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Compositional profile of mucosal bacteriome of smokers and smokeless tobacco users

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Abstract

Introduction

Smoked, and especially smokeless, tobacco are major causes of oral cancer globally. Here, we examine the oral bacteriome of smokers and of smokeless tobacco users, in comparison to healthy controls, using 16S rRNA gene sequencing.

Methods

Oral swab samples were collected from smokers, smokeless tobacco users, and healthy controls (n = 44). Microbial DNA was extracted and the 16S rRNA gene profiled using the Illumina MiSeq platform. Sequencing reads were processed using DADA2, and taxonomical classification was performed using the phylogenetic placement method. Differentially abundant taxa were identified using DESeq2, while functional metagenomes based on KEGG orthology abundance were inferred using LIMMA.

Results

A significantly higher microbial diversity was observed in smokeless tobacco users and smokers relative to controls (P < 0.05). Compositional differences in microbial communities were observed in all comparisons with healthy controls (PERMANOVA P < 0.05) but not between smokers and smokeless tobacco users. Levels of Fusobacterium spp., Saccharibacterium spp., and members of Shuttleworthia were elevated in smokers when compared to controls (BH adj P < 0.01). In addition, the relative abundance of three bacterial taxa belonging to genera Fusobacterium spp., Catonella, and Fretibacterium spp. was significantly increased in smokeless tobacco users relative to controls (BH adj P < 0.01). Major functional pathways significantly increased in smokeless tobacco users relative to both controls, and smokers were similar and involved amino acid metabolism including glutamate and aspartate biosynthesis and degradation (log FC > 1.5; BH adj P < 0.01).

Conclusions

A distinct taxonomic and functional profile of oral microbiome in smokers and smokeless tobacco users as compared to healthy controls implicates a significant role of microbes and their metabolites in diseases associated with tobacco use including oral cancer.

Clinical relevance

Future efforts in preventive, diagnostic, curative, and prognostic strategies for diseases associated with tobacco use in smokers and smokeless tobacco users could incorporate the oral microbiome.

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References

  1. Ng M, Freeman MK, Robinosn FTD, M, Lindgren LD, et al (2014) Smoking prevalence and cigarette consumption in 187 countries, 1980–2012 (2014). JAMA 311(2):183–192

    Article  PubMed  Google Scholar 

  2. Suliankatchi RA, Sinha DN, Rath R et al (2019) Smokeless tobacco use is “replacing” the smoking epidemic in the South-East Asia region. Nicot Tob Res 21(1):95–100

    Article  Google Scholar 

  3. Gupta B, Bray F, Kumar N et al (2017) Associations between oral hygiene habits, diet, tobacco and alcohol and risk of oral cancer: a case-control study from India. Cancer Epidemiol 51:7–14

    Article  PubMed  Google Scholar 

  4. Kumar G, Pednekar MS, Narake S et al (2018) Feedback from vendors on gutka ban in two states of India. Ind J Med Res 148(1):98–102

    Article  Google Scholar 

  5. Mishra GA, Pimple SA, Shastri SS (2012) An overview of the tobacco problem in India. Ind J Med Paed Oncol 33(3):139–145

    Google Scholar 

  6. Kakde S, Bhopal RS, Jones CM (2012) A systematic review on the social context of smokeless tobacco use in the South Asian population: implications for public health. Public Health 26(8):635–645

    Article  Google Scholar 

  7. Gopinath D, Menon RK, Banerjee M et al (2019) Culture-independent studies on bacterial dysbiosis in oral and oropharyngeal squamous cell carcinoma: a systematic review. Crit Rev Oncol Hematol 139:31–40

    Article  PubMed  Google Scholar 

  8. Gao L, Xu T, Huang G, Jiang GuY, Chen F (2018) Oral microbiomes: more and more importance in oral cavity and whole body. Prot Cell 9(5):488–500

    Article  Google Scholar 

  9. Rodriguez-Rabassa M, Lopez P, Rodriguez-Santiago RE et al (2018) Cigarette smoking modulation of WMF microbial composition and cytokine levels. Int J Environ Res Pub Health 15(11):2479

    Article  Google Scholar 

  10. Wu J, Peters BA, Dominianni C, Zhang Y, Pei Z et al (2016) Cigarette smoking and the oral microbiome in a large study of American adults. ISME J 10(10):2435–2446

    Article  PubMed  PubMed Central  Google Scholar 

  11. Valles Y, Inman CK, Peters BA et al (2018) Types of tobacco consumption and the oral microbiome in the United Arab Emirates Healthy Future (UAEHFS) pilot study. Sci Rep 8(1):11327

    Article  PubMed  PubMed Central  Google Scholar 

  12. Yu G, Phillips S, Gail MH, Goedert JJ, Humphrys MS et al (2017) The effect of cigarette smoking on the oral and nasal microbiota. Microbiome 5(1):3

    Article  PubMed  PubMed Central  Google Scholar 

  13. Hecht SS (1998) Biochemistry, biology, and carcinogenicity of tobacco-specific N-nitrosamines. Chem Res Toxicol 11(6):559–603

    Article  PubMed  Google Scholar 

  14. Muthukrishnan A, Warnakulasuriya S (2018) Oral health consequences of smokeless tobacco use. Indian J Med Res 148(1):35–40

    Article  PubMed  PubMed Central  Google Scholar 

  15. Huang R, Li M, Gregory RL (2012) Effect of nicotine on growth and metabolism of Streptococcus mutans. Eur J Oral Sci 120(4):319–325

    Article  PubMed  Google Scholar 

  16. Liu M, Jin J, Pan H, Feng J, Cerniglia CE (2016) Effect of smokeless tobacco products on human oral bacteria growth and viability. Anaerobe 42:152–161

    Article  PubMed  PubMed Central  Google Scholar 

  17. Kamath KP, Mishra S, Anand PS (2014) Smokeless tobacco use as a risk factor for periodontal disease. Front Public Health 2:195

    Article  PubMed  PubMed Central  Google Scholar 

  18. Gopinath D, Menon RK Sajesh KV, Botelho MG, Johnson NW (2020) Periodontal diseases as putative risk factors for head and neck cancer- systematic review and meta-analysis. Cancers 12(7):1893

  19. Callahan BJ, McMurdie PJ, Rosen MJ et al (2016) DADA2: High-resolution sample inference from Illumina amplicon data. Nat Methods 13(7):581–583

    Article  PubMed  PubMed Central  Google Scholar 

  20. Matsen FA, Kodner RB, Armbrust EV (2010) pplacer: linear time maximum-likelihood and Bayesian phylogenetic placement of sequences onto a fixed reference tree. BMC Bioinf 11:538

    Article  Google Scholar 

  21. Bowman JS, Ducklow HW (2015) Microbial communities can be described by metabolic structure: a general framework and application to a seasonally variable, depth-stratified microbial community from the coastal West Antarctic Peninsula. PloS one 10(8):e0135868

    Article  PubMed  PubMed Central  Google Scholar 

  22. Love MI, Huber W, Anders S (2014) Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol 15(12):550

    Article  PubMed  PubMed Central  Google Scholar 

  23. Ritchie ME, Phipson B, Wu D et al (2015) LIMMA powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acid Res 43(7):e47

    Article  PubMed  PubMed Central  Google Scholar 

  24. Haegeman B, Hamelin J, Moriarty J et al (2013) Robust estimation of microbial diversity in theory and in practice. ISME J 7(6):1092–1101

    Article  PubMed  PubMed Central  Google Scholar 

  25. Takeshita T, Kageyama S, Furuta M et al (2016) Bacterial diversity in WMF and oral health-related conditions: the Hisayama Study. Sci Rep 6:22164

    Article  PubMed  PubMed Central  Google Scholar 

  26. Kumar PS, Matthews CR, Joshi V et al (2011) Tobacco smoking affects bacterial acquisition and colonization in oral biofilms. Infect Immun 79(11):4730–4738

    Article  PubMed  PubMed Central  Google Scholar 

  27. Sopori M (2002) Effects of cigarette smoke on the immune system. Nat Rev Immunol 2(5):372–377

    Article  PubMed  Google Scholar 

  28. Brook I (2011) The impact of smoking on oral and nasopharyngeal bacterial flora. J Dental Res 90(6):704–710

    Article  Google Scholar 

  29. Kenney EB, Kraal JH, Saxe SR et al (1977) The effect of cigarette smoke on human oral polymorphonuclear leukocytes. J Periodontal Res 12(4):227–234

    Article  PubMed  Google Scholar 

  30. Pavia CS, Pierre A, Nowakowski J (2000) Antimicrobial activity of nicotine against a spectrum of bacterial and fungal pathogens. J Medical Microbiol 49(7):675–676

    Article  Google Scholar 

  31. Macgregor ID (1989) Effects of smoking on oral ecology. A review of the literature. Clin Prev Dent 11(1):3–7

    PubMed  Google Scholar 

  32. Joshi V, Matthews C, Aspiras M et al (2014) Smoking decreases structural and functional resilience in the subgingival ecosystem. J Clin Periodontol 41(11):1037–1047

    Article  PubMed  Google Scholar 

  33. Rodu B (2004) Jansson C (2004) Smokeless tobacco and oral cancer: a review of the risks and determinants. Crit Rev Oral Biol Med 15(5):252–263

    Article  PubMed  Google Scholar 

  34. Jin J, Guo L, VonTungeln L et al (2018) Smokeless tobacco impacts oral microbiota in a Syrian golden hamster cheek pouch carcinogenesis model. Anaerobe 52:29–42

    Article  PubMed  PubMed Central  Google Scholar 

  35. Bradshaw DJ, Marsh PD, Watson GK et al (1998) Role of Fusobacterium nucleatum and coaggregation in anaerobe survival in planktonic and biofilm oral microbial communities during aeration. Infect Immun 66(10):4729–4732

    Article  PubMed  PubMed Central  Google Scholar 

  36. Takahashi N (2005) Microbial ecosystem in the oral cavity: metabolic diversity in an ecological niche and its relationship with oral diseases. Proceedings of the International Symposium for Interface Oral Health, Sendai, Japan, 2–3 February 2005. International Congress Series 1284:103–112

  37. Brennan CA, Garrett WS (2019) Fusobacterium nucleatum - symbiont, opportunist and oncobacterium. Nat rev Microbiol 17(3):156–166

    Article  PubMed  PubMed Central  Google Scholar 

  38. Tomkovich S, Yang Y, Winglee K et al (2017) (2017) Locoregional effects of microbiota in a preclinical model of colon carcinogenesis. Cancer Res 77(10):2620–2632

    Article  PubMed  PubMed Central  Google Scholar 

  39. Shchipkova AY, Nagaraja HN, Kumar PS (2010) Subgingival microbial profiles of smokers with periodontitis. J Dental Res 89(11):1247–1253

    Article  Google Scholar 

  40. Siqueira JF Jr, Rocas IN (2013) As-yet-uncultivated oral bacteria: breadth and association with oral and extra-oral diseases. J Oral Microbiol 5. https://doi.org/10.3402/jom.v5i0.21077

  41. Shakhatreh MAK, Khabour OF, Alzoubi KH et al (2018) Alterations in oral microbial flora induced by waterpipe tobacco smoking. Int J Gen Med 11:47–54

    Article  PubMed  PubMed Central  Google Scholar 

  42. Kumar PS, Matthews CR, Joshi V, de Jager M, Aspiras M (2011 Nov) Tobacco smoking affects bacterial acquisition and colonization in oral biofilms. Infect Immun 79(11):4730–4738

    Article  PubMed  PubMed Central  Google Scholar 

  43. Bor B, Bedree JK, Shi W et al (2019) Saccharibacteria (TM7) in the Human Oral Microbiome. J Dent Res 98(5):500–509

    Article  PubMed  PubMed Central  Google Scholar 

  44. Downes J, Munson MA, Radford DR et al (2002) Shuttleworthia satelles gen. nov., sp. nov., isolated from the human oral cavity. Int J Sys Evol Microbiol 52(5):1469–1475

  45. Kenney EB, Saxe SR, Bowles RD (1975) The effect of cigarette smoking on anaerobiosis in the oral cavity. J Periodontol 46(2):82–85

    Article  PubMed  Google Scholar 

  46. Mason MR, Preshaw PM, Nagaraja HN et al (2015) The subgingival microbiome of clinically healthy current and never smokers. ISME J 9(1):268–272

    Article  PubMed  Google Scholar 

  47. Takahashi N (2015) Oral microbiome metabolism: from “who are they?” to “what are they doing?” J Dent Res 94(12):1628–1637

    Article  PubMed  Google Scholar 

  48. Gharbia SE, Shah HN (1991) Pathways of glutamate catabolism among Fusobacterium species. J Gen Microbiol 137(5):1201–1206

    Article  PubMed  Google Scholar 

  49. Smith EA, Macfarlane GT (1996) Enumeration of human colonic bacteria producing phenolic and indolic compounds: effects of pH, carbohydrate availability and retention time on dissimilatory aromatic amino acid metabolism. J Appl Bacteriol 81(3):288–302

    Article  PubMed  Google Scholar 

  50. Kaur H, Das C, Mande SS (2017) In silico analysis of putrefaction pathways in bacteria and its implication in colorectal cancer. Front Microbiol 8:2166

    Article  PubMed  PubMed Central  Google Scholar 

  51. Sharma AK, DeBusk WT, Stepanov I et al (2020) Oral microbiome profiling in smokers with and without head and neck cancer reveals variations between health and disease. Cancer Prevention Res 13:463–474

    Article  Google Scholar 

Download references

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Authors and Affiliations

Authors

Contributions

DVG contributed to conception, design, data acquisition and interpretation, and statistical analysis and drafted and critically revised the manuscript. CCW performed the statistical analysis. MB contributed to design and data acquisition and interpretation. LT, PK, and DN contributed to design and data acquisition and interpretation. MGB contributed to the conception and design and critically revised the manuscript. NWJ contributed to the conception and design and critically revised the manuscript. All authors gave their final approval.

Corresponding authors

Correspondence to Michael George Botelho or Newell W. Johnson.

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The authors declare no competing interests.

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Gopinath, D., Wie, C.C., Banerjee, M. et al. Compositional profile of mucosal bacteriome of smokers and smokeless tobacco users. Clin Oral Invest 26, 1647–1656 (2022). https://doi.org/10.1007/s00784-021-04137-7

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