Submitted:
02 June 2025
Posted:
04 June 2025
You are already at the latest version
Abstract
Keywords:
1. Introduction
2. Materials and Methods
3. Results
3.1. Relative Abundance of Dominant Species
3.2. Alpha Diversity
3.3. Differential Abundance

3.4. Beta Diversity
3.5. Deep Sequencing Data Summary
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| MDPI | Multidisciplinary Digital Publishing Institute |
| DOAJ | Directory of open access journals |
| TLA | Three letter acronym |
| LD | Linear dichroism |
References
- Baker, J.L. Illuminating the oral microbiome and its host interactions: recent advancements in omics and bioinformatics technologies in the context of oral microbiome research. FEMS microbiology reviews 2023, 47, fuad051. [Google Scholar] [CrossRef] [PubMed]
- Manghi, P.; Filosi, M.; Zolfo, M.; et al. Large-scale metagenomic analysis of oral microbiomes reveals markers for autism spectrum disorders. Nat Commun 2024, 15, 9743. [Google Scholar] [CrossRef] [PubMed]
- Gao, L.; Xu, T.; Huang, G.; Jiang, S.; Gu, Y.; Chen, F. Oral microbiomes: more and more importance in oral cavity and whole body. Protein & cell 2018, 9, 488–500. [Google Scholar] [CrossRef]
- Caselli, E.; Fabbri, C.; D'Accolti, M.; Soffritti, I.; Bassi, C.; Mazzacane, S.; Franchi, M. Defining the oral microbiome by whole-genome sequencing and resistome analysis: the complexity of the healthy picture. BMC microbiology 2020, 20, 120. [Google Scholar] [CrossRef]
- Bhandary, R.; Venugopalan, G.; Ramesh, A.; Tartaglia, G.M.; Singhal, I.; Khijmatgar, S. Microbial Symphony: Navigating the Intricacies of the Human Oral Microbiome and Its Impact on Health. Microorganisms 2024, 12, 571. [Google Scholar] [CrossRef]
- Liu, X.; Tong, X.; Zhu, J.; et al. Metagenome-genome-wide association studies reveal human genetic impact on the oral microbiome. Cell Discov 2021, 7, 117. [Google Scholar] [CrossRef]
- Brzychczy-Sroka, B.; Talaga-Ćwiertnia, K.; Sroka-Oleksiak, A.; Gurgul, A.; Zarzecka-Francica, E.; Ostrowski, W.; Kąkol, J.; Drożdż, K.; Brzychczy-Włoch, M.; Zarzecka, J. Standardization of the protocol for oral cavity examination and collecting of the biological samples for microbiome research using the next-generation sequencing (NGS): own experience with the COVID-19 patients. Scientific reports 2024, 14, 3717. [Google Scholar] [CrossRef]
- Bardhan, A.; Bruckner-Tuderman, L.; Chapple, I.L.C.; et al. Epidermolysis bullosa. Nat Rev Dis Primers 2020, 6, 78. [Google Scholar] [CrossRef]
- Mariath, L.M.; Santin, J.T.; Schuler-Faccini, L.; Kiszewski, A.E. Inherited epidermolysis bullosa: update on the clinical and genetic aspects. Anais brasileiros de dermatologia 2020, 95, 551–569. [Google Scholar] [CrossRef]
- Pope, Elena MD, MSc, FRCPC; Lara-Corrales, Irene MD, FRCPC (Derm); Mellerio, Jemima E. BSc, MD, FRCP; Martinez, Anna E. MBBS,MRCP,MRCPCH; Sibbald, Cathryn RPh, BScPhm, ACPR; Sibbald, R. Gary BSc, MD, MEd, FRCPC (Med) (Derm), FACP, FAAD, MAPWCA, for the EB International Consensus Panel. Epidermolysis Bullosa and Chronic Wounds: A Model for Wound Bed Preparation of Fragile Skin. Advances in Skin & Wound Care 2013, 26, 177–188. [Google Scholar] [CrossRef]
- Uberoi, A.; McCready-Vangi, A.; Grice, E.A. The wound microbiota: microbial mechanisms of impaired wound healing and infection. Nat Rev Microbiol 2024, 22, 507–521. [Google Scholar] [CrossRef] [PubMed]
- Purushothaman, S.; Meola, M.; Egli, A. Combination of Whole Genome Sequencing and Metagenomics for Microbiological Diagnostics. International Journal of Molecular Sciences 2022, 23, 9834. [Google Scholar] [CrossRef] [PubMed]
- Krämer, S.M.; Serrano, M.C.; Zillmann, G.; Gálvez, P.; Araya, I.; Yanine, N.; Carrasco-Labra, A.; Oliva, P.; Brignardello-Petersen, R.; Villanueva, J. DEBRA International Oral health care for patients with epidermolysis bullosa--best clinical practice guidelines. International journal of paediatric dentistry 2012, 22, 1–35. [Google Scholar] [CrossRef]
- Eriksson, E.; Liu, P.Y.; Schultz, G.S.; Martins-Green, M.M.; Tanaka, R.; Weir, D.; Gould, L.J.; Armstrong, D.G.; Gibbons, G.W.; Wolcott, R.; Olutoye, O.O.; Kirsner, R.S.; Gurtner, G.C. Chronic wounds: Treatment consensus. Wound repair and regeneration : official publication of the Wound Healing Society [and] the European Tissue Repair Society 2022, 30, 156–171. [Google Scholar] [CrossRef]
- Schultz, G.; Bjarnsholt, T.; James, G.A.; Leaper, D.J.; McBain, A.J.; Malone, M.; Stoodley, P.; Swanson, T.; Tachi, M.; Wolcott, R.D. Global Wound Biofilm Expert Panel Consensus guidelines for the identification and treatment of biofilms in chronic nonhealing wounds. Wound repair and regeneration : official publication of the Wound Healing Society [and] the European Tissue Repair Society 2017, 25, 744–757. [Google Scholar] [CrossRef]
- Esberg, A.; Haworth, S.; Hasslöf, P.; Lif Holgerson, P.; Johansson, I. Oral microbiota profile associates with sugar intake and taste preference genes. Nutrients. 2020, 12, 681. [Google Scholar] [CrossRef]
- Yan, F.; Polk, D.B. Probiotics and immune health. Current opinion in gastroenterology 2011, 27, 496–501. [Google Scholar] [CrossRef]
- Gilad, O.; Svensson, B.; Viborg, A.H.; Stuer-Lauridsen, B.; Jacobsen, S. The extracellular proteome of Bifidobacterium animalis subsp. lactis BB-12 reveals proteins with putative roles in probiotic effects. Proteomics 2011, 11, 2503–2514. [Google Scholar] [CrossRef]
- Cristofori, F.; Dargenio, V.N.; Dargenio, C.; Miniello, V.L.; Barone, M.; Francavilla, R. Anti-Inflammatory and Immunomodulatory Effects of Probiotics in Gut Inflammation: A Door to the Body. Frontiers in immunology 2021, 12, 578386. [Google Scholar] [CrossRef]
- Kleinstein, S.E.; Nelson, K.E.; Freire, M. Inflammatory Networks Linking Oral Microbiome with Systemic Health and Disease. Journal of dental research 2020, 99, 1131–1139. [Google Scholar] [CrossRef]
- Louloudiadis, A.K.; Louloudiadis, K.A. Case report: Dystrophic Epidermolysis Bullosa: dental management and oral health promotion. European archives of paediatric dentistry : official journal of the European Academy of Paediatric Dentistry 2009, 10, 42–45. [Google Scholar] [CrossRef] [PubMed]
- Wright, J.T. Oral manifestations in the epidermolysis bullosa spectrum. Dermatologic clinics 2010, 28, 159–164. [Google Scholar] [CrossRef]
- Wright, J.T.; Fine, J.D.; Johnson, L. Dental caries risk in hereditary epidermolysis bullosa. Pediatric dentistry 1994, 16, 427–432. [Google Scholar] [PubMed]
- Wright, J.T.; Fine, J.D.; Johnson, L.B. Oral soft tissues in hereditary epidermolysis bullosa. Oral surgery, oral medicine, and oral pathology, 1991, 71, 440–446. [Google Scholar] [CrossRef] [PubMed]
- Stellingsma, C.; Dijkstra, P.U.; Dijkstra, J.; Duipmans, J.C.; Jonkman, M.F.; Dekker, R. Restrictions in oral functions caused by oral manifestations of epidermolysis bullosa. European journal of dermatology : EJD 2011, 21, 405–409. [Google Scholar] [CrossRef]
- Angarita-Díaz, M.D.P.; Fong, C.; Bedoya-Correa, C.M.; Cabrera-Arango, C.L. Does high sugar intake really alter the oral microbiota? : A systematic review. Clin. Exp. Dent. Res. 2022, 8, 1376–1390. [Google Scholar] [CrossRef]
- Kantorowicz, M.; Olszewska-Czyż, I.; Kolarzyk, E.; Chomyszyn-Gajewska, M. Influence of diet on oral health in young adults–pilot study. Przegl. Lek. 2014, 71, 505–511. [Google Scholar]
- Anderson, C.A.; Curzon, M.E.; Van Loveren, C.; Tatsi, C.; Duggal, M.S. Sucrose and dental caries: A review of the evidence. Obes. Rev. 2009, 10, 41–54. [Google Scholar] [CrossRef]
- Esberg, A.; Eriksson, L.; Hasslöf, P.; Haworth, S.; Holgerson, P.L.; Johansson, I. Using oral microbiota data to design a short sucrose intake index. Nutrients. 2021, 13, 1400. [Google Scholar] [CrossRef]
- Anderson, A.C.; Rothballer, M.; Altenburger, M.J. , et al. In-vivo shift of the microbiota in oral biofilm in response to frequent sucrose consumption. Sci. Rep. 2018, 8, 14202. [Google Scholar] [CrossRef]
- Misic, A.M.; Gardner, S.E.; Grice, E.A. The Wound Microbiome: Modern Approaches to Examining the Role of Microorganisms in Impaired Chronic Wound Healing. Advances in wound care 2014, 3, 502–510. [Google Scholar] [CrossRef] [PubMed]
- Gao, W.; Lin, W.; Li, Q.; et al. Identification and validation of microbial biomarkers from cross-cohort datasets using xMarkerFinder. Nat Protoc 2024, 19, 2803–2830. [Google Scholar] [CrossRef] [PubMed]
- Duangthip, M.C.M.; Wong, C.H.; Chu, E.C.M.L. Caries arrest by topical fluorides in preschool children: 30-month results. Journal of Dentistry 2018, 70, 74–79. [Google Scholar] [CrossRef] [PubMed]
- Horst, J.A.; Tanzer, J.M.; Milgrom, P.M. Fluorides and Other Preventive Strategies for Tooth Decay. Dental clinics of North America 2018, 62, 207–234. [Google Scholar] [CrossRef]
- Marinho, V.C.; Worthington, H.V.; Walsh, T.; Clarkson, J.E. Fluoride varnishes for preventing dental caries in children and adolescents. The Cochrane database of systematic reviews 2013, 2013, CD002279. [Google Scholar] [CrossRef]
- Zaffarano, L.; Salerno, C.; Campus, G.; Cirio, S.; Balian, A.; Karanxha, L.; Cagetti, M.G. Silver Diamine Fluoride (SDF) Efficacy in Arresting Cavitated Caries Lesions in Primary Molars: A Systematic Review and Metanalysis. International journal of environmental research and public health 2022, 19, 12917. [Google Scholar] [CrossRef]
- Haworth, S.; Dudding, T.; Waylen, A.; Thomas, S.J.; Timpson, N.J. Ten years on: Is dental general anaesthesia in childhood a risk factor for caries and anxiety? . British dental journal 2017, 222, 299–304. [Google Scholar] [CrossRef]
- Mathur, V.P.; Dhillon, J.K. Dental Caries: A Disease Which Needs Attention. Indian journal of pediatrics 2018, 85, 202–206. [Google Scholar] [CrossRef]
- Kazeminia, M.; Abdi, A.; Shohaimi, S.; Jalali, R.; Vaisi-Raygani, A.; Salari, N.; Mohammadi, M. Dental caries in primary and permanent teeth in children's worldwide, 1995 to 2019: a systematic review and meta-analysis. Head & face medicine 2020, 16, 22. [Google Scholar] [CrossRef]
- Wen PY, F.; Chen, M.X.; Zhong, Y.J.; Dong, Q.Q.; Wong, H.M. Global Burden and Inequality of Dental Caries, 1990 to 2019. Journal of dental research 2022, 101, 392–399. [Google Scholar] [CrossRef]
- Zhao, G.N.; Wong, H.M.; Wen PY, F.; Wu, Y.; Zhong, Y.J.; Jiang, Y. Burden, Trends, and Inequality of Dental Caries in the U. S., 1990-2019. American journal of preventive medicine 2023, 64, 788–796. [Google Scholar] [CrossRef] [PubMed]
- Sun, R.; Xu, X.; Dong, Y.; Li, J.; Guan, W.; Huang, Y.; Li, S.; Wang, Y.; Li, J. Global and regional trends in prevalence of untreated caries in permanent teeth: Age-period-cohort analysis from 1990 to 2019 and projections until 2049. Journal of dentistry 2024, 147, 105122. [Google Scholar] [CrossRef] [PubMed]
- Palmer, R.J., Jr. Composition and development of oral bacterial communities. Periodontology 2000 2014, 64, 20–39. [Google Scholar] [CrossRef]
- Russo, K.A.; Louie, T. A case of Neisseria sicca bacteremia due to eculizumab therapy. AIM Clinical Cases 2023, 2, e220934. [Google Scholar] [CrossRef]
- Sharma, A.; Masood, U.; Kahlon, A.; Pattar, S.; Iqbal, S.; Lehmann, D. Streptococcus mitis bacteremia and endocarditis: An early sign in pre-cancerous colon polyps. American Journal of Gastroenterology 2016, 111, S616. [Google Scholar] [CrossRef]
- Zhao, M.; Yang, C.; Zhu, L.; Guo, X.; Ma, H.; Luo, Y.; Wang, Q.; Chen, J. Multiomics Analysis Reveals Significant Disparities in the Oral Microbiota and Metabolites Between Pregnant Women with and without Periodontitis. Infection and drug resistance 2024, 17, 4665–4683. [Google Scholar] [CrossRef]
- Baris, O.; Demir, T.; Gulluce, M. Investigation of In vitro Mineral forming bacterial isolates from supragingival calculus. Nigerian journal of clinical practice 2017, 20, 1571–1575. [Google Scholar] [CrossRef]
- Wang, Q.; Chen, X.; Hu, H. , et al. Structural changes in the oral microbiome of the adolescent patients with moderate or severe dental fluorosis. Sci Rep. 2021, 11, 2897. [Google Scholar] [CrossRef]
- Brlek, P.; Bulić, L.; Bračić, M.; Projić, P.; Škaro, V.; Shah, N.; Shah, P.; Primorac, D. Implementing whole genome sequencing (WGS) in clinical practice: Advantages, challenges, and future perspectives. Cells 2024, 13, 504. [Google Scholar] [CrossRef]
- Cannon, M.; Ferrer, G.; Tesch, M.; Schipma, M. Whole-genome deep sequencing of the healthy adult nasal microbiome. Microorganisms 2024, 12, 1407. [Google Scholar] [CrossRef]
- Caselli, E.; Fabbri, C.; D'Accolti, M.; Soffritti, I.; Bassi, C.; Mazzacane, S.; Franchi, M. Defining the oral microbiome by whole-genome sequencing and resistome analysis: The complexity of the healthy picture. BMC Microbiology, 2014, 20, 120. [Google Scholar] [CrossRef] [PubMed]
- Ye, J.; Lv, Y.; Xie, H.; Lian, K.; Xu, X. Whole-genome metagenomic analysis of the oral microbiota in patients with obstructive sleep apnea comorbid with major depressive disorder. Nature and Science of Sleep 2024, 16, 1091–1108. [Google Scholar] [CrossRef]


![]() |
| Sample ID | Shannon Diversity Index (H') |
| BHQ (Patient 1) | 3.3 (highest diversity) |
| BHE (Patient 2) | 2.4 (lowest diversity) |
| BHU (Patient 3) | 2.8 (intermediate) |
| Species | BHQ (% RA) | BHE (% RA) | BHU (% RA) | Notable Differences |
| Streptococcus mitis | ~12.0% | 28.2% | ~7.1% | Dominant in BHE; much lower in BHQ/BHU. |
| Neisseria sicca | 13.6% | 4.9% | 16.3% | Present in all, but lowest in BHE (common core species). |
| Morococcus cerebrosus | 3.7% | 3.3% | 19.7% | Dramatically higher in BHU (top species). |
| Streptococcus sanguinis | 3.1% | 0.1% | 6.8% | High in BHU, nearly absent in BHE. |
| Actinomyces viscosus | 1.24% | 0% | 0% | Detected only in BHQ (unique to BHQ). |
| Species (>90th percentile) | BHQ (Patient 1) | BHE (Patient 2) | BHU (Patient 3) |
| Neisseria sicca | 13.6% ✔ | 4.9% ✔ | 16.3% ✔ |
| Streptococcus mitis | – | 28.2% ✔ | – |
| Streptococcus (unclassified) | – | 11.0% ✔ | – |
| Morococcus cerebrosus | 3.7% ✔ | 3.3% ✔ | 19.7%✔ |
| Streptococcus sanguinis | – | – | 6.8% ✔ |
| Streptococcus sinensis | – | – | 0.7% ✔ |
| Actinobaculum sp. | 2.1%✔ | 0.7% ✔ | – |
| Actinomyces naeslundii | 0.5% ✔ | – | – |
| Veillonella parvula | 8.8% ✔ | – | – |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 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 (http://creativecommons.org/licenses/by/4.0/).
