbiol, Cerdanyola Del Valles, SpainUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Alvarez, Gerard
Blanc, Vanessa
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DENTAID Res Ctr, Dept Microbiol, Cerdanyola Del Valles, SpainUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Blanc, Vanessa
Kragt, Lea
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Univ Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
Univ Med Ctr Rotterdam, Erasmus MC, Generat R Study Grp, Rotterdam, NetherlandsUniv Med Ctr Rotterdam, Dept Oral & Maxillofacial Surg, Special Dent Care & Orthodont, Erasmus MC, Rotterdam, Netherlands
机构:Univ Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy
Cirulli, N.
Cantore, S.
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Univ Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, ItalyUniv Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy
Cantore, S.
Ballini, A.
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Univ Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, ItalyUniv Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy
Ballini, A.
Perillo, L.
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Univ Campania Luigi Vanvitelli, Multidisciplinary Dept Med Surg & Dent Specialtie, Naples, ItalyUniv Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy
Perillo, L.
Giannico, O. V.
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Aldo Moro Univ, Dept Biomed Sci & Human Oncol, Bari, ItalyUniv Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy
Giannico, O. V.
Tafuri, S.
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Aldo Moro Univ, Dept Biomed Sci & Human Oncol, Bari, ItalyUniv Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy
Tafuri, S.
De Vito, D.
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Univ Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, ItalyUniv Bari Aldo Moro, Dept Basic Med Sci Neurosci & Sense Organs, Bari, Italy