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Butcher MC, Short B, Veena CLR, Bradshaw D, Pratten JR, McLean W, Shaban SMA, Ramage G, Delaney C. Meta-analysis of caries microbiome studies can improve upon disease prediction outcomes. APMIS 2022; 130:763-777. [PMID: 36050830 PMCID: PMC9825849 DOI: 10.1111/apm.13272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Accepted: 08/22/2022] [Indexed: 01/11/2023]
Abstract
As one of the most prevalent infective diseases worldwide, it is crucial that we not only know the constituents of the oral microbiome in dental caries but also understand its functionality. Herein, we present a reproducible meta-analysis to effectively report the key components and the associated functional signature of the oral microbiome in dental caries. Publicly available sequencing data were downloaded from online repositories and subjected to a standardized analysis pipeline before analysis. Meta-analyses identified significant differences in alpha and beta diversities of carious microbiomes when compared to healthy ones. Additionally, machine learning and receiver operator characteristic analysis showed an ability to discriminate between healthy and disease microbiomes. We identified from importance values, as derived from random forest analyses, a group of genera, notably containing Selenomonas, Aggregatibacter, Actinomyces and Treponema, which can be predictive of dental caries. Finally, we propose the most appropriate study design for investigating the microbiome of dental caries by synthesizing the studies, which had the most accurate differentiation based on random forest modelling. In conclusion, we have developed a non-biased, reproducible pipeline, which can be applied to microbiome meta-analyses of multiple diseases, but importantly we have derived from our meta-analysis a key group of organisms that can be used to identify individuals at risk of developing dental caries based on oral microbiome inhabitants.
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Affiliation(s)
- Mark C. Butcher
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
| | - Bryn Short
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
| | - Chandra Lekha Ramalingam Veena
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
| | | | | | - William McLean
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
| | - Suror Mohamad Ahmad Shaban
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
| | - Gordon Ramage
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
| | - Christopher Delaney
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, Dentistry and Nursing, College of Medical, Veterinary and Life SciencesUniversity of GlasgowGlasgowUK
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Ramage G, Lappin DF, Millhouse E, Malcolm J, Jose A, Yang J, Bradshaw DJ, Pratten JR, Culshaw S. The epithelial cell response to health and disease associated oral biofilm models. J Periodontal Res 2016; 52:325-333. [PMID: 27330034 PMCID: PMC5412879 DOI: 10.1111/jre.12395] [Citation(s) in RCA: 37] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/30/2016] [Indexed: 02/03/2023]
Abstract
Background and Objective Different bacteria differentially stimulate epithelial cells. Biofilm composition and viability are likely to influence the epithelial response. In vitro model systems are commonly used to investigate periodontitis‐associated bacteria and their interactions with the host; therefore, understanding factors that influence biofilm–cell interactions is essential. The present study aimed to develop in vitro monospecies and multispecies biofilms and investigate the epithelial response to these biofilms. Material and Methods Bacterial biofilms were cultured in vitro and then either live or methanol‐fixed biofilms were co‐cultured with epithelial cells. Changes in epithelial cell viability, gene expression and cytokine content of culture supernatants were evaluated. Results Bacterial viability was better preserved within mixed‐species biofilm culture than within single‐species biofilm culture. Both mixed‐ and single‐species biofilms stimulated increased expression of mRNA for interleukin 8 (IL8), C‐X‐C motif chemokine ligand 3 (CXCL3), C‐X‐C motif chemokine ligand 1 (CXCL1), interleukin 1 (IL1), interleukin 6 (IL6), colony‐stimulating factor 2 (CSF2) and tumour necrosis factor (TNF), and the response was greatest in response to mixed‐species biofilms. Following co‐culture, cytokines detected in the supernatants included IL‐8, IL‐6, granulocyte colony‐stimulating factor and granulocyte–macrophage colony‐stimulating factor, with the greatest release of cytokines found following co‐culture with methanol‐fixed, mixed‐species biofilms. Conclusions These data show that epithelial cells generate a distinct cytokine gene‐ and protein‐expression signature in response to live or fixed, single‐ or multispecies biofilms.
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Affiliation(s)
- G Ramage
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, University of Glasgow, Glasgow, UK
| | - D F Lappin
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, University of Glasgow, Glasgow, UK
| | - E Millhouse
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, University of Glasgow, Glasgow, UK
| | - J Malcolm
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, University of Glasgow, Glasgow, UK.,Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
| | - A Jose
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, University of Glasgow, Glasgow, UK.,GlaxoSmithKline Consumer Healthcare, St George's Avenue, Weybridge, Surrey, UK
| | - J Yang
- GlaxoSmithKline Consumer Healthcare, St George's Avenue, Weybridge, Surrey, UK
| | - D J Bradshaw
- GlaxoSmithKline Consumer Healthcare, St George's Avenue, Weybridge, Surrey, UK
| | - J R Pratten
- GlaxoSmithKline Consumer Healthcare, St George's Avenue, Weybridge, Surrey, UK
| | - S Culshaw
- Oral Sciences Research Group, Glasgow Dental School, School of Medicine, University of Glasgow, Glasgow, UK.,Institute of Infection, Immunity and Inflammation, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, UK
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Ash A, Wilde PJ, Bradshaw DJ, King SP, Pratten JR. Structural modifications of the salivary conditioning film upon exposure to sodium bicarbonate: implications for oral lubrication and mouthfeel. Soft Matter 2016; 12:2794-2801. [PMID: 26883483 DOI: 10.1039/c5sm01936b] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
The salivary conditioning film (SCF) that forms on all surfaces in the mouth plays a key role in lubricating the oral cavity. As this film acts as an interface between tongue, enamel and oral mucosa, it is likely that any perturbations to its structure could potentially lead to a change in mouthfeel perception. This is often experienced after exposure to oral hygiene products. For example, consumers that use dentifrice that contain a high concentration of sodium bicarbonate (SB) often report a clean mouth feel after use; an attribute that is clearly desirable for oral hygiene products. However, the mechanisms by which SB interacts with the SCF to alter lubrication in the mouth is unknown. Therefore, saliva and the SCF was exposed to high ionic strength and alkaline solutions to elucidate whether the interactions observed were a direct result of SB, its high alkalinity or its ionic strength. Characteristics including bulk viscosity of saliva and the viscoelasticity of the interfacial salivary films that form at both the air/saliva and hydroxyapatite/saliva interfaces were tested. It was hypothesised that SB interacts with the SCF in two ways. Firstly, the ionic strength of SB shields electrostatic charges of salivary proteins, thus preventing protein crosslinking within the film and secondly; the alkaline pH (≈8.3) of SB reduces the gel-like structure of mucins present in the pellicle by disrupting disulphide bridging of the mucins via the ionization of their cysteine's thiol group, which has an isoelectric point of ≈8.3.
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Affiliation(s)
- A Ash
- Institute of Food Research, Norwich Research Park, Colney, Norwich NR4 7UA, UK.
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