An in vitro biofilm model system maintaining a highly reproducible species and metabolic diversity approaching that of the human oral microbiome

BackgroundOur knowledge of microbial diversity in the human oral cavity has vastly expanded during the last two decades of research. However, much of what is known about the behavior of oral species to date derives from pure culture approaches and the studies combining several cultivated species, which likely does not fully reflect their function in complex microbial communities. It has been shown in studies with a limited number of cultivated species that early oral biofilm development occurs in a successional manner and that continuous low pH can lead to an enrichment of aciduric species. Observations that in vitro grown plaque biofilm microcosms can maintain similar pH profiles in response to carbohydrate addition as plaque in vivo suggests a complex microbial community can be established in the laboratory. In light of this, our primary goal was to develop a robust in vitro biofilm-model system from a pooled saliva inoculum in order to study the stability, reproducibility, and development of the oral microbiome, and its dynamic response to environmental changes from the community to the molecular level.ResultsComparative metagenomic analyses confirmed a high similarity of metabolic potential in biofilms to recently available oral metagenomes from healthy subjects as part of the Human Microbiome Project. A time-series metagenomic analysis of the taxonomic community composition in biofilms revealed that the proportions of major species at 3 hours of growth are maintained during 48 hours of biofilm development. By employing deep pyrosequencing of the 16S rRNA gene to investigate this biofilm model with regards to bacterial taxonomic diversity, we show a high reproducibility of the taxonomic carriage and proportions between: 1) individual biofilm samples; 2) biofilm batches grown at different dates; 3) DNA extraction techniques and 4) research laboratories.ConclusionsOur study demonstrates that we now have the capability to grow stable oral microbial in vitro biofilms containing more than one hundred operational taxonomic units (OTU) which represent 60-80% of the original inoculum OTU richness. Previously uncultivated Human Oral Taxa (HOT) were identified in the biofilms and contributed to approximately one-third of the totally captured 16S rRNA gene diversity. To our knowledge, this represents the highest oral bacterial diversity reported for an in vitro model system so far. This robust model will help investigate currently uncultivated species and the known virulence properties for many oral pathogens not solely restricted to pure culture systems, but within multi-species biofilms.

[1]  V. Sheffield,et al.  Attachment of a 40-base-pair G + C-rich sequence (GC-clamp) to genomic DNA fragments by the polymerase chain reaction results in improved detection of single-base changes. , 1989, Proceedings of the National Academy of Sciences of the United States of America.

[2]  A. Weerkamp,et al.  Monobacterial and mixed bacterial plaques of Streptococcus mutans and Veillonella alcalescens in an artificial mouth: development, metabolism, and effect on human dental enamel. , 1988, Caries research.

[3]  J. Marrazzo,et al.  Molecular identification of bacteria associated with bacterial vaginosis. , 2005, The New England journal of medicine.

[4]  P. Kolenbrander,et al.  Expression of Green Fluorescent Protein in Streptococcus gordonii DL1 and Its Use as a Species-Specific Marker in Coadhesion with Streptococcus oralis 34 in Saliva-Conditioned Biofilms In Vitro , 2000, Applied and Environmental Microbiology.

[5]  J. A. Aas,et al.  Bacteria of Dental Caries in Primary and Permanent Teeth in Children and Young Adults , 2008, Journal of Clinical Microbiology.

[6]  P. Marsh,et al.  Analysis of pH–Driven Disruption of Oral Microbial Communities in vitro , 1998, Caries Research.

[7]  C. Sissons Artificial Dental Plaque Biofilm Model Systems , 1997, Advances in dental research.

[8]  Annette Moter,et al.  Dental plaque biofilms: communities, conflict and control. , 2011, Periodontology 2000.

[9]  Sean R. Eddy,et al.  Infernal 1.0: inference of RNA alignments , 2009, Bioinform..

[10]  D. Drucker,et al.  The cariogenicity of sucrose, glucose and maize starch in gnotobiotic rats mono-infected with strains of the bacteria Streptococcus mutans, Streptococcus salivarius and Streptococcus milleri. , 1985, Archives of oral biology.

[11]  J. Foster,et al.  Development of a Multispecies Oral Bacterial Community in a Saliva-Conditioned Flow Cell , 2004, Applied and Environmental Microbiology.

[12]  J. Wimpenny,et al.  Development of a steady-state oral microbial biofilm community using the constant-depth film fermenter. , 1996, Microbiology.

[13]  Adam Godzik,et al.  Cd-hit: a fast program for clustering and comparing large sets of protein or nucleotide sequences , 2006, Bioinform..

[14]  Richard A. Moore,et al.  Fusobacterium nucleatum infection is prevalent in human colorectal carcinoma. , 2012, Genome research.

[15]  R. Palmer,et al.  Retrieval of biofilms from the oral cavity. , 2001, Methods in enzymology.

[16]  S. Piwat,et al.  Longitudinal study of the presence of mutans streptococci and lactobacilli in relation to dental caries development in 3-24 month old Thai children. , 2007, International dental journal.

[17]  W. Wade,et al.  Cultivation of a Synergistetes strain representing a previously uncultivated lineage , 2010, Environmental microbiology.

[18]  R. Burne,et al.  Analysis of Streptococcus salivarius urease expression using continuous chemostat culture. , 1996, FEMS microbiology letters.

[19]  Wen-Han Yu,et al.  The Human Oral Microbiome Database: a web accessible resource for investigating oral microbe taxonomic and genomic information , 2010, Database J. Biol. Databases Curation.

[20]  Kun Tang,et al.  Global diversity in the human salivary microbiome. , 2009, Genome research.

[21]  Jean Thioulouse,et al.  ADE-4: a multivariate analysis and graphical display software , 1997, Stat. Comput..

[22]  S. Alaluusua,et al.  Caries in the primary teeth and salivary Streptococcus mutans and lactobacillus levels as indicators of caries in permanent teeth. , 1987, Pediatric dentistry.

[23]  K. Knox,et al.  An examination of strains of the bacteriumStreptococcus vestibularis for relative cariogenicity in gnotobiotic rats and adhesionin vitro , 1991 .

[24]  Marcy Yann,et al.  ヒト口腔からの微量の培養されないTM7微生物の単一細胞遺伝分析による生物学的「不明な物体」の詳細な分析 , 2007 .

[25]  William Wade,et al.  Unculturable bacteria--the uncharacterized organisms that cause oral infections. , 2002, Journal of the Royal Society of Medicine.

[26]  I. Kleinberg,et al.  Effect of salivary supernatant on the glycolytic activity of the bacteria in salivary sediment. , 1973, Archives of oral biology.

[27]  Susan M. Huse,et al.  Metagenomic study of the oral microbiota by Illumina high-throughput sequencing. , 2009, Journal of microbiological methods.

[28]  Sarah J. Fansler,et al.  Identifying Low pH Active and Lactate-Utilizing Taxa within Oral Microbiome Communities from Healthy Children Using Stable Isotope Probing Techniques , 2012, PloS one.

[29]  A. Griffen,et al.  Beyond Streptococcus mutans: Dental Caries Onset Linked to Multiple Species by 16S rRNA Community Analysis , 2012, PloS one.

[30]  S. Kjelleberg,et al.  The biofilm mode of life : mechanisms and adaptations , 2007 .

[31]  J. Izard,et al.  The Human Oral Microbiome , 2010, Journal of bacteriology.

[32]  Judith A. Schwartzbaum,et al.  Bacterial 16S Sequence Analysis of Severe Caries in Young Permanent Teeth , 2010, Journal of Clinical Microbiology.

[33]  D. Relman,et al.  Prevalence of Bacteria of Division TM7 in Human Subgingival Plaque and Their Association with Disease , 2003, Applied and Environmental Microbiology.

[34]  J. Einasto Dark Matter , 2009, 0901.0632.

[35]  E. Myers,et al.  Basic local alignment search tool. , 1990, Journal of molecular biology.

[36]  A. Rogers,et al.  Studies on fusobacteria associated with periodontal diseases. , 1998, Australian dental journal.

[37]  I. Kleinberg A mixed-bacteria ecological approach to understanding the role of the oral bacteria in dental caries causation: an alternative to Streptococcus mutans and the specific-plaque hypothesis. , 2002, Critical reviews in oral biology and medicine : an official publication of the American Association of Oral Biologists.

[38]  Pavel A Pevzner,et al.  Genome of the pathogen Porphyromonas gingivalis recovered from a biofilm in a hospital sink using a high-throughput single-cell genomics platform , 2013, Genome research.

[39]  Michel Martinez,et al.  Most Wanted , 2005 .

[40]  D. Drucker,et al.  The production of dental plaque and caries by the bacterium Streptococcus salivarius in gnotobiotic WAG/RIJ rats. , 1984, Archives of oral biology.

[41]  R. M. Stephan,et al.  Studies of Changes in pH produced by Pure Cultures of Oral Micro-Organisms , 1947, Journal of dental research.

[42]  J. Tanzer,et al.  Inhibition of ecological emergence of mutans streptococci naturally transmitted between rats and consequent caries inhibition by Streptococcus salivarius TOVE-R infection , 1985, Infection and immunity.

[43]  Jack C. Yue,et al.  A Similarity Measure Based on Species Proportions , 2005 .

[44]  Sean R. Eddy,et al.  Infernal 1.0: inference of RNA alignments , 2009, Bioinform..

[45]  P. Marsh The significance of maintaining the stability of the natural microflora of the mouth , 1991, British Dental Journal.

[46]  L. Wong,et al.  Factors affecting the resting pH of in vitro human microcosm dental plaque and Streptococcus mutans biofilms. , 1998, Archives of oral biology.

[47]  Martin Hartmann,et al.  Introducing mothur: Open-Source, Platform-Independent, Community-Supported Software for Describing and Comparing Microbial Communities , 2009, Applied and Environmental Microbiology.

[48]  Peer Bork,et al.  Interactive Tree Of Life v2: online annotation and display of phylogenetic trees made easy , 2011, Nucleic Acids Res..

[49]  N. Schork,et al.  Heritability of Oral Microbial Species in Caries-Active and Caries-Free Twins , 2007, Twin Research and Human Genetics.

[50]  R. Treloar,et al.  A continuous culture biofilm model of cariogenic responses , 2001, Journal of applied microbiology.

[51]  Katherine H. Huang,et al.  A framework for human microbiome research , 2012, Nature.

[52]  M. Moeschberger,et al.  Molecular Analysis of Bacterial Species Associated with Childhood Caries , 2002, Journal of Clinical Microbiology.

[53]  C. Sissons,et al.  Kinetics and product stoichiometry of ureolysis by human salivary bacteria and artificial mouth plaques. , 1985, Archives of oral biology.

[54]  J. McLean,et al.  Correlated biofilm imaging, transport and metabolism measurements via combined nuclear magnetic resonance and confocal microscopy , 2008, The ISME Journal.

[55]  R. Knight,et al.  The Human Microbiome Project , 2007, Nature.

[56]  C. Huttenhower,et al.  Metagenomic microbial community profiling using unique clade-specific marker genes , 2012, Nature Methods.

[57]  S. Kravitz,et al.  The JCVI standard operating procedure for annotating prokaryotic metagenomic shotgun sequencing data , 2010, Standards in genomic sciences.

[58]  J. Maltha,et al.  Experimental periodontal disease in rats induced by plaque-forming microorganisms. , 1975, Journal of periodontal research.

[59]  D. Janies,et al.  CORE: A Phylogenetically-Curated 16S rDNA Database of the Core Oral Microbiome , 2011, PloS one.

[60]  J W Costerton,et al.  Biofilm formation by Porphyromonas gingivalis and Streptococcus gordonii. , 1998, Journal of periodontal research.

[61]  S. Quake,et al.  Dissecting biological “dark matter” with single-cell genetic analysis of rare and uncultivated TM7 microbes from the human mouth , 2007, Proceedings of the National Academy of Sciences.

[62]  M. Kilian,et al.  Microbiological and immunological characteristics of young Moroccan patients with aggressive periodontitis with and without detectable Aggregatibacter actinomycetemcomitans JP2 infection. , 2011, Molecular oral microbiology.

[63]  I. Chestnutt,et al.  An in vitro investigation of the cariogenic potential of oral streptococci. , 1994, Archives of oral biology.

[64]  C. Sissons,et al.  A Multi-station Dental Plaque Microcosm (Artificial Mouth) for the Study of Plaque Growth, Metabolism, pH, and Mineralization , 1991, Journal of dental research.

[65]  B. Birren,et al.  The “Most Wanted” Taxa from the Human Microbiome for Whole Genome Sequencing , 2012, PloS one.

[66]  C. Douglas,et al.  Streptococcus parasanguis sp. nov., an atypical viridans Streptococcus from human clinical specimens. , 1990, FEMS microbiology letters.

[67]  D J Bradshaw,et al.  Effects of Carbohydrate Pulses and pH on Population Shifts within Oral Microbial Communities in vitro , 1989, Journal of dental research.

[68]  Johannes Goll,et al.  Bioinformatics Applications Note Database and Ontologies Metarep: Jcvi Metagenomics Reports—an Open Source Tool for High-performance Comparative Metagenomics , 2022 .

[69]  T. Macfarlane,et al.  A novel in vitro model system to grow films of oral bacteria for the study of human tooth root surface caries , 2001, Journal of applied microbiology.

[70]  R. Burne,et al.  Responses of cariogenic streptococci to environmental stresses. , 2005, Current issues in molecular biology.

[71]  Alexandros Stamatakis,et al.  RAxML-VI-HPC: maximum likelihood-based phylogenetic analyses with thousands of taxa and mixed models , 2006, Bioinform..

[72]  P. Marsh,et al.  Dental Plaque as a Microbial Biofilm , 2004, Caries Research.

[73]  Katherine H. Huang,et al.  Structure, Function and Diversity of the Healthy Human Microbiome , 2012, Nature.

[74]  S. Hassenbusch,et al.  Fusobacterial brain abscess: a review of five cases and an analysis of possible pathogenesis. , 2003, Journal of neurosurgery.

[75]  L. Wong,et al.  The pH response to urea and the effect of liquid flow in 'artificial mouth' microcosm plaques. , 1994, Archives of oral biology.

[76]  J. Merritt,et al.  Differential response of Streptococcus mutans towards friend and foe in mixed-species cultures. , 2011, Microbiology.

[77]  H. Berggren Penetration of Dyes in Living Human Enamel , 1943 .

[78]  S. Yooseph,et al.  Using DGGE profiling to develop a novel culture medium suitable for oral microbial communities. , 2010, Molecular oral microbiology.

[79]  L. Wong,et al.  pH gradients induced by urea metabolism in 'artificial mouth' microcosm plaques. , 1994, Archives of oral biology.

[80]  J. Foster,et al.  Human Oral Cavity as a Model for the Study of Genome-Genome Interactions , 2003, The Biological Bulletin.

[81]  J. Tanzer,et al.  Competitive displacement of mutans streptococci and inhibition of tooth decay by Streptococcus salivarius TOVE-R , 1985, Infection and immunity.

[82]  S. Sezer,et al.  Streptococcus vestibularis bacteremia following dental extraction in a patient on long-term hemodialysis: a case report , 2008, NDT plus.

[83]  R. Lasken Genomic sequencing of uncultured microorganisms from single cells , 2012, Nature Reviews Microbiology.

[84]  K. Totsuka,et al.  Comparison of phenotypic characteristics, DNA-DNA hybridization results, and results with a commercial rapid biochemical and enzymatic reaction system for identification of viridans group streptococci , 1995, Journal of clinical microbiology.

[85]  B. F. Miller,et al.  A Quantitative Method for Evaluating Physical and Chemical Agents which Modify Production of Acids in Bacterial Plaques on Human Teeth , 1943 .

[86]  D. Söll,et al.  UGA is an additional glycine codon in uncultured SR1 bacteria from the human microbiota , 2013, Proceedings of the National Academy of Sciences.

[87]  B. Haas,et al.  A Catalog of Reference Genomes from the Human Microbiome , 2010, Science.

[88]  L. Wong,et al.  Human dental plaque microcosm biofilms: effect of nutrient variation on calcium phosphate deposition and growth. , 2007, Archives of oral biology.

[89]  N. Takahashi,et al.  Effects of pH on the glucose and lactate metabolisms by the washed cells of Actinomyces naeslundii under anaerobic and aerobic conditions. , 1999, Oral microbiology and immunology.

[90]  P. Kolenbrander,et al.  Mechanisms of adhesion by oral bacteria. , 1996, Annual review of microbiology.

[91]  R. Lamont,et al.  Interbacterial binding among strains of pathogenic and commensal oral bacterial species. , 1996, Oral microbiology and immunology.

[92]  B. Willershausen,et al.  Diversity of Lactobacillus species in deep carious lesions of primary molars , 2010, European archives of paediatric dentistry : official journal of the European Academy of Paediatric Dentistry.