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.
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King Abdulaziz Univ, Fac Dent, Dept Prevent Dent Sci, POB 80209, Jeddah 21589, Saudi ArabiaKing Abdulaziz Univ, Fac Dent, Dept Prevent Dent Sci, POB 80209, Jeddah 21589, Saudi Arabia
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Univ Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Ctr Oral Biol, Rochester, NY 14642 USAUniv Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Klein, M. I.
Scott-Anne, K. M.
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Univ Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Ctr Oral Biol, Rochester, NY 14642 USAUniv Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Scott-Anne, K. M.
Gregoire, S.
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Univ Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Ctr Oral Biol, Rochester, NY 14642 USAUniv Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Gregoire, S.
Rosalen, P. L.
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Univ Estadual Campinas, Fac Dent Piracicaba, Dept Physiol Sci, Campinas, SP, BrazilUniv Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Rosalen, P. L.
Koo, H.
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Univ Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Ctr Oral Biol, Rochester, NY 14642 USA
Univ Rochester, Med Ctr, Dept Microbiol & Immunol, Rochester, NY 14642 USAUniv Rochester, Med Ctr, Eastman Dept Dent, Rochester, NY 14642 USA
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China Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Shenzhen Childrens Hosp, Dept Stomatol, Shenzhen, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Chen, Xin
Zou, Ting
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Southern Med Univ, Shenzhen Stomatol Hosp Pingshan, Shenzhen, Guangdong, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Zou, Ting
Zeng, Qinglu
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Hong Kong Univ Sci & Technol, Kowloon, Clear Water Bay, Hong Kong, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Zeng, Qinglu
Chen, Yubing
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Hong Kong Univ Sci & Technol, Kowloon, Clear Water Bay, Hong Kong, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Chen, Yubing
Zhang, Chengfei
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Univ Hong Kong, Fac Dent, Endodontol, Restorat Dent Sci, Hong Kong, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Zhang, Chengfei
Jiang, Shan
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Southern Med Univ, Shenzhen Stomatol Hosp Pingshan, Shenzhen, Guangdong, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Jiang, Shan
Ding, Guicong
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China Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
Shenzhen Childrens Hosp, Dept Stomatol, Shenzhen, Peoples R ChinaChina Med Univ CMU, Shenzhen Childrens Hosp, Shenzhen, Peoples R China
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Fed Univ Para, Grad Program Anthropol, Belem, Para, BrazilFed Univ Para, Grad Program Anthropol, Belem, Para, Brazil
Da-Gloria, Pedro
Piperata, Barbara A.
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Ohio State Univ, Dept Anthropol, Columbus, OH 43210 USAFed Univ Para, Grad Program Anthropol, Belem, Para, Brazil
Piperata, Barbara A.
Hoffmann, Christian
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Univ Sao Paulo, Dept Food Sci & Expt Nutr, Sao Paulo, BrazilFed Univ Para, Grad Program Anthropol, Belem, Para, Brazil
Hoffmann, Christian
Simionatto, Maria Regina
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Univ Sao Paulo, Dept Microbiol, Sao Paulo, BrazilFed Univ Para, Grad Program Anthropol, Belem, Para, Brazil
Simionatto, Maria Regina
Oliveira, Rodrigo
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Univ Sao Paulo, Dept Genet & Evolutionary Biol, Sao Paulo, Brazil
Univ Sao Paulo, Dept Stomatol, Sao Paulo, BrazilFed Univ Para, Grad Program Anthropol, Belem, Para, Brazil
Oliveira, Rodrigo
Nogueira, Fernando N.
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Univ Sao Paulo, Dept Biomat & Oral Biol, Sao Paulo, BrazilFed Univ Para, Grad Program Anthropol, Belem, Para, Brazil