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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oral Health</journal-id>
<journal-title>Frontiers in Oral Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oral Health</abbrev-journal-title>
<issn pub-type="epub">2673-4842</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/froh.2025.1524772</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oral Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Mediating factors associated with alcohol intake and periodontal condition</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Kusu</surname><given-names>Yuto</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2911850/overview"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Furuta</surname><given-names>Michiko</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2889426/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/></contrib>
<contrib contrib-type="author"><name><surname>Kageyama</surname><given-names>Shinya</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/701388/overview" /><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Yamashita</surname><given-names>Yoshihisa</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Takeshita</surname><given-names>Toru</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/374014/overview" /><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Section of Preventive and Public Health Dentistry, Division of Oral Health, Growth and Development, Faculty of Dental Science, Kyushu University</institution>, <addr-line>Fukuoka</addr-line>, <country>Japan</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Kyushu Dental University</institution>, <addr-line>Kitakyushu</addr-line>, <country>Japan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Shariq Najeeb, Evidentia Dental Outcomes Research, Canada</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Adrien Boillot, Assistance Publique Hopitaux De Paris, France</p>
<p>Claudia Ester Mohn, University of Buenos Aires, Argentina</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Michiko Furuta <email>mfuruta@dent.kyushu-u.ac.jp</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>24</day><month>04</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>6</volume><elocation-id>1524772</elocation-id>
<history>
<date date-type="received"><day>08</day><month>11</month><year>2024</year></date>
<date date-type="accepted"><day>04</day><month>04</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Kusu, Furuta, Kageyama, Yamashita and Takeshita.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Kusu, Furuta, Kageyama, Yamashita and Takeshita</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>Alcohol consumption has been reported to increase the risk of periodontal disease and various health abnormalities such as obesity, hyperglycemia, and liver abnormalities. While the link between these health abnormalities and periodontal disease has been established, their potential mediating role in the association between alcohol consumption and periodontal disease remains unclear. Therefore, this study aims to investigate the multiple mediating roles of obesity, hyperglycemia, and liver abnormalities in this association.</p>
</sec><sec><title>Methods</title>
<p>A cross-sectional study was conducted on 6,529 individuals aged 35&#x2013;64 years who underwent workplace health check-ups in 2003 (mean age: 45.7&#x2009;&#x00B1;&#x2009;8.7 years). The periodontal condition was evaluated using the mean pocket depth (PD), and participants were classified into no, light/moderate (alcohol consumption 0.1&#x2013;29.9&#x2005;g/day), and heavy (&#x2265;30&#x2005;g/day) drinking groups. Causal mediation analysis was performed.</p>
</sec><sec><title>Results</title>
<p>Heavy drinking had a direct effect on the mean PD. Light/moderate drinking had a indirect effect on the mean PD through the body mass index (BMI), glucose level, alanine aminotransferase level (ALT), with proportion mediated of 25.1&#x0025;, 8.9&#x0025;, and 18.9&#x0025;, respectively. The mediating role of glucose level was found in the association between heavy drinking and the mean PD with proportion mediated of 32.7&#x0025;.</p>
</sec><sec><title>Conclusion</title>
<p>This study confirmed that alcohol consumption was associated with worse periodontal condition among Japanese adults who received workplace health check-ups. This association was partially contributed by several factors such as BMI, glucose level, and ALT.</p>
</sec>
</abstract>
<kwd-group>
<kwd>alcohol consumption</kwd>
<kwd>periodontal disease</kwd>
<kwd>obesity</kwd>
<kwd>hyperglycemia</kwd>
<kwd>liver abnormality</kwd>
</kwd-group><contract-num rid="cn001">24K13242</contract-num><contract-sponsor id="cn001">Initiative for JSPS KAKENHI</contract-sponsor><counts>
<fig-count count="2"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="46"/><page-count count="8"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Oral Epidemiology</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>High alcohol consumption has been demonstrated to increase the risk of several chronic disorders such as obesity, diabetes, hypertension, and liver disease (<xref ref-type="bibr" rid="B1">1</xref>). From 1990 to 2017, the global alcohol consumption per capita increased from 5.9&#x2005;L to 6.5&#x2005;L, and it is estimated to further increase by 17&#x0025;, reaching 7.6&#x2005;L in 2030 (<xref ref-type="bibr" rid="B2">2</xref>). Along with increased alcohol consumption at the global level, a considerable increase in the alcohol-associated health risks of adults is expected (<xref ref-type="bibr" rid="B1">1</xref>).</p>
<p>One such health risk is periodontal disease, which has been shown to have an association with high alcohol consumption (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). This association may be caused by the direct effect of alcohol on alveolar bone loss, with inflammatory infiltrate, osteoclastogenesis, tumor necrosis factor-&#x03B1; (TNF-&#x03B1;) production, and increased gingival oxidative stress observed in periodontal tissue (<xref ref-type="bibr" rid="B5">5</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>). Additionally, alcohol may indirectly impact periodontal disease through systemic health deterioration such as obesity, diabetes, and liver abnormalities (<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>Alcohol adds energy to a meal and stimulates food intake, which leads to obesity (<xref ref-type="bibr" rid="B9">9</xref>). In turn, the chronic and systemic low-grade state of inflammation observed in obese individuals may induce periodontal disease through the secretion of inflammatory factors from adipose tissue, increasing periodontal inflammation and promoting bacterial proliferation (<xref ref-type="bibr" rid="B10">10</xref>). Moreover, heavy drinking has a direct toxic effect on the pancreatic islet cells and can subsequently cause diabetes (<xref ref-type="bibr" rid="B11">11</xref>). Diabetes can also lead to periodontal disease through increased inflammation in periodontal tissues due to exacerbated and dysregulated inflammatory responses (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>). Similarly, alcohol can cause liver injury through direct toxic effects (<xref ref-type="bibr" rid="B15">15</xref>), consequently affecting periodontal disease by increasing the levels of pro-inflammatory cytokines and reducing the levels of anti-inflammatory cytokines (<xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>These previous studies suggest the possibility that alcohol consumption may be associated with periodontal disease through obesity, diabetes, and liver abnormalities. However, to our knowledge, the mediation effect of these health abnormalities on the association between alcohol consumption and periodontal disease has not previously been studied. Therefore, this study aimed to investigate the direct association between alcohol consumption and periodontal disease and the mediating role of obesity, diabetes, and liver abnormalities.</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1</label><title>Study population</title>
<p>This cross-sectional study was conducted at the health care center of a manufacturing company in Yokohama, Japan, where regular health examinations, including dental check-ups, were conducted to assess the health statuses of employees and their families. In total, 14,998 employees underwent medical examination between 2003 and 2004; of these, 6,829 individuals opted in for and received dental examination (<xref ref-type="bibr" rid="B17">17</xref>). After excluding patients not aged 35&#x2013;64 years (<italic>n</italic>&#x2009;&#x003D;&#x2009;202) and those with missing values (<italic>n</italic>&#x2009;&#x003D;&#x2009;98), a total of 6,529 participants were selected for inclusion in the analyses (<xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>).</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Flow diagram of the study participants.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="froh-06-1524772-g001.tif"/>
</fig>
<p>This study was approved by the Institutional Review Board of the Faculty of Dental Science, Kyushu University, Fukuoka, Japan (approval no. 19B-5). Informed consent was obtained from all participants. This study follows the STROBE guidelines for observational studies.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Oral examination</title>
<p>Oral health status was assessed by the number of present teeth and the periodontal condition. These oral examinations were performed by 10 trained and calibrated dentists, using a procedure as described elsewhere (<xref ref-type="bibr" rid="B18">18</xref>). One experienced dentist served as the gold-standard examiner (YS). The intra-class correlation coefficient was used to measure inter-examiner agreement with the gold standard. This was 0.839 and 0.840 for pocket depth (PD) and clinical attachment level (CAL).</p>
<p>Periodontal examination was performed according to the Third National Health and Nutrition Examination Survey III (NHANES III) method at two sites (buccal proximal and central) on all teeth except the wisdom teeth. Periodontal status was evaluated by PD and CAL, with the mean PD and CAL calculated as the sum of the maximum PD per tooth divided by the number of teeth present for each individual. We classified periodontal disease according to the 1999 case definition, with moderate periodontal disease characterized as the presence of two or more interproximal sites with a CAL &#x2265;4&#x2005;mm, not on the same tooth, or two or more interproximal sites with a PD &#x2265;5&#x2005;mm, not on the same tooth (<xref ref-type="bibr" rid="B19">19</xref>). Furthermore, severe periodontal disease was characterized as the presence of two or more interproximal sites with a CAL &#x2265;6&#x2005;mm, not on the same tooth, or one or more interproximal sites with a PD &#x2265;5&#x2005;mm, not on the same tooth (<xref ref-type="bibr" rid="B19">19</xref>).</p>
</sec>
<sec id="s2c"><label>2.3</label><title>Medical examination</title>
<p>Anthropometric measurements of height and weight were taken and body mass index (BMI) was calculated. Obesity was defined as BMI &#x2265;25.0&#x2005;kg/m<sup>2</sup>, which was the optimal cut-off for obesity in Asian individuals (<xref ref-type="bibr" rid="B20">20</xref>). Additionally, plasma concentrations of fasting glucose, alanine aminotransferase (ALT), and aspartate aminotransferase (AST) were determined from blood samples, while ultrasonography was performed by gastroenterological specialists to check for fatty liver according to standardized criteria (hepatorenal echo contrast, liver brightness, deep attenuation, and vascular blurring) (<xref ref-type="bibr" rid="B21">21</xref>). Elevated fasting glucose level was defined as &#x2265;100&#x2005;mg/dl (<xref ref-type="bibr" rid="B22">22</xref>). Abnormal ALT level was determined by &#x2265;30&#x2005;IU/L in males and &#x2265;19&#x2005;IU/L in females, and abnormal AST level was defined as &#x2265;35&#x2005;IU/L (<xref ref-type="bibr" rid="B23">23</xref>).</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Questionnaire</title>
<p>Alcohol consumption, smoking, regular dental visits, and toothbrushing frequency were investigated using a questionnaire. This questionnaire assessed alcohol consumption using questions regarding the type, amount, and frequency of alcohol consumed. The daily alcohol intake was calculated by multiplying the number of drinking days per week by the ethanol amount and dividing the sum by seven. This daily alcohol intake was divided into the following three groups: no (0&#x2005;g/day), light/moderate (0.1&#x2013;29.9&#x2005;g/day), and heavy (&#x2265;30&#x2005;g/day) drinking groups (<xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B25">25</xref>). Furthermore, smoking was categorized as current or not current, the regularity of dental visits was categorized as regular or not regular, and the toothbrushing frequency was categorized as &#x201C;twice or less a day&#x201D; or &#x201C;three or more times a day&#x201D;.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Statistical analysis</title>
<p>Descriptive statistics were employed to assess the periodontal condition, alcohol consumption, medical condition, and health behaviors, with continuous values presented as mean&#x2009;&#x00B1;&#x2009;standard deviation and categorical values expressed as numbers and percentages. Fasting glucose, ALT, and AST were natural log-transformed to normalize their skewed distribution. Univariate analysis was performed to identify the factors related to the periodontal condition using linear regression analysis.</p>
<p>The directed acyclic graph (DAG) was conducted to identify the minimum set of covariates in the multivariable models using the CAUSALGRAPH procedure in SAS version 9.4 (SAS Institute, Cary, NC). The DAG representing alcohol consumption as the exposure variables, BMI, fasting glucose, ALT, and fatty liver as mediators, and periodontal condition as outcome was illustrated in <xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>. Each mediator was separately included in the DAG model. The covariates were age, sex, smoking, regular dental visits, toothbrushing frequency, and the number of present teeth. The multivariable model included the variables identified by the DAG.</p>
<p>Moreover, the causal mediation analysis based on the potential outcomes framework and the more general counterfactual framework (<xref ref-type="bibr" rid="B26">26</xref>) was performed to investigate the mediating effects of BMI, fasting glucose, ALT, and fatty liver on the association between alcohol consumption and the periodontal condition, represented by the mean PD and CAL or severe periodontal disease (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>). The causal mediation analysis can decompose the total effect into direct and indirect effects (natural direct effect, NDE and natural indirect effect, NIE, respectively) even in the presence of exposure-mediator interactions, which is a limitation of traditional mediation methods (<xref ref-type="bibr" rid="B26">26</xref>). NDE represents the change in outcome that would be observed if the exposure were changed while keeping the mediators unchanged. NIE represents the change in the outcome that occurs due to variations in the mediator when the exposure influences the mediator, while holding the exposure itself constant (<xref ref-type="bibr" rid="B26">26</xref>). The proportion mediated which was interpreted as the percentage of the main association that can be explained by the mediator. The proportion mediated was calculated by dividing the indirect effect by the total effect when the indirect effects were significant. The mediators included in this study were BMI, fasting glucose, ALT, and fatty liver, and each mediator was separately included in the causal mediation model. The confidence interval for the proportion mediated was not estimated because it is highly variable, and NIE is recommended to assess the significance of mediation effect (<xref ref-type="bibr" rid="B27">27</xref>). The causal mediation models were also tested when the mediators were categorical (i.e., obesity, elevated fasting glucose, abnormal ALT and AST levels). All mediation models included age, sex, smoking, regular dental visits, toothbrushing frequency, and the number of present teeth as covariates.</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Conceptual model of the association between alcohol consumption and periodontal condition, mediated by BMI, glucose level, ALT, and fatty liver. Gray- and black-colored arrows indicate the indirect and direct association, respectively. ALT, alanine aminotransferase; BMI, body mass index.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="froh-06-1524772-g002.tif"/>
</fig>
<p>All statistical analyses except DAG were performed using Stata SE version 18.0 (Stata Corp LP, College Station, TX, USA), with the causal mediation analysis implemented using the <italic>mediate</italic> package. All tests were two-tailed, with statistical significance set at <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</sec>
</sec>
<sec id="s3"><label>3</label><title>Result</title>
<sec id="s3a"><label>3.1</label><title>Baseline characteristics</title>
<p>The characteristics of participants are shown in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. Notably, the mean PD value was 2.25&#x2009;&#x00B1;&#x2009;0.50&#x2005;mm, and the proportions of participants in the no-drinking, light/moderate-drinking, and heavy-drinking groups were 20.6&#x0025;, 63.3&#x0025;, and 16.1&#x0025;, respectively.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Characteristics of the study population.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Variables</th>
<th valign="top" align="center">Study population</th>
</tr>
<tr>
<th valign="top" align="center">(<italic>n</italic>&#x2009;&#x003D;&#x2009;6,537)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Mean PD, mm</td>
<td valign="top" align="center">2.25&#x2009;&#x00B1;&#x2009;0.50</td>
</tr>
<tr>
<td valign="top" align="left">Mean CAL, mm</td>
<td valign="top" align="center">2.54&#x2009;&#x00B1;&#x2009;0.74</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Periodontal disease</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No/mild</td>
<td valign="top" align="center">4,040 (61.8&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Moderate</td>
<td valign="top" align="center">2,183 (33.4&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Severe</td>
<td valign="top" align="center">314 (4.8&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Alcohol consumption</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="center">1,344 (20.6&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Light/moderate</td>
<td valign="top" align="center">4,135 (63.3&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Heavy</td>
<td valign="top" align="center">1,050 (16.1&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">23.0&#x2009;&#x00B1;&#x2009;3.2</td>
</tr>
<tr>
<td valign="top" align="left">Obesity (BMI &#x2265;25.0)</td>
<td valign="top" align="center">1,525 (23.3&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Fasting glucose, mg/dl<xref ref-type="table-fn" rid="table-fn1">&#x002A;</xref></td>
<td valign="top" align="center">97.5&#x2009;&#x00B1;&#x2009;16.3</td>
</tr>
<tr>
<td valign="top" align="left">Elevated fasting glucose (&#x2265;100)<xref ref-type="table-fn" rid="table-fn1">&#x002A;</xref></td>
<td valign="top" align="center">1,931 (29.5&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">ALT, IU/L</td>
<td valign="top" align="center">20.2&#x2009;&#x00B1;&#x2009;9.3</td>
</tr>
<tr>
<td valign="top" align="left">Elevated ALT (males &#x2265;30, females &#x2265;19)</td>
<td valign="top" align="center">1,607 (24.6&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">AST, IU/L</td>
<td valign="top" align="center">23.6&#x2009;&#x00B1;&#x2009;17.7</td>
</tr>
<tr>
<td valign="top" align="left">Elevated AST (&#x2265;35)</td>
<td valign="top" align="center">326 (5.0&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Fatty liver</td>
<td valign="top" align="center">1,513 (23.1&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">45.7&#x2009;&#x00B1;&#x2009;8.7</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Gender</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Males</td>
<td valign="top" align="center">5,030 (76.9&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Female</td>
<td valign="top" align="center">1,507 (23.1&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Number of present teeth</td>
<td valign="top" align="center">27.8&#x2009;&#x00B1;&#x2009;2.6</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Toothbrushing (daily frequency)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2265;3 times</td>
<td valign="top" align="center">1,227 (18.8&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2264;2 times</td>
<td valign="top" align="center">5,310 (81.2&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Regularity of dental check-ups</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Irregular</td>
<td valign="top" align="center">5,817 (89.0&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Regular</td>
<td valign="top" align="center">720 (11.0&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Current smoking</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="center">4,825 (73.8&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Yes</td>
<td valign="top" align="center">1,712 (26.2&#x0025;)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><label>&#x002A;</label>
<p>Missing value (<italic>n</italic>&#x2009;&#x003D;&#x2009;8).</p></fn>
<fn id="table-fn2"><p>Continuous variable expressed as mean&#x2009;&#x00B1;&#x2009;SD; categorical variables, as <italic>n</italic> (&#x0025;).</p></fn>
<fn id="table-fn3"><p>PD, pocket depth; CAL, clinical; attachment level; BMI, body mass index; ALT, alanine aminotransferase; AST, aspartate aminotransferase.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>Univariate analysis</title>
<p><xref ref-type="table" rid="T2">Table&#x00A0;2</xref> presents the results of univariate analysis of the association between risk factors and mean PD. Notably, alcohol consumption, BMI, fasting glucose, ALT, and fatty liver were positively associated with the mean PD.</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>The univariate analysis of factors associated with mean PD.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variables</th>
<th valign="top" align="center">&#x03B2;</th>
<th valign="top" align="center">SE</th>
<th valign="top" align="center"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4">Alcohol consumption (ref. no)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Light/moderate</td>
<td valign="top" align="center">0.047</td>
<td valign="top" align="center">0.016</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Heavy</td>
<td valign="top" align="center">0.150</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">BMI</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Fasting glucose<xref ref-type="table-fn" rid="table-fn4"><sup>&#x2020;</sup></xref></td>
<td valign="top" align="center">0.444</td>
<td valign="top" align="center">0.046</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">ALT<xref ref-type="table-fn" rid="table-fn4"><sup>&#x2020;</sup></xref></td>
<td valign="top" align="center">0.072</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">AST<xref ref-type="table-fn" rid="table-fn4"><sup>&#x2020;</sup></xref></td>
<td valign="top" align="center">0.100</td>
<td valign="top" align="center">0.019</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Fatty liver (ref. no)</td>
<td valign="top" align="center">0.070</td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="center">0.009</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Female (ref. male)</td>
<td valign="top" align="center">&#x2212;0.141</td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Number of present teeth</td>
<td valign="top" align="center">&#x2212;0.034</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Toothbrushing frequency of &#x2264;2 times a day (ref. &#x2265;3 times)</td>
<td valign="top" align="center">0.109</td>
<td valign="top" align="center">0.016</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Irregular dental visit (ref. regular)</td>
<td valign="top" align="center">0.061</td>
<td valign="top" align="center">0.020</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Current smoking (ref. no)</td>
<td valign="top" align="center">0.137</td>
<td valign="top" align="center">0.014</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn4"><label><sup>&#x2020;</sup></label>
<p>Log-transformed values were used.</p></fn>
<fn id="table-fn5"><p>The crude model of linear regression analysis included the mean PD as the outcome and each associated factor as the independent variable.</p></fn>
<fn id="table-fn6"><p>PD, pocket depth; &#x03B2;, &#x03B2;-coefficient; SE, standard error; BMI, body mass index; ALT, alanine aminotransferase; AST, aspartate aminotransferase.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3c"><label>3.3</label><title>Mediation analysis</title>
<p><xref ref-type="table" rid="T3">Table&#x00A0;3</xref> shows the results of causal mediation analysis, which decomposed the total effect of alcohol consumption on mean PD into direct and indirect effects through three potential mediators such as BMI, fasting glucose, and ALT. Heavy drinking directly increased mean PD in Models 1 and 3. In Model 1, which includes BMI, NDE was &#x03B2;&#x2009;&#x003D;&#x2009;0.061, standard error [SE]&#x2009;&#x003D;&#x2009;0.024, and <italic>p</italic>&#x2009;&#x003D;&#x2009;0.009. In Model 3, which includes ALT, NDE was &#x03B2;&#x2009;&#x003D;&#x2009;0.077, SE&#x2009;&#x003D;&#x2009;0.024, and <italic>p</italic>&#x2009;&#x003D;&#x2009;0.002. In contrast, light or moderate drinking did not have a direct effect on mean PD but exhibited an indirect effect through BMI, fasting glucose, and ALT. In Model 1, which includes BMI, NIE was &#x03B2;&#x2009;&#x003D;&#x2009;0.009, SE&#x2009;&#x003D;&#x2009;0.002, and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001. In Model 2, which includes fasting glucose, NIE was &#x03B2;&#x2009;&#x003D;&#x2009;0.003, SE&#x2009;&#x003D;&#x2009;0.001, and <italic>p</italic>&#x2009;&#x003D;&#x2009;0.015. In Model 3, which includes ALT, NIE was &#x03B2;&#x2009;&#x003D;&#x2009;0.007, SE&#x2009;&#x003D;&#x2009;0.002, and <italic>p</italic>&#x2009;&#x003C;&#x2009;0.001. The contributions of BMI, fasting glucose, and ALT as mediators of the association between light or moderate drinking and mean PD were 25.1&#x0025;, 8.9&#x0025;, and 18.9&#x0025;, respectively. Fasting glucose partially mediated the association between heavy drinking and mean PD (NIE: &#x03B2;&#x2009;&#x003D;&#x2009;0.021, SE&#x2009;&#x003D;&#x2009;0.009, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.023), which corresponded to 32.7&#x0025; of the proportions mediated.</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Associations among alcohol consumption, mean PD, and three potential mediators in mediation models.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Exposure</th>
<th valign="top" align="left" rowspan="2">Mediator</th>
<th valign="top" align="left" rowspan="2">Outcome</th>
<th valign="top" align="center" colspan="2">Total effect</th>
<th valign="top" align="center" colspan="2">NDE (Alcohol&#x2192;mean PD)</th>
<th valign="top" align="center" colspan="3">NIE (Alcohol&#x2192;mediator&#x2192;mean PD)</th>
</tr>
<tr>
<th valign="top" align="center">&#x03B2; (SE)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">&#x03B2; (SE)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">&#x03B2; (SE)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">PM (&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="10">Model 1</td>
</tr>
<tr>
<td valign="top" align="left">Alcohol consumption</td>
<td valign="top" align="left">BMI</td>
<td valign="top" align="left">Mean PD</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Light/moderate</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">0.037 (0.016)</td>
<td valign="top" align="center">0.019</td>
<td valign="top" align="center">0.028 (0.016)</td>
<td valign="top" align="center">0.075</td>
<td valign="top" align="center">0.009 (0.002)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">25.1</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Heavy</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">0.072 (0.022)</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.061 (0.024)</td>
<td valign="top" align="center">0.009</td>
<td valign="top" align="center">0.011 (0.007)</td>
<td valign="top" align="center">0.102</td>
<td valign="top" align="center">N.A.</td>
</tr>
<tr>
<td valign="top" align="left" colspan="10">Model 2</td>
</tr>
<tr>
<td valign="top" align="left">Alcohol consumption</td>
<td valign="top" align="left">Fasting glucose<xref ref-type="table-fn" rid="table-fn7"><sup>&#x2021;</sup></xref></td>
<td valign="top" align="left">Mean PD</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Light/moderate</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">0.031 (0.016)</td>
<td valign="top" align="center">0.050</td>
<td valign="top" align="center">0.028 (0.016)</td>
<td valign="top" align="center">0.073</td>
<td valign="top" align="center">0.003 (0.001)</td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">8.9</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Heavy</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">0.065 (0.022)</td>
<td valign="top" align="center">0.004</td>
<td valign="top" align="center">0.044 (0.023)</td>
<td valign="top" align="center">0.060</td>
<td valign="top" align="center">0.021 (0.009)</td>
<td valign="top" align="center">0.023</td>
<td valign="top" align="center">32.7</td>
</tr>
<tr>
<td valign="top" align="left" colspan="10">Model 3</td>
</tr>
<tr>
<td valign="top" align="left">Alcohol consumption</td>
<td valign="top" align="left">ALT<xref ref-type="table-fn" rid="table-fn7"><sup>&#x2021;</sup></xref></td>
<td valign="top" align="left">Mean PD</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center">Ref</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Light/moderate</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">0.037 (0.016)</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">0.030 (0.016)</td>
<td valign="top" align="center">0.060</td>
<td valign="top" align="center">0.007 (0.002)</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">18.9</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Heavy</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="center">0.070 (0.023)</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">0.077 (0.024)</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">&#x2212;0.006 (0.006)</td>
<td valign="top" align="center">0.340</td>
<td valign="top" align="center">N.A.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn7"><label><sup>&#x2021;</sup></label>
<p>Log-transformed values were used.</p></fn>
<fn id="table-fn8"><p>All models included age, sex, number of present teeth, tooth brushing frequency, regular dental visit, and smoking as covariates.</p></fn>
<fn id="table-fn9"><p>All models included alcohol consumption as exposure and mean PD as the outcome. BMI, fasting glucose, and ALT were included as mediators in the Model 1, 2, and 3, respectively.</p></fn>
<fn id="table-fn10"><p>PD, pocket depth; NDE, natural direct effect; NIE, natural indirect effect; PM, proportion mediated; &#x03B2;, &#x03B2;-coefficient; SE, standard error; BMI, body mass index; ALT, alanine aminotransferase; Ref, reference; N.A., not applicable.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3d"><label>3.4</label><title>Additional analyses</title>
<p>We also conducted mediation analyses using the categorized mediators (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). Obesity partially mediated the association between light or moderate drinking and mean PD (NIE: &#x03B2;&#x2009;&#x003D;&#x2009;0.004, SE&#x2009;&#x003D;&#x2009;0.002, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.015), which corresponded to 11.1&#x0025; of the proportion mediated. Heavy drinking indirectly affected mean PD through elevated glucose (NIE: &#x03B2;&#x2009;&#x003D;&#x2009;0.018, SE&#x2009;&#x003D;&#x2009;0.008, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.012), which corresponded to 29.4&#x0025; of the proportions mediated. However, abnormal ALT and AST levels did not mediate this association (<xref ref-type="sec" rid="s11">Supplementary Table S1</xref>).</p>
<p>Furthermore, additional mediation models were tested using different definitions of periodontal disease, such as mean CAL and moderate and severe periodontal disease, as outcomes (<xref ref-type="sec" rid="s11">Supplementary Tables S2&#x2013;S4</xref>). In the results using mean CAL as the outcome, alcohol consumption was not directly associated with mean CAL, but indirectly affected mean CAL through BMI, fasting glucose, and ALT (<xref ref-type="sec" rid="s11">Supplementary Table S2</xref>). Regarding moderate and severe periodontal disease as outcomes, fasting glucose partially mediated the association between heavy drinking and moderate or severe periodontal disease (<xref ref-type="sec" rid="s11">Supplementary Tables S3</xref> and <xref ref-type="sec" rid="s11">S4</xref>).</p>
<p>We investigated whether fatty liver, another liver function parameter, mediates the association between alcohol consumption and periodontal disease. Fatty liver did not mediate this association (<xref ref-type="sec" rid="s11">Supplementary Table S5</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>Our study revealed that participants with alcohol drinking were more likely to have worse periodontal conditions than non-drinkers. In addition, we found that the association between alcohol consumption and periodontal condition was partially mediated by BMI, fasting glucose, and ALT. Thus, this study extends the findings of previous studies (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B28">28</xref>&#x2013;<xref ref-type="bibr" rid="B30">30</xref>) concerning alcohol consumption and periodontal disease by demonstrating the mediating effects of multiple factors. These findings suggest that elevated BMI, glucose, and ALT levels have a mediating role in the association between alcohol consumption and periodontal disease.</p>
<p>Our findings regarding the mediating effects of obesity may be explained by some potential mechanisms, as previous studies have confirmed that alcohol consumption contributes to the risk of obesity (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). For example, obesity due to alcohol consumption can be attributed to an increased energy intake from drinking alcohol, which provides 7.1&#x2005;kcal/g (<xref ref-type="bibr" rid="B9">9</xref>). In addition, alcohol can affect some hormones such as leptin and glucagon-like peptide-1, which may contribute to a potential harmful effect on the control of feeding, subsequently leading to a greater intake of food (<xref ref-type="bibr" rid="B33">33</xref>). Obesity is a risk factor for periodontal disease (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>) due to the secretion of pro-inflammatory cytokines such as TNF-&#x03B1; from adipose tissue, which may induce increased susceptibility to periodontal disease through exacerbated infection with periodontal pathogens and a hyper-inflammatory state (<xref ref-type="bibr" rid="B36">36</xref>).</p>
<p>Similarly, there are several potential explanations for our findings regarding elevated glucose as a mediator in the association between light/moderate or heavy drinking and periodontal disease. For example, heavy drinking has been shown to increase the risk of diabetes (<xref ref-type="bibr" rid="B37">37</xref>) due to the direct toxic effect of alcohol on pancreatic islet cells, inhibiting insulin secretion and increasing insulin resistance (<xref ref-type="bibr" rid="B38">38</xref>). In fact, a previous experimental study found that exposure of pancreatic &#x03B2;-cells to alcohol was associated with reduced insulin secretion (<xref ref-type="bibr" rid="B39">39</xref>). This can lead to diabetes, which increases the deposition of advanced glycation end-products in the periodontal tissue and induces the continuous activation of local immune and inflammatory responses, leading to periodontal destruction through increased levels of pro-inflammatory cytokines (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>Chronic alcohol intake has also long been known to have an effect on liver diseases such as alcoholic hepatitis, fatty liver, and cirrhosis (<xref ref-type="bibr" rid="B41">41</xref>). Liver cirrhosis induces immune dysfunction and the excessive activation of pro-inflammatory cytokines, which results in bacterial infection (<xref ref-type="bibr" rid="B42">42</xref>). A previous study has shown that a large majority of patients with cirrhosis had periodontal disease, which indicates that cirrhosis may increase the risk of periodontal disease (<xref ref-type="bibr" rid="B43">43</xref>). In the present study, continuously elevated ALT levels mediated the association between alcohol consumption and periodontal disease. However, liver abnormalities defined by abnormal levels of ALT did not have an indirect effect on the association between alcohol consumption and periodontal disease. Additionally, the participants in this study did not have severe liver disease, such as liver cirrhosis. These results suggested that elevated ALT owing to alcohol consumption may be associated with periodontal disease, even in the absence of liver abnormalities.</p>
<p>Fatty liver did not mediate the association between alcohol consumption and periodontal disease in this study (<xref ref-type="sec" rid="s11">Supplementary Table S5</xref>), whereas elevated ALT mediated it. Elevated ALT levels are linked to systemic inflammation (<xref ref-type="bibr" rid="B44">44</xref>), which may be linked to the worsening of periodontal condition. Fatty liver involves simple steatosis, which is the accumulation of fat in the liver without inflammation, and hepatic steatosis with inflammation as a more advanced stage (<xref ref-type="bibr" rid="B45">45</xref>). Participants in our study might not have fatty liver with inflammation, explaining the weak association between fatty liver and periodontal disease in our study.</p>
<p>This study found that heavy drinking had the direct effects on periodontal disease. Previously, heavy drinking has been shown to harmfully affect bone metabolism, leading to alveolar bone absorption and the progression of periodontal disease (<xref ref-type="bibr" rid="B7">7</xref>). Additionally, heavy drinking enhances oxidative damage, leukocyte infiltration, and the production of TNF-&#x03B1; in gingival tissues, inducing periodontal deterioration (<xref ref-type="bibr" rid="B6">6</xref>). In the present study, the direct effect was found in the PD but not in the CAL (<xref ref-type="table" rid="T3">Table&#x00A0;3</xref> and <xref ref-type="sec" rid="s11">Supplementary Table S1</xref>). These results are similar to those reported by Shimazaki et al. (<xref ref-type="bibr" rid="B25">25</xref>). This may be because the PD reflects current inflammation in the periodontal tissue, while CAL estimates the lifetime-accumulated periodontal destruction. Additionally, PD tends to be more strongly associated with systemic inflammation than CAL (<xref ref-type="bibr" rid="B46">46</xref>), and the direct association between heavy drinking and periodontal disease may be linked to enhanced inflammation.</p>
<p>The association between alcohol consumption and severe periodontal disease tended to be weak, compared to that with the mean PD (<xref ref-type="sec" rid="s11">Supplementary Table S3</xref>). Severe periodontal disease may be linked to other risk factors rather than alcohol consumption. In this study, severe periodontal disease was associated with age and smoking (data not shown). Such risk factors may play a dominant role in severe periodontal disease and may mask the association with alcohol consumption. Given that an association between alcohol consumption and mean PD was observed, alcohol consumption might contribute to an earlier worsening of the periodontal condition.</p>
<p>This study had several limitations. First, the causality between alcohol consumption and periodontal disease could not be determined due to a cross-sectional study. Second, the magnitude of the mediating effects in the association between alcohol consumption and periodontal disease was relatively small. Although this small effect should be interpreted with caution in clinical settings, our findings may provide a valuable input to better understand the mechanisms underlying the association between alcohol consumption and periodontal disease. Third, data on unmeasured potential confounders such as socioeconomic status were not available in this study and may affect our estimates of the association between alcohol consumption and periodontal disease. Third, the periodontal condition was evaluated using partial examination methods described in the NHANES III and did not measure PD on the palate or tongue side, which may have led to an underestimation of periodontal disease. Finally, the study population may not be representative of the general population because this study only included individuals who received workplace health check-ups. Therefore, caution is required when applying these findings to other populations.</p>
<p>In conclusion, this study confirmed that alcohol consumption was positively associated with the periodontal condition among Japanese adults who received workplace health check-ups. This association was partially mediated by several factors such as BMI, fasting glucose, and ALT levels. Future studies should investigate mediators to clarify this association further.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability"><title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because the data are not publicly available due to ethical restriction. Requests to access the datasets should be directed to Michiko Furuta, <email>mfuruta@dent.kyushu-u.ac.jp</email>.</p>
</sec>
<sec id="s6" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by The Institutional Review Board of the Faculty of Dental Science, Kyushu University, Fukuoka, Japan. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their informed consent to participate in this study.</p>
</sec>
<sec id="s7" sec-type="author-contributions"><title>Author contributions</title>
<p>YK: Conceptualization, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. MF: Conceptualization, Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Funding acquisition, Methodology. SK: Data curation, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YY: Conceptualization, Project administration, Supervision, Writing &#x2013; review &#x0026; editing. TT: Data curation, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by JSPS KAKENHI Grant Number 24K13242.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>The authors thank Dr. Yoshihiro Shimazaki for conducting the calibration of investigators in periodontal examination.</p>
</ack>
<sec id="s9" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/froh.2025.1524772/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/froh.2025.1524772/full&#x0023;supplementary-material</ext-link></p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="Table1.docx"/></supplementary-material>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><ext-link ext-link-type="uri" xlink:href="https://pubmed.ncbi.nlm.nih.gov/?term=GBD+2016+Alcohol+and+Drug+Use+Collaborators%5BCorporate+Author%5D">GBD 2016 Alcohol and Drug Use Collaborators</ext-link>. <article-title>The global burden of disease attributable to alcohol and drug use in 195 countries and territories, 1990&#x2013;2016: a systematic analysis for the global burden of disease study 2016</article-title>. <source>Lancet Psychiatry</source>. (<year>2018</year>) <volume>5</volume>(<issue>12</issue>):<fpage>987</fpage>&#x2013;<lpage>1012</lpage>. <pub-id pub-id-type="doi">10.1016/s2215-0366(18)30337-7</pub-id><pub-id pub-id-type="pmid">30392731</pub-id></citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manthey</surname><given-names>J</given-names></name><name><surname>Shield</surname><given-names>KD</given-names></name><name><surname>Rylett</surname><given-names>M</given-names></name><name><surname>Hasan</surname><given-names>OSM</given-names></name><name><surname>Probst</surname><given-names>C</given-names></name><name><surname>Rehm</surname><given-names>J</given-names></name></person-group>. <article-title>Global alcohol exposure between 1990 and 2017 and forecasts until 2030: a modelling study</article-title>. <source>Lancet</source>. (<year>2019</year>) <volume>393</volume>(<issue>10190</issue>):<fpage>2493</fpage>&#x2013;<lpage>502</lpage>. <pub-id pub-id-type="doi">10.1016/s0140-6736(18)32744-2</pub-id><pub-id pub-id-type="pmid">31076174</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>J</given-names></name><name><surname>Lv</surname><given-names>J</given-names></name><name><surname>Wang</surname><given-names>W</given-names></name><name><surname>Jiang</surname><given-names>X</given-names></name></person-group>. <article-title>Alcohol consumption and risk of periodontitis: a meta-analysis</article-title>. <source>J Clin Periodontol</source>. (<year>2016</year>) <volume>43</volume>(<issue>7</issue>):<fpage>572</fpage>&#x2013;<lpage>83</lpage>. <pub-id pub-id-type="doi">10.1111/jcpe.12556</pub-id><pub-id pub-id-type="pmid">27029013</pub-id></citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pulikkotil</surname><given-names>SJ</given-names></name><name><surname>Nath</surname><given-names>S</given-names></name><name><surname>Dharamarajan</surname><given-names>L</given-names></name><name><surname>Jing</surname><given-names>KT</given-names></name><name><surname>Vaithilingam</surname><given-names>RD</given-names></name></person-group>. <article-title>Alcohol consumption is associated with periodontitis. A systematic review and meta-analysis of observational studies</article-title>. <source>Community Dent Health</source>. (<year>2020</year>) <volume>37</volume>(<issue>1</issue>):<fpage>12</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1922/CDH_4569Pulikkotil10</pub-id><pub-id pub-id-type="pmid">32031339</pub-id></citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Souza</surname><given-names>DM</given-names></name><name><surname>Ricardo</surname><given-names>LH</given-names></name><name><surname>Prado Mde</surname><given-names>A</given-names></name><name><surname>Prado Fde</surname><given-names>A</given-names></name><name><surname>da Rocha</surname><given-names>RF</given-names></name></person-group>. <article-title>The effect of alcohol consumption on periodontal bone support in experimental periodontitis in rats</article-title>. <source>J Appl Oral Sci</source>. (<year>2006</year>) <volume>14</volume>(<issue>6</issue>):<fpage>443</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1590/s1678-77572006000600010</pub-id><pub-id pub-id-type="pmid">19089245</pub-id></citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Irie</surname><given-names>K</given-names></name><name><surname>Tomofuji</surname><given-names>T</given-names></name><name><surname>Tamaki</surname><given-names>N</given-names></name><name><surname>Sanbe</surname><given-names>T</given-names></name><name><surname>Ekuni</surname><given-names>D</given-names></name><name><surname>Azuma</surname><given-names>T</given-names></name><etal/></person-group> <article-title>Effects of ethanol consumption on periodontal inflammation in rats</article-title>. <source>J Dent Res</source>. (<year>2008</year>) <volume>87</volume>(<issue>5</issue>):<fpage>456</fpage>&#x2013;<lpage>60</lpage>. <comment>87/5/456 pii</comment>.<pub-id pub-id-type="pmid">18434576</pub-id></citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dal-Fabbro</surname><given-names>R</given-names></name><name><surname>Marques-de-Almeida</surname><given-names>M</given-names></name><name><surname>Cosme-Silva</surname><given-names>L</given-names></name><name><surname>Ervolino</surname><given-names>E</given-names></name><name><surname>Cintra</surname><given-names>LTA</given-names></name><name><surname>Gomes-Filho</surname><given-names>JE</given-names></name></person-group>. <article-title>Chronic alcohol consumption increases inflammation and osteoclastogenesis in apical periodontitis</article-title>. <source>Int Endod J</source>. (<year>2019</year>) <volume>52</volume>(<issue>3</issue>):<fpage>329</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1111/iej.13014</pub-id><pub-id pub-id-type="pmid">30218448</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lages</surname><given-names>EJ</given-names></name><name><surname>Costa</surname><given-names>FO</given-names></name><name><surname>Cortelli</surname><given-names>SC</given-names></name><name><surname>Cortelli</surname><given-names>JR</given-names></name><name><surname>Cota</surname><given-names>LO</given-names></name><name><surname>Cyrino</surname><given-names>RM</given-names></name><etal/></person-group> <article-title>Alcohol consumption and periodontitis: quantification of periodontal pathogens and cytokines</article-title>. <source>J Periodontol</source>. (<year>2015</year>) <volume>86</volume>(<issue>9</issue>):<fpage>1058</fpage>&#x2013;<lpage>68</lpage>. <pub-id pub-id-type="doi">10.1902/jop.2015.150087</pub-id><pub-id pub-id-type="pmid">26062839</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Traversy</surname><given-names>G</given-names></name><name><surname>Chaput</surname><given-names>JP</given-names></name></person-group>. <article-title>Alcohol consumption and obesity: an update</article-title>. <source>Curr Obes Rep</source>. (<year>2015</year>) <volume>4</volume>(<issue>1</issue>):<fpage>122</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1007/s13679-014-0129-4</pub-id><pub-id pub-id-type="pmid">25741455</pub-id></citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keller</surname><given-names>A</given-names></name><name><surname>Rohde</surname><given-names>JF</given-names></name><name><surname>Raymond</surname><given-names>K</given-names></name><name><surname>Heitmann</surname><given-names>BL</given-names></name></person-group>. <article-title>Association between periodontal disease and overweight and obesity: a systematic review</article-title>. <source>J Periodontol</source>. (<year>2015</year>) <volume>86</volume>(<issue>6</issue>):<fpage>766</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1902/jop.2015.140589</pub-id><pub-id pub-id-type="pmid">25672656</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wannamethee</surname><given-names>SG</given-names></name><name><surname>Shaper</surname><given-names>AG</given-names></name><name><surname>Perry</surname><given-names>IJ</given-names></name><name><surname>Alberti</surname><given-names>KG</given-names></name></person-group>. <article-title>Alcohol consumption and the incidence of type II diabetes</article-title>. <source>J Epidemiol Community Health</source>. (<year>2002</year>) <volume>56</volume>(<issue>7</issue>):<fpage>542</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1136/jech.56.7.542</pub-id><pub-id pub-id-type="pmid">12080164</pub-id></citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Casanova</surname><given-names>L</given-names></name><name><surname>Hughes</surname><given-names>FJ</given-names></name><name><surname>Preshaw</surname><given-names>PM</given-names></name></person-group>. <article-title>Diabetes and periodontal disease: a two-way relationship</article-title>. <source>Br Dent J</source>. (<year>2014</year>) <volume>217</volume>(<issue>8</issue>):<fpage>433</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1038/sj.bdj.2014.907</pub-id><pub-id pub-id-type="pmid">25342350</pub-id></citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Engebretson</surname><given-names>SP</given-names></name><name><surname>Hey-Hadavi</surname><given-names>J</given-names></name><name><surname>Ehrhardt</surname><given-names>FJ</given-names></name><name><surname>Hsu</surname><given-names>D</given-names></name><name><surname>Celenti</surname><given-names>RS</given-names></name><name><surname>Grbic</surname><given-names>JT</given-names></name><etal/></person-group> <article-title>Gingival crevicular fluid levels of interleukin-1beta and glycemic control in patients with chronic periodontitis and type 2 diabetes</article-title>. <source>J Periodontol</source>. (<year>2004</year>) <volume>75</volume>(<issue>9</issue>):<fpage>1203</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1902/jop.2004.75.9.1203</pub-id><pub-id pub-id-type="pmid">15515334</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Preshaw</surname><given-names>PM</given-names></name><name><surname>Alba</surname><given-names>AL</given-names></name><name><surname>Herrera</surname><given-names>D</given-names></name><name><surname>Jepsen</surname><given-names>S</given-names></name><name><surname>Konstantinidis</surname><given-names>A</given-names></name><name><surname>Makrilakis</surname><given-names>K</given-names></name><etal/></person-group> <article-title>Periodontitis and diabetes: a two-way relationship</article-title>. <source>Diabetologia</source>. (<year>2012</year>) <volume>55</volume>(<issue>1</issue>):<fpage>21</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1007/s00125-011-2342-y</pub-id><pub-id pub-id-type="pmid">22057194</pub-id></citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parker</surname><given-names>R</given-names></name><name><surname>Kim</surname><given-names>SJ</given-names></name><name><surname>Gao</surname><given-names>B</given-names></name></person-group>. <article-title>Alcohol, adipose tissue and liver disease: mechanistic links and clinical considerations</article-title>. <source>Nat Rev Gastroenterol Hepatol</source>. (<year>2018</year>) <volume>15</volume>(<issue>1</issue>):<fpage>50</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1038/nrgastro.2017.116</pub-id><pub-id pub-id-type="pmid">28930290</pub-id></citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Almeida</surname><given-names>JM</given-names></name><name><surname>Pazmino</surname><given-names>VFC</given-names></name><name><surname>Novaes</surname><given-names>VCN</given-names></name><name><surname>Bomfim</surname><given-names>SRM</given-names></name><name><surname>Nagata</surname><given-names>MJH</given-names></name><name><surname>Oliveira</surname><given-names>FLP</given-names></name><etal/></person-group> <article-title>Chronic consumption of alcohol increases alveolar bone loss</article-title>. <source>PLoS One</source>. (<year>2020</year>) <volume>15</volume>(<issue>8</issue>):<fpage>e0232731</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0232731</pub-id><pub-id pub-id-type="pmid">32817640</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kuroe</surname><given-names>K</given-names></name><name><surname>Furuta</surname><given-names>M</given-names></name><name><surname>Takeuchi</surname><given-names>K</given-names></name><name><surname>Takeshita</surname><given-names>T</given-names></name><name><surname>Suma</surname><given-names>S</given-names></name><name><surname>Shinagawa</surname><given-names>T</given-names></name><etal/></person-group> <article-title>Association between periodontitis and fibrotic progression of non-alcoholic fatty liver among Japanese adults</article-title>. <source>J Clin Periodontol</source>. (<year>2021</year>) <volume>48</volume>(<issue>3</issue>):<fpage>368</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1111/jcpe.13415</pub-id><pub-id pub-id-type="pmid">33368494</pub-id></citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Furuta</surname><given-names>M</given-names></name><name><surname>Liu</surname><given-names>A</given-names></name><name><surname>Shinagawa</surname><given-names>T</given-names></name><name><surname>Takeuchi</surname><given-names>K</given-names></name><name><surname>Takeshita</surname><given-names>T</given-names></name><name><surname>Shimazaki</surname><given-names>Y</given-names></name><etal/></person-group> <article-title>Tooth loss and metabolic syndrome in middle-aged Japanese adults</article-title>. <source>J Clin Periodontol</source>. (<year>2016</year>) <volume>43</volume>(<issue>6</issue>):<fpage>482</fpage>&#x2013;<lpage>91</lpage>. <pub-id pub-id-type="doi">10.1111/jcpe.12523</pub-id><pub-id pub-id-type="pmid">26847391</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Page</surname><given-names>RC</given-names></name><name><surname>Eke</surname><given-names>PI</given-names></name></person-group>. <article-title>Case definitions for use in population-based surveillance of periodontitis</article-title>. <source>J Periodontol</source>. (<year>2007</year>) <volume>78</volume>(<issue>7 Suppl</issue>):<fpage>1387</fpage>&#x2013;<lpage>99</lpage>. <pub-id pub-id-type="doi">10.1902/jop.2007.060264</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ota</surname><given-names>T</given-names></name><name><surname>Takamura</surname><given-names>T</given-names></name><name><surname>Hirai</surname><given-names>N</given-names></name><name><surname>Kobayashi</surname><given-names>K</given-names></name></person-group>. <article-title>Preobesity in world health organization classification involves the metabolic syndrome in Japanese</article-title>. <source>Diabetes Care</source>. (<year>2002</year>) <volume>25</volume>(<issue>7</issue>):<fpage>1252</fpage>&#x2013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.2337/diacare.25.7.1252</pub-id><pub-id pub-id-type="pmid">12087037</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kojima</surname><given-names>S</given-names></name><name><surname>Watanabe</surname><given-names>N</given-names></name><name><surname>Numata</surname><given-names>M</given-names></name><name><surname>Ogawa</surname><given-names>T</given-names></name><name><surname>Matsuzaki</surname><given-names>S</given-names></name></person-group>. <article-title>Increase in the prevalence of fatty liver in Japan over the past 12 years: analysis of clinical background</article-title>. <source>J Gastroenterol</source>. (<year>2003</year>) <volume>38</volume>(<issue>10</issue>):<fpage>954</fpage>&#x2013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1007/s00535-003-1178-8</pub-id><pub-id pub-id-type="pmid">14614602</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alberti</surname><given-names>KG</given-names></name><name><surname>Eckel</surname><given-names>RH</given-names></name><name><surname>Grundy</surname><given-names>SM</given-names></name><name><surname>Zimmet</surname><given-names>PZ</given-names></name><name><surname>Cleeman</surname><given-names>JI</given-names></name><name><surname>Donato</surname><given-names>KA</given-names></name><etal/></person-group> <article-title>Harmonizing the metabolic syndrome: a joint interim statement of the international diabetes federation task force on epidemiology and prevention; national heart, lung, and blood institute; American heart association; world heart federation; international atherosclerosis society; and international association for the study of obesity</article-title>. <source>Circulation</source>. (<year>2009</year>) <volume>120</volume>(<issue>16</issue>):<fpage>1640</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1161/circulationaha.109.192644</pub-id><pub-id pub-id-type="pmid">19805654</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kalas</surname><given-names>MA</given-names></name><name><surname>Chavez</surname><given-names>L</given-names></name><name><surname>Leon</surname><given-names>M</given-names></name><name><surname>Taweesedt</surname><given-names>PT</given-names></name><name><surname>Surani</surname><given-names>S</given-names></name></person-group>. <article-title>Abnormal liver enzymes: a review for clinicians</article-title>. <source>World J Hepatol</source>. (<year>2021</year>) <volume>13</volume>(<issue>11</issue>):<fpage>1688</fpage>&#x2013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.4254/wjh.v13.i11.1688</pub-id><pub-id pub-id-type="pmid">34904038</pub-id></citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname><given-names>SM</given-names></name><name><surname>Han</surname><given-names>JH</given-names></name><name><surname>Park</surname><given-names>HS</given-names></name></person-group>. <article-title>Prevalence of low HDL-cholesterol levels and associated factors among Koreans</article-title>. <source>Circ J</source>. (<year>2006</year>) <volume>70</volume>(<issue>7</issue>):<fpage>820</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1253/circj.70.820</pub-id><pub-id pub-id-type="pmid">16799232</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shimazaki</surname><given-names>Y</given-names></name><name><surname>Saito</surname><given-names>T</given-names></name><name><surname>Kiyohara</surname><given-names>Y</given-names></name><name><surname>Kato</surname><given-names>I</given-names></name><name><surname>Kubo</surname><given-names>M</given-names></name><name><surname>Iida</surname><given-names>M</given-names></name><etal/></person-group> <article-title>Relationship between drinking and periodontitis: the Hisayama study</article-title>. <source>J Periodontol</source>. (<year>2005</year>) <volume>76</volume>(<issue>9</issue>):<fpage>1534</fpage>&#x2013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1902/jop.2005.76.9.1534</pub-id><pub-id pub-id-type="pmid">16171444</pub-id></citation></ref>
<ref id="B26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rijnhart</surname><given-names>JJM</given-names></name><name><surname>Valente</surname><given-names>MJ</given-names></name><name><surname>MacKinnon</surname><given-names>DP</given-names></name><name><surname>Twisk</surname><given-names>JWR</given-names></name><name><surname>Heymans</surname><given-names>MW</given-names></name></person-group>. <article-title>The use of traditional and causal estimators for mediation models with a binary outcome and exposure-mediator interaction</article-title>. <source>Struct Equ Modeling</source>. (<year>2021</year>) <volume>28</volume>(<issue>3</issue>):<fpage>345</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1080/10705511.2020.1811709</pub-id><pub-id pub-id-type="pmid">34239282</pub-id></citation></ref>
<ref id="B27"><label>27.</label><citation citation-type="book"><person-group person-group-type="author"><name><surname>VanderWeele</surname><given-names>TJ</given-names></name></person-group>. <source>Explanation in Causal Inference: Methods for Mediation and Interaction</source>. <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Oxford University Press</publisher-name> (<year>2015</year>).</citation></ref>
<ref id="B28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Oliveira</surname><given-names>LM</given-names></name><name><surname>Zanatta</surname><given-names>FB</given-names></name><name><surname>Costa</surname><given-names>SA</given-names></name><name><surname>Pelissari</surname><given-names>TR</given-names></name><name><surname>Baumeister</surname><given-names>SE</given-names></name><name><surname>Demarco</surname><given-names>FF</given-names></name><etal/></person-group> <article-title>The alcohol harm paradox in periodontitis</article-title>. <source>J Dent Res</source>. (<year>2024</year>) <volume>103</volume>(<issue>6</issue>):<fpage>605</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1177/00220345241235614</pub-id><pub-id pub-id-type="pmid">38605651</pub-id></citation></ref>
<ref id="B29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baumeister</surname><given-names>SE</given-names></name><name><surname>Freuer</surname><given-names>D</given-names></name><name><surname>Nolde</surname><given-names>M</given-names></name><name><surname>Kocher</surname><given-names>T</given-names></name><name><surname>Baurecht</surname><given-names>H</given-names></name><name><surname>Khazaei</surname><given-names>Y</given-names></name><etal/></person-group> <article-title>Testing the association between tobacco smoking, alcohol consumption, and risk of periodontitis: a Mendelian randomization study</article-title>. <source>J Clin Periodontol</source>. (<year>2021</year>) <volume>48</volume>(<issue>11</issue>):<fpage>1414</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1111/jcpe.13544</pub-id><pub-id pub-id-type="pmid">34472130</pub-id></citation></ref>
<ref id="B30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gay</surname><given-names>IC</given-names></name><name><surname>Tran</surname><given-names>DT</given-names></name><name><surname>Paquette</surname><given-names>DW</given-names></name></person-group>. <article-title>Alcohol intake and periodontitis in adults aged &#x2265;30 years: NHANES 2009&#x2013;2012</article-title>. <source>J Periodontol</source>. (<year>2018</year>) <volume>89</volume>(<issue>6</issue>):<fpage>625</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1002/jper.17-0276</pub-id><pub-id pub-id-type="pmid">29572839</pub-id></citation></ref>
<ref id="B31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>AlKalbani</surname><given-names>SR</given-names></name><name><surname>Murrin</surname><given-names>C</given-names></name></person-group>. <article-title>The association between alcohol intake and obesity in a sample of the Irish adult population, a cross-sectional study</article-title>. <source>BMC Public Health</source>. (<year>2023</year>) <volume>23</volume>(<issue>1</issue>):<fpage>2075</fpage>. <pub-id pub-id-type="doi">10.1186/s12889-023-16946-4</pub-id><pub-id pub-id-type="pmid">37875864</pub-id></citation></ref>
<ref id="B32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Golzarand</surname><given-names>M</given-names></name><name><surname>Salari-Moghaddam</surname><given-names>A</given-names></name><name><surname>Mirmiran</surname><given-names>P</given-names></name></person-group>. <article-title>Association between alcohol intake and overweight and obesity: a systematic review and dose-response meta-analysis of 127 observational studies</article-title>. <source>Crit Rev Food Sci Nutr</source>. (<year>2022</year>) <volume>62</volume>(<issue>29</issue>):<fpage>8078</fpage>&#x2013;<lpage>98</lpage>. <pub-id pub-id-type="doi">10.1080/10408398.2021.1925221</pub-id><pub-id pub-id-type="pmid">33998940</pub-id></citation></ref>
<ref id="B33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sayon-Orea</surname><given-names>C</given-names></name><name><surname>Martinez-Gonzalez</surname><given-names>MA</given-names></name><name><surname>Bes-Rastrollo</surname><given-names>M</given-names></name></person-group>. <article-title>Alcohol consumption and body weight: a systematic review</article-title>. <source>Nutr Rev</source>. (<year>2011</year>) <volume>69</volume>(<issue>8</issue>):<fpage>419</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1111/j.1753-4887.2011.00403.x</pub-id><pub-id pub-id-type="pmid">21790610</pub-id></citation></ref>
<ref id="B34"><label>34.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname><given-names>CM</given-names></name><name><surname>Lee</surname><given-names>S</given-names></name><name><surname>Hwang</surname><given-names>W</given-names></name><name><surname>Kim</surname><given-names>SE</given-names></name><name><surname>Kim</surname><given-names>TW</given-names></name><name><surname>Kim</surname><given-names>K</given-names></name><etal/></person-group> <article-title>Obesity and periodontitis: a systematic review and updated meta-analysis</article-title>. <source>Front Endocrinol</source>. (<year>2022</year>) <volume>13</volume>:<fpage>999455</fpage>. <pub-id pub-id-type="doi">10.3389/fendo.2022.999455</pub-id></citation></ref>
<ref id="B35"><label>35.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>&#x00C7;etin</surname><given-names>MB</given-names></name><name><surname>Sezgin</surname><given-names>Y</given-names></name><name><surname>&#x00D6;nder</surname><given-names>C</given-names></name><name><surname>Bakirarar</surname><given-names>B</given-names></name></person-group>. <article-title>The relationship between body mass index and stage/grade of periodontitis: a retrospective study</article-title>. <source>Clin Oral Investig</source>. (<year>2022</year>) <volume>26</volume>(<issue>2</issue>):<fpage>1937</fpage>&#x2013;<lpage>45</lpage>. <pub-id pub-id-type="doi">10.1007/s00784-021-04172-4</pub-id></citation></ref>
<ref id="B36"><label>36.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Genco</surname><given-names>RJ</given-names></name><name><surname>Grossi</surname><given-names>SG</given-names></name><name><surname>Ho</surname><given-names>A</given-names></name><name><surname>Nishimura</surname><given-names>F</given-names></name><name><surname>Murayama</surname><given-names>Y</given-names></name></person-group>. <article-title>A proposed model linking inflammation to obesity, diabetes, and periodontal infections</article-title>. <source>J Periodontol</source>. (<year>2005</year>) <volume>76</volume>(<issue>11</issue>):<fpage>2075</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1902/jop.2005.76.11-S.2075</pub-id></citation></ref>
<ref id="B37"><label>37.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Howard</surname><given-names>AA</given-names></name><name><surname>Arnsten</surname><given-names>JH</given-names></name><name><surname>Gourevitch</surname><given-names>MN</given-names></name></person-group>. <article-title>Effect of alcohol consumption on diabetes mellitus: a systematic review</article-title>. <source>Ann Intern Med</source>. (<year>2004</year>) <volume>140</volume>(<issue>3</issue>):<fpage>211</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.7326/0003-4819-140-6-200403160-00011</pub-id><pub-id pub-id-type="pmid">14757619</pub-id></citation></ref>
<ref id="B38"><label>38.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname><given-names>JY</given-names></name><name><surname>Lee</surname><given-names>DY</given-names></name><name><surname>Lee</surname><given-names>YJ</given-names></name><name><surname>Park</surname><given-names>KJ</given-names></name><name><surname>Kim</surname><given-names>KH</given-names></name><name><surname>Kim</surname><given-names>JW</given-names></name><etal/></person-group> <article-title>Chronic alcohol consumption potentiates the development of diabetes through pancreatic &#x03B2;-cell dysfunction</article-title>. <source>World J Biol Chem</source>. (<year>2015</year>) <volume>6</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.4331/wjbc.v6.i1.1</pub-id><pub-id pub-id-type="pmid">25717351</pub-id></citation></ref>
<ref id="B39"><label>39.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tiengo</surname><given-names>A</given-names></name><name><surname>Valerio</surname><given-names>A</given-names></name><name><surname>Molinari</surname><given-names>M</given-names></name><name><surname>Meneghel</surname><given-names>A</given-names></name><name><surname>Lapolla</surname><given-names>A</given-names></name></person-group>. <article-title>Effect of ethanol, acetaldehyde, and acetate on insulin and glucagon secretion in the perfused rat pancreas</article-title>. <source>Diabetes</source>. (<year>1981</year>) <volume>30</volume>(<issue>9</issue>):<fpage>705</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.2337/diab.30.9.705</pub-id><pub-id pub-id-type="pmid">7021270</pub-id></citation></ref>
<ref id="B40"><label>40.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Preshaw</surname><given-names>PM</given-names></name><name><surname>Bissett</surname><given-names>SM</given-names></name></person-group>. <article-title>Periodontitis and diabetes</article-title>. <source>Br Dent J</source>. (<year>2019</year>) <volume>227</volume>(<issue>7</issue>):<fpage>577</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.1038/s41415-019-0794-5</pub-id><pub-id pub-id-type="pmid">31605062</pub-id></citation></ref>
<ref id="B41"><label>41.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>&#x00C5;berg</surname><given-names>F</given-names></name><name><surname>Byrne</surname><given-names>CD</given-names></name><name><surname>Pirola</surname><given-names>CJ</given-names></name><name><surname>M&#x00E4;nnist&#x00F6;</surname><given-names>V</given-names></name><name><surname>Sookoian</surname><given-names>S</given-names></name></person-group>. <article-title>Alcohol consumption and metabolic syndrome: clinical and epidemiological impact on liver disease</article-title>. <source>J Hepatol</source>. (<year>2023</year>) <volume>78</volume>(<issue>1</issue>):<fpage>191</fpage>&#x2013;<lpage>206</lpage>. <pub-id pub-id-type="doi">10.1016/j.jhep.2022.08.030</pub-id></citation></ref>
<ref id="B42"><label>42.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bunchorntavakul</surname><given-names>C</given-names></name><name><surname>Chamroonkul</surname><given-names>N</given-names></name><name><surname>Chavalitdhamrong</surname><given-names>D</given-names></name></person-group>. <article-title>Bacterial infections in cirrhosis: a critical review and practical guidance</article-title>. <source>World J Hepatol</source>. (<year>2016</year>) <volume>8</volume>(<issue>6</issue>):<fpage>307</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.4254/wjh.v8.i6.307</pub-id><pub-id pub-id-type="pmid">26962397</pub-id></citation></ref>
<ref id="B43"><label>43.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gr&#x00F8;nkj&#x00E6;r</surname><given-names>LL</given-names></name><name><surname>Holmstrup</surname><given-names>P</given-names></name><name><surname>Schou</surname><given-names>S</given-names></name><name><surname>Kongstad</surname><given-names>J</given-names></name><name><surname>Jepsen</surname><given-names>P</given-names></name><name><surname>Vilstrup</surname><given-names>H</given-names></name></person-group>. <article-title>Periodontitis in patients with cirrhosis: a cross-sectional study</article-title>. <source>BMC Oral Health</source>. (<year>2018</year>) <volume>18</volume>(<issue>1</issue>):<fpage>22</fpage>. <pub-id pub-id-type="doi">10.1186/s12903-018-0487-5</pub-id></citation></ref>
<ref id="B44"><label>44.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kim</surname><given-names>WR</given-names></name><name><surname>Flamm</surname><given-names>SL</given-names></name><name><surname>Bisceglie</surname><given-names>D</given-names></name><name><surname>Bodenheimer</surname><given-names>AM</given-names></name></person-group>, <collab>Public Policy Committee of the American Association for the Study of Liver Disease</collab>. <article-title>Serum activity of alanine aminotransferase (ALT) as an indicator of health and disease</article-title>. <source>Hepatology</source>. (<year>2008</year>) <volume>47</volume>(<issue>4</issue>):<fpage>1363</fpage>&#x2013;<lpage>70</lpage>. <pub-id pub-id-type="doi">10.1002/hep.22109</pub-id><pub-id pub-id-type="pmid">18366115</pub-id></citation></ref>
<ref id="B45"><label>45.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tilg</surname><given-names>H</given-names></name><name><surname>Moschen</surname><given-names>AR</given-names></name></person-group>. <article-title>Evolution of inflammation in nonalcoholic fatty liver disease: the multiple parallel hits hypothesis</article-title>. <source>Hepatology</source>. (<year>2010</year>) <volume>52</volume>(<issue>5</issue>):<fpage>1836</fpage>&#x2013;<lpage>46</lpage>. <pub-id pub-id-type="doi">10.1002/hep.24001</pub-id><pub-id pub-id-type="pmid">21038418</pub-id></citation></ref>
<ref id="B46"><label>46.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beck</surname><given-names>JD</given-names></name><name><surname>Offenbacher</surname><given-names>S</given-names></name></person-group>. <article-title>Relationships among clinical measures of periodontal disease and their associations with systemic markers</article-title>. <source>Ann Periodontol</source>. (<year>2002</year>) <volume>7</volume>(<issue>1</issue>):<fpage>79</fpage>&#x2013;<lpage>89</lpage>. <pub-id pub-id-type="doi">10.1902/annals.2002.7.1.79</pub-id><pub-id pub-id-type="pmid">16013220</pub-id></citation></ref></ref-list>
</back>
</article>