Literature DB >> 34485763

Adjunctive dental therapies in caries-active children: Shifting the cariogenic salivary microbiome from dysbiosis towards non-cariogenic health.

Claudia Lyashenko1, Elisa Herrman2, Jessica Irwin3, Allie James3, Shay Strauss1, John Warner3, Brandon Khor2, Michael Snow2, Stephanie Ortiz2, Erin Waid2, Bishoy Nasry2, Jennifer Chai2, Carissa Choong2, Elizabeth Palmer3, Kim Kutsch4, Anna Forsyth3, Dongseok Choi5,6, Tom Maier1, Curtis A Machida1,3.   

Abstract

BACKGROUND: The oral microbiome is a complex assembly of microbial species, whose constituents can tilt the balance towards progression of oral disease or sustained health. Recently we identified sex-specific differences in the salivary microbiome contained within caries-active and caries-free children. In this study, we sought to ascertain if adjunctive dental therapies, including povidone iodine and chlorhexidine, were effective in shifting the cariogenic microbiome from dysbiosis to non-cariogenic health.
DESIGN: We recruited young children (ages 2-12 years) to enter five enrollment groups, with each group (N = 9-30 participants/group) receiving caries restorative and/or adjunctive therapies, either singularly or in combination (OHSU IRB #6535). Saliva specimens were collected pre- and post-treatment (4-8 weeks) of caries preventive measures, and oral microbiota were identified using next generation sequencing (HOMINGS, Forsyth Institute, Cambridge, MA).
RESULTS: With the use of multi-dimensional scaling plots, support vector machine learning, odds ratio analysis, and other statistical methods, we have determined that treatment with povidone iodine can shift the composition of the salivary cariogenic microbiome to include higher proportions of aerobic microorganisms, such as Stentrophomonas maltophila, as well as non-cariogenic, anaerobic microorganisms including Poryphyromonas and Fusobacterium species.
CONCLUSION: We have identified microorganisms that are associated with caries-active children and have determined that povidone iodine is an effective adjunctive therapy that has the potential to shift the composition of the cariogenic microbiome to one more closely aligned with non-cariogenic health.

Entities:  

Keywords:  Caries-active children; Dental caries; Dysbiosis; Microbiome shift; Oral health; Povidone iodine; Salivary microbiome; Stentrophomonas maltophila

Year:  2020        PMID: 34485763      PMCID: PMC8415465          DOI: 10.1016/j.humic.2020.100077

Source DB:  PubMed          Journal:  Hum Microb J        ISSN: 2452-2317


Introduction

The oral microbiome is a complex collection of microbial species, the balance of which contributes to the development of oral disease processes and health. Of the various microbial communities in humans, the oral microbiome is considered as one of the most constant over time [1-3]. Following administration of antibiotics, the oral microbiome exhibits greater resilience and eventual full recovery, whereas the gut microbiota tends to sustain long-term modifications [4]. Though the oral microbiome exhibits natural defenses to drastic shifts in microbial composition via the effects of saliva and other factors, it exhibits limited capability in recovering from disease states that result from the over-abundance of specific oral pathogens. Dental caries is a common oral disease affecting children and adults, and is influenced by socio-economic, genetic, and microbiological risk factors, including disruption of the composition of oral microorganisms within the oral cavity [4-6]. Several adjunctive therapies have been applied to reduce the cariogenic microbial burden, including the use of povidone iodine and chlorhexidine treatment. Povidone iodine is a popular antimicrobial administered via mouth rinse, with a history of effective treatment for antisepsis and healing [7,8]. Povidone iodine promotes the release of free iodine from carrier complexes in aqueous medium [7,9,10], and has the ability to restore healthy microbial flora following bacterial infection, including bacterial vaginosis [11]. Chlorhexidine is also widely used as an adjunctive therapy for dental caries and exhibits both bacteriostatic and bactericidal effects. This antimicrobial mechanism of action targets the cell membrane and inhibits the attachment of biofilms to tooth surfaces [8,12]. Limitations of chlorhexidine include its cationic nature, making it incompatible with certain dentifrice constituents, preference for an alkaline pH, reduced activity in the presence of organic matter, and reversible tooth discoloration [8,13,14]. Acquired bacterial resistance has been observed in chlorhexidine treatment, likely due to alterations in bacterial membranes and prevention of chlorhexidine adsorption [10,15]. In our prior publication [16], we identified sex-specific differences in the salivary microbiome in children with dental caries. In this current work, using multidimensional scaling plots, machine learning and odds ratio analyses, we now assess the ability of adjunctive dental therapies to shift the salivary microbiota from dysbiosis to non-cariogenic health.

Materials and methods

Participant selection and enrollment groups

We recruited 85 children ages 2–12 years, either caries-active (N = 61) or caries-free (N = 24) from patients visiting OHSU pediatric dentistry clinics, or from an external practitioner site in Albany, Oregon. The inclusion and exclusion parameters for study participation were described previously [16]. Participants entered one of five enrollment groups as defined in Table 1.
Table 1

Enrollment groups describing participant number, caries status and treatment.

Group numberN valueCaries statusTreatment at Visit 1Treatment at Visit 2
118Caries-ActiveRestorativeFluoride
218Caries-ActiveRestorative + CHXFluoride
325Caries-ActiveRestorative + PIFluoride
49Caries-FreeFluorideNone
515Caries-FreeCHXFluoride

Caries status was assessed by clinical examination, DMFT indices and radio-graphs.

Caries-active participants had DMFT scores of 1–18 at enrollment (DMFT average = 8.6).

N value = number of participants.

CHX = 0.12 chlorhexidine.

PI = 10% povidone iodine (equivalent to Betadine).

Single application of PI was applied to the dentition, then immediately wiped away with gauze.

Restorative therapy is considered as standard-of-care for all caries-active participants.

Fluoride application was applied to all caries-active or caries-free participants. Visit 2 = 4–8 weeks following Visit 1.

Saliva specimens were collected at the beginning of each visit.

Specimen collection and identification of salivary microorganisms

Non-stimulated saliva specimens were collected from all enrolled participants at the beginning of Visit 1 and Visit 2. Because young children under the age of 5 years have general difficulty expelling saliva, we used non-stimulated saliva in all collections, either using a swab for children under the age of 5 years, or the expulsion of saliva (1 ml) from all other children. There were no stipulated conditions of food or drink intake, or teeth brushing, prior to the collection of specimens. Microbial genomic DNA from saliva [16,17] was applied in PCR using V3-V4 16S rDNA-specific primers and in next generation sequencing (NGS) (Forsyth Institute, Cambridge, MA).

Statistical analysis

The relative abundance of salivary microbial species was determined by enrollment group and visit number. As described previously [16], we used a zero-inflated negative binomial regression model by the zinb-wave and edgeR packages in R statistical language [18,19]. Two-sided p-values for testing relative abundance were adjusted by the false discovery rate (FDR) for multiple test correction [20]. In addition, multi-dimensional scaling plots were used to visualize the level of similarity between caries-active and caries-free data sets, based on the fold-changes of the log (cpm) values [21,22]. To predict caries status for 65 cases at Visit 2, we used the support vector machine (SVM) [23] to build a prediction rule for caries-active versus caries-free, using data from Visit 1 from all 85 enrolled participants as training data. Further analyses were conducted using the ratio of odds of caries-active over caries-free between Visit 1 and Visit 2; in this case, the odds that an adjunctive therapy within a specific individual restored the cariogenic salivary microbiome to one more representative of caries-free health.

Results

Changes in salivary microorganisms based on enrollment group, visit number, and age categories

Fig. 1 ranks the abundance of the top twenty salivary microorganisms found in caries-active children and caries-free children based on enrollment group and visit, either pre- or post-adjunctive treatment (also Table 2). Streptococci is the most abundant microorganism found in all enrollment groups, and with the exception of Group 2, appears to be diminished in abundance following treatment. Haemophilus parainfluenza is ranked as the second most abundant microorganism overall, and in Group 4, this microbial species appears to rise as the most abundant microorganism post-treatment. As described previously [16], Prevotella melaninogenica is the second most abundant microorganism in caries-active children and is the fourth most abundant in caries-free children, and appears to be significantly affected in abundance percentage, especially in Groups 2, 4 and 5, when comparing pre- and post-treatment numbers. In our prior publication (16) with the same participant cohort, we illustrated several significant microbial changes based on the sex of the participants. When examining two age categories – 2–5 years and 6–12 years – reflective of children with primary dentition versus mixed dentition respectively, we find that caries-active boys, ages 2–5, have a much higher prevalence of known cariogenic microorganisms, Streptococcus sobrinus and Streptococcus mutans, when compared to older caries-active boys, ages 6–12 (Table 3A). No statistically-significant fold changes in microbial species were identified when examining age category comparisons for caries-active girls, caries-free boys, or caries-free girls.
Fig. 1.

Abundance of Top 20 Salivary Microorganisms Found in Caries-Active and Caries-Free Children.

Abundance of top 20 salivary microorganisms found in caries-active (Groups 1–3) and caries-free (Groups 4 and 5) children based on enrollment group (G1–G5) and visit number (V1-pre-treatment and V2-post-treatment).

Table 2

Abundance of salivary microorganisms found in caries-active and caries-free children based on enrollment group and visit number.

Probe IDMicroorganismG1V1G1V2G2V1G2V2G3V1G3V2G4V1G4V2G5V1G5V2Average
GP-081Streptococcus_Genus_probe_427.29%23.77%24.19%29.30%20.96%18.69%19.97%18.17%29.15%27.60%23.91%
HA-05Haemophilus_parainfluenzae6.69%7.04%6.49%4.60%7.81%9.43%16.64%23.45%6.68%5.63%9.45%
RO-03Rothia_mucilaginosa3.75%4.31%6.42%3.66%9.50%6.83%8.99%9.47%8.54%5.64%6.71%
PR-14Prevotella_melaninogenica10.27%8.92%6.73%2.21%9.02%7.10%2.74%7.26%7.31%3.53%6.51%
GP-060Neisseria_Genus_probe_24.07%6.71%5.84%9.04%4.39%3.07%9.30%8.88%2.72%5.17%5.92%
GE-02Gemella_haemolysans4.64%4.10%3.75%5.80%5.65%5.55%3.13%1.34%5.41%5.73%4.51%
GR-02Granulicatella_elegans5.60%2.40%3.56%4.58%3.91%4.51%1.68%0.54%4.16%6.22%3.72%
FU-10Fusobacterium_periodonticum2.07%3.57%1.24%2.44%3.64%3.51%4.06%3.17%2.66%1.96%2.83%
PO-09Porphyromonas_pasteri2.17%1.41%2.20%2.79%2.19%1.76%1.52%0.64%1.81%3.59%2.01%
NE-03Neisseria_flavescens1.61%2.15%3.46%0.68%2.19%1.84%2.96%0.04%1.76%2.03%1.87%
BE-02Bergeyella_sp_HOT_3220.93%0.78%2.84%3.00%1.52%0.74%1.89%0.29%2.56%2.70%1.73%
GP-040Haemophilus_Genus_probe_32.72%0.97%2.35%2.00%1.29%1.68%0.83%0.95%1.24%1.87%1.59%
AL-04Alloprevotella_sp_HOT_4730.84%0.61%2.17%3.35%0.76%1.17%0.26%0.77%1.05%3.43%1.44%
HA-07Haemophilus_pittmaniae0.43%0.63%1.11%1.05%1.35%0.70%1.84%2.34%1.32%1.24%1.20%
GR-01Granulicatella_adiacens0.83%1.37%1.26%1.29%1.16%0.99%1.37%1.20%1.55%0.94%1.20%
PR-79Prevotella_nanceiensis1.00%1.78%1.03%0.95%1.34%1.23%0.85%0.77%1.49%0.71%1.11%
ST-20Streptococcus_sanguinis1.07%1.04%1.52%1.74%0.57%0.60%0.90%1.41%0.96%0.70%1.05%
GP-038Fusobacterium_Genus_probe_40.78%0.92%0.88%0.73%1.01%0.93%1.49%1.51%0.78%1.00%1.00%
GP-089Veillonella_Genus_probe_20.86%1.70%1.27%1.58%0.66%0.77%1.01%1.09%0.60%0.51%1.00%
PO-24Porphyromonas_pasteri0.72%0.72%0.67%0.54%0.73%0.38%0.92%0.32%0.78%1.17%0.70%
GP-039Gemella_Genus_probe0.75%1.30%0.62%0.87%0.63%0.53%0.23%0.15%0.93%0.58%0.66%
GP-126Streptococcus_Genus_probe_10.57%0.54%0.67%0.85%0.49%0.38%0.36%0.43%0.35%1.72%0.64%
LA-29Lautropia_mirabilis0.30%0.90%0.27%0.88%0.32%0.33%0.69%1.18%0.87%0.43%0.62%
LE-06Leptotrichia_hongkongensis0.71%0.46%0.59%1.04%0.21%0.85%0.21%0.86%0.28%0.89%0.61%
PR-25Prevotella_salivae0.88%0.97%0.26%0.05%0.88%0.95%0.05%0.14%0.58%0.11%0.49%
GE-04Gemella_sanguinis0.21%0.20%0.30%0.25%0.56%0.36%0.85%0.97%0.56%0.33%0.46%
PR-09Prevotella_histicola0.70%0.70%0.45%0.14%1.13%0.51%0.07%0.16%0.30%0.10%0.43%
LE-16Leptotrichia_sp_HOT_4170.44%0.47%0.42%0.38%0.74%1.08%0.06%0.22%0.23%0.16%0.42%
OR-01Oribacterium_sinus0.34%0.83%0.19%0.18%0.21%0.31%0.53%1.02%0.35%0.21%0.42%
VE-08Veillonella_sp_HOT_7800.86%0.17%0.65%0.39%0.15%0.33%0.19%0.16%0.48%0.73%0.41%
VE-03Veillonella_dispar0.43%1.09%0.47%0.38%0.22%0.57%0.12%0.33%0.19%0.21%0.40%
NE-19Neisseria_subflava0.44%0.60%0.51%0.39%0.27%0.39%0.39%0.04%0.43%0.52%0.40%
LE-07Leptotrichia_shahii0.11%0.61%1.22%0.34%0.13%0.24%0.46%0.05%0.16%0.38%0.37%
GP-112Haemophilus_Genus_probe_20.24%0.10%0.50%0.51%0.34%0.27%0.27%0.34%0.24%0.47%0.33%
GP-099Aggregatibacter_Genus_probe_10.25%0.26%0.49%0.11%0.31%0.48%0.31%0.59%0.17%0.29%0.33%
VE-07Veillonella_rogosae0.15%0.55%0.27%0.17%0.21%0.19%0.53%0.45%0.55%0.17%0.32%
GP-019Campylobacter_Genus_probe_20.56%0.59%0.21%0.16%0.52%0.42%0.14%0.25%0.22%0.14%0.32%
GP-050Leptotrichia_Genus_probe_40.26%0.41%0.36%0.35%0.08%0.20%0.26%0.57%0.19%0.49%0.32%
GP-073Rothia_Genus_probe0.20%0.21%0.36%0.28%0.49%0.35%0.33%0.26%0.33%0.29%0.31%
RO-01Rothia_aeria0.32%0.32%0.34%0.68%0.40%0.31%0.25%0.08%0.18%0.20%0.31%
GP-080Staphylococcus_Genus_probe_30.00%0.00%0.00%0.00%0.00%3.04%0.00%0.01%0.00%0.00%0.31%
PR-22Prevotella_pallens0.65%0.66%0.22%0.07%0.49%0.27%0.05%0.18%0.20%0.09%0.29%
AB-01Abiotrophia_defectiva0.69%0.23%0.25%0.30%0.16%0.13%0.52%0.23%0.23%0.09%0.28%
VE-21Veillonella_atypica0.43%0.38%0.31%0.09%0.38%0.31%0.04%0.18%0.48%0.12%0.27%
CO-03Corynebacterium_matruchotii0.10%0.18%0.15%0.08%0.10%0.30%0.42%0.16%0.32%0.73%0.25%
RO-02Rothia_dentocariosa0.20%0.11%0.23%0.18%0.38%0.28%0.15%0.28%0.42%0.31%0.25%
AG-06Aggregatibacter_sp_HOT_5130.29%0.39%0.14%0.25%0.54%0.44%0.11%0.00%0.03%0.34%0.25%
TM-13TM7[G-1]_sp_HOT_3480.01%0.01%0.07%0.01%0.03%0.04%1.01%0.00%0.13%1.11%0.24%
NE-18Neisseria_oralis0.11%0.22%0.26%1.16%0.07%0.16%0.04%0.00%0.16%0.15%0.23%
VE-20Veillonella_atypica0.43%0.44%0.27%0.07%0.25%0.17%0.04%0.09%0.20%0.14%0.21%
CL-03Ruminococcaceae[G-1]_sp_HOT_0750.62%0.34%0.15%0.09%0.15%0.12%0.09%0.22%0.06%0.03%0.19%
SE-05Selenomonas_noxia0.02%0.04%0.07%0.00%0.02%0.01%1.61%0.01%0.01%0.01%0.18%
AL-11Alloprevotella_sp_HOT_9140.15%0.34%0.22%0.21%0.25%0.14%0.21%0.05%0.10%0.10%0.18%
GP-049Leptotrichia_Genus_probe_30.12%0.12%0.36%0.24%0.19%0.49%0.02%0.05%0.05%0.04%0.17%
GP-076Selenomonas_&_Centipeda_Genus_probe0.03%0.04%0.17%0.03%0.03%0.07%0.25%0.09%0.30%0.63%0.16%
LE-26Leptotrichia_sp_HOT_2150.21%0.24%0.12%0.15%0.13%0.13%0.13%0.27%0.09%0.13%0.16%
GE-07Gemella_morbillorum0.10%0.12%0.09%0.09%0.39%0.32%0.08%0.08%0.16%0.15%0.16%
NE-08Neisseria_pharyngis0.55%0.07%0.17%0.23%0.12%0.24%0.00%0.04%0.09%0.04%0.15%
LE-13Leptotrichia_sp_HOT_2210.47%0.18%0.12%0.24%0.14%0.20%0.06%0.02%0.04%0.08%0.15%
PR-18Prevotella_nigrescens0.09%0.12%0.06%0.19%0.34%0.17%0.23%0.29%0.03%0.02%0.15%
ST-29Stenotrophomonas_maltophilia0.00%0.00%0.00%0.00%0.00%1.53%0.00%0.00%0.00%0.00%0.15%
GP-100Aggregatibacter_Genus_probe_20.16%0.05%0.09%0.27%0.18%0.17%0.01%0.29%0.09%0.14%0.15%
PR-51Prevotella_veroralis0.14%0.62%0.39%0.02%0.06%0.12%0.00%0.00%0.06%0.03%0.14%
GP-005Alloprevotella_Genus_probe0.14%0.18%0.17%0.17%0.15%0.09%0.08%0.13%0.14%0.14%0.14%
NE-16Neisseria_flavescens0.29%0.03%0.27%0.01%0.35%0.17%0.00%0.00%0.01%0.22%0.14%
LA-06Lachnoanaerobaculum_umeaense0.09%0.30%0.13%0.12%0.08%0.06%0.16%0.18%0.12%0.09%0.13%
GP-003Actinomyces_Genus_probe_30.05%0.04%0.08%0.18%0.06%0.19%0.03%0.37%0.10%0.22%0.13%
GP-004Actinomyces_Genus_probe_40.11%0.11%0.10%0.10%0.18%0.15%0.12%0.13%0.17%0.05%0.12%
LE-08Leptotrichia_sp_HOT_2120.03%0.29%0.05%0.29%0.05%0.14%0.06%0.21%0.02%0.07%0.12%
TM-05TM7[G-1]_sp_HOT_3520.11%0.22%0.06%0.04%0.26%0.18%0.06%0.03%0.20%0.04%0.12%
NE-02Neisseria_elongata0.09%0.15%0.08%0.08%0.05%0.36%0.16%0.14%0.05%0.04%0.12%
CA-37Catonella_morbi0.11%0.35%0.04%0.09%0.08%0.06%0.12%0.18%0.08%0.05%0.12%
GE-05Gemella_morbillorum0.07%0.07%0.13%0.10%0.15%0.22%0.13%0.06%0.04%0.16%0.11%
GP-067Porphyromonas_Genus_probe_20.13%0.19%0.11%0.13%0.08%0.15%0.03%0.03%0.10%0.19%0.11%
GP-096Fusobacterium_Genus_probe_30.07%0.12%0.16%0.08%0.05%0.15%0.10%0.16%0.08%0.14%0.11%
LE-22Leptotrichia_wadei0.12%0.03%0.12%0.04%0.09%0.52%0.14%0.02%0.01%0.02%0.11%
LE-11Leptotrichia_sp_HOT_2180.18%0.03%0.38%0.09%0.11%0.23%0.00%0.00%0.07%0.02%0.11%
CA-12Capnocytophaga_leadbetteri0.10%0.15%0.06%0.04%0.05%0.15%0.18%0.20%0.04%0.09%0.11%
FU-12Fusobacterium_nucleatum_subsp_animalis0.08%0.21%0.09%0.06%0.33%0.21%0.02%0.04%0.01%0.01%0.11%
KI-03Kingella_oralis0.12%0.14%0.14%0.13%0.06%0.08%0.02%0.14%0.04%0.18%0.10%
PR-20Prevotella_oris0.05%0.10%0.06%0.11%0.17%0.20%0.15%0.03%0.05%0.04%0.10%
SO-OlSolobacterium_moorei0.13%0.17%0.07%0.07%0.10%0.06%0.03%0.15%0.12%0.05%0.09%
TA-02Tannerella_sp_HOT_2860.03%0.09%0.08%0.03%0.02%0.05%0.12%0.15%0.21%0.16%0.09%
BA-03Bacteroidales[G-2]_sp_HOT_2740.03%0.04%0.04%0.01%0.11%0.02%0.33%0.02%0.29%0.01%0.09%
CA-31Cardiobacterium_hominis0.04%0.09%0.08%0.06%0.02%0.20%0.04%0.21%0.06%0.10%0.09%
CA-30Capnocytophaga_sputigena0.05%0.09%0.08%0.13%0.04%0.13%0.14%0.12%0.05%0.05%0.09%
VE-06Veillonella_parvula0.06%0.08%0.26%0.32%0.03%0.05%0.02%0.03%0.02%0.02%0.09%
GE-03Gemella_morbillorum0.05%0.12%0.08%0.09%0.12%0.16%0.07%0.06%0.05%0.08%0.09%
PR-21Prevotella_oulorum0.04%0.04%0.16%0.02%0.10%0.29%0.05%0.04%0.02%0.04%0.08%
C002Corynebacterium_durum0.04%0.09%0.05%0.08%0.07%0.07%0.07%0.04%0.19%0.10%0.08%
PR-26Prevotella_scopos0.05%0.02%0.06%0.03%0.24%0.08%0.02%0.04%0.09%0.13%0.08%
SR-03SR1[G-1]_sp_HOT_8750.03%0.13%0.02%0.08%0.11%0.01%0.11%0.01%0.20%0.06%0.08%
GP-113Kingella_Genus_probe_10.08%0.16%0.10%0.11%0.05%0.06%0.10%0.01%0.04%0.04%0.07%
GP-130Veillonella_Genus_probe_10.08%0.10%0.08%0.08%0.08%0.08%0.04%0.05%0.10%0.03%0.07%
PE-21Peptostreptococcus_stomatis0.07%0.13%0.06%0.05%0.12%0.06%0.05%0.07%0.08%0.04%0.07%
OR-06Oribacterium_asaccharolyticum0.13%0.13%0.03%0.03%0.09%0.11%0.02%0.03%0.09%0.04%0.07%
CA-04Campylobacter_gracilis0.03%0.06%0.10%0.03%0.05%0.14%0.04%0.02%0.10%0.14%0.07%
ME-01Megasphaera_micronuciformis0.20%0.16%0.07%0.01%0.07%0.06%0.01%0.01%0.10%0.01%0.07%
PR-70Prevotella_pallens0.24%0.23%0.04%0.00%0.07%0.03%0.01%0.01%0.05%0.02%0.07%
GP-083TM7_Genus_probe0.03%0.05%0.09%0.03%0.05%0.10%0.22%0.01%0.05%0.07%0.07%
PO-27Porphyromonas_sp_HOT_2840.02%0.04%0.04%0.05%0.03%0.23%0.11%0.08%0.04%0.05%0.07%
CA-10Capnocytophaga_granulosa0.02%0.05%0.04%0.04%0.02%0.07%0.05%0.26%0.02%0.10%0.07%
AC-20Actinomyces_sp_HOT_1720.08%0.06%0.02%0.02%0.14%0.11%0.05%0.02%0.15%0.01%0.07%
EU-03Peptostreptococcaceae[XI][G-1][Eubacterium]_sulci0.11%0.12%0.04%0.01%0.16%0.07%0.03%0.02%0.06%0.02%0.06%
GP-069Prevotella_Genus_probe_20.05%0.09%0.07%0.04%0.15%0.09%0.04%0.02%0.08%0.02%0.06%
AC-24Actinomyces_lingnae0.04%0.05%0.05%0.03%0.07%0.09%0.09%0.05%0.13%0.02%0.06%
LE-15Leptotrichia_sp_HOT_3920.09%0.11%0.06%0.05%0.02%0.08%0.06%0.02%0.08%0.05%0.06%
AG-01Aggregatibacter_actinomycetemcomitans0.00%0.00%0.02%0.57%0.00%0.00%0.00%0.00%0.00%0.00%0.06%
ST-03Stenotrophomonas_maltophilia0.00%0.00%0.00%0.00%0.00%0.59%0.00%0.00%0.00%0.00%0.06%
ST-15Streptococcus_mutans0.04%0.00%0.06%0.35%0.02%0.06%0.00%0.00%0.04%0.01%0.06%
FU-07Fusobacterium_nucleatum_subsp_nucleatum0.03%0.04%0.06%0.06%0.07%0.15%0.06%0.02%0.04%0.06%0.06%
EI-01Eikenella_corrodens0.06%0.05%0.05%0.04%0.02%0.22%0.03%0.02%0.02%0.04%0.06%
SE-04Selenomonas_noxia0.02%0.01%0.11%0.01%0.02%0.09%0.00%0.00%0.27%0.00%0.05%
CL-04Ruminococcaceae[G-2]_sp_HOT_0850.11%0.06%0.04%0.02%0.12%0.06%0.02%0.06%0.03%0.01%0.05%
TM-01TM7[G-1]_sp_HOT_3460.01%0.01%0.31%0.02%0.05%0.07%0.00%0.00%0.06%0.00%0.05%
CA-09Capnocytophaga_gingivalis0.03%0.06%0.01%0.03%0.03%0.02%0.07%0.16%0.02%0.08%0.05%
PR-39Prevotella_sp_HOT_3090.09%0.09%0.04%0.03%0.09%0.05%0.01%0.03%0.04%0.04%0.05%
AG-03Aggregatibacter_paraphrophilus0.01%0.01%0.00%0.01%0.02%0.34%0.07%0.02%0.01%0.01%0.05%
ST-14Streptococcus_intermedius0.04%0.07%0.06%0.09%0.03%0.06%0.03%0.03%0.02%0.06%0.05%
GP-095Fusobacterium_Genus_probe_20.03%0.07%0.05%0.04%0.06%0.12%0.04%0.01%0.01%0.02%0.05%
OR-07Oribacterium_parvum0.08%0.10%0.03%0.01%0.03%0.03%0.04%0.05%0.06%0.02%0.04%
AG-09Aggregatibacter_paraphrophilus0.01%0.21%0.01%0.04%0.03%0.04%0.09%0.00%0.01%0.01%0.04%
PO-17Porphyromonas_catoniae0.02%0.09%0.02%0.03%0.01%0.02%0.01%0.01%0.01%0.22%0.04%
LE-19Leptotrichia_sp_HOT_4980.03%0.02%0.16%0.02%0.03%0.13%0.00%0.00%0.01%0.00%0.04%
PR-80Prevotella_sp_HOT_9420.13%0.00%0.05%0.04%0.03%0.04%0.00%0.00%0.06%0.04%0.04%
LE-04Leptotrichia_goodfellowii0.02%0.14%0.03%0.01%0.02%0.11%0.01%0.02%0.02%0.01%0.04%
PR-15Prevotella_micans0.00%0.01%0.03%0.01%0.01%0.00%0.33%0.00%0.00%0.00%0.04%
LA-01Lachnoanaerobaculum_orale0.10%0.02%0.04%0.04%0.06%0.03%0.01%0.04%0.04%0.01%0.04%
AC-36Actinomyces_naeslundii0.01%0.03%0.02%0.02%0.02%0.16%0.02%0.04%0.02%0.03%0.04%
GP-020Capnocytophaga_Genus_probe_20.02%0.03%0.04%0.03%0.02%0.05%0.07%0.02%0.03%0.07%0.04%
PO-26Porphyromonas_sp_HOT_9300.17%0.02%0.10%0.04%0.01%0.00%0.00%0.00%0.00%0.01%0.04%
PR-46Prevotella_sp_HOT_4720.02%0.06%0.02%0.01%0.04%0.14%0.01%0.02%0.02%0.03%0.04%
LA-28Lactococcus_lactis0.35%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.04%
GP-063Parvimonas_Genus_probe0.01%0.14%0.01%0.02%0.03%0.09%0.04%0.00%0.01%0.00%0.04%
CA-32Cardiobacterium_valvarum0.01%0.04%0.01%0.01%0.00%0.05%0.01%0.10%0.01%0.10%0.03%
AL-09Alloprevotella_tannerae0.02%0.04%0.03%0.06%0.15%0.03%0.00%0.00%0.01%0.00%0.03%
GP-118Moraxella_Genus_probe_10.00%0.00%0.33%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.03%
SR-02SR1[G-1]_sp_HOT_8740.02%0.03%0.03%0.03%0.02%0.01%0.02%0.09%0.01%0.08%0.03%
GP-021Capnocytophaga_Genus_probe_30.03%0.04%0.03%0.03%0.02%0.04%0.04%0.06%0.01%0.03%0.03%
CA-17Capnocytophaga_sp_HOT_3320.01%0.02%0.02%0.01%0.01%0.01%0.03%0.02%0.03%0.16%0.03%
LA-02Lachnoanaerobaculum_saburreum0.01%0.03%0.04%0.01%0.01%0.08%0.02%0.04%0.00%0.07%0.03%
GP-022Cardiobacterium_Genus_probe0.01%0.04%0.03%0.02%0.01%0.03%0.01%0.02%0.11%0.02%0.03%
GP-023Catonella_Genus_probe0.02%0.02%0.03%0.04%0.03%0.02%0.04%0.03%0.03%0.03%0.03%
ST-05Stomatobaculum_sp_HOT_0970.02%0.05%0.01%0.02%0.03%0.02%0.04%0.07%0.03%0.02%0.03%
DI-01Dialister_invisus0.02%0.04%0.02%0.01%0.10%0.02%0.01%0.04%0.02%0.00%0.03%
AT-08Atopobium_parvulum0.00%0.02%0.02%0.00%0.04%0.08%0.00%0.03%0.08%0.00%0.03%
AC-35Actinomyces_graevenitzii0.05%0.01%0.04%0.01%0.06%0.04%0.02%0.02%0.03%0.01%0.03%
GP-127Streptococcus_Genus_probe_20.22%0.03%0.01%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.03%
SE-08Selenomonas_sp_HOT_1360.15%0.04%0.01%0.00%0.02%0.01%0.00%0.00%0.02%0.01%0.03%
PR-27Prevotella_shahii0.02%0.09%0.01%0.01%0.03%0.02%0.05%0.01%0.03%0.01%0.03%
PE-28Peptostreptococcaceae[XI][G-7]_sp_HOT_9220.00%0.12%0.01%0.00%0.01%0.00%0.04%0.06%0.01%0.01%0.03%
SI-01Simonsiella_muelleri0.07%0.02%0.00%0.06%0.02%0.02%0.02%0.00%0.01%0.04%0.03%
GP-025Corynebacterium_Genus_probe0.01%0.02%0.02%0.02%0.03%0.04%0.02%0.01%0.03%0.05%0.03%
LA-08Lachnospiraceae[G-2]_sp_HOT_0960.09%0.03%0.01%0.00%0.03%0.07%0.00%0.00%0.00%0.01%0.03%
PO-19Porphyromonas_sp_HOT_2750.02%0.04%0.03%0.02%0.02%0.02%0.04%0.00%0.04%0.02%0.02%
SR-01SR1[G-1]_sp_HOT_3450.02%0.10%0.02%0.01%0.01%0.01%0.02%0.00%0.04%0.02%0.02%
LA-11Butyrivibrio_sp_HOT_4550.10%0.02%0.01%0.01%0.06%0.02%0.00%0.01%0.01%0.01%0.02%
PR-06Prevotella_denticola0.02%0.01%0.01%0.00%0.17%0.01%0.00%0.01%0.01%0.00%0.02%
PO-03Porphyromonas_endodontalis0.08%0.00%0.00%0.03%0.11%0.01%0.00%0.00%0.01%0.00%0.02%
BE-04Bergeyella_sp_HOT_9070.02%0.02%0.04%0.02%0.02%0.02%0.06%0.00%0.01%0.03%0.02%
BE-05Bergeyella_sp_HOT_9310.01%0.02%0.02%0.03%0.02%0.01%0.01%0.00%0.03%0.09%0.02%
LA-31Lachnospiraceae[G-3]_sp_HOT_1000.00%0.01%0.02%0.01%0.00%0.00%0.04%0.00%0.14%0.01%0.02%
TM-14TM7[G-1]_sp_HOT_9520.01%0.01%0.02%0.01%0.01%0.02%0.04%0.00%0.02%0.09%0.02%
ST-30Stomatobaculum_longum0.06%0.04%0.02%0.01%0.02%0.04%0.00%0.00%0.03%0.01%0.02%
AC-03Actinobaculum_sp_HOT_1830.00%0.01%0.10%0.04%0.01%0.06%0.01%0.00%0.00%0.00%0.02%
PR-42Prevotella_sp_HOT_3170.01%0.03%0.03%0.01%0.01%0.02%0.08%0.02%0.01%0.02%0.02%
OR-08Oribacterium_sp_HOT_0780.00%0.01%0.01%0.00%0.01%0.01%0.16%0.01%0.00%0.00%0.02%
TM-03TM7[G-1]_sp_HOT_3480.00%0.01%0.05%0.01%0.01%0.12%0.02%0.00%0.01%0.00%0.02%
LE-12Leptotrichia_sp_HOT_2190.01%0.01%0.01%0.01%0.01%0.06%0.03%0.01%0.04%0.02%0.02%
PO-16Porphyromonas_catoniae0.01%0.01%0.02%0.00%0.00%0.03%0.00%0.04%0.06%0.04%0.02%
PR-65Prevotella_intermedia0.03%0.06%0.05%0.02%0.02%0.00%0.00%0.00%0.01%0.01%0.02%
AL-03Alloprevotella_sp_HOT_3080.03%0.04%0.01%0.01%0.03%0.03%0.00%0.01%0.03%0.02%0.02%
CA-01Campylobacter_concisus0.01%0.02%0.02%0.02%0.01%0.04%0.02%0.02%0.03%0.02%0.02%
KI-05Kingella_sp_HOT_0120.02%0.04%0.01%0.00%0.00%0.01%0.01%0.07%0.00%0.03%0.02%
BE-03Bergeyella_sp_HOT_9000.02%0.02%0.02%0.01%0.01%0.01%0.01%0.02%0.07%0.02%0.02%
AC-45Actinomyces_oris0.00%0.00%0.01%0.01%0.01%0.04%0.00%0.05%0.02%0.04%0.02%
TM-02TM7[G-1]_sp_HOT_3470.01%0.02%0.01%0.01%0.00%0.02%0.02%0.06%0.01%0.02%0.02%
PR-23Prevotella_pleuritidis0.06%0.01%0.01%0.01%0.07%0.01%0.00%0.01%0.00%0.01%0.02%
GN-02GN02[G-1]_sp_HOT_8720.01%0.01%0.01%0.02%0.01%0.02%0.01%0.05%0.00%0.05%0.02%
PR-37Prevotella_sp_HOT_3050.04%0.02%0.01%0.00%0.05%0.02%0.00%0.00%0.02%0.01%0.02%
PA-03Parvimonas_micra0.01%0.03%0.02%0.01%0.04%0.02%0.01%0.01%0.01%0.00%0.02%
GP-057Moraxella_Genus_probe_20.01%0.00%0.14%0.00%0.01%0.00%0.00%0.00%0.00%0.00%0.02%
PR-78Prevotella_maculosa0.01%0.01%0.03%0.00%0.02%0.02%0.04%0.01%0.01%0.01%0.02%
PR-76Prevotella_aurantiaca0.00%0.00%0.00%0.01%0.02%0.00%0.11%0.00%0.00%0.00%0.01%
CA-36Capnocytophaga_sp_HOT_3260.02%0.03%0.02%0.00%0.01%0.01%0.01%0.01%0.02%0.02%0.01%
TM-16TM7[G-6]_sp_HOT_8700.03%0.01%0.02%0.01%0.02%0.01%0.02%0.00%0.01%0.01%0.01%
PE-17Peptostreptococcaceae[XI][G-7][Eubacterium]_yurii_subsp_schtitka0.00%0.10%0.00%0.00%0.01%0.00%0.01%0.00%0.00%0.01%0.01%
AL-02Alloprevotella_rava0.02%0.00%0.00%0.02%0.04%0.02%0.00%0.00%0.03%0.00%0.01%
LE-25Leptotrichia_sp_HOT_2230.01%0.01%0.01%0.00%0.01%0.01%0.05%0.00%0.01%0.03%0.01%
SE-37Selenomonas_sp_HOT_1260.00%0.00%0.09%0.00%0.00%0.01%0.01%0.00%0.01%0.00%0.01%
LA-09Lachnospiraceae[G-3]_sp_HOT_1000.00%0.01%0.00%0.01%0.00%0.01%0.01%0.01%0.06%0.02%0.01%
PR-73Prevotella_sp_HOT_3170.01%0.02%0.02%0.01%0.00%0.02%0.00%0.01%0.04%0.00%0.01%
PR-74Prevotella_sp_HOT_3170.00%0.01%0.01%0.00%0.00%0.00%0.08%0.01%0.00%0.00%0.01%
VE-18Veillonella_denticariosi0.01%0.03%0.00%0.00%0.02%0.01%0.00%0.00%0.03%0.00%0.01%
AC-27Actinomyces_sp_HOT_4480.00%0.00%0.01%0.00%0.00%0.10%0.00%0.00%0.00%0.00%0.01%
PR-71Prevotella_saccharolytica0.00%0.00%0.01%0.00%0.00%0.01%0.06%0.01%0.01%0.00%0.01%
AT-03Atopobium_rimae0.02%0.01%0.01%0.00%0.03%0.01%0.01%0.02%0.00%0.00%0.01%
TR-57Treponema_sp_HOT_2310.00%0.01%0.01%0.01%0.02%0.00%0.01%0.00%0.05%0.00%0.01%
AC-11Actinomyces_massiliensis0.00%0.01%0.00%0.00%0.00%0.01%0.03%0.01%0.02%0.01%0.01%
GP-082Tannerella_Genus_probe0.01%0.01%0.01%0.00%0.01%0.00%0.01%0.01%0.00%0.05%0.01%
VE-05Veillonella_parvula0.01%0.01%0.01%0.01%0.01%0.02%0.00%0.01%0.01%0.01%0.01%
PO-22Porphyromonas_sp_HOT_2770.04%0.01%0.01%0.00%0.02%0.02%0.00%0.00%0.00%0.00%0.01%
SE-22Selenomonas_dianae0.00%0.00%0.05%0.00%0.00%0.00%0.02%0.01%0.00%0.01%0.01%
LA-07Lachnospiraceae[G-2]_sp_HOT_0880.00%0.00%0.01%0.02%0.00%0.03%0.02%0.01%0.00%0.00%0.01%
CA-21Capnocytophaga_sp_HOT_3380.00%0.01%0.00%0.02%0.00%0.03%0.01%0.00%0.01%0.00%0.01%
CE-02Centipeda_periodontii0.00%0.00%0.03%0.00%0.00%0.00%0.06%0.00%0.00%0.00%0.01%
SE-18Selenomonas_sputigena0.01%0.00%0.03%0.00%0.00%0.01%0.01%0.02%0.00%0.00%0.01%
AC-18Actinomyces_sp_HOT_1700.00%0.00%0.00%0.00%0.00%0.00%0.01%0.01%0.05%0.02%0.01%
GP-066Porphyromonas_Genus_probe_10.01%0.02%0.01%0.04%0.00%0.00%0.00%0.00%0.00%0.00%0.01%
GP-056Mogibacterium_Genus_probe0.01%0.01%0.03%0.00%0.01%0.01%0.00%0.01%0.01%0.00%0.01%
TM-09TM7[G-3]_sp_HOT_3510.01%0.01%0.00%0.01%0.02%0.01%0.00%0.01%0.01%0.00%0.01%
GP-079SR1_Genus_probe0.01%0.02%0.01%0.01%0.01%0.00%0.01%0.01%0.01%0.02%0.01%
GP-009Atopobium_Genus_probe0.01%0.01%0.00%0.00%0.02%0.02%0.00%0.01%0.02%0.00%0.01%
ST-09Streptococcus_anginosus0.00%0.00%0.01%0.00%0.01%0.01%0.00%0.00%0.02%0.03%0.01%
AL-12Alloprevotella_sp_HOT_9120.00%0.00%0.05%0.00%0.00%0.00%0.00%0.00%0.01%0.00%0.01%
PR-55Propionibacterium_propionicum0.01%0.01%0.01%0.01%0.01%0.02%0.00%0.00%0.00%0.00%0.01%
GP-072Pseudomonas_Genus_probe0.01%0.00%0.00%0.01%0.00%0.05%0.00%0.00%0.01%0.00%0.01%
AC-19Actinomyces_sp_HOT_1710.00%0.03%0.00%0.00%0.00%0.01%0.00%0.00%0.01%0.01%0.01%
GP-111Haemophilus_Genus_probe_10.00%0.06%0.01%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.01%
PR-72Prevotella_saccharolytica0.00%0.01%0.01%0.00%0.00%0.01%0.01%0.00%0.03%0.00%0.01%
PR-45Prevotella_sp_HOT_4430.00%0.03%0.00%0.00%0.02%0.00%0.00%0.00%0.00%0.00%0.01%
GP-128Streptococcus_Genus_probe_30.01%0.00%0.01%0.01%0.01%0.01%0.00%0.01%0.00%0.00%0.01%
PE-22Peptococcus_sp_HOT_1670.00%0.02%0.01%0.01%0.01%0.00%0.00%0.01%0.00%0.00%0.01%
ST-10Streptococcus_constellatus0.01%0.01%0.01%0.01%0.01%0.01%0.00%0.00%0.01%0.00%0.01%
AC-21Actinomyces_sp_HOT_1750.00%0.00%0.00%0.00%0.00%0.01%0.00%0.03%0.00%0.01%0.01%
LE-18Leptotrichia_sp_HOT_4630.01%0.02%0.03%0.01%0.00%0.00%0.00%0.00%0.00%0.00%0.01%
AL-08Alloprevotella_sp_HOT_9140.00%0.01%0.01%0.01%0.01%0.00%0.00%0.01%0.00%0.00%0.01%
JO-01Johnsonella_ignava0.00%0.01%0.00%0.00%0.01%0.02%0.02%0.00%0.00%0.00%0.01%
VE-02Veillonella_denticariosi0.02%0.01%0.01%0.00%0.00%0.00%0.00%0.00%0.01%0.01%0.01%
LE-21Leptotrichia_sp_HOT_8790.01%0.01%0.00%0.00%0.01%0.01%0.01%0.01%0.00%0.01%0.01%
GP-047Lactobacillus_Genus_probe_40.06%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.01%
EU-04Peptostreptococcaceae[XI][G-9][Eubacterium]_brachy0.01%0.01%0.01%0.00%0.01%0.00%0.01%0.00%0.00%0.01%0.01%
LA-03Lachnoanaerobaculum_sp_HOT_0830.00%0.04%0.00%0.00%0.00%0.00%0.01%0.00%0.00%0.00%0.01%
AC-22Actinomyces_sp_HOT_1780.01%0.00%0.00%0.00%0.00%0.00%0.01%0.00%0.01%0.02%0.01%
NE-12Neisseria_sp_HOT_4990.03%0.00%0.00%0.00%0.01%0.00%0.01%0.00%0.00%0.00%0.01%
TR-56Treponema_socranskii0.01%0.00%0.00%0.01%0.02%0.01%0.00%0.00%0.01%0.00%0.01%
SE-28Selenomonas_sp_HOT_1370.00%0.00%0.02%0.00%0.00%0.01%0.00%0.00%0.00%0.00%0.01%
CA-06Campylobacter_sp_HOT_0440.02%0.02%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.00%0.01%

This table includes microorganisms with average measurable abundance levels >0.01%. Microorganism species (N =284) with average measurable abundance <0.01% were excluded from this table for space considerations.

Table 3

Significant Differences in Salivary Microorganisms Found Between Specific Cohorts or Between Visits 1 and 2.

A. Differences Found Between Caries-Active Boys, Ages 2–5 Years Versus Caries-Active Boys, Ages 6–12 Years
Probe IDMicroorganismFold changesp-valueFDR p-value
GP-057Moraxella_Genus_probe_2301.40.00020.0231
LE-11Leptotrichia_sp_HOT_21883.80.00060.0358
ST-15Streptococcus_mutans−24.60.00000.0051
PO-26Porphyromonas_sp_HOT_930−86.90.00000.0051
ST-21Streptococcus_sobrinus−129.00.00050.0339

For Table 3A, microorganisms exhibiting positive value-fold changes indicate higher prevalence in caries-active boys, ages 6–12 years.

For Table 3A, microorganisms exhibiting negative value-fold changes indicate higher prevalence in caries-active boys, ages 2–5 years.

FDR = false discovery rate; FDR p-value is the more stringent statistical indicator and the one used to determine statistical-significance.

Group 3 is defined as the caries-active cohort treated with restorative therapy and povidone iodine.

For Table 3B, microorganisms exhibiting positive value-fold changes indicate higher prevalence following treatment.

For Table 3B, microorganisms exhibiting negative value-fold change indicates higher prevalence before treatment.

Group 5 is defined as the caries-free cohort treated with chlorhexidine.

For Table 3C, microorganisms exhibiting negative value-fold changes indicate higher prevalence before treatment compared to after treatment. No microorganisms exhibiting positive value-fold changes (indicating higher prevalence after treatment) were identified.

Evidence supporting efficacy of povidone iodine in shifting the microbiome profile from caries-active to caries-free

Multidimensional Scaling Plots.

Fig. 2A displays the relative position of each microbiome in a multi-dimensional scaling plot illustrating the general and independent clustering of caries-active (red) and caries-free (black) microbiomes at pre-treatment (Visit 1). Following adjunctive therapy (Fig. 2B) including povidone iodine (Group 3), we observe a shift of several microbiomes into the lower right quadrant of the multi-dimensional graph, or more closely aligned in the placement of microbiomes defined as caries-free in Visit 1. This is especially evident when microbiomes affected by povidone iodine in Visit 2 (as seen in Fig. 2B; Group 3) are overlaid directly upon microbiomes identified as caries-free (Groups 4 and 5) in Fig. 2A. Interestingly, many microbiomes from caries-free children treated with fluoride (Group 4) or chlorhexidine (Group 5) become more dispersed in the multi-dimensional scaling plot at Visit 2 (Fig. 2B). Fold changes were also assessed for each microbial species at pre-treatment versus post-treatment and then ranked from high positive values (indicating high prevalence at Visit 2; post-treatment) to low negative values (indicating high prevalence at Visit 1; pre-treatment). Microorganisms found in Groups 3 (caries-active; povidone iodine) and 5 (caries-free; chlorhexidine) were identified to undergo statistically-significant changes following adjunctive treatment (Table 3B and C). Microorganisms found to statistically increase in Group 3 following povidone iodine treatment include Stentrophomonas melophilia and Staphylococcus genus probe 3, as well as several other microorganisms found in periodontal disease, including Porphyromonas species HOT 284 and Fusobacterium genus probe 2 and probe 3 (Table 3B). In Group 5 (caries-free group), treatment with chlorhexidine results in statistical reduction of three microorganisms, including Cardiobacterium genus probe, TM7 (G-3) species HOT 351 and Selenomonas noxia (Table 3C).
Fig. 2.

Multidimensional Scaling Plots of Microbiome Profiles of Participants at Visit 1 and Visit 2.

Multidimensional scaling plots of microbiome profiles of participants at Visit 1 (A) and Visit 2 (B). Numbers represent the treatment groups. Groups 1–3 are caries-active and Groups 4–5 are caries-free.

Support Vector Machine and Building Prediction Rule to Define Caries-Active and Caries-Free Individuals Based on Microbiome Profiles.

Data from untreated caries-active and caries-free individuals at Visit 1 (61 from Groups 1–3 and 24 from Groups 4 and 5) were used as training data with support vector machine (SVM) to define the microbiomes of caries-active and caries-free individuals. SVM with the default parameters and cost-tuning parameter of 0.89 generated a caries-active versus caries-free prediction rule with 100% accuracy. When applying this highly-conservative prediction rule to identify the caries-status of individuals following treatment, we identified zero out of 11 individuals in Group 1, one out of 12 individuals in Group 2, and four out of 21 individuals in Group 3 as caries-free based on microbiome profiles. Alternatively, for caries-free individuals in Groups 4 and 5, zero out of nine individuals in Group 4 and only two out of 12 individuals in Group 5 were reclassified as caries-active following adjunctive dental therapy.

Odds Ratio Analyses.

We also computed odd1 = probability of being caries-active at Visit 1 (pre-treatment) / probability of being caries-free at Visit 1 (pre-treatment), and similarly odd2 at Visit 2 (post-treatment) using the outputs from the SVM analysis. An odds ratio was computed as OR = odd1/odd2. If the log of the odds ratio is greater than zero, then odd2 > odd1, which implies that the odds of being caries-active is relatively larger at Visit 2. If the odd2 < odd1, then the odds of being caries-free becomes larger at Visit 2. Using this approach, we computed the ratios of odds for prediction of caries-active versus caries-free between Visits 1 and 2 for each of the five enrollment groups. Odds ratio analyses indicate that the microbiome profiles of seven out of nine individuals in Group 1, seven out of ten individuals in Group 2 and seventeen out of eighteen individuals in Group 3 had shifted microbiome profiles from caries-active to those more-typically identified as caries-free. Using the Group 5 caries-free control group, only one out of eleven individuals showed a reversal of microbiome profiles defined originally as caries-free to one observed as caries-active.

Discussion

Adjunctive dental therapies and anti-microbial activity

Adjunctive therapies, including povidone iodine or chlorhexidine, have been used to promote caries prevention and oral health. Regular applications of povidone iodine are especially useful in treating childhood caries and suppressing levels of S. mutans [10,24]. In addition to caries control, povidone iodine is known to be effective in managing periodontal disease and gingivitis, and results in the reduction of periodontal pathogens Porphyromonas gingivalis and Fusobacterium nucleatum [9,10]. In totality, the clinical evidence demonstrates povidone iodine as an excellent adjunctive antimicrobial agent due to its broad spectrum of microbicidal effects [25]. Chlorhexidine is an effective bacteriostatic agent with the ability to alter microbiota composition and metabolic activity, and can promote higher abundance of pathobionts associated with chronic inflammatory conditions and high lactate production [26]. Although chlorhexidine can decrease the pathogenic microbial burden, it is less efficacious than povidone iodine in altering subgingival microbial composition [8]. Additionally, chlorhexidine produces indiscriminate antimicrobial effects, producing widespread decreases in biomass and variety throughout the oral microbiome [27]. Chlorhexidine therapy also results in the development of microbial tolerance, allowing resistant species to survive and reduce therapeutic efficacy [10,28]. For our specific study, relative changes in the percent composition of specific microorganisms could be due to either decreases in absolute numbers of microorganisms directly affected by the adjunctive therapy, or indirectly due to concomitant percent increases of other microbial species that are more resistant to treatment. It is important to recognize that the starting microbial populations found in children within Groups 2 and 5, reflect conditions of disease versus health, respectively. These starting microbial populations are not identical and have several species differences which could account for the variability in fold changes observed between Groups 2 and 5. Streptococci is broad and composed of a multitude of individual species, which are different within caries-active versus caries-free children, and thus may be differentially affected by chlorhexidine treatment. For example, S. gordonii, typically associated with caries-free conditions, is more tolerant to chlorhexidine action [26] because it is a primary colonizer and inhabitant of the lower layers of the oral biofilm and thus more protected from chlorhexidine action.

Microbial dysbiosis and reversion with povidone iodine

The application of povidone iodine in the oral cavity is shown to have a variety of effects, from preventing dental caries and periodontal disease, to reducing instances of respiratory infections and preventing pneumonia [9,10,24,29,30-32]. Mouth rinses with povidone iodine results in reduced oropharyngeal levels of P. aeruginosa, S. aureus, and H. influenza, bacteria linked to chronic respiratory infections and pneumonia [10,31,32]. Povidone iodine therapy controls oxidative stress and promotes wound healing via anti-inflammatory effects, free-radical scavenging, and promotion of re-epithelialization [33,34].

Limitations

The primary limitation of our study was the restrictive number of caries-free children available in our University dental clinics, which are more dedicated towards treatment of advanced dental cases, including rampant childhood caries. This was compounded further by participant no-shows for Visit 2 in all enrollment groups, especially affecting the caries-free Groups 4 and 5. We also understand that restorative materials may have an anti-microbial effect, and that there may be a combinatorial effect on bacterial composition when using both restorative and adjunctive therapies. Due to the necessity of providing standard-of-care practices in treatment of caries-active participants, it was not possible to deploy an adjunctive therapy without restorative therapy, and acknowledge that the type of restoration (fissure sealant versus restoration of simple or complex cavity) may influence important qualities of the microbial population, including bacterial load and virulence potential. We also recognize that there are many additional variables that could influence dental caries that were not controlled in this study, including genetic, socioeconomic, dietary, ethnicity and cultural determinants. We understand that the statistical power of our study could have been increased with larger numbers of participants.

Conclusions and future applications

With the use of multiple lines of analyses, including the use of multidimensional scaling plots, support vector machine, and odds ratio determinations, we found that povidone iodine has the potential to shift the salivary cariogenic microbiome to one more typically observed in non-cariogenic health. We also compared individual microbial species, prior to and following povidone iodine therapy (Group 3), and identified fifteen microbial species that underwent statistically-significant fold changes in prevalence following therapy (Table 3B). None of the major cariogenic microbiological agents – S. mutans, S. sobrinus or S. wiggsiae – were prevalent following povidone iodine therapy, in contrast to higher prevalence of several periodontal microorganisms, including Porphyromonas and Fusobacterium (Table 3B). Interestingly, the use of povidone iodine dramatically increased the prevalence of Stentrophomonas maltophila, an uncommon aerobic microorganism typically related to health, but more recently identified as a multi-drug resistant opportunistic pathogen that are particularly high-risk among immunocompromised hospital patients [35]. Repeated exposure of povidone iodine over an extended period of time appears to be necessary to restore complete conditions of health [36] and we assume this also applies to the long-term restoration of the non-cariogenic microbiome. The percent increase of Stentophormonas maltophilia in Group 3 is presumably due to its resistance to povidone iodine and the subsequent reduction of other microorganisms within the overall microbial population. Due to the unexpected prevalence of S. maltophilia found to affect cystic fibrosis and other respiratory patients, we recommend limiting the use of povidone iodine in immunocompromised dental patients as well as other individuals exhibiting endocrine disorders such as hyperparathyroidism who may be adversely affected by additional iodine intake.

Declarations

Human participant approval and informed consent

The OHSU Institutional Review Board approved the use of human participants for this study (IRB Study Number 0006535). Parents or guardians of the participants in this study have provided written informed consent prior to specimen collection. For children older than seven years of age, written child assent was also obtained. This study was purely an observational, non-interventional study, where the application of fluoride was required for all dental patients in the provision of standard-of-care therapy. The range of 4–8 weeks between Visits 1 and 2 was recommended to provide flexibility in scheduling patient returns for Visit 2.
  31 in total

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