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Choi YJ, Park J, Shin MG, Jung BK, Shin H, Cho S, Cho HI, Nah EH. Distribution and Characteristics of Oral Pathogens According to Blood Glucose Levels in South Korean Health Examinees. Int J Mol Sci 2025; 26:2638. [PMID: 40141280 PMCID: PMC11942294 DOI: 10.3390/ijms26062638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2025] [Revised: 03/05/2025] [Accepted: 03/12/2025] [Indexed: 03/28/2025] Open
Abstract
The distribution of oral pathogens is influenced by genetic background, diet, socioeconomic status, and racial factors. This study aimed to assess the distribution and characteristics of oral pathogens based on blood glucose levels in a South Korean population. This cross-sectional, retrospective study included subjects from 17 health promotion centers in 13 South Korean cities between November 2021 and December 2022. Real-time multiplex PCR was used to detect 10 periodontitis-related pathogens, 6 dental caries-related pathogens, and 1 dental caries-protective bacterium. The most prevalent periodontitis-related pathogens were Parvimonas micra (97.6%), Porphyromonas endodontalis (96.8%), and Treponema socranskii (95.0%). Among dental caries-related pathogens, Streptococcus sanguinis and Veillonella parvula were found in all subjects. The prevalence of periodontitis-related pathogens was higher in males, while pathogens related to periodontitis and dental caries were more prevalent in older individuals. In the diabetes group, Aggregatibacter actinomycetemcomitans, red and orange complexes, and Streptococcus mutans were more prevalent. The relative amount of S. sanguinis was lower, while V. parvula was higher in individuals with diabetes mellitus. The prevalence and composition of oral pathogens vary by sex, age, and blood glucose levels. Diabetic individuals showed a pathogenic community structure linked to increased risks of periodontitis and dental caries.
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Affiliation(s)
- Yong Jun Choi
- Department of Laboratory Medicine, Chonnam National University Hwasun Hospital, Hwasun 58128, Republic of Korea; (Y.J.C.); (M.G.S.)
| | - Jooheon Park
- Department of Laboratory Medicine, Chonnam National University Hwasun Hospital, Hwasun 58128, Republic of Korea; (Y.J.C.); (M.G.S.)
| | - Myung Geun Shin
- Department of Laboratory Medicine, Chonnam National University Hwasun Hospital, Hwasun 58128, Republic of Korea; (Y.J.C.); (M.G.S.)
| | - Bong-Kwang Jung
- MEDIcheck Research Institute, Korea Association of Health Promotion, Seoul 07572, Republic of Korea; (B.-K.J.); (H.S.); (S.C.)
| | - Hyejoo Shin
- MEDIcheck Research Institute, Korea Association of Health Promotion, Seoul 07572, Republic of Korea; (B.-K.J.); (H.S.); (S.C.)
| | - Seon Cho
- MEDIcheck Research Institute, Korea Association of Health Promotion, Seoul 07572, Republic of Korea; (B.-K.J.); (H.S.); (S.C.)
| | - Han-Ik Cho
- MEDIcheck LAB, Korea Association of Health Promotion, Seoul 07572, Republic of Korea;
| | - Eun-Hee Nah
- Department of Laboratory Medicine, Chonnam National University Hwasun Hospital, Hwasun 58128, Republic of Korea; (Y.J.C.); (M.G.S.)
- Department of Laboratory Medicine, Chonnam National University Hospital, Gwangju 61469, Republic of Korea
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Lee SH, Chan A, Griffith T, Sharma LA, Alavi SE, Robb N, Sharma A. Factors associated with tooth loss in patients with stages 3 and 4 periodontitis: a short-term retrospective evaluation of patients. 3 Biotech 2025; 15:60. [PMID: 39959707 PMCID: PMC11825966 DOI: 10.1007/s13205-025-04217-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2024] [Accepted: 01/19/2025] [Indexed: 02/18/2025] Open
Abstract
This retrospective study analyzed factors associated with tooth loss in patients with stages 3 and 4 periodontitis undergoing non-surgical periodontal therapy. Data from 84 patients treated at Griffith University Periodontal Clinic (2019-2022) were examined, focusing on patient factors such as smoking status, osteoporosis, and age, alongside tooth loss variables. The logistic regression analysis revealed that patients with stage 4 periodontitis had a significantly higher likelihood of tooth loss compared to those with stage 3 (odds ratio [OR] 2.12; 95% confidence interval [CI] 1.13-4.84). Smoking was also identified as a significant risk factor, with smokers showing an OR of 1.69 (95% CI 1.4-3.9) for tooth loss. While no statistically significant relationships were observed for other variables (p > 0.05), patients under 40 years and over 71 years with stage 4 periodontitis exhibited notable tooth loss outcomes (p = 0.003 and p = 0.034, respectively). These findings emphasize the importance of integrating smoking cessation programs into periodontal care and tailoring treatment strategies for high-risk groups. Further longitudinal studies with comprehensive data collection are recommended to enhance the understanding of tooth loss predictors in advanced periodontitis. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-025-04217-5.
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Affiliation(s)
- See Hyung Lee
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
| | - Angela Chan
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
| | - Tia Griffith
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
| | - Lavanya A. Sharma
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
| | - Seyed Ebrahim Alavi
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
| | - Nigel Robb
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
| | - Ajay Sharma
- School of Medicine and Dentistry, Griffith University, Gold Coast, QLD Australia
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Fan RY, Chen JX, Chen LL, Sun WL. Assessing periodontitis risk from specific dietary patterns: a systematic review and meta-analysis. Clin Oral Investig 2025; 29:43. [PMID: 39751926 DOI: 10.1007/s00784-024-06125-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Accepted: 12/21/2024] [Indexed: 01/04/2025]
Abstract
AIMS Our goal is to perform a meta-analysis to investigate the risk of periodontitis associated with specific dietary patterns. METHODS We employed the PRISMA methodology in a meta-analysis to examine the correlation between dietary patterns and the risk of periodontitis. We systematically searched three online databases from inception to November 2024 to identify relevant studies. Summary estimates with 95%CI were calculated to assess the relationship between specific dietary patterns and the risk of periodontitis. Cumulative estimates were synthesized using random-effects or fixed-effects models. Heterogeneity among studies was evaluated using Cochran's Q and I2 statistics. RESULTS In total, we included 19 articles that analyzed 5 dietary patterns The study showed that a diet high in inflammation-promoting foods significantly raised the likelihood of periodontitis (OR = 1.39, 95% CI, 1.09-1.77), in contrast, dietary patterns like the mediterranean diet (OR = 0.96, 95% CI, 0.94-0.98), plant-based diet (OR = 0.92, 95% CI, 0.86-0.98), or dairy-rich diet (OR = 0.76, 95% CI, 0.66-0.87) lowered the risk of periodontitis. The analysis revealed no statistically significant association between a western diet (OR = 1.07; 95% CI, 0.86-1.33) and the risk of periodontitis. CONCLUSIONS As dietary diversity and complexity continue to expand, there has been a concomitant increase in the prevalence of periodontal disease. This study has identified specific dietary patterns associated with the risk of periodontitis, particularly highlighting the heightened risk linked to pro-inflammatory diets. These findings emphasize the importance of implementing targeted dietary practices to reduce the incidence of this condition.
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Affiliation(s)
- Ru-Yi Fan
- Department of Periodontology, School of Medicine, The Second Affiliated Hospital of Zhejiang University, Hangzhou, 310009, P. R. China
| | - Jia-Xi Chen
- Zhejiang Chinese Medical University, Hangzhou, P. R. China
| | - Li-Li Chen
- Department of Periodontology, School of Medicine, The Second Affiliated Hospital of Zhejiang University, Hangzhou, 310009, P. R. China.
| | - Wei-Lian Sun
- Department of Periodontology, School of Medicine, The Second Affiliated Hospital of Zhejiang University, Hangzhou, 310009, P. R. China.
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Ebersole JL, Kirakodu SS, Zhang XD, Dawson D, Miller CS. Salivary features of periodontitis and gingivitis in type 2 diabetes mellitus. Sci Rep 2024; 14:30649. [PMID: 39730430 DOI: 10.1038/s41598-024-77434-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2024] [Accepted: 10/22/2024] [Indexed: 12/29/2024] Open
Abstract
Type 2 diabetes mellitus (T2DM) is associated with cellular abnormalities, tissue and organ dysfunctions, and periodontitis. This investigation examined the relationship between the oral microbiome and salivary biomarkers in T2DM patients with or without periodontitis. This cohort (35-80 years) included systemically healthy non-periodontitis (NP; n = 31), T2DM without periodontitis (DWoP; n = 32) and T2DM with periodontitis (DWP; n = 29). The oral microbiome [Operational Taxonomic Units (OTUs)] (16 s rRNA sequencing) and targeted host salivary biomarkers (immunoassays) were assessed. We identified 47 OTUs that were significantly different in abundance between NP samples and any disease subset or between disease subgroups. The most unique microbiome patterns were observed in the DWP group. Differences in genera/species abundance were also observed when T2DM patients were stratified by extent of periodontal inflammation and disease (i.e., generalized versus localized gingivitis/periodontitis). Salivary biomarkers showed significant elevations in MMP-8, MMP-9, resistin, IL-1β, IL-6, IFNα, and BAFF (THFSR13b) comparing generalized to localized periodontitis. Salivary analytes showed significant positive correlations with specific microbiome members, predominantly in DWP patients. Odds ratio analyses reinforced that a panel of biologic markers (IL-6, MMP-8) and bacteria (e.g., Bacteroidetes, Fusobacteria, Spirochaetes) discriminated the severity and extent of periodontal disease in this diabetic population.
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Affiliation(s)
- Jeffrey L Ebersole
- Department of Biomedical Sciences, School of Dental Medicine, University of Nevada Las Vegas, Las Vegas, NV, 89131, USA.
| | - Sreenatha S Kirakodu
- Center for Oral Health Research, College of Dentistry, University of Kentucky, Lexington, KY, USA
| | - Xiaohua D Zhang
- Department of Biostatistics, University of Kentucky, Lexington, KY, USA
| | - Dolph Dawson
- Center for Oral Health Research, College of Dentistry, University of Kentucky, Lexington, KY, USA
- Department of Oral Health Practice, Center for Oral Health Research, College of Dentistry, University of Kentucky, Lexington, KY, USA
| | - Craig S Miller
- Center for Oral Health Research, College of Dentistry, University of Kentucky, Lexington, KY, USA
- Department of Oral Health Practice, Center for Oral Health Research, College of Dentistry, University of Kentucky, Lexington, KY, USA
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Wang Y, Yue H, Jiang Y, Huang Q, Shen J, Hailili G, Sun Z, Zhou X, Pu Y, Song H, Yuan C, Zheng Y. Oral Microbiota Linking Associations of Dietary Factors with Recurrent Oral Ulcer. Nutrients 2024; 16:1519. [PMID: 38794756 PMCID: PMC11124033 DOI: 10.3390/nu16101519] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 05/14/2024] [Accepted: 05/16/2024] [Indexed: 05/26/2024] Open
Abstract
Recurrent oral ulcer (ROU) is a prevalent and painful oral disorder with implications beyond physical symptoms, impacting quality of life and necessitating comprehensive management. Understanding the interplays between dietary factors, oral microbiota, and ROU is crucial for developing targeted interventions to improve oral and systemic health. Dietary behaviors and plant-based diet indices including the healthful plant-based diet index (hPDI) were measured based on a validated food frequency questionnaire. Saliva microbial features were profiled using 16S rRNA gene amplicon sequencing. In this cross-sectional study of 579 community-based participants (aged 22-74 years, 66.5% females), 337 participants had ROU. Participants in the highest tertile of hPDI exhibited a 43% lower prevalence of ROU (odds ratio [OR] = 0.57, 95%CI: 0.34-0.94), compared to the lowest tertile, independent of demographics, lifestyle, and major chronic diseases. Participants with ROU tended to have lower oral bacterial richness (Observed ASVs, p < 0.05) and distinct bacterial structure compared to those without ROU (PERMANOVA, p = 0.02). The relative abundances of 16 bacterial genera were associated with ROU (p-FDR < 0.20). Of these, Olsenella, TM7x, and unclassified Muribaculaceae were identified as potential mediators in the association between hPDI and ROU (all p-mediations < 0.05). This study provides evidence of the intricate interplays among dietary factors, oral microbiota, and ROU, offering insights that may inform preventive and therapeutic strategies targeting diets and oral microbiomes.
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Affiliation(s)
- Yetong Wang
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Haiyan Yue
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Yuzhou Jiang
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Qiumin Huang
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Jie Shen
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Gulisiya Hailili
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Zhonghan Sun
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Xiaofeng Zhou
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Yanni Pu
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Huiling Song
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
| | - Changzheng Yuan
- School of Public Health, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Yan Zheng
- State Key Laboratory of Genetic Engineering, School of Life Sciences and Human Phenome Institute, Fudan University, Shanghai 200438, China
- National Clinical Research Center for Aging and Medicine, Huashan Hospital, Fudan University, Shanghai 200040, China
- Ministry of Education Key Laboratory of Public Health Safety, School of Public Health, Institute of Nutrition, Fudan University, Shanghai 200032, China
- Department of Cardiology, Shanghai Institute of Cardiovascular Disease, Zhongshan Hospital, Fudan University, 1609 Xietu Road, Shanghai 200032, China
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Oda Y, Furutani C, Kawano R, Murakami J, Mizota Y, Okada Y, Nikawa H. Comparison of dental plaque flora between intellectually disabled patients and healthy individuals: a cross-sectional study. Odontology 2024; 112:588-600. [PMID: 37462789 DOI: 10.1007/s10266-023-00837-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 07/04/2023] [Indexed: 03/12/2024]
Abstract
Periodontal diseases, including gingivitis, are highly prevalent in individuals with intellectual disability (ID). In particular, gingivitis can be difficult to cure owing to the lack of patient cooperation. Here, we evaluated differences in the oral bacterial flora between individuals with ID (n = 16) and healthy controls (n = 14) to facilitate the development of strategies for the prevention of periodontal disease in people with ID. Our results showed no significant difference in the number of decayed, missing, and filled teeth between the two groups. However, there were significant differences in the median papillary-marginal-attached index, plaque index, and gingival index between groups (P < 0.0001). Additionally, the mean probing depth in the ID group was significantly higher than that in the control group (P < 0.0001). The diversity of oral flora in people with ID and concurrent gingivitis was significantly lower than that of healthy individuals without periodontal disease. The relative abundances of Tannerella spp. and Treponema spp. were significantly higher in the ID group than in the control group at the genus level (P = 0.0383 and 0.0432, respectively), whereas that of Porphyromonas spp. was significantly lower in the ID group (P < 0.0001). Overall, our findings provided important insights into differences in the oral microbiota between patients with ID and healthy controls.
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Affiliation(s)
- Yuki Oda
- Department of Special Care Dentistry, Hiroshima University Hospital, 1-2-3 Kasumi, Minami-Ku, Hiroshima, 734-8551, Japan
| | - Chiaki Furutani
- Department of Special Care Dentistry, Hiroshima University Hospital, 1-2-3 Kasumi, Minami-Ku, Hiroshima, 734-8551, Japan
| | - Reo Kawano
- Center for Integrated Medical Research, Hiroshima University Hospital, 1-2-3 Kasumi, Minami-Ku, Hiroshima, 734-8551, Japan
| | - Jumpei Murakami
- Division of Special Care Dentistry, Osaka University Dental Hospital, 1-8 Yamadaoka, Suita, Osaka, 565-0871, Japan
| | - Yuika Mizota
- Division of Dental Hygiene, Department of Clinical Practice and Support, Hiroshima University Hospital, 1-2-3 Kasumi, Minami-Ku, Hiroshima, 734-8551, Japan
| | - Yoshiyuki Okada
- Department of Special Care Dentistry, Hiroshima University Hospital, 1-2-3 Kasumi, Minami-Ku, Hiroshima, 734-8551, Japan
| | - Hiroki Nikawa
- Department of Oral Biology and Engineering, Hiroshima University, 1-2-3 Kasumi, Minami-Ku, Hiroshima, 734-8553, Japan.
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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. Sci Rep 2024; 14:3717. [PMID: 38355866 PMCID: PMC10867075 DOI: 10.1038/s41598-024-53992-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2023] [Accepted: 02/07/2024] [Indexed: 02/16/2024] Open
Abstract
To date, publications have shown that compositions of oral microbiota differ depending on their habitats (e.g. tongue, tonsils, pharynx). The absence of set standards for the choice of the areas and conditions of material collection makes the oral microbiome one of the most difficult environments for a comparative analysis with other researchers, which is a meaningful limitation during an assessment of the potential effects of microorganisms as biomarkers in the courses of various human diseases. Therefore, standardisation of basic conditions of a dental examination and collection of material for the next generation sequencing (NGS) is worth attempting. The standardisation of the dental exam and collection of the clinical materials: saliva, swab from the tongue ridge, hard palate, palatine tonsils and oropharynx, supragingival plaque and subgingival plaque. Protocol involved the patients (n = 60), assigned to 3 groups: I-COVID-19 convalescents who received antibiotics, n = 17, II-COVID-19 convalescents, n = 23 and III-healthy individuals, n = 20. The collected biological samples were used to conduct NGS (16S rRNA). The conditions of patient preparation for collecting biological materials as well as the schedule of dental examination, were proposed. Based on the research conducted, we have indicated the dental indicators that best differentiate the group of COVID-19 patients (groups I and II) from healthy people (group III). These include the DMFT, D and BOP indices. The use of alpha and beta diversity analysis provided an overall insight into the diversity of microbial communities between specific niches and patient groups. The most different diversity between the studied group of patients (group II) and healthy people (group III) was noted in relation to the supragingival plaque. The order of activities during the dental exam as well as while collecting and securing clinical materials is particularly important to avoid technical errors and material contamination which may result in erroneous conclusions from the analyses of the results of sensitive tests such as the NGS. It has been shown that the dental indices: DMFT, D number, PI and BOP are the best prognostic parameters to assess the oral health. Based on beta diversity the most sensitive niche and susceptible to changes in the composition of the microbiota is the supragingival plaque. The procedures developed by our team can be applied as ready-to-use forms in studies conducted by other researchers.
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Affiliation(s)
- Barbara Brzychczy-Sroka
- Department of Conservative Dentistry with Endodontics, Institute of Dentistry, Jagiellonian University Medical College, Kraków, Poland
| | - Katarzyna Talaga-Ćwiertnia
- Chair of Microbiology, Department of Molecular Medical Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Czysta 18, 31-121, Kraków, Poland.
| | - Agnieszka Sroka-Oleksiak
- Chair of Microbiology, Department of Molecular Medical Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Czysta 18, 31-121, Kraków, Poland
| | - Artur Gurgul
- Center for Experimental and Innovative Medicine, The University of Agriculture in Kraków, Kraków, Poland
| | - Elżbieta Zarzecka-Francica
- Department of Prosthodontics and Orthodontics, Institute of Dentistry, Jagiellonian University Medical College, Kraków, Poland
| | - Wojciech Ostrowski
- Department of Conservative Dentistry with Endodontics, Institute of Dentistry, Jagiellonian University Medical College, Kraków, Poland
| | - Janusz Kąkol
- University Hospital in Cracow, Temporary COVID Ward No. 1, Kraków, Poland
| | - Kamil Drożdż
- Chair of Microbiology, Department of Molecular Medical Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Czysta 18, 31-121, Kraków, Poland
| | - Monika Brzychczy-Włoch
- Chair of Microbiology, Department of Molecular Medical Microbiology, Faculty of Medicine, Jagiellonian University Medical College, Czysta 18, 31-121, Kraków, Poland
| | - Joanna Zarzecka
- Department of Conservative Dentistry with Endodontics, Institute of Dentistry, Jagiellonian University Medical College, Kraków, Poland
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Antonello G, Blostein F, Bhaumik D, Davis E, Gögele M, Melotti R, Pramstaller P, Pattaro C, Segata N, Foxman B, Fuchsberger C. Smoking and salivary microbiota: a cross-sectional analysis of an Italian alpine population. Sci Rep 2023; 13:18904. [PMID: 37919319 PMCID: PMC10622503 DOI: 10.1038/s41598-023-42474-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2023] [Accepted: 09/11/2023] [Indexed: 11/04/2023] Open
Abstract
The oral microbiota plays an important role in the exogenous nitrate reduction pathway and is associated with heart and periodontal disease and cigarette smoking. We describe smoking-related changes in oral microbiota composition and resulting potential metabolic pathway changes that may explain smoking-related changes in disease risk. We analyzed health information and salivary microbiota composition among 1601 Cooperative Health Research in South Tyrol participants collected 2017-2018. Salivary microbiota taxa were assigned from amplicon sequences of the 16S-V4 rRNA and used to describe microbiota composition and predict metabolic pathways. Aerobic taxa relative abundance decreased with daily smoking intensity and increased with years since cessation, as did inferred nitrate reduction. Former smokers tended to be more similar to Never smokers than to Current smokers, especially those who had quit for longer than 5 years. Cigarette smoking has a consistent, generalizable association on oral microbiota composition and predicted metabolic pathways, some of which associate in a dose-dependent fashion. Smokers who quit for longer than 5 years tend to have salivary microbiota profiles comparable to never smokers.
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Affiliation(s)
- Giacomo Antonello
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy.
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy.
| | - Freida Blostein
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Deesha Bhaumik
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Elyse Davis
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA
| | - Martin Gögele
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Roberto Melotti
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Peter Pramstaller
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Cristian Pattaro
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy
| | - Nicola Segata
- Department of Cellular, Computational and Integrative Biology, University of Trento, Trento, Italy
| | - Betsy Foxman
- School of Public Health - Epidemiology, University of Michigan, Ann Arbor, MI, USA.
| | - Christian Fuchsberger
- Institute for Biomedicine, Eurac Research - Affiliated Institute of the University of Lübeck, Bolzano, Italy.
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de Vasconcelos Gurgel BC, Peixe PG, Queiroz SIML, de Almeida Freitas R, de Aquino Martins ARL, Duarte PM. Comparison of immunoexpression of dendritic cells, mast cells and blood vessels in periodontal disease between adults and elderly. Clin Oral Investig 2023; 27:6823-6833. [PMID: 37814161 DOI: 10.1007/s00784-023-05297-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Accepted: 09/27/2023] [Indexed: 10/11/2023]
Abstract
OBJECTIVE The aim of this study was to compare, in adults and elderly individuals, the immunoexpression of immature and mature dendritic cells (DCs), mast cells, and blood vessels in healthy and diseased gingival tissues. MATERIALS AND METHODS The expressions of immunohistochemical markers, including CD1a (immature dendritic cells), CD83 (mature dendritic cells), tryptase (mast cells) and CD34 (blood vessels), were analyzed in gingival biopsies from elderly (n = 27) and adult (n = 127) patients presenting health, gingivitis and periodontitis. Positive cells for each specimen and marker were counted. RESULTS There were no differences in the immunostaining of DCs, mast cells and the amount of blood vessels among gingival biopsies with health, gingivitis and periodontitis in adult and elderly subjects (p > 0.05). Immature DCs were more frequent in tissues with gingivitis and periodontitis in elderly patients, when compared to adults (p < 0.05). Furthermore, degranulated mast cell counts were higher, whereas the number of microvessels was lower in gingivitis in the elderly, when compared to adults (p < 0.05). CONCLUSIONS Diseased periodontal sites in the elderly present an overall significant overexpression of immature DCs and degranulated mast cells, in relation to those of adults. Furthermore, gingivitis in elderly is associated with decreased microvessel growth. These immunoinflammatory differences between elderly and adults may have implications in periodontal tissue breakdown in the late adulthood. Further studies should be performed to elucidate this hypothesis. CLINICAL RELEVANCE Understading the relationship between aging and changes in immune cells during periodontal inflammation may lead to therapeutic targets for the future management of periodontal diseases.
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Affiliation(s)
- Bruno Cesar de Vasconcelos Gurgel
- Department of Dentistry, Federal University of Rio Grande do Norte, 1787, Senador Salgado Filho Ave, Lagoa Nova, Natal, Rio Grande do Norte, CEP: 59056-000, Brazil.
| | - Patrícia Guerra Peixe
- Department of Dentistry, Federal University of Rio Grande do Norte, 1787, Senador Salgado Filho Ave, Lagoa Nova, Natal, Rio Grande do Norte, CEP: 59056-000, Brazil
| | - Salomão Israel Monteiro Lourenço Queiroz
- Department of Dentistry, Federal University of Rio Grande do Norte, 1787, Senador Salgado Filho Ave, Lagoa Nova, Natal, Rio Grande do Norte, CEP: 59056-000, Brazil
| | - Roseana de Almeida Freitas
- Department of Dentistry, Federal University of Rio Grande do Norte, 1787, Senador Salgado Filho Ave, Lagoa Nova, Natal, Rio Grande do Norte, CEP: 59056-000, Brazil
| | - Ana Rafaela Luz de Aquino Martins
- Department of Dentistry, Federal University of Rio Grande do Norte, 1787, Senador Salgado Filho Ave, Lagoa Nova, Natal, Rio Grande do Norte, CEP: 59056-000, Brazil
| | - Poliana Mendes Duarte
- Department of Periodontology, University of Florida, 1395 Center Dr, Gainesville, FL, 32610, USA
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10
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Rothman JA, Riis JL, Hamilton KR, Blair C, Granger DA, Whiteson KL. Oral microbial communities in children, caregivers, and associations with salivary biomeasures and environmental tobacco smoke exposure. mSystems 2023; 8:e0003623. [PMID: 37338237 PMCID: PMC10470043 DOI: 10.1128/msystems.00036-23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2023] [Accepted: 04/19/2023] [Indexed: 06/21/2023] Open
Abstract
Human oral microbial communities are diverse, with implications for oral and systemic health. Oral microbial communities change over time; thus, it is important to understand how healthy versus dysbiotic oral microbiomes differ, especially within and between families. There is also a need to understand how the oral microbiome composition is changed within an individual including by factors such as environmental tobacco smoke (ETS) exposure, metabolic regulation, inflammation, and antioxidant potential. Using archived saliva samples collected from caregivers and children during a 90-month follow-up assessment in a longitudinal study of child development in the context of rural poverty, we used 16S rRNA gene sequencing to determine the salivary microbiome. A total of 724 saliva samples were available, 448 of which were from caregiver/child dyads, an additional 70 from children and 206 from adults. We compared children's and caregivers' oral microbiomes, performed "stomatotype" analyses, and examined microbial relations with concentrations of salivary markers associated with ETS exposure, metabolic regulation, inflammation, and antioxidant potential (i.e., salivary cotinine, adiponectin, C-reactive protein, and uric acid) assayed from the same biospecimens. Our results indicate that children and caregivers share much of their oral microbiome diversity, but there are distinct differences. Microbiomes from intrafamily individuals are more similar than microbiomes from nonfamily individuals, with child/caregiver dyad explaining 52% of overall microbial variation. Notably, children harbor fewer potential pathogens than caregivers, and participants' microbiomes clustered into two groups, with major differences being driven by Streptococcus spp. Differences in salivary microbiome composition associated with ETS exposure, and taxa associated with salivary analytes representing potential associations between antioxidant potential, metabolic regulation, and the oral microbiome. IMPORTANCE The human oral cavity is a multi-environment habitat that harbors a diversity of microorganisms. This oral microbiome is often transmitted between cohabitating individuals, which may associate oral and systemic health within family members. Furthermore, family social ecology plays a significant role in childhood development, which may be associated with lifelong health outcomes. In this study, we collected saliva from children and their caregivers and used 16S rRNA gene sequencing to characterize their oral microbiomes. We also analyzed salivary biomeasures of environmental tobacco smoke exposure, metabolic regulation, inflammation, and antioxidant potential. We show there are differences in individuals' oral microbiomes mainly due to Streptococcus spp. that family members share much of their microbes, and several bacterial taxa associate with the selected salivary biomeasures. Our results suggest there are large-scale oral microbiome patterns, and there are likely relationships between oral microbiomes and the social ecology of families.
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Affiliation(s)
- Jason A. Rothman
- Department of Molecular Biology and Biochemistry, University of California, Irvine, California, USA
- Institute for Interdisciplinary Salivary Bioscience Research, University of California, Irvine, California, USA
| | - Jenna L. Riis
- Institute for Interdisciplinary Salivary Bioscience Research, University of California, Irvine, California, USA
- Department of Psychological Science, University of California, Irvine, California, USA
| | - Katrina R. Hamilton
- Institute for Interdisciplinary Salivary Bioscience Research, University of California, Irvine, California, USA
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Clancy Blair
- Department of Population Health, New York University, New York, New York, USA
- Department of Applied Psychology, New York University, New York, New York, USA
| | - Douglas A. Granger
- Institute for Interdisciplinary Salivary Bioscience Research, University of California, Irvine, California, USA
- Department of Acute and Chronic Care, Johns Hopkins University School of Nursing, Baltimore, Maryland, USA
- Department of Pediatrics, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
- Salivary Bioscience Laboratory, University of Nebraska, Lincoln, Nebraska, USA
- Department of Psychology, University of Nebraska, Lincoln, Nebraska, USA
| | - Katrine L. Whiteson
- Department of Molecular Biology and Biochemistry, University of California, Irvine, California, USA
- Institute for Interdisciplinary Salivary Bioscience Research, University of California, Irvine, California, USA
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11
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Hessan HS, Al-Amiedi BHH, Mohammed RAK. Examining Myeloperoxidase (MPO) biomarker in the saliva of patients with Lactobacillus-associated caries in Hilla City. J Med Life 2023; 16:1093-1097. [PMID: 37900082 PMCID: PMC10600674 DOI: 10.25122/jml-2021-0138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Accepted: 08/21/2021] [Indexed: 10/31/2023] Open
Abstract
This study aimed to evaluate the levels of myeloperoxidase (MPO) biomarkers in the saliva of individuals with Lactobacillus spp.-related caries in Hilla City. A total of 115 samples were collected, including 90 (78.26%) from patients with severe dental caries and 25 (21.74%) from healthy subjects as a control group. The age range was between 20 and 45 years, with a mean age of 33.76±2.01 for patients with severe dental caries and 24.15±0.44 for healthy subjects. Female participants constituted the majority of the study sample, with 77 (85.5%) females and 13 (14.5%) males. Pathogenic bacteria were isolated and identified using gram staining, biochemical tests, and the VITEK 2 compact system. Of the 90 clinical samples, 65 (72.2%) showed positive bacterial culture, while 25 (27.7%) samples had no bacterial growth. Lactobacillus spp. accounted for 25/65 (38.4%) of the total isolates, making it the predominant etiological agent compared to other types of bacteria, constituting 40/65 (61.5%). There was a significant decrease (p≤0.05) in myeloperoxidase levels in patients with severe dental caries and positive Lactobacillus culture compared to the control group.
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Affiliation(s)
- Hanan Selman Hessan
- Department of Microbiology, College of Dentistry, University of Babylon, Babylon, Iraq
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12
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Mosaddad SA, Mahootchi P, Safari S, Rahimi H, Aghili SS. Interactions between systemic diseases and oral microbiota shifts in the aging community: A narrative review. J Basic Microbiol 2023. [PMID: 37173818 DOI: 10.1002/jobm.202300141] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Revised: 04/23/2023] [Accepted: 04/29/2023] [Indexed: 05/15/2023]
Abstract
As a gateway to general health and a diverse microbial habitat, the oral cavity is colonized by numerous microorganisms such as bacteria, fungi, viruses, and archaea. Oral microbiota plays an essential role in preserving oral health. Besides, the oral cavity also significantly contributes to systemic health. Physiological aging influences all body systems, including the oral microbial inhabitants. The cited effect can cause diseases by forming dysbiotic communities. Since it has been demonstrated that microbial dysbiosis could disturb the symbiosis state between the host and the resident microorganism, shifting the condition toward a more pathogenic one, this study investigated how the oral microbial shifts in aging could associate with the development or progression of systemic diseases in older adults. The current study focused on the interactions between variations in the oral microbiome and prevalent diseases in older adults, including diabetes mellitus, Sjögren's syndrome, rheumatoid arthritis, pulmonary diseases, cardiovascular diseases, oral candidiasis, Parkinson's disease, Alzheimer's disease, and glaucoma. Underlying diseases can dynamically modify the oral ecology and the composition of its resident oral microbiome. Clinical, experimental, and epidemiological research suggests the associations of systemic disorders with bacteremia and inflammation after oral microbial changes in older adults.
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Affiliation(s)
- Seyed Ali Mosaddad
- Student Research Committee, School of Dentistry, Shiraz University of Medical Sciences, Shiraz, Iran
| | - Pegah Mahootchi
- Department of Oral and Maxillofacial Diseases, School of Dentistry, Ahvaz Jundishapur University of Medical Science, Ahvaz, Iran
| | - Sajedeh Safari
- Department of Prosthodontics, Islamic Azad University, Tehran, Iran
| | - Hussein Rahimi
- Student Research Committee, School of Dentistry, Bushehr University of Medical Sciences, Bushehr, Iran
| | - Seyedeh Sara Aghili
- Student Research Committee, School of Dentistry, Shiraz University of Medical Sciences, Shiraz, Iran
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13
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Impact of high altitude on composition and functional profiling of oral microbiome in Indian male population. Sci Rep 2023; 13:4038. [PMID: 36899053 PMCID: PMC10006418 DOI: 10.1038/s41598-023-30963-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 03/03/2023] [Indexed: 03/12/2023] Open
Abstract
The oral cavity of human contains bacteria that are critical for maintaining the homeostasis of the body. External stressors such as high altitude (HA) and low oxygen affect the human gut, skin and oral microbiome. However, compared to the human gut and skin microbiome, studies demonstrating the impact of altitude on human oral microbiota are currently scarce. Alterations in the oral microbiome have been reported to be associated with various periodontal diseases. In light of the increased occurrence of HA oral health related problems, the effect of HA on the oral salivary microbiome was investigated. We conducted a pilot study in 16 male subjects at two different heights i.e., H1 (210 m) and H2 (4420 m). Total of 31 saliva samples,16 at H1 and 15 at H2 were analyzed by utilizing the 16S rRNA high-throughput sequencing, to explore the relationship between the HA environment and salivary microbiota. The preliminary results suggesting that, the most abundant microbiome at the phylum level are: Firmicutes, Bacteroidetes, Proteobacteria, and Actinobacteria. Interestingly, 11 genera were identified at the both heights with different relative abundances. In addition, the salivary microbiome was more diverse at H1 compared to H2 as demonstrated by decreased alpha diversity. Further, predicted functional results indicate that microbial metabolic profiles significantly decreased at H2 as compared to H1, including two major metabolic pathways involving carbohydrates, and amino acids. Our findings show that HA induces shifts in the composition and structure of human oral microbiota which can affect host health homeostasis.
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14
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Cena JA, Reis LG, de Lima AKA, Vieira Lima CP, Stefani CM, Dame-Teixeira N. Enrichment of Acid-Associated Microbiota in the Saliva of Type 2 Diabetes Mellitus Adults: A Systematic Review. Pathogens 2023; 12:pathogens12030404. [PMID: 36986326 PMCID: PMC10051551 DOI: 10.3390/pathogens12030404] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 02/25/2023] [Accepted: 02/25/2023] [Indexed: 03/06/2023] Open
Abstract
It could conceivably be hypothesized that a link exists between an altered microbiota due to local hyperglycemia and the increased risk of caries in diabetes mellitus (DM). This systematic review aimed to perform a cross-study comparison into the salivary microbiota of adults with type 2 diabetes mellitus (T2D) compared to adults without T2D, particularly focusing on the abundance of acid-associated bacteria. This report follows PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses). Studies using next-generation sequencing and other molecular techniques are included. The methodological quality of individual studies was assessed using appropriate Joanna Briggs Institute tools. The certainty of the evidence considering the effect direction was evaluated using the GRADE approach. From 2060 titles retrieved, 12 were included in the data synthesis, totalling 873 individuals with T2D and controls evaluated across the literature. Weighted averages of blood glucose levels (HbA1c—fasting blood glucose) were 8.21%—172.14 mg/dL and 5.12%—84.53 mg/dL for T2D and controls, respectively. In most studies, the relative abundance of acidogenic and aciduric bacteria was higher in diabetics when compared to their normoglycaemic controls. Whilst the evidence certainty was very low, there was a consistent Proteobacteria depletion and Firmicutes enrichment in T2D. As for the acid-associated genera, there was consistent enrichment of Lactobacillus and Veillonela for T2D. Tannerella/T. forsythia was enriched in T2D saliva, but the certainty is low. Further well-designed cohorts are needed to clarify the distribution of acid-associated microorganisms in the saliva of adults with T2D and how this can be clinically manifested (PROSPERO = CRD42021264350).
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Affiliation(s)
- Jéssica Alves Cena
- Department of Dentistry, School of Health Sciences, University of Brasília, Federal District, Brasília 70910-900, Brazil
| | - Letícia Gonçalves Reis
- Department of Dentistry, School of Health Sciences, University of Brasília, Federal District, Brasília 70910-900, Brazil
| | - Ana Karolina Almeida de Lima
- Department of Dentistry, School of Health Sciences, University of Brasília, Federal District, Brasília 70910-900, Brazil
| | - Camilla Pedrosa Vieira Lima
- Department of Dentistry, School of Health Sciences, University of Brasília, Federal District, Brasília 70910-900, Brazil
| | - Cristine Miron Stefani
- Department of Dentistry, School of Health Sciences, University of Brasília, Federal District, Brasília 70910-900, Brazil
| | - Naile Dame-Teixeira
- Department of Dentistry, School of Health Sciences, University of Brasília, Federal District, Brasília 70910-900, Brazil
- Division of Oral Biology, School of Dentistry, University of Leeds, Leeds LS9 7TF, UK
- Correspondence: ; Tel.: +55-(61)-31071802
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15
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Yang Y, Deng S, Wang C, Wang Y, Shi Y, Lin J, Wang N, Su L, Yang F, Wang H, Zhu S. Association of Dental Caries with Muscle Mass, Muscle Strength, and Sarcopenia: A Community-Based Study. J Nutr Health Aging 2023; 27:10-20. [PMID: 36651482 DOI: 10.1007/s12603-022-1875-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
OBJECTIVES Changes in the oral cavity can reflect other changes throughout the body. This study aimed to investigate the association of dental caries with muscle mass, muscle strength, and sarcopenia, and also to describe the microbial diversity, composition, and community structure of severe dental caries and sarcopenia. DESIGN Cross-sectional study based on a Chinese population aged from 50 to 85 years. SETTING Communities from Lanxi City, Zhejiang Province, China. PARTICIPANTS A total of 1,442 participants aged from 50 to 85 years from a general community (62.8% women; median age 61.0 [interquartile range: 55.0, 68.0]). MEASUREMENTS Dental caries was assessed by the decayed, missing, and filled teeth (DMFT) index. Sarcopenia was defined as the presence of both low muscle mass (assessed by dual-energy X-ray absorptiometry scanning) and low muscle strength (assessed by handgrip strength). Multivariate logistic regression models were used to analyze the association of dental caries with muscle mass, muscle strength, and sarcopenia. Fecal samples underwent 16S rRNA profiling to evaluate the diversity and composition of the gut microbiota in patients with severe dental caries and/or sarcopenia. RESULTS In the fully adjusted logistic models, dental caries was positively associated with low muscle strength (DMFT ≥ 7: OR, 1.61; 95% CI, 1.25-2.06), and sarcopenia (DMFT ≥ 7: OR, 1.51; 95% CI, 1.01-2.26), but not low muscle mass. Severe dental caries was positively associated with higher alpha-diversity indices (richness, chao1, and ACE, all p < 0.05) and associated with beta-diversity based on Bray-Curtis distance (p = 0.006). The severe dental caries group and the sarcopenia group overlapped with 11 depleted and 13 enriched genera. CONCLUSION Dental caries was positively associated with low muscle strength and sarcopenia but not muscle mass, and this association was more pronounced in male individuals. Significant differences were observed in gut microbiota composition both in severe dental caries and sarcopenia, and there was an overlap of the genera features. Future longitudinal studies are needed to clarify causal relationships.
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Affiliation(s)
- Y Yang
- Dr. Huiming Wang, Stomatology Hospital, School of Stomatology, Zhejiang University School of Medicine, North Qiutao Road No.166, Hangzhou, Zhejiang, China, ; Tel: 13858092696; Fax: 0571-87217433; Dr. Shankuan Zhu, Chronic Disease Research Institute, The Children's Hospital, and National Clinical Research Center for Child Health, School of Public Health, School of Medicine, Zhejiang University, Hangzhou, Zhejiang, China; ; Tel : +86-571-8820-8520; Fax: +86-571-8820-8520
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16
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Salivary Biomarker Evaluation of Chronic Pancreatitis Patients Reveals Alterations in Human Proteins, Cytokines, Prostaglandin E2 Levels, and Bacterial Diversity. Pancreas 2022; 51:723-732. [PMID: 36395395 PMCID: PMC9681020 DOI: 10.1097/mpa.0000000000002113] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
Abstract
OBJECTIVES Chronic pancreatitis (CP) is a chronic fibroinflammatory condition of the pancreas difficult to diagnose in early stages. Novel biomarkers useful to facilitate early diagnosis or treatment responses may be found in biofluids. Although saliva can be easily and noninvasively collected from patients, useful salivary biomarkers from CP patients have not yet been identified. METHODS Here, we analyzed the proteome by quantitative proteomics, cytokine/chemokine levels by Luminex analysis, prostaglandin E2 (PGE2) levels by a mass spectrometry-based assay, and bacterial species diversity by 16S ribosomal ribonucleic acid sequencing in saliva samples from confirmed CP patients and healthy controls. RESULTS Our results indicate the presence of various differentially expressed proteins, cytokines/chemokines, and a loss of oral bacterial diversity in the saliva of CP patients. The PGE2 levels trend toward elevation in CP patients. Area under the receiver operating characteristic curve models for proteomic, cytokine, and PGE2 assays ranged from 0.59 to 0.90. CONCLUSIONS Collectively, our studies identify a range of putative CP biomarkers and alterations in human saliva requiring further validation. The biomarker discovery approaches we used might lead to identification of biomarkers useful for CP diagnosis and monitoring.
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17
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Díez López C, Montiel González D, Vidaki A, Kayser M. Prediction of Smoking Habits From Class-Imbalanced Saliva Microbiome Data Using Data Augmentation and Machine Learning. Front Microbiol 2022; 13:886201. [PMID: 35928158 PMCID: PMC9343866 DOI: 10.3389/fmicb.2022.886201] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 06/21/2022] [Indexed: 11/24/2022] Open
Abstract
Human microbiome research is moving from characterization and association studies to translational applications in medical research, clinical diagnostics, and others. One of these applications is the prediction of human traits, where machine learning (ML) methods are often employed, but face practical challenges. Class imbalance in available microbiome data is one of the major problems, which, if unaccounted for, leads to spurious prediction accuracies and limits the classifier's generalization. Here, we investigated the predictability of smoking habits from class-imbalanced saliva microbiome data by combining data augmentation techniques to account for class imbalance with ML methods for prediction. We collected publicly available saliva 16S rRNA gene sequencing data and smoking habit metadata demonstrating a serious class imbalance problem, i.e., 175 current vs. 1,070 non-current smokers. Three data augmentation techniques (synthetic minority over-sampling technique, adaptive synthetic, and tree-based associative data augmentation) were applied together with seven ML methods: logistic regression, k-nearest neighbors, support vector machine with linear and radial kernels, decision trees, random forest, and extreme gradient boosting. K-fold nested cross-validation was used with the different augmented data types and baseline non-augmented data to validate the prediction outcome. Combining data augmentation with ML generally outperformed baseline methods in our dataset. The final prediction model combined tree-based associative data augmentation and support vector machine with linear kernel, and achieved a classification performance expressed as Matthews correlation coefficient of 0.36 and AUC of 0.81. Our method successfully addresses the problem of class imbalance in microbiome data for reliable prediction of smoking habits.
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Affiliation(s)
| | | | | | - Manfred Kayser
- Department of Genetic Identification, Erasmus MC University Medical Center Rotterdam, Rotterdam, Netherlands
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18
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Li S, Guo R, Zhang Y, Li P, Chen F, Wang X, Li J, Jie Z, Lv Q, Jin H, Wang G, Yan Q. A catalog of 48,425 nonredundant viruses from oral metagenomes expands the horizon of the human oral virome. iScience 2022; 25:104418. [PMID: 35663034 PMCID: PMC9160773 DOI: 10.1016/j.isci.2022.104418] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Revised: 03/26/2022] [Accepted: 05/12/2022] [Indexed: 12/18/2022] Open
Abstract
The human oral cavity is a hotspot of numerous, mostly unexplored, viruses that are important for maintaining oral health and microbiome homeostasis. Here, we analyzed 2,792 publicly available oral metagenomes and proposed the Oral Virus Database (OVD) comprising 48,425 nonredundant viral genomes (≥5 kbp). The OVD catalog substantially expanded the known phylogenetic diversity and host specificity of oral viruses, allowing for enhanced delineation of some underrepresented groups such as the predicted Saccharibacteria phages and jumbo viruses. Comparisons of the viral diversity and abundance of different oral cavity habitats suggested strong niche specialization of viromes within individuals. The virome variations in relation to host geography and properties were further uncovered, especially the age-dependent viral compositional signatures in saliva. Overall, the viral genome catalog describes the architecture and variability of the human oral virome, while offering new resources and insights for current and future studies.
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Affiliation(s)
- Shenghui Li
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
- Puensum Genetech Institute, Wuhan 430076, China
- Key Laboratory of Precision Nutrition and Food Quality, Department of Nutrition and Health, China Agricultural University, Beijing 100083, China
| | - Ruochun Guo
- Puensum Genetech Institute, Wuhan 430076, China
| | - Yue Zhang
- Puensum Genetech Institute, Wuhan 430076, China
| | - Peng Li
- Puensum Genetech Institute, Wuhan 430076, China
| | - Fang Chen
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Xifan Wang
- Key Laboratory of Precision Nutrition and Food Quality, Department of Nutrition and Health, China Agricultural University, Beijing 100083, China
- Department of Obstetrics and Gynecology, Columbia University, New York, NY 10032, USA
| | - Jing Li
- Department of Rheumatology and Immunology, Peking University People’s Hospital, Beijing 100044, China
| | - Zhuye Jie
- Laboratory of Genomics and Molecular Biomedicine, Department of Biology, University of Copenhagen, 2100 Copenhagen, Denmark
| | - Qingbo Lv
- Puensum Genetech Institute, Wuhan 430076, China
| | - Hao Jin
- Puensum Genetech Institute, Wuhan 430076, China
- College of Food Science and Engineering, Inner Mongolia Agricultural University, Hohhot 010018, China
| | - Guangyang Wang
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
| | - Qiulong Yan
- Department of Microbiology, College of Basic Medical Sciences, Dalian Medical University, Dalian 116044, China
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19
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Herremans KM, Riner AN, Cameron ME, McKinley KL, Triplett EW, Hughes SJ, Trevino JG. The oral microbiome, pancreatic cancer and human diversity in the age of precision medicine. MICROBIOME 2022; 10:93. [PMID: 35701831 PMCID: PMC9199224 DOI: 10.1186/s40168-022-01262-7] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Accepted: 03/23/2022] [Indexed: 05/09/2023]
Abstract
Pancreatic cancer is a deadly disease with limited diagnostic and treatment options. Not all populations are affected equally, as disparities exist in pancreatic cancer prevalence, treatment and outcomes. Recently, next-generation sequencing has facilitated a more comprehensive analysis of the human oral microbiome creating opportunity for its application in precision medicine. Oral microbial shifts occur in patients with pancreatic cancer, which may be appreciated years prior to their diagnosis. In addition, pathogenic bacteria common in the oral cavity have been found within pancreatic tumors. Despite these findings, much remains unknown about how or why the oral microbiome differs in patients with pancreatic cancer. As individuals develop, their oral microbiome reflects both their genotype and environmental influences. Genetics, race/ethnicity, smoking, socioeconomics and age affect the composition of the oral microbiota, which may ultimately play a role in pancreatic carcinogenesis. Multiple mechanisms have been proposed to explain the oral dysbiosis found in patients with pancreatic cancer though they have yet to be confirmed. With a better understanding of the interplay between the oral microbiome and pancreatic cancer, improved diagnostic and therapeutic approaches may be implemented to reduce healthcare disparities. Video Abstract.
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Affiliation(s)
- Kelly M. Herremans
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100286, Gainesville, FL 32610 USA
| | - Andrea N. Riner
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100286, Gainesville, FL 32610 USA
| | - Miles E. Cameron
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100286, Gainesville, FL 32610 USA
| | - Kelley L. McKinley
- Department of Microbiology and Cell Science, University of Florida, P.O. Box 110700, Gainesville, FL 32611-0700 USA
| | - Eric W. Triplett
- Department of Microbiology and Cell Science, University of Florida, P.O. Box 110700, Gainesville, FL 32611-0700 USA
| | - Steven J. Hughes
- Department of Surgery, University of Florida College of Medicine, P.O. Box 100286, Gainesville, FL 32610 USA
| | - Jose G. Trevino
- Division of Surgical Oncology, Virginia Commonwealth University, 1200 E Broad St, Richmond, VA 23298-0645 USA
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20
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Costa CFFA, Merino-Ribas A, Ferreira C, Campos C, Silva N, Pereira L, Garcia A, Azevedo Á, Mesquita RBR, Rangel AOSS, Manaia CM, Sampaio-Maia B. Characterization of Oral Enterobacteriaceae Prevalence and Resistance Profile in Chronic Kidney Disease Patients Undergoing Peritoneal Dialysis. Front Microbiol 2022; 12:736685. [PMID: 34970231 PMCID: PMC8713742 DOI: 10.3389/fmicb.2021.736685] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2021] [Accepted: 11/10/2021] [Indexed: 11/28/2022] Open
Abstract
Chronic Kidney Disease (CKD) is a growing public-health concern worldwide. Patients exhibit compromised immunity and are more prone to infection than other populations. Therefore, oral colonization by clinically relevant members of the Enterobacteriaceae family, major agents of both nosocomial and dialysis-associated infections with frequent prevalence of antibiotic resistances, may constitute a serious risk. Thus, this study aimed to assess the occurrence of clinically relevant enterobacteria and their antibiotic resistance profiles in the oral cavity of CKD patients undergoing peritoneal dialysis (CKD-PD) and compare it to healthy controls. Saliva samples from all the participants were cultured on MacConkey Agar and evaluated regarding the levels of urea, ammonia, and pH. Bacterial isolates were identified and characterized for antibiotic resistance phenotype and genotype. The results showed that CKD-PD patients exhibited significantly higher salivary pH, urea, and ammonia levels than controls, that was accompanied by higher prevalence and diversity of oral enterobacteria. Out of all the species isolated, only the prevalence of Raoultella ornithinolytica varied significantly between groups, colonizing the oral cavity of approximately 30% of CKD-PD patients while absent from controls. Antibiotic resistance phenotyping revealed mostly putative intrinsic resistance phenotypes (to amoxicillin, ticarcillin, and cephalothin), and resistance to sulfamethoxazole (~43% of isolates) and streptomycin (~17%). However, all isolates were resistant to at least one of the antibiotics tested and multidrug resistance isolates were only found in CKD-PD group (31,6%). Mobile genetic elements and resistance genes were detected in isolates of the species Raoultella ornithinolytica, Klebsiella pneumoniae, Klebsiella oxytoca, Escherichia coli, and Enterobacter asburiae, mostly originated from CKD-PD patients. PD-related infection history revealed that Enterobacteriaceae were responsible for ~8% of peritonitis and ~ 16% of exit-site infections episodes in CKD-PD patients, although no association was found to oral enterobacteria colonization at the time of sampling. The results suggest that the CKD-induced alterations of the oral milieu might promote a dysbiosis of the commensal oral microbiome, namely the proliferation of clinically relevant Enterobacteriaceae potentially harboring acquired antibiotic resistance genes. This study highlights the importance of the oral cavity as a reservoir for pathobionts and antibiotic resistances in CKD patients undergoing peritoneal dialysis.
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Affiliation(s)
- Carolina F F A Costa
- Instituto de Ciências Biomédicas Abel Salazar, Universidade do Porto, Porto, Portugal.,Nephrology & Infectious Diseases R&D Group, INEB - Instituto de Engenharia Biomédica, i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
| | - Ana Merino-Ribas
- Nephrology & Infectious Diseases R&D Group, INEB - Instituto de Engenharia Biomédica, i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,Nephrology Department, Hospital Universitari Doctor Josep Trueta, Girona, Spain
| | - Catarina Ferreira
- Universidade Católica Portuguesa, CBQF - Centro de Biotecnologia e Química Fina - Laboratório Associado, Escola Superior de Biotecnologia, Porto, Portugal
| | - Carla Campos
- Instituto Português de Oncologia do Porto Francisco Gentil (IPO), Porto, Portugal
| | - Nádia Silva
- Nephrology Department, Centro Hospitalar Universitário de São João, Porto, Portugal
| | - Luciano Pereira
- Nephrology & Infectious Diseases R&D Group, INEB - Instituto de Engenharia Biomédica, i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,Nephrology Department, Centro Hospitalar Universitário de São João, Porto, Portugal
| | - Andreia Garcia
- Nephrology & Infectious Diseases R&D Group, INEB - Instituto de Engenharia Biomédica, i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal
| | - Álvaro Azevedo
- Faculdade de Medicina Dentária, Universidade do Porto, Porto, Portugal.,Laboratório para a Investigação Integrativa e Translacional em Saúde Populacional (ITR), Porto, Portugal
| | - Raquel B R Mesquita
- Universidade Católica Portuguesa, CBQF - Centro de Biotecnologia e Química Fina - Laboratório Associado, Escola Superior de Biotecnologia, Porto, Portugal
| | - António O S S Rangel
- Universidade Católica Portuguesa, CBQF - Centro de Biotecnologia e Química Fina - Laboratório Associado, Escola Superior de Biotecnologia, Porto, Portugal
| | - Célia M Manaia
- Universidade Católica Portuguesa, CBQF - Centro de Biotecnologia e Química Fina - Laboratório Associado, Escola Superior de Biotecnologia, Porto, Portugal
| | - Benedita Sampaio-Maia
- Nephrology & Infectious Diseases R&D Group, INEB - Instituto de Engenharia Biomédica, i3S - Instituto de Investigação e Inovação em Saúde, Universidade do Porto, Porto, Portugal.,Faculdade de Medicina Dentária, Universidade do Porto, Porto, Portugal
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21
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Gambin DJ, Vitali FC, De Carli JP, Mazzon RR, Gomes BPFA, Duque TM, Trentin MS. Prevalence of red and orange microbial complexes in endodontic-periodontal lesions: a systematic review and meta-analysis. Clin Oral Investig 2021; 25:6533-6546. [PMID: 34495401 DOI: 10.1007/s00784-021-04164-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Accepted: 08/24/2021] [Indexed: 12/17/2022]
Abstract
OBJECTIVE This systematic review assesses the prevalence of microbial complexes in endodontic-periodontal lesion. MATERIALS AND METHODS Nine databases were searched through August 2020. Experts were consulted to indicate additional studies. Studies were blindly selected by two reviewers based on pre-defined eligibility criteria. Studies that evaluated the prevalence of microbial orange and red complexes among patients with endodontic-periodontal lesion were considered eligible. Risk of bias was assessed using the Joanna Briggs Institute Critical Appraisal Checklist for Studies Reporting Prevalence Data. RESULTS From 572 articles found on all databases, 11 clinical studies were finally included. The following microorganisms were investigated: P. gingivalis, T. forsythia, T. denticola, F. nucleatum, F. periodonticum, P. micra, P. intermedia, P. nigrescens, S. constellatus, C. gracilis, C. rectus, C. showae and E. nodatum. Considering the orange complex, P. micra, E. nodatum and S. constellatus were prevalent in both root canal and periodontal pockets. P. gingivalis and T. forsythia belonging to the red complex were prevalent only in periodontal pockets. The red complex microorganisms were not found very frequently in root canal. CONCLUSIONS There is a similarity between the microbiome of root canal and periodontal pockets, with prevalence of the three microorganisms of the orange complex. Two microorganisms from the red complex were prevalent only in periodontal pockets. CLINICAL RELEVANCE The prevalence of specific microorganisms in endodontic-periodontal lesion is important to understand the microbiological profile of the patients involved and to correlate it with possible clinical and repair conditions of this pathology.
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Affiliation(s)
- Diego José Gambin
- Post-Graduate Program in Dentistry, Faculty of Dentistry, University of Passo Fundo, Av. Brasil Leste, São José, Passo Fundo, RS, 28599052-900, Brazil
| | - Filipe Colombo Vitali
- Department of Dentistry, Post-Graduate Program in Dentistry, Federal University of Santa Catarina (UFSC), Av. Delfino Conti, s/n-Trindade, Florianópolis, SC, 88040-900, Brazil
| | - João Paulo De Carli
- Department of Oral Medicine and Prosthodontics, University of Passo Fundo, Av. Brasil Leste, São José, Passo Fundo, RS, 28599052-900, Brazil
| | - Ricardo Ruiz Mazzon
- Department of Microbiology, Immunology and Parasitology, Federal University of Santa Catarina (UFSC), Av. Delfino Conti, s/n-Trindade, Florianópolis, SC, 88040-900, Brazil
| | - Brenda P F A Gomes
- Department of Restorative Dentistry, Division of Endodontics, Piracicaba Dental School, State University of Campinas-UNICAMP, Av. LimeiraPiracicaba, AreiãoSP, 90113414-903, Brazil
| | - Thais Mageste Duque
- Department of Dentistry, Federal University of Santa Catarina (UFSC), Av. Delfino Conti, s/n-Trindade, Florianópolis, SC, 88040-900, Brazil.
| | - Micheline Sandini Trentin
- Department of Periodontics, Faculty of Dentistry, University of Passo Fundo, Av. Brasil Leste, São José, Passo Fundo, RS, 28599052-900, Brazil
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22
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Assessment of Changes in the Oral Microbiome That Occur in Dogs with Periodontal Disease. Vet Sci 2021; 8:vetsci8120291. [PMID: 34941818 PMCID: PMC8707289 DOI: 10.3390/vetsci8120291] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Revised: 11/14/2021] [Accepted: 11/17/2021] [Indexed: 12/18/2022] Open
Abstract
The oral microbiome in dogs is a complex community. Under some circumstances, it contributes to periodontal disease, a prevalent inflammatory disease characterized by a complex interaction between oral microbes and the immune system. Porphyromonas and Tannerella spp. are usually dominant in this disease. How the oral microbiome community is altered in periodontal disease, especially sub-dominant microbial populations is unclear. Moreover, how microbiome functions are altered in this disease has not been studied. In this study, we compared the composition and the predicted functions of the microbiome of the cavity of healthy dogs to those with from periodontal disease. The microbiome of both groups clustered separately, indicating important differences. Periodontal disease resulted in a significant increase in Bacteroidetes and reductions in Actinobacteria and Proteobacteria. Porphyromonas abundance increased 2.7 times in periodontal disease, accompanied by increases in Bacteroides and Fusobacterium. It was predicted that aerobic respiratory processes are decreased in periodontal disease. Enrichment in fermentative processes and anaerobic glycolysis were suggestive of an anaerobic environment, also characterized by higher lipopolysaccharide biosynthesis. This study contributes to a better understanding of how periodontal disease modifies the oral microbiome and makes a prediction of the metabolic pathways that contribute to the inflammatory process observed in periodontal disease.
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23
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Zhao J, Zhou YH, Zhao YQ, Feng Y, Yan F, Gao ZR, Ye Q, Chen Y, Liu Q, Tan L, Zhang SH, Hu J, Dusenge MA, Feng YZ, Guo Y. Gender Variations in the Oral Microbiomes of Elderly Patients with Initial Periodontitis. J Immunol Res 2021; 2021:7403042. [PMID: 34859107 PMCID: PMC8632398 DOI: 10.1155/2021/7403042] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2021] [Accepted: 10/30/2021] [Indexed: 01/11/2023] Open
Abstract
Periodontitis is a globally prevalent disease that imposes a functional and aesthetic burden on patients. The oral microbiome influences human health. The aim of this study was at assessing gender variation in the subgingival bacterial microbiome of elderly patients with initial periodontitis and to determine the causes of this variation. Twelve males and twenty females (range 50-68 years old) with initial periodontitis provided subgingival plaque samples. 16S rRNA gene sequencing, QIIME-based data processing, and statistical analyses were carried out using several different analytical approaches to detect differences in the oral microbiome between the two groups. Males had higher Chao1 index, observed species, and phylogenetic diversity whole tree values than females. Analysis of β-diversity indicated that the samples were reasonably divided by the gender. The linear discriminant analysis effect size showed that the most representative biomarkers were the genus Haemophilus in males, whereas the dominant bacteria in females were Campylobacter. Kyoto Encyclopedia of Genes and Genomes analysis showed that predicting changes in the female oral microbiota may be related to the immune system and immune system diseases are the main factor in males. These data suggest that gender may be a differentiating factor in the microbial composition of subgingival plaques in elderly patients with initial periodontitis. These results could deepen our understanding of the role of gender in the oral microbiota present during initial periodontitis.
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Affiliation(s)
- Jie Zhao
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Ying-Hui Zhou
- National Clinical Research Center for Metabolic Diseases, Hunan Provincial Key Laboratory of Metabolic Bone Diseases, Department of Metabolism and Endocrinology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Ya-Qiong Zhao
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Yao Feng
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Fei Yan
- Hunan Key Laboratory of Oral Health Research & Hunan 3D Printing Engineering Research Center of Oral Care & Hunan Clinical Research Center of Oral Major Diseases and Oral Health & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha 410008, China
| | - Zheng-Rong Gao
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Qin Ye
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Yun Chen
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Qiong Liu
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Li Tan
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Shao-Hui Zhang
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Jing Hu
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Marie Aimee Dusenge
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Yun-Zhi Feng
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
| | - Yue Guo
- Department of Stomatology, The Second Xiangya Hospital of Central South University, Changsha, 410011 Hunan, China
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24
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Buchan E, Kelleher L, Clancy M, Stanley Rickard JJ, Oppenheimer PG. Spectroscopic molecular-fingerprint profiling of saliva. Anal Chim Acta 2021; 1185:339074. [PMID: 34711319 DOI: 10.1016/j.aca.2021.339074] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 09/04/2021] [Accepted: 09/15/2021] [Indexed: 01/26/2023]
Abstract
Saliva analysis has been gaining interest as a potential non-invasive source of disease indicative biomarkers due to being a complex biofluid correlating with blood-based constituents on a molecular level. For saliva to cement its usage for analytical applications, it is paramount to gain underpinning molecular knowledge and establish a 'baseline' of the salivary composition in healthy individuals as well as characterize how these factors are impacting its performance as potential analytical biofluid. Here, we have systematically studied the molecular spectral fingerprint of saliva, including the changes associated with gender, age, and time. Via hybrid artificial neural network algorithms and Raman spectroscopy, we have developed a non-destructive molecular profiling approach enabling the assessment of salivary spectral changes yielding the determination of gender and age of the biofluid source. Our classification algorithm successfully identified the gender and age from saliva with high classification accuracy. Discernible spectral molecular 'barcodes' were subsequently constructed for each class and found to primarily stem from amino acid, protein, and lipid changes in saliva. This unique combination of Raman spectroscopy and advanced machine learning techniques lays the platform for a variety of applications in forensics and biosensing.
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Affiliation(s)
- Emma Buchan
- School of Chemical Engineering, Advanced Nanomaterials Structures and Applications Laboratories, College of Engineering and Physical Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
| | - Liam Kelleher
- School of Chemical Engineering, Advanced Nanomaterials Structures and Applications Laboratories, College of Engineering and Physical Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
| | - Michael Clancy
- School of Chemical Engineering, Advanced Nanomaterials Structures and Applications Laboratories, College of Engineering and Physical Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK
| | | | - Pola Goldberg Oppenheimer
- School of Chemical Engineering, Advanced Nanomaterials Structures and Applications Laboratories, College of Engineering and Physical Sciences, University of Birmingham, Edgbaston, Birmingham, B15 2TT, UK; Healthcare Technologies Institute, Institute of Translational Medicine, Mindelsohn Way, Birmingham, B15 2TH, UK.
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25
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Seetaram M, Muralivel V, Nayak SU, Mala Shenoy S, Kuthethur S, Natarajan S, Shenoy S. Comparative Analysis of Change in pH, Oral Health Status, and the Count of Streptococcus mutans and Lactobacillus Species in the Oral Cavity in Patients with Gastroenteral Diseases Using Saliva: A Pilot Study. J Int Soc Prev Community Dent 2021; 11:644-651. [PMID: 35036373 PMCID: PMC8713493 DOI: 10.4103/jispcd.jispcd_105_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2021] [Revised: 04/20/2021] [Accepted: 05/27/2021] [Indexed: 11/16/2022] Open
Abstract
BACKGROUND Seventy million people are affected by gastroenteral (GI) disturbances throughout the world. Oral cavity possesses various bacteria that remain as healthy commensals or turn pathogenic due to shift of balance with disturbances in health, which is reflected in the oral cavity too. Studies have shown a possible oro-systemic link. This study aimed at assessing the effect of GI disease on oral health comparing levels of pH, microbiological counts, and oral health status between test and control groups. MATERIALS AND METHODS This pilot study consisted of two groups: test group containing 14 participants (GI disease) and control group (healthy) containing 3 participants. Two saliva samples were collected per patient. One sample was inoculated onto Mitis Salivarius and Rugose agar plates at 37oC in the CO2 incubator for 2 days. The second sample was used for recording pH. Parameters such as decayed, missing, and filled teeth, plaque index, gingival index, probing pocket depth, and clinical loss of attachment were also recorded. The results were analyzed using Statistical Package for Social Sciences (SPSS) version 11.5. Regression analysis was applied to predict the three-microbe culture based on the pH and GI disease. RESULTS The oral health parameters showed a higher number of missing teeth, higher bleeding on probing, higher values of plaque and gingival index, a higher amount of clinical loss of attachment, and acidic pH of saliva in the test group. Microbiological analysis showed more Streptococcus mutans in the control group (7,500-10,000 cfu/mL), with a mean of 8,833.33±1,258.31 cfu/mL; S. salivarius was more in the test group (2,000-25,000 cfu/mL) with a mean of 15,866.67±6,697.76 cfu/mL. Candida was seen only in the test group (2,166.67±2,549.51 cfu/mL) and absent in the control group. Lactobacillus was absent in both the groups. CONCLUSION The present study suggests the relation between oral health and GI diseases. Hence, saliva could be used as an easy, non-invasive biomarker to analyze the gastroenteric status of the patient.
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Affiliation(s)
- Mahima Seetaram
- Student, Manipal College of Dental Sciences, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Vaidhegi Muralivel
- Student, Manipal College of Dental Sciences, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Sangeeta Umesh Nayak
- Department of Periodontology, Manipal College of Dental Sciences, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Suchitra Mala Shenoy
- Department of Microbiology, Kasturba Medical College, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Sudha Kuthethur
- Department of Biochemistry, Kasturba Medical College, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Srikant Natarajan
- Department of Oral Pathology and Microbiology, Manipal College of Dental Sciences, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
| | - Suresh Shenoy
- Department of Gastro-enterology, Kasturba Medical College, Mangalore, Manipal Academy of Higher Education, Manipal, Karnataka, India
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26
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Chen JW, Wu JH, Chiang WF, Chen YL, Wu WS, Wu LW. Taxonomic and Functional Dysregulation in Salivary Microbiomes During Oral Carcinogenesis. Front Cell Infect Microbiol 2021; 11:663068. [PMID: 34604102 PMCID: PMC8482814 DOI: 10.3389/fcimb.2021.663068] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2021] [Accepted: 08/23/2021] [Indexed: 01/04/2023] Open
Abstract
Exploring microbial community compositions in humans with healthy versus diseased states is crucial to understand the microbe-host interplay associated with the disease progression. Although the relationship between oral cancer and microbiome was previously established, it remained controversial, and yet the ecological characteristics and their responses to oral carcinogenesis have not been well studied. Here, using the bacterial 16S rRNA gene amplicon sequencing along with the in silico function analysis by PICRUSt2 (Phylogenetic Investigation of Communities by Reconstruction of Unobserved States 2), we systematically characterized the compositions and the ecological drivers of saliva microbiome in the cohorts of orally healthy, non-recurrent oral verrucous hyperplasia (a pre-cancer lesion), and oral verrucous hyperplasia–associated oral cancer at taxonomic and function levels, and compared them with the re-analysis of publicly available datasets. Diversity analyses showed that microbiome dysbiosis in saliva was significantly linked to oral health status. As oral health deteriorated, the number of core species declined, and metabolic pathways predicted by PICRUSt2 were dysregulated. Partitioned beta-diversity revealed an extremely high species turnover but low function turnover. Functional beta-diversity in saliva microbiome shifted from turnover to nestedness during oral carcinogenesis, which was not observed at taxonomic levels. Correspondingly, the quantitative analysis of stochasticity ratios showed that drivers of microbial composition and functional gene content of saliva microbiomes were primarily governed by the stochastic processes, yet the driver of functional gene content shifted toward deterministic processes as oral cancer developed. Re-analysis of publicly accessible datasets supported not only the distinctive family taxa of Veillonellaceae and Actinomycetaceae present in normal cohorts but also that Flavobacteriaceae and Peptostreptococcaceae as well as the dysregulated metabolic pathways of nucleotides, amino acids, fatty acids, and cell structure were related to oral cancer. Using predicted functional profiles to elucidate the correlations to the oral health status shows superior performance than using taxonomic data among different studies. These findings advance our understanding of the oral ecosystem in relation to oral carcinogenesis and provide a new direction to the development of microbiome-based tools to study the interplay of the oral microbiome, metabolites, and host health.
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Affiliation(s)
- Jiung-Wen Chen
- Department of Environmental Engineering, National Cheng Kung University, Tainan, Taiwan
| | - Jer-Horng Wu
- Department of Environmental Engineering, National Cheng Kung University, Tainan, Taiwan
| | - Wei-Fan Chiang
- Department of Oral & Maxillofacial Surgery, Chi-Mei Medical Center, Liouying, Taiwan.,School of Dentistry, National Yang-Ming University, Taipei, Taiwan
| | - Yuh-Ling Chen
- Institute of Oral Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Wei-Sheng Wu
- Department of Electrical Engineering, National Cheng Kung University, Tainan, Taiwan
| | - Li-Wha Wu
- Institute of Molecular Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
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27
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Schwartz JL, Peña N, Kawar N, Zhang A, Callahan N, Robles SJ, Griebel A, Adami GR. Old age and other factors associated with salivary microbiome variation. BMC Oral Health 2021; 21:490. [PMID: 34602059 PMCID: PMC8489047 DOI: 10.1186/s12903-021-01828-1] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2021] [Accepted: 08/27/2021] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Many factors can contribute to the exact makeup of the salivary microbiome. Differences in the oral microbiome occur with old age, which may be due to oral conditions and diseases associated with old age, such as edentulism, as well as other unknown causes. METHODS The salivary microbiome was sampled in patients from a large urban clinic. For all subjects age, gender, periodontal status, caries status, presence of edentulism, medications, and tobacco usage were recorded. Multifactor analysis was used to study variation in salivary microbiome profiles linked to these factors. RESULTS In the population sampled, there were significantly higher numbers of edentulous subjects, and increased levels of polypharmacy found with aging. Large differences in alpha diversity and beta diversity of the salivary microbiome in the old age group were largely linked to edentulism. However, multivariable analysis revealed, even after adjusting for differences in edentulism, polypharmacy, tobacco usage, periodontal disease, caries level, and gender, that old age itself was associated with lower levels of taxa Porphyromonas endodontalis, Alloprevotella tannerae, Filifactor alocis, Treponema, Lautropia Mirabilis and Pseudopropionibacterium sp._HMT_194. Surprisingly, of these taxa, most were ones known to reside on or near tooth surfaces. CONCLUSIONS Another factor or factors beyond edentulism, polypharmacy and periodontal disease play a role in the differences seen in oral microbiome with old age. The nature of this factor(s) is not known.
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Affiliation(s)
- Joel L Schwartz
- Department of Oral Medicine and Diagnostics, College of Dentistry, University of Illinois at Chicago, 801 South Paulina Street, Chicago, IL, 60612, USA
| | - Natalia Peña
- Department of Oral Medicine and Diagnostics, College of Dentistry, University of Illinois at Chicago, 801 South Paulina Street, Chicago, IL, 60612, USA
| | - Nadia Kawar
- Department of Periodontics, College of Dentistry, University of Illinois at Chicago, Chicago, IL, USA
| | - Andrew Zhang
- Department of Oral Medicine and Diagnostics, College of Dentistry, University of Illinois at Chicago, 801 South Paulina Street, Chicago, IL, 60612, USA
| | - Nicholas Callahan
- Department of Oral and Maxillofacial Surgery, College of Dentistry, University of Illinois at Chicago, Chicago, IL, USA
| | - Steven J Robles
- Department of Oral Medicine and Diagnostics, College of Dentistry, University of Illinois at Chicago, 801 South Paulina Street, Chicago, IL, 60612, USA
| | - Andrew Griebel
- Department of Oral and Maxillofacial Surgery, College of Dentistry, University of Illinois at Chicago, Chicago, IL, USA
| | - Guy R Adami
- Department of Oral Medicine and Diagnostics, College of Dentistry, University of Illinois at Chicago, 801 South Paulina Street, Chicago, IL, 60612, USA.
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28
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Fischer RG, Gomes Filho IS, Cruz SSD, Oliveira VB, Lira-Junior R, Scannapieco FA, Rego RO. What is the future of Periodontal Medicine? Braz Oral Res 2021; 35:e102. [PMID: 34586216 DOI: 10.1590/1807-3107bor-2021.vol35.0102] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2021] [Accepted: 05/03/2021] [Indexed: 01/14/2023] Open
Abstract
In the last five decades, considerable progress has been made towards understanding the etiology and pathogenesis of periodontal diseases and their interactions with the host. The impact of an individual periodontal condition on systemic homeostasis became more evident because of this knowledge and prompted advances in studies that associate periodontitis with systemic diseases and conditions. The term Periodontal Medicine describes how periodontal infection/inflammation can affect extraoral health. This review presents the current scientific evidence on the most investigated associations between periodontitis and systemic diseases and conditions, such as cardiovascular diseases, diabetes, preterm birth and low birth weight, and pneumonia. Additionally, other associations between periodontitis and chronic inflammatory bowel disease, colorectal cancer, and Alzheimer's disease that were recently published and are still poorly studied were described. Thus, the aim of this review was to answer the following question: What is the future of Periodontal Medicine? Epidemiological evidence and the evidence of biological plausibility between periodontitis and general health reinforce the rationale that the study of Periodontal Medicine should continue to advance, along with improvements in the epidemiological method, highlighting the statistical power of the studies, the method for data analysis, the case definition of periodontitis, and the type of periodontal therapy to be applied in intervention studies.
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Affiliation(s)
- Ricardo Guimarães Fischer
- Universidade do Estado do Rio de Janeiro - UERJ, Department of Periodontology, Rio de Janeiro, RJ, Brazil
| | - Isaac Suzart Gomes Filho
- Universidade Estadual de Feira de Santana - UEFS, Department of Health, Feira de Santana, BA, Brazil
| | - Simone Seixas da Cruz
- Universidade Federal do Recôncavo da Bahia - UFRB, Health Sciences Center, Santo Antônio de Jesus, BA, Brazil
| | - Victor Bento Oliveira
- Universidade Federal do Ceará - UFC, Faculty of Pharmacy, Dentistry and Nursing, Graduate Program in Dentistry, Fortaleza, CE, Brazil
| | | | - Frank Andrew Scannapieco
- The State University of New York, Univeristy at Buffalo, School of Dental Medicine, Department of Oral Biology, Buffalo, NY, USA
| | - Rodrigo Otávio Rego
- Universidade Federal do Ceará - UFC, School of Dentistry, Department of Dentistry, Sobral, CE, Brazil
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29
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Omori M, Kato-Kogoe N, Sakaguchi S, Kamiya K, Fukui N, Gu YH, Nakamura S, Nakano T, Hoshiga M, Imagawa A, Kit CH, Tamaki J, Ueno T. Characterization of salivary microbiota in elderly patients with type 2 diabetes mellitus: a matched case-control study. Clin Oral Investig 2021; 26:493-504. [PMID: 34143307 DOI: 10.1007/s00784-021-04027-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 06/04/2021] [Indexed: 12/15/2022]
Abstract
OBJECTIVE The importance of oral health in type 2 diabetes mellitus (T2DM) is widely recognized; however, oral microbiota characteristics associated with T2DM in the elderly population are not well-understood. This study was conducted to evaluate the characteristics of the salivary microbiota in elderly Japanese patients with T2DM. METHODS Saliva samples were collected from 42 elderly Japanese patients with T2DM and 42 age- and sex-matched subjects without T2DM (control). 16S ribosomal RNA metagenomic analysis and comparative analysis of both groups were performed. Random forest classification by machine learning was performed to discriminate between the salivary microbiota in the two groups. RESULTS There were significant differences in the overall salivary microbiota structure between the T2DM and control groups (beta diversity; unweighted UniFrac distances, p = 0.001; weighted UniFrac distances, p = 0.001). The phylum Firmicutes was abundant in patients with T2DM, whereas the phylum Bacteroidetes was abundant in controls. The T2DM prediction model by random forest based on salivary microbiota data was verified with a high predictive potential in five cross-validation tests (area under the curve (AUC) = 0.938 (95% CI, 0.824-1.000)). CONCLUSION Characterization revealed that the salivary microbiota profile of the elderly patients with T2DM is significantly distinct from that of the controls. CLINICAL RELEVANCE These data indicate the necessity of oral health management based on the characteristics of the salivary microbiota in elderly patients with T2DM. Our findings will contribute to future research on the development of new diagnostic and therapeutic methods for this purpose.
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Affiliation(s)
- Michi Omori
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi. Takatsuki City, Osaka, 569-8686, Japan
| | - Nahoko Kato-Kogoe
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi. Takatsuki City, Osaka, 569-8686, Japan.
| | - Shoichi Sakaguchi
- Department of Microbiology and Infection Control, Osaka Medical College, Takatsuki, Japan
| | - Kuniyasu Kamiya
- Department of Hygiene and Public Health, Osaka Medical College, Takatsuki, Japan
| | - Nozomu Fukui
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi. Takatsuki City, Osaka, 569-8686, Japan
| | - Yan-Hong Gu
- Department of Hygiene and Public Health, Osaka Medical College, Takatsuki, Japan
| | - Shota Nakamura
- Department of Infection Metagenomics, Genome Information Research Center, Research Institute for Microbial Diseases, Osaka University, Suita, Japan
| | - Takashi Nakano
- Department of Microbiology and Infection Control, Osaka Medical College, Takatsuki, Japan
| | - Masaaki Hoshiga
- Department of Cardiology, Osaka Medical College, Takatsuki, Japan
| | - Akihisa Imagawa
- Department of Internal Medicine (I), Osaka Medical College, Takatsuki, Japan
| | - Chee Hoe Kit
- Periodontics Unit, Department of Restorative Dentistry, National Dental Centre Singapore, Singapore, Singapore
| | - Junko Tamaki
- Department of Hygiene and Public Health, Osaka Medical College, Takatsuki, Japan
| | - Takaaki Ueno
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi. Takatsuki City, Osaka, 569-8686, Japan
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Chumponsuk T, Gruneck L, Gentekaki E, Jitprasertwong P, Kullawong N, Nakayama J, Popluechai S. The salivary microbiota of Thai adults with metabolic disorders and association with diet. Arch Oral Biol 2021; 122:105036. [PMID: 33421657 DOI: 10.1016/j.archoralbio.2020.105036] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Revised: 12/24/2020] [Accepted: 12/26/2020] [Indexed: 11/29/2022]
Abstract
OBJECTIVE This study aimed to investigate abundance of specific bacterial taxa in the saliva of 105 Thai adults with different BMI (lean, overweight, and obese) and T2DM subjects using qPCR targeting the 16S rRNA gene of various bacteria taxa. DESIGN We employed qPCR targeting 16S rRNA genes to explore the bacterial profiles and abundances in the saliva of Thai adult subjects with different BMI and T2DM. Multivariate statistical analyses (multiple factor analysis (MFA) and sparse Partial Least Squares Discriminant Analysis (sPLS-DA) were performed to assess the associations of salivary bacteria with diet, blood profile, gender, age, and use of antibiotics. RESULTS We found that abundance profiles of the examined salivary bacteria were similar across the four groups. When diet, blood profile, and gender, age, and use of antibiotics were considered, significant differences were noted between subgroups. A positive correlation was also found between consumption of carbonate soft drinks and Bacteroidetes, Gamma-proteobacteria, Veillonella, Fusobacterium and Fusobacterium nucleatum. CONCLUSIONS This is the first study demonstrating the relative abundance of salivary bacteria in adult Thai subjects with different levels of BMI and T2DM. Regardless of the similar pattern of bacterial profiles across groups, sPLS-DA analysis highlighted the influence of host variables (gender, age, and use of antibiotics) on the abundance of salivary microbiota. Our findings pave the way for further hypothesis testing to gain insight into the association between host factors and salivary microbiome.
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Affiliation(s)
| | - Lucsame Gruneck
- Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai, Thailand
| | - Eleni Gentekaki
- School of Science, Mae Fah Luang University, Muang, Chiang Rai, Thailand; Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai, Thailand
| | - Paiboon Jitprasertwong
- School of Geriatric Oral Health, Institute of Dentistry, Suranaree University of Technology, Nakhon Ratchasima, Thailand
| | - Niwed Kullawong
- School of Health Science, Mae Fah Luang University, Muang, Chiang Rai, Thailand
| | - Jiro Nakayama
- Department of Bioscience and Biotechnology, Faculty of Agriculture, Kyushu University, Fukuoka, Japan
| | - Siam Popluechai
- School of Science, Mae Fah Luang University, Muang, Chiang Rai, Thailand; Gut Microbiome Research Group, Mae Fah Luang University, Muang, Chiang Rai, Thailand.
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Sohail MU, Hedin L, Al-Asmakh M. Dysbiosis of the Salivary Microbiome is Associated with Hypertension and Correlated with Metabolic Syndrome Biomarkers. Diabetes Metab Syndr Obes 2021; 14:4641-4653. [PMID: 34858042 PMCID: PMC8630402 DOI: 10.2147/dmso.s325073] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 09/04/2021] [Indexed: 12/16/2022] Open
Abstract
BACKGROUND Hypertension (HT) is an idiopathic disease with severe complications and a high incidence of global mortality. Although the disease shares characteristic features with diabetes and obesity, the complex interplay of endogenous and environmental factors is not well characterized. The oral microbiome has recently been studied to better understand the role of commensal microorganisms in metabolic disorders, including HT, although its role in disease etiology is unclear. METHODS To bridge this gap, we compared the oral microbiome and clinical chemistry of adult subjects enrolled at Qatar Biobank. Clinical chemistry was performed using Roche Cobas-6000 analyzer. Saliva samples were subjected to 16S rRNA sequencing using Illumina MiSeq platform. Cross-gender comparisons were made between control (males/females) (C-M and C-F) and HT (HT-M and HT-F) groups. RESULTS The HT groups had higher (p ≤ 0.05) BMI, plasma glucose, insulin, C-peptide, and alkaline phosphatase (ALP) concentrations. Triglycerides, cholesterol, LDL-cholesterol, and sodium ions were similar among the groups. The microbiome was predominantly occupied by Firmicutes, Bacteroidetes, Proteobacteria, and Actinobacteria. Firmicutes were higher (p ≤ 0.05) in the HT groups, whereas Proteobacteria was only higher in the C-F group. Prevotella and Veillonella were significantly higher in the HT groups and exhibited a positive correlation with blood pressure and hyperglycemia. In contrast to other studies, the mathematical summation of priori-select microbes reveals that nitrate-reducing microbes were higher in the HT groups compared with the controls. CONCLUSION In conclusion, these observations suggest a strong association of HT with microbial dysbiosis, where microbial species other than nitrate-reducing microbes contribute to blood pressure regulation. The findings affirm plausible microbial signatures of hypertension and suggest manipulating these microbes as a novel treatment modality. Future experiments are warranted for the mechanistic investigation of hypertension metagenomics and microbial activity.
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Affiliation(s)
| | - Lars Hedin
- The Royal Norwegian Ministry of Health and Care Services, Molde Kommune, 6413, Norway
| | - Maha Al-Asmakh
- Department of Biomedical Science, College of Health Sciences, QU Health, Qatar University, Doha, 2713, Qatar
- Biomedical Research Center, Qatar University, Doha, 2713, Qatar
- Biomedical and Pharmaceutical Research Unit, QU Health, Qatar University, Doha, Qatar
- Correspondence: Maha Al-Asmakh Tel +974 4403 4789Fax +974-4403-1351 Email
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Kushwaha SS, Multani RK, Kushwaha NS, Gautam S, Jindal DG, Arora KS, Avasthi A. Saliva as a Potential Diagnostic Tool to Evaluate Relationship between Oral Microbiome and Potentially Malignant Disorders for Prevention of Malignant Transformation. Asian Pac J Cancer Prev 2021; 22:125-129. [PMID: 33507689 PMCID: PMC8184171 DOI: 10.31557/apjcp.2021.22.1.125] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Indexed: 11/25/2022] Open
Abstract
OBJECTIVE The current research was conducted with an aim to assess the association of oral microbiome with Potentially malignant disorders (PMDs) because usage of tobacco in any form alters the normal microbiome and shifts it towards dysbiosis. Thus, our definitive knowledge of the oral commensal bacteria and oral cancer link can definitely be used as a potential adjunct to early diagnosis and management of PMDs and prevent it's malignant transformation. STUDY DESIGN A total of 100 individuals of minimum 18 years of age were included in the study which, were classified into 2 groups of tobacco users (50) and non-tobacco users (50). The tobacco users had a history of tobacco consumption for at least 5 years. RESULTS The present study, showed highest percentage (72%) of anaerobic bacteria, followed by aerobic (22%) and lowest count of yeast (4%). CONCLUSION The ecological shift to dysbiosis is a significant finding in oral carcinogenesis. Further investigation on a larger group of altered microbiomes will definitely help in establishing relationship of altered microbiome and PMDs, which can help in appropriate treatment and better prognosis.
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Affiliation(s)
- Sandhya Singh Kushwaha
- Department of Oral Pathology and Microbiology, Faculty of Dental Sciences, King George Medical University, Lucknow, Uttar Pradesh, India
| | - Rupinder Kaur Multani
- Department of Oral Pathology and Microbiology, Bhojia Dental College and Hospital, Baddi, Himachal Pradesh, India
| | - Narendra Singh Kushwaha
- Department of Prosthodontics, Bhojia Dental College and Hospital, Baddi, Himachal Pradesh, India
| | - Swati Gautam
- Department of Oral Pathology and Microbiology, Bhojia Dental College and Hospital, Baddi, Himachal Pradesh, India
| | - Deepti Garg Jindal
- Department of Oral Pathology and Microbiology, Bhojia Dental College and Hospital, Baddi, Himachal Pradesh, India
| | - Karandeep Singh Arora
- Department of Oral Medicine and Radiology, Bhojia Dental College and Hospital, Baddi, Himachal Pradesh, India
| | - Avijit Avasthi
- Department of Public Health Dentistry, Bhojia Dental College and Hospital, Baddi, Himachal Pradesh, India
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Omori M, Kato-Kogoe N, Sakaguchi S, Fukui N, Yamamoto K, Nakajima Y, Inoue K, Nakano H, Motooka D, Nakano T, Nakamura S, Ueno T. Comparative evaluation of microbial profiles of oral samples obtained at different collection time points and using different methods. Clin Oral Investig 2020; 25:2779-2789. [PMID: 32975702 DOI: 10.1007/s00784-020-03592-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2019] [Accepted: 09/15/2020] [Indexed: 01/05/2023]
Abstract
OBJECTIVES Recently, the oral microbiome has been found to be associated with oral and general health status. Although various oral sample collection protocols are available, the potential differences between the results yielded by these protocols remain unclear. In this study, we aimed to determine the effects of different time points and methods of oral sample collection on the outcomes of microbiome analysis. MATERIALS AND METHODS Oral samples were collected from eight healthy individuals at four different time points: 2 h after eating, immediately after teeth brushing, immediately after waking up, and 2 h after eating on the subsequent day. Four methods of saliva collection were evaluated: spitting, gum chewing, cotton swab, and oral rinse. Oral microbiomes of these samples were compared by analyzing the bacterial 16S rRNA gene sequence data. RESULTS The oral microbial composition at the genus level was similar among all sample collection time points and methods. Alpha diversity was not significantly different among the groups, whereas beta diversity was different between the spitting and cotton swab methods. Compared with the between-subject variations, the weighted UniFrac distances between the groups were not minor. CONCLUSIONS Although the oral microbiome profiles obtained at different collection time points and using different methods were similar, some differences were detected. CLINICAL RELEVANCE The results of the present study suggest that although all the described protocols are useful, comparisons among microbiomes of samples collected by different methods are not appropriate. Researchers must be aware of the issues regarding the impact of saliva collection methods.
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Affiliation(s)
- Michi Omori
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
| | - Nahoko Kato-Kogoe
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan.
| | - Shoichi Sakaguchi
- Department of Microbiology and Infection Control, Osaka Medical College, Takatsuki, Osaka, Japan
| | - Nozomu Fukui
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
| | - Kayoko Yamamoto
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
| | - Yoichiro Nakajima
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
| | - Kazuya Inoue
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
| | - Hiroyuki Nakano
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
| | - Daisuke Motooka
- Department of Infection Metagenomics, Genome Information Research Center, Research Institute for Microbial Diseases, Osaka University, Suita, Japan
| | - Takashi Nakano
- Department of Microbiology and Infection Control, Osaka Medical College, Takatsuki, Osaka, Japan
| | - Shota Nakamura
- Department of Infection Metagenomics, Genome Information Research Center, Research Institute for Microbial Diseases, Osaka University, Suita, Japan
| | - Takaaki Ueno
- Department of Dentistry and Oral Surgery, Osaka Medical College, 2-7 Daigaku-machi, Takatsuki City, Osaka, 569-8686, Japan
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The Toothbrush Microbiome: Impact of User Age, Period of Use and Bristle Material on the Microbial Communities of Toothbrushes. Microorganisms 2020; 8:microorganisms8091379. [PMID: 32916797 PMCID: PMC7563892 DOI: 10.3390/microorganisms8091379] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Revised: 09/07/2020] [Accepted: 09/07/2020] [Indexed: 11/24/2022] Open
Abstract
Toothbrushes play a central role in oral hygiene and must be considered one of the most common articles of daily use. We analysed the bacterial colonization of used toothbrushes by next generation sequencing (NGS) and by cultivation on different media. Furthermore, we determined the occurrence of antibiotic resistance genes (ARGs) and the impact of different bristle materials on microbial growth and survival. NGS data revealed that Enterobacteriaceae, Micrococcaceae, Actinomycetaceae, and Streptococcaceae comprise major parts of the toothbrush microbiome. The composition of the microbiome differed depending on the period of use or user age. While higher fractions of Actinomycetales, Lactobacillales, and Enterobacterales were found after shorter periods, Micrococcales dominated on both toothbrushes used for more than four weeks and on toothbrushes of older users, while in-vitro tests revealed increasing counts of Micrococcus on all bristle materials as well. Compared to other environments, we found a rather low frequency of ARGs. We determined bacterial counts between 1.42 × 106 and 1.19 × 107 cfu/toothbrush on used toothbrushes and no significant effect of different bristles materials on bacterial survival or growth. Our study illustrates that toothbrushes harbor various microorganisms and that both period of use and user age might affect the microbial composition.
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Śmiga M, Ślęzak P, Siemińska K, Olczak T. Virulence mechanisms used in the pathogenesis of periodontal diseases caused by Porphyromonas gingivalis. POSTEP HIG MED DOSW 2020. [DOI: 10.5604/01.3001.0014.3053] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Periodontal diseases are characterized by progressive inflammation that destroys the tooth-supporting tissues, leading to gum bleeding and tooth loss. Porphyromonas gingivalis is considered one of the main etiological agents responsible for the initiation and progression of chronic periodontitis. This gram-negative, anaerobic bacterium is a part of a multi-species oral biofilm. P. gingivalis does not have the full pathway of protoporphyrin IX synthesis, nor does it produce siderophores. Therefore, for survival and proliferation, it requires heme as a source of iron and protoporphyrin IX. In order to obtain heme, P. gingivalis uses a number of
mechanisms that affect the ability of this bacterium to initiate a pathological condition. This
review presents the current knowledge regarding the best-known and characterized systems
involved in heme acquisition by P. gingivalis. We focused on processes occurring in the initial
states of infection, where gingipain, hemagglutinins, and hemolysins play a crucial role. The
mechanisms encoded by hmu, iht and hus operons, including proteins with hemophore-like
properties, as well as TonB-dependent outer membrane receptors are described. We present
their function and participation in the progression of the infection. In addition, we describe
mechanisms produced by P. gingivalis and other periodontopathogens in synergistic processes
promoting the growth and virulence of P. gingivalis. We also describe processes regulating iron
and heme homeostasis, including the homolog of the Fur protein, the two-component system
HaeSR, as well as the OxyR, SigH, and PgDps proteins.
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Affiliation(s)
- Michał Śmiga
- Pracownia Biologii Medycznej, Wydział Biotechnologii, Uniwersytet Wrocławski
| | - Paulina Ślęzak
- Pracownia Biologii Medycznej, Wydział Biotechnologii, Uniwersytet Wrocławski
| | - Klaudia Siemińska
- Pracownia Biologii Medycznej, Wydział Biotechnologii, Uniwersytet Wrocławski
| | - Teresa Olczak
- Pracownia Biologii Medycznej, Wydział Biotechnologii, Uniwersytet Wrocławski
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Esberg A, Johansson A, Claesson R, Johansson I. 43-Year Temporal Trends in Immune Response to Oral Bacteria in a Swedish Population. Pathogens 2020; 9:pathogens9070544. [PMID: 32645865 PMCID: PMC7400255 DOI: 10.3390/pathogens9070544] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Revised: 07/04/2020] [Accepted: 07/05/2020] [Indexed: 01/01/2023] Open
Abstract
Bacteria colonizing the mouth induce an adaptive immune response with the systemic and local presence of species or strain-specific immunoglobulins. Few studies have addressed global antibody patterns for oral bacteria or potential population time trends. We assessed these aspects in relation to a panel of oral bacteria. Using multiplex immunoblotting, IgG levels for 26 oral bacterial species (54 strains) were determined in 888 plasma samples from 30-year-old early pregnant women (n = 516) and 50-year-old men and women (n = 372) collected between 1976 and 2018. Inter-species correlations were found and age-dependent profiles and levels of immune responses to oral bacteria confirmed. We found temporal trends in the global and single-species antibody responses, but this was age-specific with both inclining and declining shifts. Prominent shifts in the younger group increased IgG towards health-associated Streptococcus salivarius and Streptococcus sanguinis, and in the older group towards disease-associated Aggregatibacter actinomycetemcomitans, Filifactor alocis, and Streptococcus mutans, among others. We concluded that temporal shifts occurred from 1976 to 2018, which may reflect improved oral health (more remaining teeth) and altered lifestyle habits, but this needs to be evaluated in observational studies considering more aspects.
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Pushalkar S, Paul B, Li Q, Yang J, Vasconcelos R, Makwana S, González JM, Shah S, Xie C, Janal MN, Queiroz E, Bederoff M, Leinwand J, Solarewicz J, Xu F, Aboseria E, Guo Y, Aguallo D, Gomez C, Kamer A, Shelley D, Aphinyanaphongs Y, Barber C, Gordon T, Corby P, Li X, Saxena D. Electronic Cigarette Aerosol Modulates the Oral Microbiome and Increases Risk of Infection. iScience 2020; 23:100884. [PMID: 32105635 PMCID: PMC7113564 DOI: 10.1016/j.isci.2020.100884] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2019] [Revised: 01/09/2020] [Accepted: 01/29/2020] [Indexed: 12/20/2022] Open
Abstract
The trend of e-cigarette use among teens is ever increasing. Here we show the dysbiotic oral microbial ecology in e-cigarette users influencing the local host immune environment compared with non-smoker controls and cigarette smokers. Using 16S rRNA high-throughput sequencing, we evaluated 119 human participants, 40 in each of the three cohorts, and found significantly altered beta-diversity in e-cigarette users (p = 0.006) when compared with never smokers or tobacco cigarette smokers. The abundance of Porphyromonas and Veillonella (p = 0.008) was higher among vapers. Interleukin (IL)-6 and IL-1β were highly elevated in e-cigarette users when compared with non-users. Epithelial cell-exposed e-cigarette aerosols were more susceptible for infection. In vitro infection model of premalignant Leuk-1 and malignant cell lines exposed to e-cigarette aerosol and challenged by Porphyromonas gingivalis and Fusobacterium nucleatum resulted in elevated inflammatory response. Our findings for the first time demonstrate that e-cigarette users are more prone to infection.
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Affiliation(s)
- Smruti Pushalkar
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Bidisha Paul
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Qianhao Li
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Jian Yang
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Rebeca Vasconcelos
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Shreya Makwana
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Juan Muñoz González
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Shivm Shah
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Chengzhi Xie
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Malvin N Janal
- Department of Epidemiology and Health Promotion, New York University College of Dentistry, New York, NY 10010, USA
| | - Erica Queiroz
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Maria Bederoff
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Joshua Leinwand
- S. Arthur Localio Laboratory, Department of Surgery, New York University School of Medicine, New York, NY 10016, USA
| | - Julia Solarewicz
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Fangxi Xu
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Eman Aboseria
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Yuqi Guo
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Deanna Aguallo
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Claudia Gomez
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Angela Kamer
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Donna Shelley
- Department of Public Health Policy Analysis Management, New York University School of Global Public Health, New York, NY 10012, USA
| | - Yindalon Aphinyanaphongs
- Department of Population Health, New York University School of Medicine, New York, NY 10016, USA; Department of Medicine, New York University School of Medicine, New York, NY 10016, USA
| | - Cheryl Barber
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA
| | - Terry Gordon
- Department of Environmental Medicine, New York University School of Medicine, New York, NY 10016, USA
| | - Patricia Corby
- Department of Oral Medicine, University of Pennsylvania, School of Dental Medicine, Philadelphia, PA 19104, USA
| | - Xin Li
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA; Basic Science and Craniofacial Biology, Dental Center, 421 First Avenue, Room 901D, New York, NY, USA.
| | - Deepak Saxena
- Department of Basic Science and Craniofacial Biology, New York University College of Dentistry, 345 East 24(th) Street, Room 921B, New York, NY 10010, USA.
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François M, Bull CF, Fenech MF, Leifert WR. Current State of Saliva Biomarkers for Aging and Alzheimer's Disease. Curr Alzheimer Res 2020; 16:56-66. [PMID: 30345919 DOI: 10.2174/1567205015666181022094924] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2018] [Revised: 09/06/2018] [Accepted: 10/15/2018] [Indexed: 12/13/2022]
Abstract
INTRODUCTION Aging is the primary risk factor for major human pathologies, including cancer, diabetes, cardiovascular diseases, and neurodegenerative diseases such as Alzheimer's Disease (AD). AD is a progressive degenerative disorder of the brain and is the most common form of dementia. METHODS To-date no simple, inexpensive and minimally invasive procedure is available to confirm with certainty the early diagnosis of AD prior to the manifestations of symptoms characteristic of the disease. Therefore, if population screening of individuals is to be performed, easily accessible tissues would need to be used for a diagnostic test that would identify those who exhibit altered or aberrant aging profiles that may be indicative of AD risk, so that they can be prioritized for primary prevention. This need for minimally invasive tests could be achieved by targeting saliva, since it is now well recognized that many aging diseases including AD are associated with peripheral biomarkers that are not only restricted to pathology and biomarkers within the brain. RESULTS Therefore, the aim of this review is to summarize some of the main findings of salivary biomarkers of aging and AD; including various proteins, metabolites, and alterations to DNA and miRNA. The future of healthy aging resides in innovative platforms, biosensors and point-of-care devices that can extract real time information on the health status of an individual. Those platforms may be achieved through the development and validation of novel biomarkers of health using saliva which, although being the least explored for biomedical purposes, has the distinct advantage that it can be self-collected in a non-invasive manner.
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Affiliation(s)
- Maxime François
- CSIRO Health and Biosecurity, Future Science Platforms Probing Biosystems, Adelaide, South Australia 5000, Australia.,CSIRO Health and Biosecurity, Nutrition and Health, Adelaide, South Australia 5000, Australia
| | - Caroline F Bull
- CSIRO Health and Biosecurity, Nutrition and Health, Adelaide, South Australia 5000, Australia
| | - Michael F Fenech
- University of South Australia, Adelaide, South Australia 5000, Australia
| | - Wayne R Leifert
- CSIRO Health and Biosecurity, Future Science Platforms Probing Biosystems, Adelaide, South Australia 5000, Australia.,CSIRO Health and Biosecurity, Nutrition and Health, Adelaide, South Australia 5000, Australia
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Murugesan S, Al Ahmad SF, Singh P, Saadaoui M, Kumar M, Al Khodor S. Profiling the Salivary microbiome of the Qatari population. J Transl Med 2020; 18:127. [PMID: 32169076 PMCID: PMC7071716 DOI: 10.1186/s12967-020-02291-2] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Accepted: 03/04/2020] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND The role of the human microbiome in human health and disease has been studied in various body sites. However, compared to the gut microbiome, where most of the research focus is, the salivary microbiome still bears a vast amount of information that needs to be revealed. This study aims to characterize the salivary microbiome composition in the Qatari population, and to explore specific microbial signatures that can be associated with various lifestyles and different oral conditions. MATERIALS AND METHODS We characterized the salivary microbiome of 997 Qatari adults using high-throughput sequencing of the V1-V3 region of the 16S rRNA gene. RESULTS In this study, we have characterized the salivary microbiome of 997 Qatari participants. Our data show that Bacteroidetes, Firmicutes, Actinobacteria and Proteobacteria are the common phyla isolated from the saliva samples, with Bacteroidetes being the most predominant phylum. Bacteroidetes was also more predominant in males versus females in the study cohort, although differences in the microbial diversity were not statistically significant. We also show that, a lower diversity of the salivary microbiome is observed in the elderly participants, with Prevotella and Treponema being the most significant genera. In participants with oral conditions such as mouth ulcers, bleeding or painful gum, our data show that Prevotella and Capnocytophaga are the most dominant genera as compared to the controls. Similar patterns were observed in participants with various smoking habits as compared to the non-smoking participants. Our data show that Streptococcus and Neisseria are more dominant among denture users, as compared to the non-denture users. Our data also show that, abnormal oral conditions are associated with a reduced microbial diversity and microbial richness. Moreover, in this study we show that frequent coffee drinkers have higher microbial diversity compared to the non-drinkers, indicating that coffee may cause changes to the salivary microbiome. Furthermore, tea drinkers show higher microbial richness as compared to the non-tea drinkers. CONCLUSION This is the first study to assess the salivary microbiome in an Arab population, and one of the largest population-based studies aiming to the characterize the salivary microbiome composition and its association with age, oral health, denture use, smoking and coffee-tea consumption.
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Affiliation(s)
| | | | - Parul Singh
- Research Department, Sidra Medicine, Doha, Qatar
| | | | - Manoj Kumar
- Research Department, Sidra Medicine, Doha, Qatar
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Islam MM, Ekuni D, Toyama N, Kobayashi T, Fujimori K, Uchida Y, Fukuhara D, Taniguchi-Tabata A, Kataoka K, Iwasaki Y, Morita M. Relationship of Salivary Microbiome with the Worsening of the Periodontal Health Status in Young Adults: A 3-Year Cohort Study. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:1764. [PMID: 32182740 PMCID: PMC7085813 DOI: 10.3390/ijerph17051764] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/10/2020] [Revised: 03/05/2020] [Accepted: 03/06/2020] [Indexed: 12/14/2022]
Abstract
The purpose of this prospective cohort study was to investigate the influence of the salivary microbiome on the worsening of the periodontal health status among Japanese young adults. We assessed the data of systemically healthy and non-smoking young (18-22 years) university students (n = 457) from Okayama University at baseline (2013) and follow-up (2016). The worsening group was defined based on an increase in the percentage of bleeding on probing (%BOP) or an increase in probing pocket depth (PPD) from <4 mm to ≥4 mm. Unstimulated saliva samples were randomly collected from 69 students for microbiome analysis at follow-up. The salivary microbiome was assessed through 16S rRNA metagenomic sequencing. The type of community in the salivary microbiome clustered by statistical analysis and diversity was not significantly associated with the worsening of the periodontal health status in cases of increasing %BOP and PPD (p > 0.05). The prevalence of some species was significantly higher in the worsening group than in the non-worsening group (p < 0.05) in both cases. The worsening of the periodontal health status was associated with some species, but not the type of community and diversity in the salivary microbiome among Japanese young adults.
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Affiliation(s)
- Md Monirul Islam
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
| | - Daisuke Ekuni
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
| | - Naoki Toyama
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
| | - Terumasa Kobayashi
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
| | - Kohei Fujimori
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
| | - Yoko Uchida
- Department of Preventive Dentistry, Okayama University Hospital, Okayama 700-8558, Japan; (Y.U.); (D.F.); (A.T.-T.)
| | - Daiki Fukuhara
- Department of Preventive Dentistry, Okayama University Hospital, Okayama 700-8558, Japan; (Y.U.); (D.F.); (A.T.-T.)
| | - Ayano Taniguchi-Tabata
- Department of Preventive Dentistry, Okayama University Hospital, Okayama 700-8558, Japan; (Y.U.); (D.F.); (A.T.-T.)
| | - Kota Kataoka
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
| | - Yoshiaki Iwasaki
- Health Service Center, Okayama University, Okayama 700-8530, Japan;
| | - Manabu Morita
- Department of Preventive Dentistry, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan; (M.M.I.); (N.T.); (T.K.); (K.F.); (K.K.); (M.M.)
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Lokmer A, Aflalo S, Amougou N, Lafosse S, Froment A, Tabe FE, Poyet M, Groussin M, Said-Mohamed R, Ségurel L. Response of the human gut and saliva microbiome to urbanization in Cameroon. Sci Rep 2020; 10:2856. [PMID: 32071424 PMCID: PMC7028744 DOI: 10.1038/s41598-020-59849-9] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2019] [Accepted: 02/05/2020] [Indexed: 12/22/2022] Open
Abstract
Urban populations from highly industrialized countries are characterized by a lower gut bacterial diversity as well as by changes in composition compared to rural populations from less industrialized countries. To unveil the mechanisms and factors leading to this diversity loss, it is necessary to identify the factors associated with urbanization-induced shifts at a smaller geographical scale, especially in less industrialized countries. To do so, we investigated potential associations between a variety of dietary, medical, parasitological and socio-cultural factors and the gut and saliva microbiomes of 147 individuals from three populations along an urbanization gradient in Cameroon. We found that the presence of Entamoeba sp., a commensal gut protozoan, followed by stool consistency, were major determinants of the gut microbiome diversity and composition. Interestingly, urban individuals have retained most of their gut eukaryotic and bacterial diversity despite significant changes in diet compared to the rural areas, suggesting that the loss of bacterial microbiome diversity observed in industrialized areas is likely associated with medication. Finally, we observed a weak positive correlation between the gut and the saliva microbiome diversity and composition, even though the saliva microbiome is mainly shaped by habitat-related factors.
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Affiliation(s)
- Ana Lokmer
- UMR7206 Eco-anthropologie, CNRS - MNHN - Université de Paris, Paris, France.
| | - Sophie Aflalo
- UMR7206 Eco-anthropologie, CNRS - MNHN - Université de Paris, Paris, France
| | - Norbert Amougou
- UMR7206 Eco-anthropologie, CNRS - MNHN - Université de Paris, Paris, France
| | - Sophie Lafosse
- UMR7206 Eco-anthropologie, CNRS - MNHN - Université de Paris, Paris, France
| | - Alain Froment
- UMR7206 Eco-anthropologie, CNRS - MNHN - Université de Paris, Paris, France
| | - Francis Ekwin Tabe
- Faculté de Médecine et des Sciences Biomédicales - Université Yaoundé 1, Yaoundé, Cameroun
| | - Mathilde Poyet
- Department of Biological Engineering/Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Mathieu Groussin
- Department of Biological Engineering/Center for Microbiome Informatics and Therapeutics, Massachusetts Institute of Technology, Cambridge, MA, USA.,The Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Rihlat Said-Mohamed
- SAMRC/WITS Developmental Pathways for Health Research Unit, Department of Paediatrics, School of Clinical Medicine, Faculty of Health Sciences, University of Witwatersrand, Johannesburg, South Africa
| | - Laure Ségurel
- UMR7206 Eco-anthropologie, CNRS - MNHN - Université de Paris, Paris, France.
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Patterns of Oral Microbiota Diversity in Adults and Children: A Crowdsourced Population Study. Sci Rep 2020; 10:2133. [PMID: 32034250 PMCID: PMC7005749 DOI: 10.1038/s41598-020-59016-0] [Citation(s) in RCA: 89] [Impact Index Per Article: 17.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2019] [Accepted: 01/23/2020] [Indexed: 12/28/2022] Open
Abstract
Oral microbiome dysbiosis has been associated with various local and systemic human diseases such as dental caries, periodontal disease, obesity, and cardiovascular disease. Bacterial composition may be affected by age, oral health, diet, and geography, although information about the natural variation found in the general public is still lacking. In this study, citizen-scientists used a crowdsourcing model to obtain oral bacterial composition data from guests at the Denver Museum of Nature & Science to determine if previously suspected oral microbiome associations with an individual's demographics, lifestyle, and/or genetics are robust and generalizable enough to be detected within a general population. Consistent with past research, we found bacterial composition to be more diverse in youth microbiomes when compared to adults. Adult oral microbiomes were predominantly impacted by oral health habits, while youth microbiomes were impacted by biological sex and weight status. The oral pathogen Treponema was detected more commonly in adults without recent dentist visits and in obese youth. Additionally, oral microbiomes from participants of the same family were more similar to each other than to oral microbiomes from non-related individuals. These results suggest that previously reported oral microbiome associations are observable in a human population containing the natural variation commonly found in the general public. Furthermore, these results support the use of crowdsourced data as a valid methodology to obtain community-based microbiome data.
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Yang Y, Zheng W, Cai QY, Shrubsole MJ, Pei Z, Brucker R, Steinwandel MD, Bordenstein SR, Li Z, Blot WJ, Shu XO, Long J. Cigarette smoking and oral microbiota in low-income and African-American populations. J Epidemiol Community Health 2019; 73:1108-1115. [PMID: 31563898 PMCID: PMC6913090 DOI: 10.1136/jech-2019-212474] [Citation(s) in RCA: 30] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2019] [Revised: 08/26/2019] [Accepted: 09/16/2019] [Indexed: 12/23/2022]
Abstract
BACKGROUND Cigarette smoking is a common risk factor for diseases and cancers. Oral microbiota is also associated with diseases and cancers. However, little is known about the impact of cigarette smoking on the oral microbiota, especially among ethnic minority populations. METHODS We investigated cigarette smoking in relationship with the oral microbiota in a large population of predominately low-income and African-American participants. Mouth rinse samples were collected from 1616 participants within the Southern Community Cohort Study, including 592 current-smokers, 477 former-smokers and 547 never-smokers. Oral microbiota was profiled by 16S ribosomal RNA gene deep sequencing. RESULTS Current-smokers showed a different overall microbial composition from former-smokers (p=6.62×10-7) and never-smokers (p=6.00×10-8). The two probiotic genera, Bifidobacterium and Lactobacillus, were enriched among current-smokers when compared with never-smokers, with Bonferroni-corrected p values (PBonferroni ) of 1.28×10-4 and 5.89×10-7, respectively. The phylum Actinobacteria was also enriched in current-smokers when compared with never-smokers, with a median relative abundance of 12.35% versus 9.36%, respectively, and with a PBonferroni =9.11×10-11. In contrast, the phylum Proteobacteria was depleted in current smokers (PBonferroni =5.57×10-13), with the relative abundance being almost three times that of never-smokers (7.22%) when compared with that of current-smokers (2.47%). Multiple taxa within these two phyla showed differences in abundance/prevalence between current-smokers and never-smokers at PBonferroni <0.05. The differences in the overall microbial composition and abundance/prevalence of most taxa were observed among both African-Americans and European-Americans. Meanwhile, such differences were not observed between former-smokers and never-smokers. CONCLUSION Smoking has strong impacts on oral microbial community, which was recovered after smoking cessation.
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Affiliation(s)
- Yaohua Yang
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Wei Zheng
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Qiu-Yin Cai
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Martha J Shrubsole
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Zhiheng Pei
- Department of Pathology, NYU Langone Health, New York City, New York, USA
| | - Robert Brucker
- Rowland Institute, Harvard University, Cambridge, Massachusetts, USA
| | - Mark D Steinwandel
- International Epidemiology Field Station, Vanderbilt University Medical Center, Rockville, Maryland, USA
| | - Seth R Bordenstein
- Department of Biological Sciences, Vanderbilt University, Nashville, Tennessee, USA
| | - Zhigang Li
- Department of Biostatistics, University of Florida, Gainesville, Florida, USA
| | - William J Blot
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Xiao-Ou Shu
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
| | - Jirong Long
- Division of Epidemiology, Department of Medicine, Vanderbilt Epidemiology Center, Vanderbilt-Ingram Cancer Center, Vanderbilt University Medical Center, Nashville, Tennessee, USA
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Segregation of age-related skin microbiome characteristics by functionality. Sci Rep 2019; 9:16748. [PMID: 31727980 PMCID: PMC6856112 DOI: 10.1038/s41598-019-53266-3] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2019] [Accepted: 10/25/2019] [Indexed: 12/31/2022] Open
Abstract
Although physiological changes are the most evident indicators of skin aging by alteration of the skin’s structure and function, we question whether skin aging is also affected by the structure and assembly process of the skin microbiome. We analysed the skin microbiomes of 73 healthy Chinese women in two age groups (25–35 years old and 56–63 years old) using 16S rRNA gene amplicon sequencing; the overall microbiome structure was significantly different between the two age groups. An analysis using ecological theory to evaluate the process of microbial community assembly processes revealed that the microbiomes of the older group were formed under a greater influence of the niche-based process, with the network of microbes being more collapsed than that of the younger group. Inferred metagenomic functional pathways associated with replication and repair were relatively more predominant in the younger group whereas, among the various metabolism-related pathways, those associated with biodegradation were more predominant in the older group. Interestingly, we found two segregated sub-typing patterns in the younger group which were also observed in the skin microbiomes of young Chinese women living in four other cities in China. The results of our study highlights candidate microbes and functional pathways that are important for future research into preventing skin aging and which could lead to a comprehensive understanding of age-related skin microbiome characteristics.
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Rabe A, Gesell Salazar M, Michalik S, Fuchs S, Welk A, Kocher T, Völker U. Metaproteomics analysis of microbial diversity of human saliva and tongue dorsum in young healthy individuals. J Oral Microbiol 2019; 11:1654786. [PMID: 31497257 PMCID: PMC6720020 DOI: 10.1080/20002297.2019.1654786] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2019] [Revised: 07/30/2019] [Accepted: 08/07/2019] [Indexed: 12/29/2022] Open
Abstract
Background: The human oral microbiome influences initiation or progression of diseases like caries or periodontitis. Metaproteomics approaches enable the simultaneous investigation of microbial and host proteins and their interactions to improve understanding of oral diseases. Objective: In this study, we provide a detailed metaproteomics perspective of the composition of salivary and tongue microbial communities of young healthy subjects. Design: Stimulated saliva and tongue samples were collected from 24 healthy volunteers, subjected to shotgun nLC-MS/MS and analyzed by the Trans-Proteomic Pipeline and the Prophane tool. Results: 3,969 bacterial and 1,857 human proteins could be identified from saliva and tongue, respectively. In total, 1,971 bacterial metaproteins and 1,154 human proteins were shared in both sample types. Twice the amount of bacterial metaproteins were uniquely identified for the tongue dorsum compared to saliva. Overall, 107 bacterial genera of seven phyla formed the microbiome. Comparative analysis identified significant functional differences between the microbial biofilm on the tongue and the microbiome of saliva. Conclusion: Even if the microbial communities of saliva and tongue dorsum showed a strong similarity based on identified protein functions and deduced bacterial composition, certain specific characteristics were observed. Both microbiomes exhibit a great diversity with seven genera being most abundant.
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Affiliation(s)
- Alexander Rabe
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Manuela Gesell Salazar
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Stephan Michalik
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
| | - Stephan Fuchs
- Department of Infectious Diseases, Division of Nosocomial Pathogens and Antibiotic Resistances, Robert Koch-Institute, Wernigerode, Germany
| | - Alexander Welk
- Department of Restorative Dentistry, Periodontology, Endodontology, and Preventive and Pediatric Dentistry, University Medicine Greifswald, Greifswald, Germany
| | - Thomas Kocher
- Department of Restorative Dentistry, Periodontology, Endodontology, and Preventive and Pediatric Dentistry, University Medicine Greifswald, Greifswald, Germany
| | - Uwe Völker
- Interfaculty Institute for Genetics and Functional Genomics, Department of Functional Genomics, University Medicine Greifswald, Greifswald, Germany
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Choi H, Kim E, Kang J, Kim HJ, Lee JY, Choi J, Joo JY. Real-time PCR quantification of 9 periodontal pathogens in saliva samples from periodontally healthy Korean young adults. J Periodontal Implant Sci 2018; 48:261-271. [PMID: 30202609 PMCID: PMC6125667 DOI: 10.5051/jpis.2018.48.4.261] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Accepted: 08/20/2018] [Indexed: 11/29/2022] Open
Abstract
Purpose Few studies have examined periodontal pathogens from saliva samples in periodontally healthy young adults. The purposes of this study were to determine the prevalence of periodontopathic bacteria and to quantify periodontal pathogens in saliva samples using real-time polymerase chain reaction (PCR) assays in periodontally healthy Korean young adults under 35 years of age. Methods Nine major periodontal pathogens were analyzed by real-time PCR in saliva from 94 periodontally healthy young adults. Quantification of Aggregatibacter actinomycetemcomitans, Porphyromonas gingivalis, Tannerella forsythia, Treponema denticola, Prevotella intermedia, Fusobacterium nucleatum, Campylobacter rectus, Peptostreptococcus anaerobius, and Eikenella corrodens was performed by DNA copy number measurement. Results F. nucleatum and E. corrodens were detected in all subjects; the numbers of positive samples were 87 (92.6%), 91 (96.8%), and 90 (95.7%) for P. gingivalis, P. anaerobius, and C. rectus, respectively. Other pathogens were also detected in periodontally healthy subjects. Analysis of DNA copy numbers revealed that the most abundant periodontal pathogen was F. nucleatum, which was significantly more prevalent than all other bacteria (P<0.001), followed by P. anaerobius, P. gingivalis, E. corrodens, C. rectus, and T. denticola. There was no significant difference in the prevalence of each bacterium between men and women. The DNA copy number of total bacteria was significantly higher in men than in women. Conclusions Major periodontal pathogens were prevalent in the saliva of periodontally healthy Korean young adults. Therefore, we suggest that the development of periodontal disease should not be overlooked in periodontally healthy young people, as it can arise due to periodontal pathogen imbalance and host susceptibility.
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Affiliation(s)
- Heeyoung Choi
- Department of Periodontology, Institute of Translational Dental Sciences, Pusan National University School of Dentistry, Yangsan, Korea
| | | | | | - Hyun-Joo Kim
- Department of Periodontology, Institute of Translational Dental Sciences, Pusan National University School of Dentistry, Yangsan, Korea
| | - Ju-Youn Lee
- Department of Periodontology, Institute of Translational Dental Sciences, Pusan National University School of Dentistry, Yangsan, Korea.,Department of Periodontology and Dental Research Institute, Pusan National University Dental Hospital, Yangsan, Korea
| | - Jeomil Choi
- Department of Periodontology, Institute of Translational Dental Sciences, Pusan National University School of Dentistry, Yangsan, Korea.,Department of Periodontology and Dental Research Institute, Pusan National University Dental Hospital, Yangsan, Korea
| | - Ji-Young Joo
- Department of Periodontology, Institute of Translational Dental Sciences, Pusan National University School of Dentistry, Yangsan, Korea.,Department of Periodontology and Dental Research Institute, Pusan National University Dental Hospital, Yangsan, Korea
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