Caries-Exclusive and Health-Associated Taxa in the Peruvian Pediatric Salivary Microbiome Identified by Full-Length Nanopore 16S Sequencing: Implications for Ecological Modulation of Dental Caries
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design and Population
2.2. Sample Collection and DNA Extraction
2.3. 16S rRNA Amplification and ONT Sequencing
2.4. Bioinformatic Analysis
2.5. Statistical Analysis
3. Results
3.1. Sequencing Performance
3.2. Global Taxonomic Composition
3.3. Alpha and Beta Diversity
3.4. Taxa with Nominal Differences Between Groups (Unadjusted for Multiple Comparisons)
3.5. Taxa Exclusive by Group: Cariogenic and Oral Health Profiles
4. Discussion
4.1. Global Composition and Core Microbiome
4.2. The Cariogenic Ecological Filter
4.3. Cariogenic Dysbiotic Profile
4.4. Oral Health Profile and Protective Mechanisms
4.5. Strategies to Preserve Health-Associated Taxa
4.6. Technical Considerations and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Parameter | Run 1 | Run 2 |
|---|---|---|
| PASS reads (%) | 21,651 (79.2%) | 3750 (63.3%) |
| Mean Q score | 12.50 | 11.89 |
| Mean length (PASS) | 1296 bp | 1384 bp |
| Reads ≥ 1400 bp | 15,150 (70.0%) | 2915 (77.7%) |
| Active pores/126 | 95/126 (75.4%) | 20/126 (15.9%) |
| Duration | 5.02 h | 24.1 h |
| Total bases (PASS) | 34.56 Mb | 9.02 Mb |
| Phylum | Caries (n = 15) | Healthy (n = 15) | p Value |
|---|---|---|---|
| Firmicutes | 64.59 ± 11.4% | 61.75 ± 19.4% | 0.712 (ns) |
| Proteobacteria | 1.31 ± 4.5% | 5.73 ± 13.7% | 0.656 (ns) |
| Bacteroidota | 0.89 ± 0.9% | 1.12 ± 1.4% | 0.548 (ns) |
| Actinobacteria | 0.51 ± 0.5% | 0.61 ± 0.6% | 0.623 (ns) |
| Fusobacteria | 0.18 ± 0.3% | 0.29 ± 0.5% | 0.541 (ns) |
| Unclassified (NCBI) | 32.5 ± 7.2% | 30.5 ± 6.9% | 0.487 (ns) |
| Index | Caries (n = 15) | Healthy (n = 15) | p Value |
|---|---|---|---|
| Shannon (H′) | 2.109 ± 0.392 | 1.985 ± 0.450 | 0.507 (ns) |
| Observed richness | 32.8 ± 14.1 | 30.1 ± 10.1 | 0.835 (ns) |
| Chao1 | 59.2 ± 42.7 | 62.3 ± 38.8 | 0.787 (ns) |
| BC intragroup (mean ± SD) | 0.322 ± 0.128 | 0.414 ± 0.158 | p < 0.001 *** |
| PERMANOVA (global BC) | — | — | 0.215 (ns) |
| Taxon | Caries % | Healthy % | p (MW) | p (Fisher) | Prev C | Prev H/OR |
|---|---|---|---|---|---|---|
| S. mutans | 0.114 | 0.000 | 0.004 ** | 0.006 ** | 7/15 (46.7%) | 0/15/∞ |
| V. dispar | 0.577 | 0.129 | 0.017 * | 0.027 * | 11/15 (73.3%) | 4/15/7.56 |
| S. sanguinis | 1.495 | 0.672 | 0.014 * | ns | 14/15 (93.3%) | 11/15/5.09 |
| S. anginosus | 0.045 | 0.000 | 0.038 * | 0.100 † | 4/15 (26.7%) | 0/15/∞ |
| P. pasteri | 0.064 | 0.168 | 0.152 | 0.245 | 3/15 (20.0%) | 7/15/0.29 |
| Species | Prev (n/15) | Mean % | p Fisher | Phylum |
|---|---|---|---|---|
| S. mutans | 7/15 | 0.1144 | 0.006 ** | Firmicutes |
| S. anginosus | 4/15 | 0.0454 | 0.100 † | Firmicutes |
| Lancefieldella parvula | 3/15 | 0.0390 | 0.224 | Actinobacteria |
| Veillonella infantium | 2/15 | 0.0398 | 0.483 | Firmicutes |
| Veillonella massiliensis | 2/15 | 0.0301 | 0.483 | Firmicutes |
| Actinomyces naeslundii | 2/15 | 0.0201 | 0.483 | Actinobacteria |
| Enterococcus spp. | 2/15 | 0.0171 | 0.483 | Firmicutes |
| Corynebacterium argentoratense | 1/15 | 0.0763 | 1.000 | Actinobacteria |
| Porphyromonas endodontalis | 1/15 | 0.0153 | 1.000 | Bacteroidota |
| Other 17 species | 1/15 each | <0.010 | ns | Various |
| Species | Prev (n/15) | Mean % | p Fisher | Phylum |
|---|---|---|---|---|
| Gemella sp. | 2/15 | 0.0633 | 0.483 | Firmicutes |
| Aggregatibacter kilianii | 1/15 | 0.0587 | 1.000 | Proteobacteria |
| Rothia aeria | 1/15 | 0.0419 | 1.000 | Actinobacteria |
| Alloprevotella tannerae | 1/15 | 0.0417 | 1.000 | Bacteroidota |
| Bulleidia extructa | 1/15 | 0.0388 | 1.000 | Firmicutes |
| S. respiraculi | 1/15 | 0.0372 | 1.000 | Firmicutes |
| Capnocytophaga spp. | 2/15 | 0.0162 | 0.483 | Bacteroidota |
| Other 8 species | 1/15 each | <0.010 | ns | Various |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Rojas Rodríguez, L.A.; Gálvez Ramírez, C.M.; Salvatierra Celis, M.A.; Balcazar Conde, J.N.; Requena Mendizábal, M.F.; Bocanegra Arista, R.D.P.; Calla Poma, R.D.; Rosales Cifuentes, T.V. Caries-Exclusive and Health-Associated Taxa in the Peruvian Pediatric Salivary Microbiome Identified by Full-Length Nanopore 16S Sequencing: Implications for Ecological Modulation of Dental Caries. Microorganisms 2026, 14, 1897. https://doi.org/10.3390/microorganisms14091897
Rojas Rodríguez LA, Gálvez Ramírez CM, Salvatierra Celis MA, Balcazar Conde JN, Requena Mendizábal MF, Bocanegra Arista RDP, Calla Poma RD, Rosales Cifuentes TV. Caries-Exclusive and Health-Associated Taxa in the Peruvian Pediatric Salivary Microbiome Identified by Full-Length Nanopore 16S Sequencing: Implications for Ecological Modulation of Dental Caries. Microorganisms. 2026; 14(9):1897. https://doi.org/10.3390/microorganisms14091897
Chicago/Turabian StyleRojas Rodríguez, Laly Abigail, Carlos Michell Gálvez Ramírez, Marco Aurelio Salvatierra Celis, Justo Nilo Balcazar Conde, Margarita Fé Requena Mendizábal, Rocio Del Pilar Bocanegra Arista, Roger Dámaso Calla Poma, and Tania Valentina Rosales Cifuentes. 2026. "Caries-Exclusive and Health-Associated Taxa in the Peruvian Pediatric Salivary Microbiome Identified by Full-Length Nanopore 16S Sequencing: Implications for Ecological Modulation of Dental Caries" Microorganisms 14, no. 9: 1897. https://doi.org/10.3390/microorganisms14091897
APA StyleRojas Rodríguez, L. A., Gálvez Ramírez, C. M., Salvatierra Celis, M. A., Balcazar Conde, J. N., Requena Mendizábal, M. F., Bocanegra Arista, R. D. P., Calla Poma, R. D., & Rosales Cifuentes, T. V. (2026). Caries-Exclusive and Health-Associated Taxa in the Peruvian Pediatric Salivary Microbiome Identified by Full-Length Nanopore 16S Sequencing: Implications for Ecological Modulation of Dental Caries. Microorganisms, 14(9), 1897. https://doi.org/10.3390/microorganisms14091897

