Cited by 159Oral microbiology and periodontitis researchGut microbiota and healthDental Health and Care Utilization

The DOI matches its Crossref record; 61 of the 61 references it cites were found in a registry or an index; 5 of the 53 sources its claims cite were checked for support.

Citizen science charts two major “stomatotypes” in the oral microbiome of adolescents and reveals links with habits and drinking water composition

Open access
Willis, Jesse R., González-Torres, Pedro, Pittis, Alexandros A., Bejarano, Luis A., Cozzuto, Luca, Andreu-Somavilla, Nuria, Alloza-Trabado, Miriam, Valentín, Antonia, Ksiezopolska, Ewa, Company, Carlos, Onywera, Harris, Montfort, Magda, Hermoso, Antonio, Iraola-Guzmán, Susana, Saus, Ester, Labeeuw, Annick, Carolis, Carlo, Hecht, Jochen, Ponomarenko, Julia, Gabaldón, Toni·2018·Microbiome

Abstract

BACKGROUND: The oral cavity comprises a rich and diverse microbiome, which plays important roles in health and disease. Previous studies have mostly focused on adult populations or in very young children, whereas the adolescent oral microbiome remains poorly studied. Here, we used a citizen science approach and 16S profiling to assess the oral microbiome of 1500 adolescents around Spain and its relationships with lifestyle, diet, hygiene, and socioeconomic and environmental parameters. RESULTS: Our results provide a detailed snapshot of the adolescent oral microbiome and how it varies with lifestyle and other factors. In addition to hygiene and dietary habits, we found that the composition of tap water was related to important changes in the abundance of several bacterial genera. This points to an important role of drinking water in shaping the oral microbiota, which has been so far poorly explored. Overall, the microbiome samples of our study can be clustered into two broad compositional patterns (stomatotypes), driven mostly by Neisseria and Prevotella, respectively. These patterns show striking similarities with those found in unrelated populations. CONCLUSIONS: We hypothesize that these stomatotypes represent two possible global optimal equilibria in the oral microbiome that reflect underlying constraints of the human oral niche. As such, they should be found across a variety of geographical regions, lifestyles, and ages.

Overview

AI snapshot

Written from the paper’s full text.

TL;DR

A citizen-science 16S survey of 1,319 Spanish adolescents found that oral microbiomes cluster into two broad “stomatotypes” driven mainly by Neisseria and Prevotella, with parallels to unrelated adult populations. Tap water chemistry was the investigated factor most strongly associated with changes in several oral genera, while hygiene, diet, and lifestyle showed more limited links.

Key findings

  • From 1,555 collected samples, 1,319 passed quality filters; 332 genera-level OTUs were identified, with 32 genera present in ≥75% of individuals. The top ten genera made up 84.64% of sequences and appeared in 99.6% of samples; Streptococcus was most abundant in 68% of samples (mean 22.3%), followed by Prevotella (11.9%), Haemophilus (11.4%), Neisseria (10.1%), and Veillonella (9%).
  • Samples clustered into two stomatotypes: stomatotype 1 driven by Neisseria and stomatotype 2 driven by Prevotella, with higher Haemophilus in stomatotype 1 and higher Veillonella and Streptococcus in stomatotype 2. The authors note similarities to two “coinhabiting groups” in a Japanese adult study and propose naming them Neisseria-Haemophilus and Prevotella-Veillonella stomatotypes.
  • Tap water composition was linked to oral microbiome variation: among 17 water parameters, Porphyromonas was positively associated with fluoride and sulfate, while Veillonella, Ralstonia, Rhizobium, Rhodococcus, and Pseudomonas negatively correlated with hardness, alkalinity, conductivity, sulfate, magnesium, sodium, calcium, chloride, and dry matter after boiling.
  • Hygiene and habits had measurable but narrower associations: brushing frequency negatively correlated with Gemella, Streptobacillus, Granulicatella, and Porphyromonas; braces correlated positively with many genera; alcohol consumption among 314 students was associated with higher Mycoplasma, Filifactor, Treponema, and Desulfobulbus, while 108 students who smoked showed no significant microbiome differences.

Methods

  • Citizen-science sampling of adolescents ages 13–15 and their teachers in 40 Spanish schools during Spring 2015, using oral rinse samples, a 54-question questionnaire, and saliva pH measured with test strips.
  • DNA was extracted and the V3–V4 regions of 16S rRNA were sequenced on Illumina MiSeq; reads were processed with Mothur v1.34.4, SILVA v119 alignment, and genus-level OTU grouping.
  • Microbiome composition was analyzed in R with Phyloseq; stomatotypes were defined by PAM clustering across five beta-diversity measures, with JSD used for main analyses, and associations tested using Pearson correlations, Kruskal-Wallis, ANOVA/TukeyHSD, chi-squared tests, and Bonferroni correction.

Limitations

  • The paper states that citizen science limits comprehensive clinical evaluation by experts, that saliva pH strips lack pH-meter precision, and that low-abundance genera may reflect sporadic environmental colonization rather than stable oral residents.
  • The paper notes that adolescents may have recently adopted some habits, so effects of smoking or diet may not yet be apparent, and that stomatotypes represent trends along a continuous gradient rather than discrete, well-separated entities.
  • The text makes evident that time since last tooth brushing was not controlled, though the authors argue this is unlikely to drive stomatotype differences because students in one class were sampled together and stomatotypes were not driven by school class.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1186/s40168-018-0592-3

Cites

61 of 61 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Verification

Claims the paper makes

5 of 53 cited sources checked · 4 supported · 0 flagged · accuracy not yet measured

  • Findingcitation

    The core community composition and distribution is consistent with previous studies of oral healthy microbiomes.

    “This core community composition and distribution is consistent with previous studies of oral healthy microbiomes [2, 9, 22, 28–30].”
    Quote in the paperNot a substantial claim3 of 6 sources checked
    • cites [2] Chen H, Jiang W. Application of high-throughput sequencing in understanding human oral microbiome related with health and disease. Front Microbiol. 2014;5:508. source
    • cites [9] Takeshita T, Kageyama S, Furuta M, Tsuboi H, Takeuchi K, Shibata Y, et al. Bacterial diversity in saliva and oral health-related conditions: the Hisayama study. Sci Rep. 2016;6:22164. source
    • cites [22] Zaura E, Brandt BW, Prodan A, Teixeira, De Mattos MJ, Imangaliyev S, Kool J, et al. On the ecosystemic network of saliva in healthy young adults. ISME J. 2017;11:1218–31. source
    • cites [28] Zaura E, Keijser BJ, Huse SM, Crielaard W. Defining the healthy “core microbiome” of oral microbial communities. BMC Microbiol 2009;9:259. Available from: http://bmcmicrobiol.biomedcentral.com/articles/10.1186/1471-2180-9-259 source
    • cites [29] Human T, Project M. Structure, function and diversity of the healthy human microbiome. Nature 2012;486:207–214. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3564958&tool=pmcentrez&rendertype=abstract source
    • cites [30] Wade WG. The oral microbiome in health and disease. Pharmacol Res. 2013;69:137–43. source
  • Findingown data

    Thirty-two genera were common, appearing in 75% or more of the sampled individuals.

    “Thirty-two genera were common, appearing in 75% or more of the sampled individuals.”
    Quote in the paperNot a substantial claim
  • Findingown data

    In stomatotype 1, Fusobacterium and Capnocytophaga show positive covariation.

    “For instance, in the case of stomatotype 1, we detected positive covariation of Fusobacterium and Capnocytophaga, both anaerobic bacteria implicated in dental plaque progression [33], while in stomatotype 2, we specifically detect antagonism between Streptococcus and Actinomyces, which are known to compete in the initial phases of dental plaque formation [32, 37].”
    Quote in the paperNot a substantial claim
  • Findingown data

    Porphyromonas was positively associated with the presence of fluoride (F) and sulfate (SO4) in tap water.

    “Porphyromonas was positively associated with the presence of fluoride (F) and sulfate (SO4) in tap water.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The chemical composition of tap water in the nearest town represents the tap water consumed by participants.
  • Findingown data

    Flossing or using supplemental fluoride mouth wash did not seem to significantly impact the oral microbiome.

    “In contrast, flossing or using supplemental fluoride mouth wash did not seem to significantly impact the oral microbiome.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one. 57
  • Probably not a substantial claim. 40
  • It may state two separate claims as one.

    Premisecitation

    Most of these genera comprise anaerobic Gram negative species or Gram positives associated to acidic fermentations, which are generally associated to mature biofilm acidification, as well as caries and periodontal disease.

    “Most of these genera comprise anaerobic Gram negative species or Gram positives associated to acidic fermentations, which are generally associated to mature biofilm acidification, as well as caries and periodontal disease [3].”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites [3] Hajishengallis E, Parsaei Y, Klein MI, Koo H. Advances in the microbial etiology and pathogenesis of early childhood caries. Mol Oral Microbiol. 2017;32:24–34. source

      The sections on ECC microbiota and the biofilm matrix describe acid-producing bacteria contributing to plaque acidification and caries. The section on other bacteria also discusses Gram-negative Prevotella in severe ECC plaque. Our copy does not establish that most of the citing paper’s genera have the stated Gram-staining or anaerobic characteristics, or associate them with periodontal disease. (LLM, conf=0.84)

      Experimental — accuracy not yet measured
  • It may state two separate claims as one.

    Findingcitation

    In terms of driving species, stomatotypes 1 and 2 are similar to MIC1.3 and MIC2 of the 268 adults study and to clusters 1 and 2 of the 161 adults study.

    “In terms of the driving species, our stomatotypes 1 and 2 are similar, respectively, to MIC1.3 and MIC2 of the 268 adults study and to clusters 1 and 2 of the 161 adults study.”
    Quote in the paperSubstantial claim1 of 2 sources checked
    • cites [16] De Filippis F, Vannini L, La Storia A, Laghi L, Piombino P, Stellato G, et al. The same microbiota and a potentially discriminant metabolome in the saliva of omnivore, ovo-lacto-vegetarian and vegan individuals. PLoS One. 2014;9:e112373. source
    • cites [22] Zaura E, Brandt BW, Prodan A, Teixeira, De Mattos MJ, Imangaliyev S, Kool J, et al. On the ecosystemic network of saliva in healthy young adults. ISME J. 2017;11:1218–31. source
  • It may state two separate claims as one.

    Findingown data

    Although 108 students declared smoking occasionally, no significant differences were detected in their microbiomes.

    “Although 108 students declared smoking occasionally, we did not detect significant differences in their microbiomes.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    Students were more often consuming sweets and chewing gum, while teachers consumed significantly more coffee and alcohol, reported more dental health problems, and used flossing more frequently.

    “The students were more often consuming sweets and chewing gum, while teachers were consuming significantly more coffee and alcohol, reported more dental health problems, and used flossing more frequently.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    Socioeconomic status correlated significantly with abundance of some genera, positively with Rhizobium and negatively with Bradyrhizobium, Acinetobacter, and Pseudomonas.

    “Socioeconomic status did correlate significantly with the abundance of some genera, positively with Rhizobium and negatively with Bradyrhizobium, Acinetobacter, and Pseudomonas.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    Measured oral pH in the samples had a median of 7.5 but showed a wide range.

    “Measured oral pH in our samples had a median of 7.5 but showed a wide range [see Additional file 9].”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The study found high alpha diversity (mean Shannon diversity 2.5) and low beta diversity (mean weighted UniFrac distance 0.118).

    “Similar to previous oral microbiome surveys [7, 29], we found high alpha (within sample) diversity (mean Shannon diversity 2.5, see Additional file 3) and low beta (between samples) diversity (mean weighted UniFrac distance 0.118).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [7] Moon J-H, Lee J-H. Probing the diversity of healthy oral microbiome with bioinformatics approaches. BMB Rep. 2016;49:662–70. source
    • cites [29] Human T, Project M. Structure, function and diversity of the healthy human microbiome. Nature 2012;486:207–214. Available from: http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=3564958&tool=pmcentrez&rendertype=abstract source
  • It may state two separate claims as one.

    Findingown data

    The top ten most abundant genera represented 84.64% of analyzed sequences and were present in 99.6% of samples.

    “The top ten most abundant genera represented collectively 84.64% of the analyzed sequences and were present in 99.6% of the samples.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingcitation

    Twenty of the 32 common genera are also common in a study of 2343 adults in Hisayama, Japan.

    “For instance, 20 of our 32 common genera are also common in a recent study of the oral microbiome of 2343 adults in Hisayama (Japan) [9].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [9] Takeshita T, Kageyama S, Furuta M, Tsuboi H, Takeuchi K, Shibata Y, et al. Bacterial diversity in saliva and oral health-related conditions: the Hisayama study. Sci Rep. 2016;6:22164. source
  • It may state two separate claims as one.

    Findingown data

    In both stomatotypes, Streptococcus is positively correlated with Gemella and negatively with Prevotella and Fusobacterium.

    “In both stomatotypes, Streptococcus is positively correlated with Gemella and negatively with Prevotella and Fusobacterium (Fig. 3c).”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingcitation

    The two stomatotypes show striking similarities or notable overlap with the coinhabiting groups found in the Hisayama study of unrelated populations.

    “These patterns show striking similarities with those found in unrelated populations.”
    • Also stated in: § Oral microbiome diversity is structured into two major stomatotypes · boosted
      “Importantly, although the studies are performed with different methodologies and have largely different target populations, we noted a strong parallelism between our two stomatotypes and the defined “coinhabiting groups” in the abovementioned Hisayama study [9].”
    • Also stated in: § Discussion · plain
      “Importantly, our two defined stomatotypes show notable overlap with the two “coinhabiting” groups of bacteria identified in another large study [9].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [9] Takeshita T, Kageyama S, Furuta M, Tsuboi H, Takeuchi K, Shibata Y, et al. Bacterial diversity in saliva and oral health-related conditions: the Hisayama study. Sci Rep. 2016;6:22164. source
  • It may state two separate claims as one.

    Findingown data

    Hygiene habits usually showed high correlations among themselves, so that people who brush their teeth more often tended to use fluoride supplements and floss and were more likely to wash their hands before eating and/or after using the bathroom.

    “Hygiene habits usually showed high correlations among themselves, so that people who brush their teeth more often tended to use fluoride supplements and floss and were more likely to wash their hands before eating and/or after using the bathroom.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingcitation

    The core microbiome comprised typical oral bacteria commonly identified as abundant in similar oral microbiome surveys.

    “The core microbiome comprised typical oral bacteria that are commonly identified as abundant in similar oral microbiome surveys [28].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [28] Zaura E, Keijser BJ, Huse SM, Crielaard W. Defining the healthy “core microbiome” of oral microbial communities. BMC Microbiol 2009;9:259. Available from: http://bmcmicrobiol.biomedcentral.com/articles/10.1186/1471-2180-9-259 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds.

    Findingnone given

    All genera discussed in the paper with the exception of Rubellimicrobium and Undibacterium have been previously identified in oral samples.

    “All genera discussed in the paper with the exception of Rubellimicrobium and Undibacterium have been previously identified in oral samples.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The two stomatotypes and some genera were geographically widespread but showed distinct abundance patterns.

    “Notably, however, the two stomatotypes, and some genera, were geographically widespread but showed distinct abundance patterns, which suggest some environmental influence.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Findingown data

    Smokers tend to consume more alcohol, and students who reported having a kissing partner were more likely to smoke, drink alcohol, or chew gum.

    “For instance, smokers tend to consume more alcohol, and students who reported having a kissing partner were more likely to smoke, drink alcohol, or chew gum [see Additional file 6].”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    Streptococcus was the most abundant genus in 68% of samples with average relative abundance 22.3%, followed by Prevotella 11.9%, Haemophilus 11.4%, Neisseria 10.1%, and Veillonella 9%.

    “Streptococcus was the most abundant genus in most (68%) samples and showed an average relative abundance of 22.3%, followed by Prevotella (11.9%), Haemophilus (11.4%), Neisseria (10.1%), and Veillonella (9%).”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The study did not find many differences between genders or rural versus urban environment.

    “In contrast, we did not find many differences between genders or rural versus urban environment.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    There were no large differences between oral microbiomes of males and females, with only Actinomyces and Oribacterium showing significantly different abundances, both higher in males.

    “We found no large differences between oral microbiomes of males and females, with only two genera (Actinomyces and Oribacterium) showing significantly different abundances (both higher in males).”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    People using braces were more often brushing their teeth, and those reporting past nerve extractions drank more alcohol.

    “Additionally, people using braces were more often brushing their teeth, and those reporting past nerve extractions drank more alcohol.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    Other differences between stomatotypes include higher proportions of Haemophilus in stomatotype 1 and higher proportions of Veillonella and Streptococcus in stomatotype 2.

    “Other differences include higher proportions of Haemophilus in stomatotype 1 and higher proportions of Veillonella and Streptococcus in stomatotype 2.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Students with kissing partners had a higher number of taxa in their microbiomes, which also showed a significantly higher presence of Treponema.

    “Interestingly, students with kissing partners had a higher number of taxa in their microbiomes, which also showed a significantly higher presence of Treponema.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    The stomatotypes are driven mostly by certain abundant genera, but do not explain variability found in many other genera.

    “The stomatotypes are driven mostly by certain abundant genera, but do not explain the variability found in many other genera.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Although many covariations between the two stomatotypes are similar, their strengths can be markedly different, and some covariations appear specific for each stomatotype.

    “Although many of the covariations between the two stomatotypes are similar, their strengths can be markedly different. In addition, some covariations appear specific for each stomatotype.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    The dataset contained 332 operational taxonomic units at the genus level.

    “Overall, we identified 332 operational taxonomic units (OTUs) at the genus level in our dataset.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingcitation

    Several of the correlations mentioned in the study coincide with those found in previous studies.

    “Of note, several of the correlations mentioned in our study coincide with those found in previous studies [16, 22].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [16] De Filippis F, Vannini L, La Storia A, Laghi L, Piombino P, Stellato G, et al. The same microbiota and a potentially discriminant metabolome in the saliva of omnivore, ovo-lacto-vegetarian and vegan individuals. PLoS One. 2014;9:e112373. source
    • cites [22] Zaura E, Brandt BW, Prodan A, Teixeira, De Mattos MJ, Imangaliyev S, Kool J, et al. On the ecosystemic network of saliva in healthy young adults. ISME J. 2017;11:1218–31. source
  • It may state two separate claims as one.

    Findingown data

    Ralstonia abundance was negatively affected by nearly all other water variables, and it was the genus whose abundance changed the most with tap water quality, followed by Rhizobium, Veillonella, and Pseudomonas.

    “Ralstonia abundance was also negatively affected by nearly all other water variables, and it was the genus whose abundance changed the most with tap water quality, followed by Rhizobium, Veillonella, and Pseudomonas.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The chemical composition of tap water in the nearest town represents the tap water consumed by participants.
  • It may state two separate claims as one.

    Findingown data

    Boys and girls had some different habits: boys tended to drink more milk, coke, or energetic drinks; girls chewed gum and brushed their teeth more often.

    “Boys and girls had some different habits. While the former tended to drink more milk, coke, or energetic drinks, the latter chewed gum and brushed their teeth more often.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Questionnaire responses accurately reflect participants' habits and health.
  • It may state two separate claims as one.

    Findingown data

    The microbiome samples cluster into two broad compositional patterns (stomatotypes), driven mostly by Neisseria and Prevotella, respectively, and differing in microbial composition and abundance covariations.

    “Overall, the microbiome samples of our study can be clustered into two broad compositional patterns (stomatotypes), driven mostly by Neisseria and Prevotella, respectively.”
    • Also stated in: § Oral microbiome diversity is structured into two major stomatotypes · plain
      “The two defined stomatotypes differ in their microbial composition and abundance covariations, and for which Neisseria (stomatotype 1) and Prevotella (stomatotype 2) are the genera driving most differences (Fig. 3).”
    • Also stated in: § Discussion · plain
      “We found that the oral microbiome of the studied population can be broadly classified into two different stomatotypes.”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Findingcitation

    Many parallels can be found between the study's stomatotypes and those in other studies, including clusters that show clear similarities.

    “Yet, many parallels can also be found between our stomatotypes, and those in these studies.”
    • Also stated in: § Discussion · boosted
      “Although other studies have defined higher number of clusters in the oral microbiome [16, 22], some of these clusters show clear similarities with the two stomatotypes found in this study.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [16] De Filippis F, Vannini L, La Storia A, Laghi L, Piombino P, Stellato G, et al. The same microbiota and a potentially discriminant metabolome in the saliva of omnivore, ovo-lacto-vegetarian and vegan individuals. PLoS One. 2014;9:e112373. source
    • cites [22] Zaura E, Brandt BW, Prodan A, Teixeira, De Mattos MJ, Imangaliyev S, Kool J, et al. On the ecosystemic network of saliva in healthy young adults. ISME J. 2017;11:1218–31. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingnone given

    The core oral microbiome described in this study is composed of genera commonly identified in other oral microbiome studies.

    “The core oral microbiome described in this study is composed of genera commonly identified in other oral microbiome studies.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    The two stomatotypes contain a significant amount of variability and a gradient of variation, sometimes unrelated to the stomatotypes, is observed for the most abundant genera.

    “However, the two stomatotypes do contain a significant amount of variability and a gradient of variation, sometimes unrelated to the stomatotypes, is observed for the most abundant genera.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Findingown data

    Three hundred thirty-two different genera were identified in these samples.

    “Three hundred thirty-two different genera were identified in these samples.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Findingown data

    Although the most abundant genera Streptococcus, Prevotella, or Haemophilus were not significantly affected by tap water, some genera among the ten most abundant were affected, including Veillonella, Porphyromonas, and Gemella.

    “Although the presence of the most abundant genera of the oral microbiome such as Streptococcus, Prevotella, or Haemophilus (the top three in our samples) were not significantly affected by tap water, some genera among the ten most abundant were affected, including Veillonella, Porphyromonas, and Gemella.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The chemical composition of tap water in the nearest town represents the tap water consumed by participants.
  • It may state two separate claims as one.

    Findingcitation

    The two studies coincide in defining higher proportions of Neisseria, Haemophilus, and Porphyromonas in one type (stomatotype 1, coinhabiting group 2), and higher proportions of Prevotella and Veillonella in the other (stomatotype 2, coinhabiting group 1).

    “The two studies coincide in defining higher proportions of Neisseria, Haemophilus, and Porphyromonas, in one of the types (stomatotype 1, coinhabiting group 2), and those of Prevotella, and Veillonella in the other (stomatotype 2, coinhabiting group 1).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [9] Takeshita T, Kageyama S, Furuta M, Tsuboi H, Takeuchi K, Shibata Y, et al. Bacterial diversity in saliva and oral health-related conditions: the Hisayama study. Sci Rep. 2016;6:22164. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductnone given

    The possibility cannot be discarded that some low abundance genera identified are not stable components of the oral cavity but result from sporadic colonization from the close environment of the donor (food, air, or water).

    “However, we cannot discard the possibility that some of the low abundance genera identified are not stable components of the oral cavity but result from sporadic colonization from the close environment of the donor (i.e., food, air, or water).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Fusobacterium and Capnocytophaga are anaerobic bacteria implicated in dental plaque progression.

    “For instance, in the case of stomatotype 1, we detected positive covariation of Fusobacterium and Capnocytophaga, both anaerobic bacteria implicated in dental plaque progression [33], while in stomatotype 2, we specifically detect antagonism between Streptococcus and Actinomyces, which are known to compete in the initial phases of dental plaque formation [32, 37].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [33] Takeshita T, Yasui M, Shibata Y, Furuta M, Saeki Y, Eshima N, et al. Dental plaque development on a hydroxyapatite disk in young adults observed by using a barcoded pyrosequencing approach. Sci Rep 2015;5:8136. Available from: http://www.nature.com/articles/srep08136 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.

    Interpretationreasoning

    Some of the differences may relate to the fact that some habits, such as smoking or some dietary habits, may have just been recently established, or the habit is more sporadic in adolescents, and the effects in the microbiome will only be apparent after a prolonged period of sustained habit.

    “Some of these differences may relate to the fact that some habits, such as smoking or some dietary habits, may have just been recently established, or the habit is more sporadic in adolescents, and the effects in the microbiome will only be apparent after a prolonged period of sustained habit.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Interpretationreasoning

    Positive correlations between Porphyromonas and Fusobacterium and negative correlations between Veillonella and Gemella further support the plaque succession model, while positive Porphyromonas-Gemella and negative Porphyromonas-Veillonella would not be explained by it.

    “Positive correlations between Porphyromonas and Fusobacterium and negative correlations between Veillonella and Gemella further support this model, while positive correlations between Porphyromonas and Gemella and negative correlations between Porphyromonas and Veillonella would not be explained by the current plaque succession model.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Premisecitation

    Other studies of the oral microbiome have found different numbers of clusters: five discrete clusters in 268 healthy young adults and three clusters in 161 healthy adults.

    “An analysis of the oral microbiome in 268 healthy young adults (18–32) classified the samples into five discrete clusters [22], whereas another study of 161 healthy adults found three different clusters [16].”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites [22] Zaura E, Brandt BW, Prodan A, Teixeira, De Mattos MJ, Imangaliyev S, Kool J, et al. On the ecosystemic network of saliva in healthy young adults. ISME J. 2017;11:1218–31. source
    • cites [16] De Filippis F, Vannini L, La Storia A, Laghi L, Piombino P, Stellato G, et al. The same microbiota and a potentially discriminant metabolome in the saliva of omnivore, ovo-lacto-vegetarian and vegan individuals. PLoS One. 2014;9:e112373. source
  • Probably not a substantial claim.

    Premisecitation

    Individual microbiomes from certain niches can be clustered into different types, such as the enterotypes of the gut microbiome.

    “Previous studies have shown that individual microbiomes from certain niches can be clustered into different types, such as the enterotypes of the gut microbiome [31].”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [31] Arumugam M, Raes J, Pelletier E, Le P, Yamada T, Mende DR, et al. Enterotypes of the human gut microbiome. Nature. 2011;473:174–80. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductreasoning

    Microbial compositions in oral rinse samples can only be considered a proxy for plaque communities, as the procedure collects cells from different oral niches.

    “Microbial compositions in oral rinse samples can only be considered a proxy for plaque communities, as the procedure collects cells from different oral niches.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Study design and conductown data

    All negative controls provided no measurable results and a negligible number of reads when forced into library preparation and sequencing.

    “In accordance with this, all of our negative controls provided no measurable results and a negligible number of reads when forced into library preparation and sequencing (see the “Materials and samples” section).”
    Quote in the paperSubstantial claim
  • It may state two separate claims as one.

    Interpretationreasoning

    The striking similarities between disparate studies suggest that the two major stomatotypes may be ubiquitous and define global equilibria in the human mouth microbiome.

    “These striking similarities between disparate studies suggest that these two major stomatotypes may be ubiquitous and define global equilibria in the human mouth microbiome.”
    • Also stated in: § Discussion · hedged
      “That the two disparate studies agree in the two broadly defined groups strongly suggests that these two stomatotypes define two possible equilibria of oral microbial communities which are globally present.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Caries is generally associated with an increase of Streptococcus, Granulicatella, and Gemella.

    “It is known that caries is generally associated with an increase of Streptococcus, but also of Granulicatella, and Gemella [21]—although in the latter case, this varies with age [39]—supporting the effect of brushing against primary dental plaque.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [21] Costalonga M, Herzberg MC. The oral microbiome and the immunobiology of periodontal disease and caries. Immunol Lett. 2014;162:22–38. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Streptococcus and Actinomyces are known to compete in the initial phases of dental plaque formation.

    “For instance, in the case of stomatotype 1, we detected positive covariation of Fusobacterium and Capnocytophaga, both anaerobic bacteria implicated in dental plaque progression [33], while in stomatotype 2, we specifically detect antagonism between Streptococcus and Actinomyces, which are known to compete in the initial phases of dental plaque formation [32, 37].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [32] Jakubovics NS. Intermicrobial interactions as a driver for community composition and stratification of oral biofilms. J Mol Biol. 2015;427:3662–75. source
    • cites [37] Dige I, Raarup MK, Nyengaard JR, Kilian M, Nyvad B. Actinomyces naeslundii in initial dental biofilm formation. Microbiology. 2009;155:2116–26. source
  • It may state two separate claims as one.

    Interpretationreasoning

    The observed abundance covariations in both stomatotypes may partly reflect underlying diversity of biofilm succession stages and would support the main axis of previously observed core community changes in dental plaque.

    “Thus, the abundance covariations observed in both stomatotypes may partly reflect the underlying diversity of biofilm succession stages comprised in our samples and would support the main axis of previously observed core community changes in dental plaque.”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [1] Kilian M, Chapple ILC, Hannig M, Marsh PD, Meuric V, Pedersen a ML, et al. The oral microbiome – an update for oral healthcare professionals. Bdj. 2016;221:657–66. source
    • cites [32] Jakubovics NS. Intermicrobial interactions as a driver for community composition and stratification of oral biofilms. J Mol Biol. 2015;427:3662–75. source
    • cites [33] Takeshita T, Yasui M, Shibata Y, Furuta M, Saeki Y, Eshima N, et al. Dental plaque development on a hydroxyapatite disk in young adults observed by using a barcoded pyrosequencing approach. Sci Rep 2015;5:8136. Available from: http://www.nature.com/articles/srep08136 source
    • cites [34] Mahajan A, Singh B, Kashyap D, Kumar A, Mahajan P. Interspecies communication and periodontal disease. Sci World J. 2013;2013:765434 source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Earlier studies using similar collection protocols and including plaque status or dental health have found correlations between microbial composition of saliva, amount of plaque, and diseases such as periodontitis or caries.

    “However, earlier studies using similar collection protocols and including information on plaque status or dental health have found correlations between microbial composition of saliva, the amount of plaque and diseases such as periodontitis, or caries [5, 9, 35, 36].”
    Quote in the paperNot a substantial claim0 of 4 sources checked
    • cites [5] Belstrøm D, Constancias F, Liu Y, Yang L, Drautz-Moses DI, Schuster SC, et al. Metagenomic and metatranscriptomic analysis of saliva reveals disease-associated microbiota in patients with periodontitis and dental caries. NPJ Biofilms Microbiomes 2017;3:23. Available from: http://www.nature.com/articles/s41522-017-0031-4 source
    • cites [9] Takeshita T, Kageyama S, Furuta M, Tsuboi H, Takeuchi K, Shibata Y, et al. Bacterial diversity in saliva and oral health-related conditions: the Hisayama study. Sci Rep. 2016;6:22164. source
    • cites [35] Belstrøm D, Holmstrup P, Fiehn N-E, Kirkby N, Kokaras A, Paster BJ, et al. Salivary microbiota in individuals with different levels of caries experience. J Oral Microbiol Taylor & Francis. 2017;9:1270614. source
    • cites [36] Zhou J, Jiang N, Wang S, Hu X, Jiao K, He X, et al. Exploration of human salivary microbiomes insights into the novel characteristics of microbial community structure in caries and caries-free subjects. PLoS One. 2016;11:e0147039. source
  • It may state two separate claims as one.

    Interpretationown data

    Strong co-occurrence links Leptotrichia, Actinomyces, and Prevotella, and Prevotella with Veillonella, suggesting they may be ecologically related.

    “For instance, strong co-occurrence links Leptotrichia, Actinomyces, and Prevotella, and this latter one with Veillonella, suggesting they may be ecologically related.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Veillonella species are known to increase their abundance in acidic environments derived from fermentation processes, such as those occurring in mature dental plaque.

    “Veillonella species are known to increase their abundance in acidic environments derived from fermentation processes, such as those occurring in mature dental plaque [3].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [3] Hajishengallis E, Parsaei Y, Klein MI, Koo H. Advances in the microbial etiology and pathogenesis of early childhood caries. Mol Oral Microbiol. 2017;32:24–34. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. The paper may give no reason why it holds. It may state two separate claims as one.

    Interpretationnone given

    Adolescence is a stage with major hormonal and habit changes, which likely impact the oral microbial community.

    “Adolescence is a stage with major hormonal and habit changes, which likely impact the oral microbial community.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    The association of caries with Gemella varies with age.

    “It is known that caries is generally associated with an increase of Streptococcus, but also of Granulicatella, and Gemella [21]—although in the latter case, this varies with age [39]—supporting the effect of brushing against primary dental plaque.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [39] Holgerson PL, Öhman C, Rönnlund A, Johansson I. Maturation of oral microbiota in children with or without dental caries. PLoS One. 2015;10:e0128534. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Selenomonas has been described as one of the most abundant taxa during orthodontic braces treatment and has been linked to common oral diseases such as gingivitis.

    “Selenomonas has been described as one of the most abundant taxa during orthodontic braces treatment and has been linked to common oral diseases such as gingivitis [19].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [19] Koopman JE, van der Kaaij NCW, Buijs MJ, Elyassi Y, van der Veen MH, Crielaard W, et al. The effect of fixed orthodontic appliances and fluoride mouthwash on the oral microbiome of adolescents - a randomized controlled clinical trial. PLoS One 2015;10:e0137318. Available from: http://www.ncbi.nlm.nih.gov/pubmed/26332408%5Cn http://www.pubmedcentral.nih.gov/articlerender.fcgi?artid=PMC4558009 source
  • It may state two separate claims as one.

    Interpretationown data

    The geographical patterns were sometimes reminiscent of maps of certain public water quality parameters, such as alkalinity or water hardness, which differ significantly across regions in Spain.

    “The patterns were sometimes reminiscent of maps of certain public water quality parameters, such as alkalinity or water hardness, which differ significantly across regions in Spain (Fig. 6).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Interpretationreasoning

    The oral microbiome of adolescents may have specificities as a transition phase from childhood to adulthood.

    “In addition, the oral microbiome of adolescents may have specificities as a transition phase from childhood to adulthood.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductnone given

    Measurements of saliva pH using pH strips lack the precision provided by a pH meter.

    “Admittedly, measurements of saliva pH using pH strips—a limitation imposed in part by our citizen science approach—lack the precision provided by a pH meter (see “Materials and methods” section).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Porphyromonas is known to grow optimally in alkaline environments and is able to increase the pH of its medium.

    “Higher oral pH was positively correlated with the abundance of Fusobacterium and Porphyromonas, a bacterial genus known to grow optimally in alkaline environments, and able to increase the pH of its medium [38].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [38] Takahashi N, Schachtele CF. Effect of pH on the growth and proteolytic activity of Porphyromonas gingivalis and Bacteroides intermedius. J Dent Res. 1990;69:1266–9. source
  • Probably not a substantial claim. The authors may not put it forward as true. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Environment is the main determinant of the oral microbiome, with differences between monozygotic and dizygotic twins not significant.

    “This study suggested that environment is the main determinant of the oral microbiome with differences between mono- or di-zygotic twins not being significant.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [27] Stahringer SS, Clemente JC, Corley RP, Hewitt J, Knights D, Walters WA, et al. Nurture trumps nature in a longitudinal survey of salivary bacterial communities in twins from early adolescence to early adulthood. Genome Res. 2012;22:2146–52. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Premisecitation

    Adolescence is associated with a sharp increase in the incidence and severity of gingivitis.

    “In fact, this period of life is associated with a sharp increase in the incidence and severity of gingivitis [45], which may be related to underlying oral microbiome changes.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [45] Mombelli A, Gusberti FA, van Oosten MAC, Lang NP. Gingival health and gingivitis development during puberty: a 4-year longitudinal study. J Clin Periodontol. 1989;16:451–6. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Body mass index is generally associated with alterations in the gut microbiome and has been associated with changes in the oral microbiome in adults.

    “Interestingly, some variables such as body mass index, which is generally associated to alterations in the gut microbiome, and it has been associated to changes in the oral microbiome in adults [44], seemed to have a minor impact on the mouth microbiome of adolescents in our sample.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [44] Shillitoe E, Weinstock R, Kim T, Simon H, Planer J, Noonan S, et al. The oral microflora in obesity and type-2 diabetes. J Oral Microbiol 2012;4:19013. Available from: https://www.tandfonline.com/doi/full/10.3402/jom.v4i0.19013 source
  • It may state two separate claims as one.

    Interpretationown data

    Tap water composition may be an important, poorly studied factor shaping the oral microbiome.

    “These results suggest that tap water composition may be an important, poorly studied factor shaping the oral microbiome.”
    • Also stated in: § Results · plain
      “This points to an important role of drinking water in shaping the oral microbiota, which has been so far poorly explored.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The chemical composition of tap water in the nearest town represents the tap water consumed by participants.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Interpretationreasoning

    The large differences between students and teachers may be related to age but also to their different lifestyle.

    “These large differences may be related to age but also to their understandably different lifestyle.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Interpretationown data

    The stomatotypes are not discrete, well separated entities, but represent two poles of a gradient of microbial compositions.

    “As we discuss below, these stomatotypes are not discrete, well separated entities, but rather represent two poles of a gradient of microbial compositions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Interpretationown data

    The results raise the question of the role of drinking water in shaping the oral microbiome, suggesting a potentially important role.

    “Our results thus raise the question of the role of drinking water in shaping the oral microbiome, suggesting a potentially important role.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The chemical composition of tap water in the nearest town represents the tap water consumed by participants.
  • Probably not a substantial claim. It may state two separate claims as one.

    Study design and conductcitation

    The optimal number of clusters was determined using the Calinski-Harabasz index and further verified by average silhouette width and prediction strength.

    “Next, we used the Calinski-Harabasz (CH) index [59] to determine the optimal number of clusters, and we further verified this by calculating the average silhouette width of the samples, which is a measure of the separation of samples within one cluster from those of another cluster, as well as the prediction strength, another measure of the efficiency of clustering.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [59] Calinski T, Harabasz J. A dendrite method for cluster analysis. Commun Stat - Theory Methods. 1974;3:1–27. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Interpretationcitation

    The increase in gingivitis during adolescence may be related to underlying oral microbiome changes.

    “In fact, this period of life is associated with a sharp increase in the incidence and severity of gingivitis [45], which may be related to underlying oral microbiome changes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim.

    Study design and conductown data

    A PERMANOVA test on each beta diversity measure ensured significant separation of stomatotypes.

    “Furthemore, the adonis function in the vegan package was used to perform a PERMANOVA test on each beta diversity measure to ensure significant separation of stomatotypes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductown data

    Two DNA samples from bacterial mock communities were used as controls for downstream procedures.

    “As a control for downstream procedures, we also used two DNA samples derived from bacterial mock communities obtained from the BEI Resources of the Human Microbiome Project: Each sample contained genomic DNA of ribosomal operons from 20 bacterial species.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Study design and conductcitation

    The saliva collection protocol had been previously tested and compared with other procedures during a pilot phase, and is used in other oral microbiome studies and shown to produce consistent results with other sampling procedures.

    “Saliva samples were collected using a mouth wash and using a protocol that had been previously tested and compared with other procedures during a pilot phase of the project. Of note, this procedure is used in other oral microbiome studies and have been shown to produce consistent results with other sampling procedures [51].”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [51] Lim Y, Totsika M, Morrison M, Punyadeera C. The saliva microbiome profiles are minimally affected by collection method or DNA extraction protocols. Sci Rep. 2017;7:8523. source
  • It may state two separate claims as one.

    Study design and conductown data

    Negative controls of sample collection buffer, DNA extraction, and PCR amplification were routinely performed and systematically provided no visible band or quantifiable DNA, and sequenced non-template controls yielded very few reads (30-880) versus average 54,000 reads/library in sample-derived libraries.

    “Negative controls of the sample collection buffer, DNA extraction, and PCR amplification steps were routinely performed in parallel, using the same conditions and reagents. Our controls systematically provided no visible band or quantifiable DNA amounts by gel visualization or Bioanalyzer, whereas all of our samples provided clearly visible bands after 20 cycles.”
    • Also stated in: § DNA extraction and sequencing · plain
      “Four such controls were subjected to library preparation and sequenced. Expectedly, these sequenced non-template controls systematically yielded very few reads (a range of 30–880 reads per sample), in contrast to an average of 54,000 reads/library in sample-derived libraries.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Study design and conductown data

    pH test strips were validated against a pH meter, showing high correlation (R2 = 0.96) and average absolute difference 0.33, within the method's limit of detection (0.5).

    “Although the use of pH test strips have been validated extensively [50], we validated our chosen strips.”
    • Also stated in: § Sample collection · plain
      “The correlation was high (R2 = 0.96), with average absolute differences between the value of the pH meter and that provided by the researcher being 0.33 which is within the range of the limit of detection of the method (0.5).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites [50] Cocco F, Cagetti MG, Lingstrom P, Camoni N, Campus G. The strip method and the microelectrode technique in assessing dental plaque pH. Minerva Stomatol. 2017;66:241–247. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Premisecitation

    Experiments in mice have shown that the composition of tap water can be related with changes in the gut microbiome and have an incidence in the progression of diseases such as diabetes.

    “In this regard, experiments in mice have shown that the composition of tap water can be related with changes in the gut microbiome [47] and have an incidence in the progression of diseases such as diabetes [48].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [47] Dias MF, Reis MP, Acurcio LB, Carmo AO, Diamantino CF, Motta AM, et al. Changes in mouse gut bacterial community in response to different types of drinking water. Water Res. 2018;132:79–89. source
    • cites [48] Wolf KJ, Daft JG, Tanner SM, Hartmann R, Khafipour E, Lorenz RG. Consumption of acidic water alters the gut microbiome and decreases the risk of diabetes in NOD mice. J Histochem Cytochem. 2014;62:237–50. source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductnone given

    Clustering was validated using all five distance measures to ensure proper clustering, but analyses here are performed using the clustering based on JSD.

    “Clustering was validated using all five distance measures to ensure proper clustering, but analyses here are performed using the clustering based on JSD.”
    Quote in the paperNot a substantial claim
  • It may state two separate claims as one.

    Interpretationreasoning

    The described stomatotypes are common and globally distributed.

    “the described stomatotypes are common and globally distributed does not preclude the possibility that further, clearly distinct, stomatotypes may be found in other populations.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductown data

    One hundred eighty samples from 5 schools were removed due to an apparent batch effect during sequencing, and 33 samples were removed due to sample identifier errors, leaving 1319 samples from 35 schools.

    “One hundred eighty samples from 5 of the schools had to be removed due to an apparent batch effect during the sequencing procedure. This batch effect was detected in the initial quality assessment of the comparison of the data.”
    • Also stated in: § Microbiome composition profiling · plain
      “Additionally, 33 samples were removed from the analyses because of errors with the sample identifiers, leaving a total of 1319 samples from 35 different schools from around Spain.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductcitation

    The questionnaire questions were adapted from the PhenX toolkit, which provides recommended standard data collection protocols and has been recommended by the microbiome research community.

    “These questions were adapted from questionnaires available at the PhenX toolkit (consensus measures for Phenotypes and eXposures), which provides recommended standard data collection protocols for conducting biomedical research [60] and which has been recommended by the microbiome research community [61].”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites [60] Hendershot T, Pan H, Haines J, Harlan WR, Marazita ML, CA MC, et al. Using the PhenX toolkit to add standard measures to a study. Curr Protoc Hum Genet. 2015;86:1.21.1–17. source
    • cites [61] Huttenhower C, Knight R, Brown CT, Caporaso JG, Clemente JC, Gevers D, et al. Advancing the microbiome research community. Cell. 2014;159:227–30. source
  • It may state two separate claims as one.

    Interpretationown data

    Tap water plays an important role in shaping the oral microbiome, which has been overlooked in previous studies.

    “This points to an important role of tap water in shaping the oral microbiome, which has been overlooked in previous studies.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: The ionic composition of tap water from donors' hometowns, as obtained from national studies, reflects the tap water actually consumed by the donors.
  • Probably not a substantial claim. The paper’s conclusions may not depend on it. It may state two separate claims as one.

    Study design and conductown data

    All participants and at least one parent or legal guardian for minors signed consent, and the project received ethics committee approval from the Barcelona Biomedical Research Park (PRBB).

    “All participants, and at least one of their parents or legal guardians for those under the age of 18, signed a consent form to use their saliva samples for microbiome research. This consent form and the purpose of this project received approval by the ethics committee of the Barcelona Biomedical Research Park (PRBB).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim. It may state two separate claims as one.

    Premisecitation

    Previous studies have analyzed the relationship between the presence of fluoride and the incidence of caries, but the overall impact on the human oral microbiota of this and other factors remains unexplored.

    “Previous studies have analyzed the relationship between the presence of fluoride and the incidence of caries [46], but the overall impact on the human oral microbiota of this and other factors remain unexplored.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites [46] Iheozor-Ejiofor Z, Worthington H V, Walsh T, O’Malley L, Clarkson JE, Macey R, et al. Water fluoridation for the prevention of dental caries. Cochrane Database Syst Rev. 2015. https://doi.org/10.1002/14651858.CD010856.pub2 . source
  • Probably not a substantial claim. The paper’s conclusions may not depend on it.

    Study design and conductnone given

    The specific pipeline and parameters were set using sequence reads from both 16S rRNA amplicon and whole genome sequencing of the described mock communities.

    “The specific pipeline and parameters were set using sequence reads from both 16S rRNA amplicon and whole genome sequencing of the described mock communities.”
    Quote in the paperNot a substantial claim
80 of 80
  • The paper relies on this without support.

    Questionnaire responses accurately reflect participants' habits and health.

    “Donors were asked to answer a questionnaire, including 54 questions [see Additional file 2], some of which proposed by citizens, about their health, and their dietary and hygiene habits.”
  • The paper relies on this without support.

    The chemical composition of tap water in the nearest town represents the tap water consumed by participants.

    “Hence, we decided to investigate this factor in more detail and linked our samples to the chemical composition of tap water of the nearest town, as reported in recent studies [40–42].”
  • The paper relies on this without support.

    The ionic composition of tap water from donors' hometowns, as obtained from national studies, reflects the tap water actually consumed by the donors.

    “Data on tap water hardness was obtained from several national ionic composition studies [40–42].”
  • The paper relies on this without support.

    The questionnaire responses accurately reflect participants' diet and hygiene habits.

    “Participants were asked to answer one questionnaire inquiring about aspects relevant to their hygiene and dietary habits. These questions were adapted from questionnaires available at the PhenX toolkit (consensus measures for Phenotypes and eXposures), which provides recommended standard data collection protocols for conducting biomedical research [60] and which has been recommended by the microbi”
4 of 4

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • The stated one-third sample threshold is too low

    Minor

    The paper reports 1,319 analyzed samples, so a genus would need to appear in at least 440 samples to meet a one-third threshold. The figure caption instead gives 436.

  • Figure 3 caption excludes the negative correlations it says it displays

    Minor

    The Figure 3 caption says its network includes negative (blue) edges but specifies a cutoff of coefficients of 0.25 or greater, which excludes negative coefficients. The methods instead specify a cutoff of less than −0.25 for negative edges.

2 of 2

Citations

Cites

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Research works printed but not linked: 1

  1. Maraver F, Vitoria Miñana I, Ferreira-Pêgo C, Armijo F, Salas-Salvadó J. Magnesio en el agua de consume público y aguas minerales naturals en España y su contribución en cubrir las necesidades nutricionales. Nutr Hosp. 2015;31:2297–312.

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Metadata

Authors
Willis, J. R., González-Torres, P., Pittis, A. A., Bejarano, L. A., Cozzuto, L., Andreu-Somavilla, N., Alloza-Trabado, M., Valentín, A., Ksiezopolska, E., Company, C., Onywera, H., Montfort, M., Hermoso, A., Iraola-Guzmán, S., Saus, E., Labeeuw, A., Carolis, C., Hecht, J., Ponomarenko, J., & Gabaldón, T.
Affiliations
  • Barcelona Institute of Science and Technology (ES)
  • University of Cape Town (ZA)
  • Institució Catalana de Recerca i Estudis Avançats (ES)
Corresponding author
Gabaldón, Toni
Venue
Microbiome
Published
2018-12
Volume
6
Issue
1
Pages
218-218
ISSN
2049-2618 (ISSN-L)
OpenAlex
W2901982083
Cited by
158
References
61
Citations by year
2026: 12 · 2025: 18 · 2024: 19 · 2023: 20 · 2022: 15 · 2021: 37 · 2020: 24 · 2019: 13
FWCI
13.63
Type
journal article
Language
en
Open access
Locations
  • Microbiome (publishedVersion, cc-by)
  • Europe PMC (PubMed Central) (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • RECERCAT (Consorci de Serveis Universitaris de Catalunya) (publishedVersion, other-oa)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
  • Open University of Cape Town (University of Cape Town) (submittedVersion)
  • Repositori digital de la UPF (Universitat Pompeu Fabra) (submittedVersion, cc-by)
Funders
  • Secretaría de Estado de Investigación, Desarrollo e Innovación (BFU2015-67107)
  • Ministerio de Economía, Industria y Competitividad, Gobierno de España (SEV-2012-02-08)
  • “la Caixa” Foundation (Saca la Lengua)
Topics
  • Health Sciences › Dentistry › Periodontics › Oral microbiology and periodontitis research
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Gut microbiota and health
  • Health Sciences › Dentistry › General Dentistry › Dental Health and Care Utilization
Keywords
oral microbiota, adolescents, tap water, Neisseria, Prevotella, diet and lifestyle, oral hygiene, socioeconomic factors, 16S rRNA gene profiling, citizen science, microbial community composition
MeSH terms
School Teachers, Adolescent, Adult, Bacteria, DNA, Bacterial, DNA, Ribosomal, Feeding Behavior, Humans, Hygiene, Life Style, Mouth, Neisseria, Phylogeny, RNA, Ribosomal, 16S, Spain, Sequence Analysis, DNA, Prevotella, Metagenomics, Drinking Water

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

A language model drew the claims from the paper on 2026-11-10, under version 3 of the claim definition (model deepseek-v4.1-flash, prompt extract-v3).

A second model labelled each claim on 2026-11-10 (model jev-1.13-20260917, definition revision gold-guideline-v0.2).

Cited sources are checked with a language model’s help (gpt-6-sol).

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

What counts as a claim ›How we measure confidence ›How we check this ›

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