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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1629304</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Advances in the study of oral microbiota in association with T2DM: a systematic review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Mingming</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2597461/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Xinbi</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2621869/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Di</surname>
<given-names>Leiming</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2044682/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yi</surname>
<given-names>Zheng</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Capital University of Physical Education and Sports</institution>, <addr-line>Beijing</addr-line>,&#xa0;<country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/501284/overview">Soumyadev Sarkar</ext-link>, Arizona State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/71328/overview">Mayank Hans</ext-link>, ESIC Medical College (Faridabad), India</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1559636/overview">Yanlong Shi</ext-link>, Fuyang Hospital of Anhui Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1995181/overview">Shimaa Hussein Kotb</ext-link>, Sphinx University, Egypt</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zheng Yi, <email xlink:href="mailto:yizheng@cupes.edu.cn">yizheng@cupes.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1629304</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Huang, Zhang, Di and Yi.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Huang, Zhang, Di and Yi</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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>Objective</title>
<p>This systematic review aimed to examine the relationship between the oral microbiota and the onset and progression of type 2 diabetes mellitus (T2DM).</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic review was conducted in accordance with PRISMA guidelines. Three independent reviewers searched relevant literature across multiple databases, including PubMed/Medline, Web of Science, and Scopus, covering publications from April 2000 to April 2025.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 1,438 publications were initially identified, of which 34 studies met the inclusion criteria after screening, namely 23 cross-sectional studies and 11 case-control studies. These studies involved 2,062 patients with T2DM and 1,445 non-diabetic controls. All included studies reported a correlation or potential association between the oral microbiota and T2DM. Fifteen studies analyzed alpha diversity, revealing heterogeneous findings: three reported increased diversity in T2DM patients, two reported decreased diversity, and the remainder showed either no significant differences or inconsistent trends. At the phylum level, Firmicutes was consistently elevated in T2DM patients (14 studies), whereas Proteobacteria was often reduced, and findings on Bacteroidetes varied. At the genus level, Streptococcus, Porphyromonas, and Treponema were most frequently enriched in T2DM populations, with Streptococcus significantly elevated in 22 studies. Notably, Porphyromonas gingivalis was repeatedly identified as a potential contributor to systemic inflammation and insulin resistance, indicating a potential pathogenic role in the metabolic dysregulation of T2DM. Species-level analyses further revealed increased abundance of Streptococcus mutans, P. gingivalis, and T. denticola, supporting the hypothesis that oral dysbiosis is linked to T2DM pathogenesis.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>There is a significant association between oral microbiota composition and T2DM. These findings highlight the potential importance of oral health monitoring as part of preventive and therapeutic strategies in the management of T2DM.</p>
</sec>
</abstract>
<kwd-group>
<kwd>oral microbiota</kwd>
<kwd>oral microbiology</kwd>
<kwd>diabetes</kwd>
<kwd>type 2 diabetes mellitus</kwd>
<kwd>T2DM</kwd>
<kwd>systematic review</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="75"/>
<page-count count="19"/>
<word-count count="9639"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Oral Microbes and Host</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Diabetes mellitus (DM) is a chronic metabolic disorder characterized by persistent hyperglycemia resulting from insufficient insulin secretion or impaired insulin action, often accompanied by disturbances in glucose, lipid, and protein metabolism (<xref ref-type="bibr" rid="B15">Dale Abel et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B71">Yameny, 2024</xref>). According to the latest report by the International Diabetes Federation (IDF), 537 million adults worldwide are living with diabetes, a number projected to rise to 783 million by 2045. Type 2 diabetes mellitus (T2DM) is the most prevalent form, accounting for over 90% of all diabetes cases (<xref ref-type="bibr" rid="B57">Schulze and Hu, 2022</xref>).T2DM is closely related to obesity (<xref ref-type="bibr" rid="B12">Chandrasekaran and Weiskirchen, 2024</xref>), insulin resistance (IR) (<xref ref-type="bibr" rid="B50">Penno et&#xa0;al., 2021</xref>), chronic inflammation (<xref ref-type="bibr" rid="B54">Rohm et&#xa0;al., 2022</xref>), and oxidative stress (<xref ref-type="bibr" rid="B6">Andreadi et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B10">Caturano et&#xa0;al., 2023</xref>), which, if not effectively controlled, can lead to complications such as cardiovascular and cerebrovascular diseases, nephropathy, retinopathy, and neuropathy, posing a serious threat to human health (<xref ref-type="bibr" rid="B3">Ali et&#xa0;al., 2022</xref>).</p>
<p>The human microbiota plays a significant role in the development and progression of T2DM, involving not only changes in the composition and function of the gut microbiota (<xref ref-type="bibr" rid="B75">Zhou et&#xa0;al., 2022</xref>) but also dysbiosis of the oral microbiome (<xref ref-type="bibr" rid="B31">Kumari and Gnanasundaram, 2021</xref>). The oral microbiota, as the second most abundant and diverse microbial community in the human body after the gut, comprises approximately 700 microbial species and forms a complex ecological network (<xref ref-type="bibr" rid="B9">Caselli et&#xa0;al., 2020</xref>). As a major gateway to the body, the oral microbiota influences both local and systemic health. Its dysbiosis may provoke oral inflammation, compromise mucosal barriers, and allow microbial products into circulation, fueling chronic inflammation and immune imbalance that contribute to diabetes and its complications (<xref ref-type="bibr" rid="B65">Suarez et&#xa0;al., 2020</xref>).</p>
<p>In recent years, an increasing number of studies have focused on the association between oral microbiota and diabetes mellitus (<xref ref-type="bibr" rid="B31">Kumari and Gnanasundaram, 2021</xref>). For instance, endotoxemia caused by <italic>Porphyromonas gingivalis</italic> infection has been shown to significantly increase the risk of insulin resistance and diabetes in animal models (<xref ref-type="bibr" rid="B35">Li et&#xa0;al., 2024</xref>), suggesting that oral microbiota dysbiosis may directly contribute to the development of diabetes. Additionally, several epidemiological studies have demonstrated that the composition of the oral microbiota is closely associated with glycemic control and systemic inflammation in patients with diabetes (<xref ref-type="bibr" rid="B47">Negrini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B72">Zeng et&#xa0;al., 2024</xref>). These microbial profiles are further influenced by lifestyle factors, including diet, smoking, oral hygiene practices, and metabolic status (<xref ref-type="bibr" rid="B58">Shaalan et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B44">Mohammed et&#xa0;al., 2024</xref>).</p>
<p>Given the complex and dynamic nature of the oral microbiota under diabetic conditions, a systematic review is needed to summarize current evidence. This review investigates differences in oral microbiota composition and diversity in individuals with T2DM and explores potential mechanisms by which oral dysbiosis may influence disease onset and progression.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Protocol and registration</title>
<p>This systematic review was registered with the International Prospective Register of Systematic Reviews and reported in accordance with the PRISMA statement (<xref ref-type="bibr" rid="B64">Stewart et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B11">Chandler et&#xa0;al., 2019</xref>)(<ext-link ext-link-type="uri" xlink:href="http://www.crd.york.ac.uk/prospero/">http://www.crd.york.ac.uk/prospero/</ext-link>, registration number:CRD420251053253).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Eligibility criteria</title>
<p>The literature search strategy was based on the PICOS framework. Population (P): adult individuals diagnosed with T2DM. Intervention (I): assessment of oral microbiota composition in individuals with T2DM. Comparison (C): adult individuals without T2DM. Outcome (O): the association between oral microbiota composition and the presence of T2DM. Study design (S): observational studies examining the association between oral microbiota and T2DM prevalence, including case-control, cohort, and cross-sectional studies. Exclusion criteria: reviews, conference abstracts, case reports, and other publication types that did not provide original data suitable for analyzing the relationship between oral microbiota and T2DM.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Information sources and search strategy</title>
<p>Three independent researchers searched PubMed/MEDLINE, Web of Science, Scopus, and the Cochrane Library using the following keywords: &#x201c;oral microorganism,&#x201d; &#x201c;oral microbiota,&#x201d; &#x201c;oral microbiome,&#x201d; &#x201c;diabetes,&#x201d; &#x201c;saliva microbiota,&#x201d; &#x201c;type 2 diabetes,&#x201d; &#x201c;cross-sectional study,&#x201d; and &#x201c;cohort study.&#x201d; The search was performed up to April 10, 2025. To ensure research quality, all studies were independently screened and extracted by two reviewers, with disagreements resolved through discussion or adjudication by a third reviewer. The search strategy is shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Search strategy in each electronic database.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Pubmed</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">#1: (&#x201c;Oral Microorganism&#x201d;[Title/Abstract] OR &#x201c;Oral Microbiota&#x201d;[Title/Abstract] OR &#x201c;oral microbiome&#x201d;[Title/Abstract] OR &#x201c;saliva microbiota&#x201d;[Title/Abstract])<break/>#2: (&#x201c;Diabetes Mellitus&#x201d;[MeSH Terms] OR &#x201c;diabetes&#x201d;[Title/Abstract] OR &#x201c;type 2 diabetes&#x201d;[Title/Abstract])<break/>#3: (&#x201c;Cross-Sectional Studies&#x201d;[MeSH Terms] OR &#x201c;Cohort Studies&#x201d;[MeSH Terms] OR &#x201c;Case-Control Studies&#x201d;[MeSH Terms] OR &#x201c;cross-sectional study&#x201d;[Title/Abstract] OR &#x201c;cohort study&#x201d;[Title/Abstract] OR &#x201c;case-control&#x201d;[Title/Abstract] OR &#x201c;case control&#x201d;[Title/Abstract])<break/>#4: #1 AND #2 AND #3</td>
</tr>
</tbody>
</table>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Web of Science</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">#1: TS=(&#x201c;Oral Microorganism&#x201d; OR &#x201c;Oral microbiota&#x201d; OR &#x201c;oral microbiome&#x201d; OR &#x201c;saliva microbiota&#x201d;)<break/>#2: TS=(&#x201c;diabetes&#x201d; OR &#x201c;type 2 diabetes&#x201d;)<break/>#3: TS=(&#x201c;cross-sectional study&#x201d; OR &#x201c;cohort study&#x201d; OR &#x201c;case-control study&#x201d; OR &#x201c;case control study&#x201d;)<break/>#4: #1 AND #2 AND #3</td>
</tr>
</tbody>
</table>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Scope</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">#1: TITLE-ABS-KEY(&#x201c;Oral microorganism&#x201d; OR &#x201c;Oral microbiota&#x201d; OR &#x201c;oral microbiome&#x201d; OR &#x201c;saliva microbiota&#x201d;)<break/>#2: TITLE-ABS-KEY(&#x201c;diabetes&#x201d; OR &#x201c;type 2 diabetes&#x201d;)<break/>#3: TITLE-ABS-KEY(&#x201c;cross-sectional study&#x201d; OR &#x201c;cohort study&#x201d; OR &#x201c;case-control study&#x201d; OR &#x201c;case control study&#x201d;)<break/>#4: #1 AND #2 AND #3</td>
</tr>
</tbody>
</table>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">The Cochrane Library</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">#1: Oral microorganism<break/>#2: Oral microbiota<break/>#3: oral microbiome<break/>#4: saliva microbiota<break/>#5: diabetes<break/>#6: type 2 diabetes<break/>#7: cross-sectional study<break/>#8: cohort study<break/>#9: case-control study<break/>#10: {#1 OR #2 OR #3 OR #4}<break/>#11: {#5 OR #6}<break/>#12: {#7 OR #8 OR #9}<break/>#13: {#10 AND #11 AND #12}</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data collection process</title>
<p>The included studies were analyzed, and data were extracted by two independent researchers. After removing duplicates from the literature search, the selected studies were imported into NoteExpress software. The first round of screening was performed by reviewing titles and abstracts, followed by a full-text review to complete the second round. Extracted data included the first author&#x2019;s name, country, journal, publication year, sample size, patient age, oral diagnosis, microbiome analysis type, sample extraction, detection methods, and key findings. In cases of disagreement, a third researcher was involved in the decision-making process.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Quality assessment of included studies</title>
<p>The quality of the included studies was assessed using the Joanna Briggs Institute (JBI) critical appraisal checklist, a validated tool for evaluating methodological quality across various study types, including observational and cross-sectional designs. This checklist examines key aspects such as study design relevance, sample selection and size, representativeness, and clarity of data collection procedures.</p>
<p>We also assessed the use of validated measurement tools, potential biases and confounding factors, and the strategies used to control them. The appropriateness and transparency of statistical analyses were evaluated, along with whether ethical approval and informed consent procedures were clearly reported. Based on the number of criteria met, each study was rated as low, moderate, or high quality. These ratings informed the overall strength of the evidence and guided the interpretation of the findings in this review.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Literature search</title>
<p>The search strategy is shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. After the initial search, a total of 1,438 studies were retrieved from MEDLINE (n = 324), PubMed (n = 210), Web of Science (n = 382), Embase (n = 173), and Scopus (n = 349), with an additional 11 studies retrieved through other methods. After removing duplicates, 1,013 studies remained. Screening of titles and abstracts yielded 150 studies that met the inclusion and exclusion criteria. Following full-text review, 34 studies were finally included (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>PRISMA flowchart diagram. From Page et&#xa0;al. (2021).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1629304-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating the identification and screening of studies for a review. From databases and registers, 1,438 records were identified and reduced to 1,013 after removing duplicates. From other methods, 11 records were identified. Screening excluded 863 records, and reports assessed for eligibility totaled 152. Reasons for exclusion included no oral microbiota measured, wrong participant population, data in another record, meta-analysis, and systematic reviews. Finally, 34 studies were included in the review.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Description of the studies</title>
<p>An overview of study characteristics is provided in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. Thirty-four papers published between 2007 and 2025 were included, comprising 23 cross-sectional studies and 11 case-control studies. These studies were conducted in the following countries or regions: China (n=9), India (n=7), United States (n=4), Iran (n=2), Sweden (n=1), Japan (n=1), Thailand (n=1), Germany (n=1), Saudi Arabia (n=1), South Africa (n=1), Portugal (n=1), Turkey (n=1), Pakistan (n=1), Brazil (n=1), and Morocco (n=1).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Outcomes of the selected studies investigating the association between oral microbiota and T2DM.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Number</th>
<th valign="middle" align="center">Reference</th>
<th valign="middle" align="center">Sample</th>
<th valign="middle" align="center">Measurement method</th>
<th valign="middle" align="center">Microbiota associate with T2DM</th>
<th valign="middle" align="center">Main finding(s)</th>
<th valign="middle" align="center">Alpha diversity analysis</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B61">Shillitoe et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA</td>
<td valign="middle" align="left">Phyla: Firmicutes&#x2191;, Bacteroidetes&#x2194;<break/>Genera: Bifidobacteria&#x2193;, Fusobacterium&#x2194;, Bacteroides thetaiotaomicron&#x2194;, Porphyromonas gingivalis&#x2194;, Methanobrevibacter &#x2194;<break/>Species:-</td>
<td valign="middle" align="left">- Subjects with T2DM had ~10-fold higher &#x201c;all bacteria&#x201d; concentration in oral rinses than the subjects without diabetes<break/>-The total amount of &#x201c;whole bacteria&#x201d; in the mouth of T2DM group was higher than that of non-diabetic group;<break/>- In T2DM patients, Bifidobacteria was significantly reduced in both oral cavity and feces and was correlated with HbA1c &gt; 6.5%</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla: Firmicutes&#x2194;&#x3001;Proteobacteria&#x2194;<break/>Genera: Bifidobacteria&#x2193;, Fusobacterium&#x2194;, Bacteroides thetaiotaomicron&#x2194;, Porphyromonas gingivalis&#x2194;, Methanobrevibacter &#x2194;<break/>Species: <italic>Streptococcus mutans</italic>&#x2191;</td>
<td valign="middle" align="left">-The amount of Streptococcus mutans in saliva of T2DM group was significantly increased (P&lt; 0.01)<break/>-Hyperglycemia was significantly associated with the increase of Streptococcus mutans and other bacteria</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">Saliva&#x3001;supragingival plaque</td>
<td valign="middle" align="center">Metagenomic sequencing</td>
<td valign="middle" align="left">Phyla: Firmicutes&#x2191;&#x3001;Bacteroidetes&#x2191;<break/>Genera: Porphyromonas gingivalis &#x2191;&#x3001;Actinomyces massiliensis &#x2193;&#x3001;Treponema denticola &#x2191;&#x3001;Streptococcus mutans&#x2194;&#x3001;Lactobacillus&#x2194;<break/>Species: Porphyromonas gingivalis&#x2191;&#x3001;Treponema denticola&#x2191;&#x3001;Aggregatibacter segnis&#x2191;&#x3001;Lactobacillu&#x2194;</td>
<td valign="middle" align="left">-T2DM patients without oral diseases exhibited significant dysbiosis in both microbial composition and metabolic profiles;<break/>-Periodontal pathogens (P. gingivalis, T. denticola) were significantly elevated and positively correlated with metabolites like cadaverine and n,n-dimethylarginine;</td>
<td valign="middle" align="left">Shannon index:No significant difference<break/>Beta diversity :significant difference in supragingival plaque</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Streptococcus</italic>&#x2191;, <italic>Lactobacillus</italic> &#x2191;<break/>Species: <italic>Streptococcus mutans</italic>&#x2191;, <italic>Lactobacillus</italic>&#x2191;</td>
<td valign="middle" align="left">-Diabetic group had significantly higher CFUs of Streptococcus mutans and Lactobacillus;<break/>-Diabetic patients showed lower salivary pHand higher DMFS scores;</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>
</td>
<td valign="middle" align="center">Saliva, oral rinse, supragingival plaque, subgingival plaque</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Streptococcus</italic>&#x2191;&#x3001;<italic>Lactobacillus</italic>&#x2191;<break/>Species: Streptococcus mutans&#x2191;&#x3001;Lactobacillus&#x2191;&#x3001;Treponema denticola&#x2191;&#x3001;Prevotella nigrescens&#x2191; Streptococcus sanguinis&#x2191;&#x3001;Streptococcus intermedius&#x2191;&#x3001;Streptococcus oralis&#x2191;</td>
<td valign="middle" align="left">-T2DM patients had significantly more root caries and severe periodontitis; -No significant difference in S. mutans, Lactobacillus, or yeasts in saliva between groups; -Supragingival plaque had significantly more cariogenic/pathogenic species in T2DM group; -Root caries was associated with salivary S. mutans, Lactobacillus, and yeasts;</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA (V4)</td>
<td valign="middle" align="left">Phyla: Bacteroidetes&#x2193;<break/>Genera: Actinomyces &#x2191;&#x3001;Treponema&#x2191;&#x3001;Prevotella&#x2191;&#x3001;Selenomonas &#x2191;&#x3001;Alloprevotella &#x2193;<break/>Species: Fusobacterium nucleatum&#x2194;&#x3001;Prevotellaintermedia&#x2194;</td>
<td valign="middle" align="left">-Bacteroidetes phylum significantly decreased in T2DM; &#x2022; Dysbiosis observed even in small T2DM sample (n=3); &#x2022; Highlights potential of salivary microbiota as indicator of systemic health</td>
<td valign="middle" align="left">Shannon index:significantly higher than healthy controls;<break/>Beta Diversity:differs significantly</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA (V1&#x2013;V2)</td>
<td valign="middle" align="left">Phyla: Proteobacteria&#x2193;&#x3001;Firmicutes&#x2191;&#x3001; Firmicutes/Bacteroidetes (&#x2191; F/B ratio)<break/>Genera: Actinomyces &#x2191;&#x3001;Treponema&#x2191;&#x3001; Prevotella&#x2191;&#x3001;Selenomonas &#x2191;&#x3001;Alloprevotella &#x2193; Species: Fusobacterium nucleatum&#x2194;&#x3001;Prevotella intermedia&#x2194;</td>
<td valign="middle" align="left">-T2DM group had significantly different oral microbiota structure vs. healthy controls;<break/>-F/B ratio significantly increased in T2DM (7.60 vs. 2.74);<break/>-LEfSe analysis identified Neisseria, Haemophilus, Pseudomonas, and Streptococcus enriched in T2DM;</td>
<td valign="middle" align="left">Chao1 index &#x2191; in T2DM<break/>Shannon index &#x2191; in T2DM<break/>T2DM group had significantly higher alpha diversity<break/>Beta diversity also significantly different</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Saliva, supragingival plaque</td>
<td valign="middle" align="center">16S rRNA (V2&#x2013;V3)</td>
<td valign="middle" align="left">Phyla: -<break/>Genera: <italic>Streptococcus mutans</italic>&#x2191;, <italic>Lactobacillus</italic>&#x2191; fermentum&#x2191;, Actinomyces viscosus&#x2191;, Capnocytophaga gingivalis&#x2191;, Prevotella multisaccharivorax&#x2191;<break/>Species:-</td>
<td valign="middle" align="left">-T2DM patients had significantly higher counts of Streptococcus and Lactobacillus in saliva and plaque compared to controls;<break/>-Within T2DM patients, those with active caries had significantly more Lactobacillus in degraded dentine than in plaque;<break/>-Bacteroides vulgatus (70%) dominated carious plaque;<break/>-S. mutans, L. fermentum, A. viscosus were present in all diabetic patiens;</td>
<td valign="middle" align="center">alpha diversity:No significant difference<break/>Shannon index:No significant difference</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla: Streptococcus mutans&#x2191;<break/>Genera:-<break/>Species:-</td>
<td valign="middle" align="left">-No significant difference in mean levels of S. mutans or Lactobacillus among diabetic dialysis, non-diabetic dialysis, and healthy controls<break/>-Positive correlation between S. mutans and FBS in diabetic dialysis group-Positive correlation between S. mutans and BUN (post-dialysis) in non-diabetic dialysis group</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: Fretibacterium &#x2191;&#x3001;Haemophilus&#x2193;, Alloprevotella&#x2193;, Pseudomonas&#x2193;, Lautropia&#x2193;<break/>Species:-</td>
<td valign="middle" align="left">-Children with T2D had higher gingival index (p = 0.010) and worse oral health rating;<break/>-T2D group had lower dental visit rate in prior 6 months;<break/>-Several microbial genera significantly varied even after adjusting for gingival inflammation</td>
<td valign="middle" align="center">Alpha diversity (Shannon, Simpson, Chao): no significant differences;<break/>Simpson showed marginal significance<break/>Beta diversity:significant differences</td>
</tr>
<tr>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Candida spp</italic>. &#x2191;<break/>Species:-</td>
<td valign="middle" align="left">-Significant correlation between salivary glucose and oral Candida count in both controlled (r = 0.539) and uncontrolled diabetics (r = 0.743);<break/>-High diagnostic sensitivity (83.33%) and specificity (100%) for salivary glucose in detecting T2DM (AUC=0.888, P &lt; 0.001)</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: Peptostreptococcus&#x2191;, P. gingivalis&#x2191;, Prevotella intermedia&#x2191;, A.actinomycetemcomitans&#x2191;, Streptococcus sanguis&#x2193;<break/>Species:-</td>
<td valign="middle" align="left">-No statistically significant differences in bacterial prevalence between T2DM and control groups (p &gt; 0.05);<break/>-P. gingivalis was significantly more prevalent in NIDDM than IDDM (p &lt; 0.05);<break/>-High prevalence of periodontopathogens across all groups suggests host factors, not microbiota, may drive disease severity in diabetics</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Subgingival plaque&#x3001;saliva</td>
<td valign="middle" align="center">PCR</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: Porphyromonas gingivalis&#x2191;&#x3001;Parvimonas micra&#x2191;&#x3001;Fusobacterium&#x2191;&#x3001;Campylobacter&#x2191;<break/>Species:-</td>
<td valign="middle" align="left">-pH of unstimulated saliva was significantly higher in non-DM group (7.0 vs. 6.7, P &lt; 0.01)<break/>-Microbial differences did not translate into worse oral health in DM patients</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Candida</italic> &#x2191;<break/>Species:-</td>
<td valign="middle" align="left">-Positive candidal growth: T1DM=30%, T2DM=33.3%, Control = 6.7% (P &lt; 0.05)<break/>-Significant positive correlation between CFU/mL and FBS (r = 0.571) and HbA1c% (r = 0.596)<break/>-CFU/mL positively associated with candidiasis symptoms</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">PCR</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: Porphyromonas gingivalis&#x2191;&#x3001;Fusobacterium nucleatum&#x2191;&#x3001;Treponema forsythia&#x2191;<break/>Species:-</td>
<td valign="middle" align="left">-No significant differences in PI, GI, GBI, VSC (Tanita), or organoleptic scores between groups<break/>-Diabetic group had significantly higher microbial load of Pg and Tf in tongue samples<break/>-Fn in tongue significantly correlated with VSC scores (both Tanita and organoleptic) in diabetics</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Actinobacillus</italic>&#x2191;&#x3001;<italic>Streptococcus</italic>&#x2191;<break/>Species: Actinobacillus actinomycetemcomitans&#x2191;&#x3001;Staphylococcus aureus&#x2191;&#x3001;Bacteroides oralis&#x2191;</td>
<td valign="middle" align="left">-Dental caries and gingivitis more common in non-diabetics;<break/>-Diabetics had more Gram-negative anaerobic bacteria (47.6%) and comparable Gram-positive (52.4%) levels;<break/>-Suggests higher microbial load and complexity in diabetic-associated oral infections</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Candida</italic>&#x2191;<break/>Species: Candida albicans&#x2191;&#x3001;Candida dubliniensis&#x2191;&#x3001;Candida tropicalis&#x2191;&#x3001;Candida glabrata&#x2191;</td>
<td valign="middle" align="left">Overall Candida prevalence in T2DM patients with periodontitis: 52%<break/>-Higher prevalence of C. albicans compared to other species<break/>-Males and individuals &gt;40 years had more Candida infections</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">18</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">Oral swabs and saliva</td>
<td valign="middle" align="center">Culture and PCR</td>
<td valign="middle" align="left">Phyla:-<break/>Genera: <italic>Candida</italic>&#x2191;<break/>Species: Candida albicans&#x2191;&#x3001;Candida krusei&#x2191;&#x3001;Candida glabrata&#x2191;&#x3001;Candida tropicalis&#x2191;</td>
<td valign="middle" align="left">-Diabetic patients had significantly higher oral Candida colonization (P &lt; 0.05)<break/>-Candida load (&#x2265;50 colonies) significantly more common in T2DM (65% vs. 35.4%)<break/>-C. dubliniensis and C. parapsilosis not detected in either group</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">16S rDNA</td>
<td valign="middle" align="left">Phyla: Fusobacteria&#x2191;, Actinobacteria &#x2191;&#x3001;Proteobacteria &#x2193;<break/>Genera: Actinomyces&#x2191;, Corynebacterium&#x2191;,Leptotrichia&#x2191;, Olsenella&#x2191;, Selenomonas&#x2191;, Tannerella&#x2191;,Prevotella&#x2191;&#x3001;Haemophilus&#x2193;, Neisseria&#x2193;,Fusobacterium&#x2193;, Campylobacter&#x2193;, Aggregatibacter&#x2193;<break/>Species:-</td>
<td valign="middle" align="left">-Oral microbiome composition varied by glycemic status and periodontal disease status;<break/>-Actinobacteria and Fusobacteria significantly increased the odds of DM in patients with gingival bleeding;<break/>-Porphyromonas &#x2191; in DM with gingival bleeding;<break/>-In DM + PD &#x2265;4mm, Selenomonas, Leptotrichia &#x2191;;<break/>-Streptococcus, Veillonella, Neisseria &#x2193; associated with reduced DM risk in specific subgroups</td>
<td valign="middle" align="center">Alpha diversity: significant differences<break/>Beta diversity :significant differences</td>
</tr>
<tr>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA(V3-V4)</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: Prevotella&#x2193;, Neisseria&#x2193;, Fusobacterium&#x2193;,Streptococcus&#x2191;,Actinomycetes&#x2191;&#x3001;Porphyromonas&#x2191;<break/>Species:-</td>
<td valign="middle" align="left">Oral dysbiosis observed in T2DM. Key oral bacteria such as Streptococcus, Rothia, and Actinomyces were enriched. Actinomyces identified as a key taxon altering microbiota structure. (at genus level)</td>
<td valign="middle" align="center">alpha diversity:Significantly different</td>
</tr>
<tr>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">Saliva and subgingival plaque</td>
<td valign="middle" align="center">16S rRNA (V2&#x2013;V4)</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: Streptococcus&#x2191;&#x3001;Porphyromonas&#x2191;&#x3001;Prevotellan&#x2191;&#x3001;Fretibacterium&#x2191;<break/>Species:-</td>
<td valign="middle" align="left">T2DM patients had distinct oral microbiota with higher periodontal pathogens. Nonsurgical periodontal treatment improved glycemic control and decreased pathogenic taxa.</td>
<td valign="middle" align="center">The alpha and beta diversity: Significantly different<break/>bundance :Significantly different</td>
</tr>
<tr>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: <italic>Streptococcus</italic>&#x2191;&#x3001;<italic>Prevotella</italic>&#x2191;&#x3001;<italic>TG5</italic>&#x2193;<break/>Species: Prevotella intermedia&#x2194;&#x3001;Campylobacterrectus&#x2194;&#x3001;Porphyromonas endodontalis&#x2194;&#x3001;Treponema socranskii&#x2194;</td>
<td valign="middle" align="left">No significant difference in overall microbiome between medicated T2DM and controls. TG5 genus more abundant in controls.</td>
<td valign="middle" align="center">Shannon index:No significant differences<break/>abundance:No significant differences</td>
</tr>
<tr>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">subgingival plaque</td>
<td valign="middle" align="center">PCR</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: Actinobacillus&#x2193;&#x3001;Campylobacter&#x2193;&#x3001;Porphyromonas&#x2193;&#x3001;Tannerella&#x2193;&#x3001;Fusobacterium&#x2193;<break/>Species: Fusobacterium nucleatum&#x2193;&#x3001;Campylobacter rectus&#x2193;&#x3001;Porphyromonas gingivalis&#x2193;&#x3001;Tannerella forsythia&#x2193;&#x3001;Treponema denticola&#x2193;&#x3001;Prevotella intermedia&#x2193;&#x3001;Prevotella nigrescens&#x2193;</td>
<td valign="middle" align="left">The numbers of T. forsythia, P. gingivalis, and C. rectus species were statistically significantly higher in the control group than the T2DM group in deep pockets</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">16S rDNA (V1&#x2013;V3)</td>
<td valign="middle" align="left">Phyla: Actinobacteria&#x2194;&#x3001;Proteobacteria&#x2194;&#x3001;Bacteroidetes&#x2194;<break/>Genus: Prevotella&#x2193;&#x3001;Tannerella&#x2193;&#x3001;Pseudomonas&#x2191;&#x3001;Actinomyces&#x2191;&#x3001;Aggregatibacter&#x2191;<break/>Species: Treponema denticola&#x2191;&#x3001;Tannerella forsythia&#x2191;&#x3001;Porphyromonas gingivalis&#x2191;</td>
<td valign="middle" align="left">In the subjects with healthy periodontium, the abundances of three genera (Prevotella, Pseudomonas, and Tannerella) and nine OTUs were significantly different between diabetic patients and their non-diabetic counterparts.</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rRNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: <italic>Streptococcus</italic>&#x2191;<break/>Species: Capnocytophaga ochracea&#x2191;&#x3001;Treponemasocranskii&#x2191;</td>
<td valign="middle" align="left">Oral microbiota varied more by ethnicity and age than by T2DM; distinct keystone genera identified.</td>
<td valign="middle" align="center">Diversity:No significant differences</td>
</tr>
<tr>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>
</td>
<td valign="middle" align="center">Saliva</td>
<td valign="middle" align="center">16S rDNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla: Firmicutes&#x2193;<break/>Genus: <italic>Prevotella</italic>&#x2193;<break/>Species:-</td>
<td valign="middle" align="left">Significant microbiota differences across periodontitis stages in T2DM; positive correlations with PD, AL, etc.</td>
<td valign="middle" align="center">Diversity: significantly lower<break/>Shannon: not significant.</td>
</tr>
<tr>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="center">16S rRNA(V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla: Proteobacteria&#x2193;&#x3001;Firmicutes&#x2191;&#x3001;Bacteroidetes&#x2194;&#x3001;Actinobacteria&#x2194;&#x3001;Fusobacteria&#x2194;<break/>Genus: Prevotella&#x2191;&#x3001;Veillonella&#x2191;&#x3001;Leptotrichia&#x2191;&#x3001;Porphyromonas&#x2193;&#x3001;Pseudomonas&#x2193;&#x3001;Stenotrophomonas&#x2193; &#x3001;Campylobacter&#x2193;<break/>Species:-</td>
<td valign="middle" align="left">Diabetics had reduced diversity and shift toward acidogenic microbiota; gender-specific patterns noted.</td>
<td valign="middle" align="center">Simpson&#x2019;s and Shannon : significantly lower</td>
</tr>
<tr>
<td valign="middle" align="center">28</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">PCR</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: Fusobacterium nucleatum&#x2191;&#x3001;Porphyromonas gingivalis&#x2191;&#x3001;Tannerella forsythia&#x2191;&#x3001;Aggregatibacter actinomycetemcomitans&#x2191;&#x3001;Prevotella intermedia&#x2191;&#x3001; Campylobacter rectus&#x2191;<break/>Species: Fusobacterium nucleatum&#x2191;&#x3001;Porphyromonas gingivalis&#x2191;&#x3001;Tannerella forsythia&#x2191;&#x3001;Aggregatibacter actinomycetemcomitans&#x2191;&#x3001;Campylobacter rectus&#x2191;</td>
<td valign="middle" align="left">T2DM patients had higher glucose and lower salivary flow; no difference in pathogen frequency.</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>
</td>
<td valign="middle" align="center">Oral swab</td>
<td valign="middle" align="center">Culture</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: Streptococcus&#x2191;&#x3001;Enterococcus&#x2191;&#x3001;Staphylococcus&#x2191;&#x3001;Klebsiella&#x2191;&#x3001;Lactobacillus&#x2191;<break/>Species: Streptococcus constellatus&#x2191;, Streptococcus acidominimus&#x2191;, Streptococcus oralis&#x2191;, Enterococcus faecalis&#x2191;,Staphylococcus aureus&#x2191;, Enterobacter cloacae Klebsiella&#x2191;, oxytoca Escherichia coli&#x2191;, Pseudomonas aeruginosa&#x2191; and Candida albicans&#x2191;</td>
<td valign="middle" align="left">Greater microbial diversity in diabetics; virulent species more prevalent in poorly controlled T2DM.</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="center">16S rRNA (V4)</td>
<td valign="middle" align="left">Phyla: Actinobacteria&#x2193;,&#x3001;Firmicutes&#x2194;<break/>Genus: Actinomyces&#x2193;, Atopobium&#x2193;,Corynebacterium&#x2193;, Mobiluncus&#x2193;, Bifidobacterium&#x2193;,Rothia&#x2193;; Gemella&#x2191;<break/>Species:-</td>
<td valign="middle" align="left">High abundance of Actinobacteria, especially Actinomyces and Atopobium, was associated with a significantly decreased risk of T2DM. The abundance of Gemella in Firmicutes phylum was associated with an increased risk of T2DM. The results were generally consistent across racial strata.</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">31</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="center">16S rRNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla: Proteobacteria&#x2193;&#x3001;Bacteroidetes&#x2191;<break/>Genus: <italic>Streptococcus</italic>&#x2193;&#x3001;<italic>Prevotella</italic>&#x2191;<break/>Species: Porphyromonas gingivalis&#x2191;&#x3001;Treponema medium&#x2191;&#x3001;Prevotella copri&#x2191;&#x3001;Pseudomonas psychrotolerans&#x2193;</td>
<td valign="middle" align="left">-DAP patients have significantly increased salivary flora diversity, including inflammation-related flora (Pg, Tf, Td, P. copri, etc.).<break/>- After Metformin treatment, the flora structure of DAP patients was more similar to the healthy group</td>
<td valign="middle" align="center">Alpha diversity: no significant difference</td>
</tr>
<tr>
<td valign="middle" align="center">32</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Subgingival plaque</td>
<td valign="middle" align="center">Metagenomic sequencing</td>
<td valign="middle" align="left">Phyla:-<break/>Genus: Streptococcus&#x2191;&#x3001;Prevotella&#x2191;&#x3001;Porphyromonas&#x2191;&#x3001;Tannerella&#x2191;&#x3001;Treponema&#x2191;<break/>Species: P. gingivalis&#x2191;, T. forsythia&#x2191;, T. denticola&#x2191;, F. nucleatum&#x2194;, C. rectus&#x2194;, P. intermedia&#x2194;, S. sanguinis&#x2191;, S. gordonii&#x2191;, S. oralis&#x2191;, Veillonella parvula&#x2191;, Rothia dentocariosa&#x2191;</td>
<td valign="middle" align="left">- The changes of microbiota in the T2DM group were less than those in the non-diabetic group, but the inflammatory manifestations were similar;<break/>-In terms of the function of subgingival flora, butanoate and ascorbate metabolism were up-regulated in T2DM population, suggesting a potential link between T2DM and periodontal disease.</td>
<td valign="middle" align="center">Not reported</td>
</tr>
<tr>
<td valign="middle" align="center">33</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="center">16S rRNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla: Fusobacteriota&#x2193;, Cyanobacteria&#x2193;, and Spirochaetota&#x2193;<break/>Genera: Treponema&#x2191;, Campylobacter&#x2191;, Prevotella&#x2191;,Corynebacterium&#x2191;, Leptotrichia&#x2191;, Selenomonas&#x3001;Dialister&#x2191;, Capnocytophaga&#x2191;, Catonella&#x2191;, Filifactor&#x2191;;Haemophilus&#x2193;,Veillonella&#x2193;,Streptococcus&#x2193;<break/>Species: Campylobacter concisus&#x2191;&#x3001;Prevotella oralis&#x2191;&#x3001;Porphyromonas gingivalis&#x2191;&#x3001;Prevotella intermedia&#x2191;</td>
<td valign="middle" align="left">- Spirochaetota represented by Treponema was significantly increased in the TC (T2DM with periodontitis) group.<break/>- Alterations in microecology may be associated with changes in oral environment induced by T2DM (e.g., increased glucose content);</td>
<td valign="middle" align="center">Alpha diversity: Shannon significant difference</td>
</tr>
<tr>
<td valign="middle" align="center">34</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">saliva</td>
<td valign="middle" align="left">16S rRNA (V3&#x2013;V4)</td>
<td valign="middle" align="left">Phyla: Actinobacteria&#x2191;&#x3001;Firmicutes/Bacteroidetes&#x2191;<break/>Genera: Rothia&#x2191;&#x3001;Prevotella_7&#x2191;&#x3001;Veillonella&#x2191;,Lactobacillus&#x2191;;Streptococcus&#x2193;, Neisseria&#x2193;<break/>Species:-</td>
<td valign="middle" align="left">- There was no significant difference in the composition of salivary microbiota between T2DM and healthy individuals, but significant differences were observed in the abundance of some key bacteria (such as Rothia).</td>
<td valign="middle" align="center">Alpha diversity: no significant difference</td>
</tr>
</tbody>
</table>
<table-wrap-foot><fn><p>&#x2191; indicates an increase and &#x2193; indicates a decrease.</p></fn></table-wrap-foot>
</table-wrap>
<p>Regarding oral microbial detection methods, most studies (n=17) used 16S rRNA high-throughput sequencing technology (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>), including Illumina or other high-throughput sequencing platforms; 10 studies used traditional microbial culture methods for strain identification (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>); 5 studies used PCR-related techniques (<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>); and 2 studies used macro-genome sequencing techniques (<xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>). Across all studies, a total of 3,507 subjects were included, comprising 2,062 patients with T2DM patients and 1,445 non-diabetic controls. Sample types included saliva (n=18) (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>), subgingival plaque (n=9) (<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>), oral swab (n=1) (<xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>), and six studies using multiple sample types (<xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Quality assessment and risk of bias of included studies</title>
<p>A total of 34 studies were included in this review, and their methodological quality was assessed using the appropriate Joanna Briggs Institute (JBI) critical appraisal checklists according to study design. Among the included studies, 23 were cross-sectional and 11 were case control. Study designs were determined based on the temporal relationship between exposure and outcome, the presence or absence of follow-up, and the comparative group structure.</p>
<p>According to the JBI quality assessment, 13 studies were rated as high quality (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi&#xa0;et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). These were characterized by clearly defined inclusion criteria, representative samples, valid and consistent exposure and outcome measurements, identification and control of confounding factors, and appropriate statistical analyses. The remaining 21 studies were rated as moderate quality (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>), typically due to limitations in sample size, partial or absent control of confounders, or insufficient reporting of statistical adjustment methods, although most used valid diagnostic and microbiological procedures.</p>
<p>Importantly, study quality appeared to influence the reported findings. High-quality studies tended to show more consistent associations between oral microbiota composition and T2DM, particularly regarding taxa linked with glycemic status. In contrast, several moderate-quality studies yielded heterogeneous or attenuated results, which may be attributable to weaker confounder control, smaller sample sizes, or incomplete adjustment for medication use and comorbidities. This divergence suggests that methodological rigor strengthens the reliability of the evidence base, while limitations in lower-quality studies may partly explain inconsistencies across the literature.</p>
<p>Overall, the methodological quality of the included studies was acceptable, supporting a cautious but meaningful interpretation of the synthesized findings (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>JBI critical appraisal checklist for analytical cross-sectional studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Reference</th>
<th valign="middle" colspan="8" align="center">Questions</th>
</tr>
<tr>
<th valign="middle" align="center">1</th>
<th valign="middle" align="center">2</th>
<th valign="middle" align="center">3</th>
<th valign="middle" align="center">4</th>
<th valign="middle" align="center">5</th>
<th valign="middle" align="center">6</th>
<th valign="middle" align="center">7</th>
<th valign="middle" align="center">8</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">No</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>1. Were the criteria for inclusion in the sample clearly defined?; 2.Were the study subjects and the setting described in detail?; 3.Was the exposure measured in a valid and reliable way?; 4.Were objective, standard criteria used for measurement of the condition?; 5.Were confounding factors identified?; 6.Were strategies to deal with confounding factors stated?; 7.Were the outcomes measured in a valid and reliable way?; 8.Was appropriate statistical analysis used?</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Risk of bias graph 1.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1629304-g002.tif">
<alt-text content-type="machine-generated">Bar chart showing eight categories labeled D1 to D8, with percentages from 0% to 100%. Bars are predominantly beige, indicating &#x201c;Yes,&#x201d; except D6 and D8, which have segments in orange (unclear) and dark orange (no). Key at bottom shows colors and labels: &#x201c;Yes&#x201d; in beige, &#x201c;Unclear&#x201d; in orange, and &#x201c;No&#x201d; in dark orange.</alt-text>
</graphic>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Risk of bias graph 2.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1629304-g003.tif">
<alt-text content-type="machine-generated">Stacked bar chart showing responses (Yes, Unclear, No) for ten categories (D1 through D10). Most bars are predominantly marked &#x201c;Yes&#x201d; in beige. D3, D5, D7, D9, and D10 include &#x201c;No&#x201d; in red and &#x201c;Unclear&#x201d; in orange, indicating varied responses.</alt-text>
</graphic>
</fig>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>JBI critical appraisal checklist for analytical cohort studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Author, year</th>
<th valign="middle" colspan="10" align="center">Questions</th>
</tr>
<tr>
<th valign="middle" align="center">1</th>
<th valign="middle" align="center">2</th>
<th valign="middle" align="center">3</th>
<th valign="middle" align="center">4</th>
<th valign="middle" align="center">5</th>
<th valign="middle" align="center">6</th>
<th valign="middle" align="center">7</th>
<th valign="middle" align="center">8</th>
<th valign="middle" align="center">9</th>
<th valign="middle" align="center">10</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B61">Shillitoe et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">Unclear</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Unclear</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">NO</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>1.Were the two groups similar and recruited from the same population?; 2.Were the exposures measured similarly to assign participants to both exposed and unexposed groups?; 3.Was the exposure measured in a valid and reliable way?; 4.Were confounding factors identified?; 5.Were strategies to deal with confounding factors stated?; 6.Were the groups/participants free of the outcome at the start of the study (or at the moment of exposure)?; 7.Were the outcomes measured in a valid and reliable way?; 8.Was the follow-up time reported and sufficient to be long enough for outcomes to occur? 9. Was follow up complete and, if not, were the reasons to loss to follow-up described and explored? 10. Were strategies to address incomplete follow-up utilized? 11. Was appropriate statistical analysis used?</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Oral microbiota and T2DM</title>
<p>A total of 34 studies were included in this systematic review, spanning 2007 to 2025 and covering findings from multiple countries. These studies revealed common features of oral microecological disorders in patients with T2DM. Most reported that the total bacterial load in the oral cavity of patients with T2DM was significantly higher than that in non-diabetic controls. In particular, flora associated with dental caries and yeast infections, such as Streptococcus mutans, Lactobacillus spp., and Candida albicans, showed significant enrichment in the T2DM population. In addition, salivary acidification and decreased pH often showed a synergistic trend with changes in microbial community structure.</p>
<p>Of the 34 included studies, 15 analyzed the Alpha diversity of oral flora in patients with T2DM (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>). Overall, &#x3b1;-diversity findings were heterogeneous. Three studies (<xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>) reported significantly higher Alpha diversity in patients with T2DM, suggesting that their oral flora may exhibit a more complex or disorganized structure. In contrast, two studies (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>) found a significant decrease in Alpha diversity, manifested by reductions in the Shannon and Simpson indices, suggesting impaired richness or homogeneity of the flora. Three additional studies noted statistically significant differences in &#x3b1;-diversity without a clear directional trend, showing complex variations across subgroups (<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>). No significant differences were reported in the remaining six studies (<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>). Overall, T2DM not only alters the number and composition of oral microorganisms but may also disturb oral microecological homeostasis by affecting the local metabolic environment, pH, and salivary flow rate. These alterations may increase the risk of oral diseases such as caries and periodontal disease (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>).</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>General characteristics of the selected studies investigating the association between oral microbiota and T2DM.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Number</th>
<th valign="middle" align="center">Reference</th>
<th valign="middle" align="center">Country</th>
<th valign="middle" align="center">Study design</th>
<th valign="middle" align="center">Study sample size</th>
<th valign="middle" align="center">Diabetes/metabolic status</th>
<th valign="middle" align="center">Report on association between microbiota/periodontal status</th>
<th valign="middle" align="center">Statistical analysis</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="center">1</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B61">Shillitoe et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">USA</td>
<td valign="middle" align="center">Case control</td>
<td valign="middle" align="center">N=13 (T2 DM)<break/>N=16 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">2</td>
<td valign="middle" align="center">Bhagyashri Ramachandra Latti, 2016</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=30 (T2 DM)<break/>N=30 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">3</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">china</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=10 (T2 DM)<break/>N=10 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">4</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=30 (T2 DM)<break/>N=30 (preT2 DM)<break/>N=30 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">5</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>
</td>
<td valign="middle" align="center">Sweden</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=105 (T2DM)<break/>N=103 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">6</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Japan</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=3 (T2DM)<break/>N=12 (Non-T2DM)<break/>N=9 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">7</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=280 (T2DM)<break/>N=162 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">8</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Thailand</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=10 (Without active caries T2DM)<break/>N=10 (active caries T2DM)<break/>N=11 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">9</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">Iran</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=30 (diabetic dialysis patients)<break/>N=28 (NO-diabetic dialysis patients)<break/>N=27 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM-dialysis</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">America</td>
<td valign="middle" align="center">Cross-sectional pilot study</td>
<td valign="middle" align="center">N=16 (T2DM)<break/>N=14 (Obese)<break/>N=19 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">11</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Case control</td>
<td valign="middle" align="center">N=30 (Controlled T2DM)<break/>N=30 (Uncontrolled T2DM)<break/>N=30 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">12</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Case control</td>
<td valign="middle" align="center">N=15 (insulin-dependent diabetes mellitus patients)<break/>N=15 (noninsulin-dependent diabetes mellitus)<break/>N=15 (adult periodontitis patients without diabetes)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">13</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">Germany</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=66 (T2DM)<break/>N=93 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">14</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=30 (T2DM)<break/>N=30 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">15</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=15 (T2DM-periodontitis)<break/>N=15 (periodontitis)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">16</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>
</td>
<td valign="middle" align="center">India</td>
<td valign="middle" align="center">Case control</td>
<td valign="middle" align="center">N=62 (T2DM)<break/>N=38 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">17</td>
<td valign="middle" align="center">Sultan Al Mubarak, 2012</td>
<td valign="middle" align="center">Saudi Arabia</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=42 (T2DM-periodontitis)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">18</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>
</td>
<td valign="middle" align="center">Iran</td>
<td valign="middle" align="center">cross-sectional study</td>
<td valign="middle" align="center">N=58 (T2DM)<break/>N=48 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">19</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">South Africa</td>
<td valign="middle" align="center">cross-sectional study</td>
<td valign="middle" align="center">N=32 (Pre-T2DM)<break/>N=32 (T2DM)<break/>N=32 (T2DM receiving treatment)<break/>N=30 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Cross-sectional</td>
<td valign="middle" align="center">N=183 (T2DM)<break/>N=74 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">21</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=11 (T2DM)<break/>N=11 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">22</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>
</td>
<td valign="middle" align="center">Portugal</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=25 (T2DM)<break/>N=25 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">23</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">Turkey</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=14 (T2DM)<break/>N=12 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">24</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=7 (NO T2DM +NO CP)<break/>N=8 (T2DM+ CP)<break/>N=8 (NO T2DM+ CP)<break/>N=7 (T2DM+ NO CP)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">25</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=37 (T2DM)<break/>N=25 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">26</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=30 with T2DM and Stage I periodontitis<break/>N=30 with T2DM and Stage II periodontitis<break/>N=30 with T2DM and Stage III periodontitis<break/>N=30 with T2DM and Stage IV periodontitis</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">27</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">Pakistan.</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=49 (T2DM)<break/>N=55 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">28</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>
</td>
<td valign="middle" align="center">Brasil</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=49 (T2DM)<break/>N=55 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">29</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>
</td>
<td valign="middle" align="center">Morocco</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=33 (T2DM)poorly controlled<break/>N=33 (T2DM)controlled<break/>N=68 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">30</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>
</td>
<td valign="middle" align="center">USA</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=98 (T2DM)<break/>N=99 (T2DM-obesity)<break/>N=97 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">31</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=9 (T2DM)<break/>N=27 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">32</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>
</td>
<td valign="middle" align="center">USA</td>
<td valign="middle" align="center">Case-control</td>
<td valign="middle" align="center">N=15 (T2DM)<break/>N=16 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">33</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">China</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=10 (T2DM+periodontitis)<break/>N=10 (periodontitis)<break/>N=16 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
<tr>
<td valign="middle" align="center">34</td>
<td valign="middle" align="center">
<xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>
</td>
<td valign="middle" align="center">USA</td>
<td valign="middle" align="center">Cross-sectional study</td>
<td valign="middle" align="center">N=273 (T2DM)<break/>N=197 (Healthy Adults)</td>
<td valign="middle" align="center">T2DM</td>
<td valign="middle" align="center">Yes</td>
<td valign="middle" align="center">Yes</td>
</tr>
</tbody>
</table>
</table-wrap>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>Phylum level</title>
<p>A total of 14 studies analyzed phylum-level changes in the oral flora of patients with T2DM (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). Firmicutes was the phylum most frequently associated with T2DM, reported in all 14 studies, and consistently showed an increasing trend. Bacteroidetes, a common oral phylum, was mentioned in eight studies (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). Findings varied, with some studies reporting a decrease in abundance, while others found no significant changes. Proteobacteria were mentioned in five studies, with most reporting a decreasing trend (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). In addition, Fusobacteria and Actinobacteria were each reported in two studies (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>), wher eas other phyla, such as Cyanobacteria and Spirochaetota, were only rarely mentioned.</p>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Genus level</title>
<p>All 34 included studies analyzed changes in the oral flora of patients with T2DM (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>) at the genus level. Overall, significant alterations were observed, closely linked to both the pathophysiological characteristics of T2DM and changes in the oral microenvironment. Streptococcus was the genus most significantly affected, reported in 18 publications, with most showing an increased abundance (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B60">Shi&#xa0;et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>). Prevotella was mentioned in 16 studies, but results were heterogeneous: some reported an increase (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>), while others reported a decrease (<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). Porphyromonas was reported in 10 studies, with most showing increased abundance in patients with T2DM, suggesting a potential role in T2DM-associated oral dysbiosis (<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>). Fusobacterium and Treponema were each reported in seven studies (<xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>), and both were predominantly found in elevated abundance. Overall, the frequent occurrence and altered abundance of these genera suggest that T2DM may drive the oral flora toward increased pathogenicity through changes in the oral environment.</p>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Species level</title>
<p>Of the 17 studies analyzing species-level changes in the oral flora (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>), Porphyromonas gingivalis was the most frequently reported species, appearing in seven studies (<xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>), all of which showed an increasing trend. Streptococcus mutans was the next most frequently reported species, appearing in six studies (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>), and also generally showing an increasing trend. Treponema denticola was mentioned in four studies, mainly with increasing trend (<xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). Fusobacterium nucleatum was reported in three studies (<xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>), but findings varied. Campylobacter rectus was reported in two studies (<xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>), with inconsistent results: some showed increased abundance, while others reported a decrease or no significant change.</p>
<p>In summary, different taxonomic levels of oral flora showed specific patterns of change in patients with T2DM. Species such as Firmicutes (phylum), Streptococcus spp. (genus), and <italic>S.</italic> mutans (species) showed a consistent trend of elevation across most studies, suggesting a close relationship with the onset and progression of T2DM. However, some bacterial groups exhibited heterogeneous trends across studies, which may reflect differences in sample characteristics, detection techniques, and study design. Further high-quality studies are needed to confirm these associations.</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>T2DM is a rapidly growing chronic metabolic disease worldwide, with more than 500 million patients currently affected by metabolic disease and T2DM accounting for over 90% of these cases (<xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>). In the human oral cavity, the complex and diverse microbial community has a profound impact on health. Oral flora interacts with host metabolic status through multiple mechanisms, including inflammatory responses, insulin resistance, and immunomodulation (<xref ref-type="bibr" rid="B33">Lee et&#xa0;al., 2021</xref>).When oral microorganisms enter the systemic circulation via swallowing or gingival microdamage, they may serve as risk factors for triggering or exacerbating metabolic disorders (<xref ref-type="bibr" rid="B25">Jia et&#xa0;al., 2023</xref>).Currently, routine screening for T2DM relies mainly on blood glucose testing, which has limitations, especially during the early asymptomatic stage (<xref ref-type="bibr" rid="B49">Ortiz-Mart&#xed;nez et&#xa0;al., 2022</xref>). In recent years, oral microecology, due to its close association with glucose metabolism, has been regarded as an auxiliary screening and early risk prediction tool (<xref ref-type="bibr" rid="B37">Liu et&#xa0;al., 2021</xref>). The relative abundance of certain salivary taxa has been shown to significantly differentiate T2DM from nondiabetic individuals with good sensitivity and specificity (<xref ref-type="bibr" rid="B62">Shrivastava et&#xa0;al., 2025</xref>). Notably, oral flora is more stable in the short term and easier to sample than intestinal flora, making it a promising source of noninvasive biomarkers. Focusing on oral samples, this review aimed to summarize the characteristic changes of oral flora in patients with T2DM and to deepen the understanding of the possible relationship between T2DM and oral health.</p>
<p>A total of 34 studies with 2,062 patients with T2DM were included. Fourteen studies demonstrated correlations between specific phyla of oral microbiota and T2DM (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). All of the 34 studies examined associations between specific genera and T2DM (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Kamaraj et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B1">Adeyemi et al., 2019</xref>; <xref ref-type="bibr" rid="B29">Kumar et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Sun et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>), and 17 analyzed species-level changes in patients with T2DM (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B74">Zhou et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Matsha et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). Notably, 14 studies reported significant differences in oral microbiota composition between patients with T2DM and healthy controls (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B59">Shenoy et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B43">Mohammadi et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hsaine et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>), suggesting that certain oral microorganisms may be associated with an elevated risk of developing T2DM. In terms of phylum, several studies reported significant differences in the abundance of Firmicutes, Bacteroidetes, and Proteobacteria compared to healthy controls (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B67">Tang et&#xa0;al., 2025</xref>). At the genus level, significant differences were reported for Streptococcus, Prevotella, and Porphyromonas in patients with T2DM compared to healthy individuals. In addition, Streptococcus emerged as an important focal point, with 18 studies demonstrating its association with the progression of T2DM (<xref ref-type="bibr" rid="B21">Hintao et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B5">Al Mubarak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B24">Janem et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Long et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Ogawa et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Schmalz et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B40">Lu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>), highlighting its relevance in this area of research. In terms of diversity, 15 studies analyzed the Alpha diversity of oral flora in patients with T2DM (<xref ref-type="bibr" rid="B14">Cortelli et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Kampoo et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B13">Chen et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Kori et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B16">Gao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B20">Guo et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>), with some heterogeneity in the results. Three studies reported significantly higher diversity (<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B4">Almeida-Santos et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B63">Soundaram et&#xa0;al., 2024</xref>), while no significant differences were observed in six studies (<xref ref-type="bibr" rid="B30">Kumar et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B53">Rezazadeh et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B60">Shi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Sabanc&#x131; et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B51">Rasouli et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>). These discrepancies may reflect the influence of multiple underlying factors. Periodontal status may act as an important effect modifier, as active inflammation can alter microbial community richness and evenness in divergent ways depending on disease severity and treatment history (<xref ref-type="bibr" rid="B17">Griffen et&#xa0;al., 2012</xref>). Similarly, glycemic control has been shown to shape oral ecological conditions: poorly controlled hyperglycemia favors the dominance of acidogenic taxa and may lead to reduced diversity, whereas in some cases the concurrent colonization of opportunistic species could manifest as apparent diversity gains (<xref ref-type="bibr" rid="B32">Latti et&#xa0;al., 2018</xref>). In addition, the use of antidiabetic medications, particularly metformin, has been associated with shifts in microbial composition through both immunomodulatory and metabolic pathways, further contributing to heterogeneity across studies (<xref ref-type="bibr" rid="B18">Gu et&#xa0;al., 2021</xref>). Beyond these biological influences, methodological factors such as sampling site, sequencing depth, and the choice of&#xa0;diversity indices may also have contributed to the variability observed.</p>
<p>At the phylum level, 14 studies analyzed changes in patients with T2DM. Firmicutes consistently showed a higher abundance and was the phylum most closely associated with T2DM. In contrast, Proteobacteria showed a significant decrease in several studies, while Bacteroidetes displayed inconsistent trends, with some studies reporting reduced abundance and others finding no significant differences. These results are consistent with previous findings; for example, Tokman et&#xa0;al. reported that an increase in Firmicutes may be strongly associated with chronic low-grade inflammation and metabolic disturbances in patients with T2DM (<xref ref-type="bibr" rid="B7">Bahar-Tokman et&#xa0;al., 2022</xref>).Some strains in this phylum can produce metabolites such as short-chain fatty acids during carbohydrate metabolism. These metabolites may not only alter oral ecology by affecting the mucosal barrier and local pH but also modulate host immune responses and insulin sensitivity, thereby promoting diabetes progression (<xref ref-type="bibr" rid="B45">Molinsky et&#xa0;al., 2025</xref>).</p>
<p>At the genus level, the oral flora of patients with T2DM showed changes in the abundance of several key taxa. Notably, Streptococcus was repeatedly reported to be elevated in most studies. This genus is widely present in normal oral ecology and has a strong ability to metabolize sugar, rapidly proliferating and producing acidic metabolites in high-sugar environments, thereby lowering oral pH and promoting the development of dental caries and periodontal disease (<xref ref-type="bibr" rid="B2">Ali et&#xa0;al., 2021</xref>).Patients with T2DM provide favorable conditions for Streptococcus enrichment due to decreased salivary flow rate and altered salivary composition, which may constitute an important mechanism driving the oral flora toward pathogenicity. In addition, the genus Porphyromonas (particularly P. gingivalis) also showed a trend of increased abundance in several studies (<xref ref-type="bibr" rid="B19">Gu et&#xa0;al., 2024</xref>). P. gingivalis is a key causative agent of periodontal disease and represents the core of the &#x201c;oral&#x2013;systemic inflammatory axis.&#x201d; It secretes virulence factors such as lipopolysaccharides (LPS) and proteases that activate the host immune system and induce systemic inflammatory responses, which in turn may promote insulin resistance (<xref ref-type="bibr" rid="B52">Reyes, 2021</xref>; <xref ref-type="bibr" rid="B46">Murugaiyan et&#xa0;al., 2024</xref>). Its enrichment in the T2DM population suggests that this genus may not only contribute to oral disease but may also participate in the systemic regulation of T2DM progression. Prevotella is another genus frequently reported in T2DM studies, though its trends vary. Some studies found an increase in its abundance in the oral or intestinal flora of patients with T2DM, potentially linked to its ability to ferment carbohydrates and produce butyrate (<xref ref-type="bibr" rid="B73">Zhang et&#xa0;al., 2021</xref>). In contrast, other studies reported a decrease. These differences may reflect ecological roles of Prevotella in different oral sites, disease stages, or comorbid contexts and may also be influenced by factors such as diet and oral hygiene.</p>
<p>At the species level, changes in specific bacteria provide more precise insights into the relationship between oral flora and T2DM. Streptococcus mutans, the main causative agent of dental caries, was significantly increased in patients with T2DM. The hyperglycemic environment favors the growth of S. mutans, and the acidic substances it produces further damage tooth enamel, creating a vicious cycle (<xref ref-type="bibr" rid="B8">Brito et&#xa0;al., 2021</xref>). Similarly, periodontal pathogens such as Porphyromonas gingivalis and Treponema denticola were also increased in most studies. These species exacerbate systemic inflammatory responses by triggering periodontal inflammation and releasing inflammatory mediators, which in turn impair glycemic control and insulin sensitivity (<xref ref-type="bibr" rid="B38">Liu et&#xa0;al., 2024</xref>). Although trends for other species such as Fusobacterium nucleatum were less consistent, their role in oral dysbiosis should not be overlooked. <italic>F. nucleatum</italic> may aggravate oral disease progression by promoting biofilm formation and enhancing the invasiveness of other pathogenic bacteria.</p>
<p>Research indicates that metabolic dysregulation in diabetes mellitus (DM) exacerbates inflammation and promotes microbial dysbiosis in the subgingival microbiome, which is a key factor in the&#xa0;progression of periodontitis in diabetic patients. Hyperglycemia elevates glucose levels in saliva, providing a nutrient-rich environment for cariogenic bacteria in the dental biofilm. Studies have shown that saliva in patients with DM contains higher levels of glucose, urea, and total protein, while exhibiting lower calcium levels and acidic pH (<xref ref-type="bibr" rid="B69">Verhulst et&#xa0;al., 2019</xref>), which further support the growth of pathogenic bacteria. These dysbiotic shifts in the oral microbiome are not only associated with local tissue destruction but also contribute to systemic inflammation. Cytokines such as interleukin-1e (IL-1leu), tumor necrosis factor-s (TNF-r-s), and the receptor activator of nuclear factor &#x3ba;a ligand (RANKL) have been implicated in mediating periodontitis in diabetic patients.&#xa0;Additionally, interactions between advanced glycation end products (AGEs) and their receptor (RAGE) exacerbate inflammation and periodontal tissue destruction (<xref ref-type="bibr" rid="B42">Mealey and Oates, 2006</xref>; <xref ref-type="bibr" rid="B68">Taylor et&#xa0;al., 2013</xref>). Recent studies suggest that diabetes may enhance the pathogenicity of the oral microbiome through IL-17-mediated pro-inflammatory mechanisms. These immune disruptions in DM lead to dysbiosis in the subgingival microbiome, predisposing individuals to periodontitis. Moreover, these dysbiotic shifts may also affect the gut microbiome via the oral&#x2013;gut pathway, contributing to systemic inflammation and insulin resistance, thereby linking oral health to broader metabolic dysfunction in diabetic patients (<xref ref-type="bibr" rid="B36">Li et&#xa0;al., 2023</xref>).</p>
<p>Emerging evidence suggests that antidiabetic medications, particularly metformin, may influence hostuence,lys.r interactions beyond glucose regulation. Metformin has been shown to modulate the gut microbiota by enriching beneficial taxa such as <italic>Akkermansia muciniphila</italic> and other short-chain fatty acid producers, while reducing potentially pathogenic bacteria. Although direct evidence of its impact on the oral microbiota is limited, preliminary findings indicate distinct microbial signatures in patients with T2DM receiving metformin therapy, possibly mediated by reduced systemic inflammation, improved immune balance, and altered salivary metabolic profiles. In contrast, evidence regarding the microbiome-related effects of other antidiabetic drugs, such as DPP-4 and SGLT2 inhibitors, remains scarce. Longitudinal and interventional studies are needed to clarify whether these agents exert protective, neutral, or adverse effects on the oral microbial ecosystem and metabolic outcomes (<xref ref-type="bibr" rid="B23">Hung and Hung, 2020</xref>).</p>
<p>This study has several methodological limitations. Different detection methods (e.g., PCR, 16S rRNA gene sequencing) significantly influence the interpretation of results, as each technique has distinct advantages and inherent biases. PCR can precisely amplify target microbial DNA but is restricted to known species and may overrepresent certain taxa, whereas 16S rRNA sequencing provides broader community profiles but with limited resolution and lower sensitivity for low-abundance microbes. These methodological differences may contribute to inconsistencies in reported abundance and limit comparability across studies. In addition, most included studies were cross-sectional in design, which restricts causal inference. Another important limitation is the inconsistent handling of key confounders, including oral hygiene, diet, smoking, and metformin use. Quality assessment revealed that 21 studies did not adequately control for these factors, which may introduce systematic bias and obscure whether observed microbial changes are attributable to T2DM itself or to external influences. To address these issues, future studies should adopt prospective cohort designs, use standardized microbiome sequencing technologies, and apply rigorous statistical methods to control for confounders. Considering lifestyle, metabolic status, and oral environmental factors will further strengthen the validity and reliability of conclusions.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>This systematic review identified significant changes in the oral flora of patients with T2DM across 34 studies. These changes were observed at the phylum, genus, and species levels, with the most consistent increases reported for the phylum Firmicutes, the genus Streptococcus, and the species Porphyromonas gingivalis. Total oral bacterial load was generally higher in patients with T2DM, while bacterial diversity showed heterogeneous patterns across studies. Given the strong association between oral flora and T2DM, future research should prioritize clarifying causal relationships. In addition, maintaining good oral hygiene may contribute to both the prevention and management of diabetes.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>MH: Methodology, Writing &#x2013; original draft. XZ: Data curation, Writing &#x2013; review &amp; editing. LD: Data curation, Writing &#x2013; review &amp; editing. ZY: Conceptualization, Methodology, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research and/or publication of this article. This study was supported by the &#x201c;Internal mechanism, key dimensions and practice path of the construction of &#x201c;Master Inheritance Studio&#x201d; in physical training (145124038/016)&#x201d; grant.</p>
</sec>
<sec id="s8" 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="s9" 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>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adeyemi</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Abimbola</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Kolude</surname> <given-names>B.</given-names>
</name>
</person-group>. (<year>2019</year>). <article-title>A comparative study of oral health status in diabetic and non-diabetic patients</article-title>. <source>Oral Surgery, Oral Medicine, Oral Pathology and Oral Radiol.</source> <volume>128</volume> (<issue>1</issue>), <fpage>e68</fpage>&#x2013;<lpage>e69</lpage>.</citation></ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ali</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Rumnaz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Urmi</surname> <given-names>U. L.</given-names>
</name>
<name>
<surname>Nahar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Rana</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Sultana</surname> <given-names>F.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Type-2 diabetes mellitus individuals carry different periodontal bacteria</article-title>. <source>Pesquisa Bras. em Odontopediatria e Cl&#xed;nica Integrada</source> <volume>21</volume>, <elocation-id>e0107</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1590/pboci.2021.049</pub-id>
</citation></ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ali</surname> <given-names>M. K.</given-names>
</name>
<name>
<surname>Pearson-Stuttard</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Selvin</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Gregg</surname> <given-names>E. W</given-names>
</name>
</person-group>. (<year>2022</year>). <article-title>Interpreting global trends in type 2 diabetes complications and mortality</article-title>. <source>Diabetologia</source> <volume>65</volume>, <fpage>3</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00125-021-05585-2</pub-id>, PMID: <pub-id pub-id-type="pmid">34837505</pub-id></citation></ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Almeida-Santos</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Martins-Mendes</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Gay&#xe0;-Vidal</surname> <given-names>M.</given-names>
</name>
<name>
<surname>P&#xe9;rez-Pardal</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Beja-Pereira</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Almeida-Santos</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Characterization of the oral microbiome of medicated type-2 diabetes patients</article-title>. <source>Front. Microbiol.</source> <volume>12</volume>, <elocation-id>610370</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmicb.2021.610370</pub-id>, PMID: <pub-id pub-id-type="pmid">33613481</pub-id></citation></ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Al Mubarak</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Robert</surname> <given-names>A. A.</given-names>
</name>
<name>
<surname>Baskaradoss</surname> <given-names>J. K.</given-names>
</name>
<name>
<surname>Al-Zoman</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Al Sohail</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Alsuwyed</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>The prevalence of oral Candida infections in periodontitis patients with type 2 diabetes mellitus</article-title>. <source>J. infection Public Health</source> <volume>6</volume>, <fpage>296</fpage>&#x2013;<lpage>301</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jiph.2012.12.007</pub-id>, PMID: <pub-id pub-id-type="pmid">23806705</pub-id></citation></ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Andreadi</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Bellia</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Di Daniele</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Meloni</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Lauro</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Della-Morte</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>The molecular link between oxidative stress, insulin resistance, and type 2 diabetes: A target for new therapies against cardiovascular diseases</article-title>. <source>Curr. Opin. Pharmacol.</source> <volume>62</volume>, <fpage>85</fpage>&#x2013;<lpage>96</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.coph.2021.11.010</pub-id>, PMID: <pub-id pub-id-type="pmid">34959126</pub-id></citation></ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bahar-Tokman</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Demirci</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Keskin</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Cagatay</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Taner</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Ozturk-Bakar</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Firmicutes/bacteroidetes ratio in the gut microbiota and IL-1&#x3b2;, IL-6, IL-8, TLR2, TLR4, TLR5 gene expressions in type 2 diabetes</article-title>. <source>Clin. Lab.</source> <volume>68</volume> (<issue>9</issue>). doi:&#xa0;<pub-id pub-id-type="doi">10.7754/Clin.Lab.2022.211244</pub-id>, PMID: <pub-id pub-id-type="pmid">36125161</pub-id></citation></ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brito</surname> <given-names>A. C. M.</given-names>
</name>
<name>
<surname>Bezerra</surname> <given-names>I. M.</given-names>
</name>
<name>
<surname>Borges de</surname> <given-names>M. H. S.</given-names>
</name>
<name>
<surname>Cavalcanti</surname> <given-names>Y. W.</given-names>
</name>
<name>
<surname>Almeida de de</surname> <given-names>L. F. D.</given-names>
</name>
<name>
<surname>Brito</surname> <given-names>A. C. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Effect of different salivary glucose concentrations on dual-species biofilms of Candida albicans and Streptococcus mutans</article-title>. <source>Biofouling</source> <volume>37</volume>, <fpage>615</fpage>&#x2013;<lpage>625</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/08927014.2021.1946519</pub-id>, PMID: <pub-id pub-id-type="pmid">34233529</pub-id></citation></ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Caselli</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Fabbri</surname> <given-names>C.</given-names>
</name>
<name>
<surname>D&#x2019;Accolti</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Soffritti</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Bassi</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Mazzacane</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Defining the oral microbiome by whole-genome sequencing and resistome analysis: the complexity of the healthy picture</article-title>. <source>BMC Microbiol.</source> <volume>20</volume>, <fpage>120</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12866-020-01801-y</pub-id>, PMID: <pub-id pub-id-type="pmid">32423437</pub-id></citation></ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Caturano</surname> <given-names>A.</given-names>
</name>
<name>
<surname>D&#x2019;Angelo</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mormone</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Russo</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Mollica</surname> <given-names>M. P.</given-names>
</name>
<name>
<surname>Salvatore</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Oxidative stress in type 2 diabetes: impacts from pathogenesis to lifestyle modifications</article-title>. <source>Curr. Issues Mol. Biol.</source> <volume>45</volume>, <fpage>6651</fpage>&#x2013;<lpage>6666</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/cimb45080420</pub-id>, PMID: <pub-id pub-id-type="pmid">37623239</pub-id></citation></ref>
<ref id="B11">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Chandler</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cumpston</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Page</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Welch</surname> <given-names>V.</given-names>
</name>
</person-group> (<year>2019</year>). <source>Cochrane handbook for systematic reviews of interventions</source> (<publisher-loc>Hoboken</publisher-loc>: <publisher-name>Wiley</publisher-name>).</citation></ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chandrasekaran</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Weiskirchen</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>The role of obesity in type 2 diabetes mellitus&#x2014;An overview</article-title>. <source>Int. J. Mol. Sci.</source> <volume>25</volume>, <fpage>1882</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms25031882</pub-id>, PMID: <pub-id pub-id-type="pmid">38339160</pub-id></citation></ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Su</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Q.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>The oral microbiome profile and biomarker in Chinese type 2 diabetes mellitus patients</article-title>. <source>Endocrine</source> <volume>68</volume>, <fpage>564</fpage>&#x2013;<lpage>572</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12020-020-02269-6</pub-id>, PMID: <pub-id pub-id-type="pmid">32246318</pub-id></citation></ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cortelli</surname> <given-names>J. T.</given-names>
</name>
<name>
<surname>Pinheiro</surname> <given-names>R. M. S.</given-names>
</name>
<name>
<surname>Costa de</surname> <given-names>F. O.</given-names>
</name>
<name>
<surname>Aquino</surname> <given-names>D. R.</given-names>
</name>
<name>
<surname>Raslan</surname> <given-names>S. A.</given-names>
</name>
<name>
<surname>Cortelli</surname> <given-names>S. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Salivary and microbiological parameters of chronic periodontitis subjects with and without type 2 diabetes mellitus: a case-control study</article-title>. <source>Rev. Odontologia da UNESP</source> <volume>43</volume>, <fpage>196</fpage>&#x2013;<lpage>202</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1590/rou.2014.030</pub-id>
</citation></ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dale</surname> <given-names>A. E.</given-names>
</name>
<name>
<surname>Gloyn</surname> <given-names>A. L.</given-names>
</name>
<name>
<surname>Evans-Molina</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Joseph</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Misra</surname> <given-names>S.</given-names>
</name>
</person-group>. (<year>2024</year>). <article-title>Diabetes mellitus&#x2014;Progress and opportunities in the evolving epidemic</article-title>. <source>Cell</source> <volume>187</volume>, <fpage>3789</fpage>&#x2013;<lpage>3820</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cell.2024.06.029</pub-id>, PMID: <pub-id pub-id-type="pmid">39059357</pub-id></citation></ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Cross-cohort microbiome analysis of salivary biomarkers in patients with type 2 diabetes mellitus</article-title>. <source>Front. Cell. Infection Microbiol.</source> <volume>12</volume>, <elocation-id>816526</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2022.816526</pub-id>, PMID: <pub-id pub-id-type="pmid">35145929</pub-id></citation></ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Griffen</surname> <given-names>A. L.</given-names>
</name>
<name>
<surname>Beall</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Campbell</surname> <given-names>J. H.</given-names>
</name>
<name>
<surname>Firestone</surname> <given-names>N. D.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>P. S.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Z. K.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Distinct and complex bacterial profiles in human periodontitis and health revealed by 16S pyrosequencing</article-title>. <source>ISME J.</source> <volume>6</volume>, <fpage>1176</fpage>&#x2013;<lpage>1185</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ismej.2011.191</pub-id>, PMID: <pub-id pub-id-type="pmid">22170420</pub-id></citation></ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gu</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Xiang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Jin</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Effects of type 2 diabetes and metformin on salivary microbiota in patients with chronic periodontitis</article-title>. <source>Microbial Pathogenesis</source> <volume>161</volume>, <fpage>105277</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.micpath.2021.105277</pub-id>, PMID: <pub-id pub-id-type="pmid">34740808</pub-id></citation></ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gu</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Ge</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Hua</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Salivary microbiome variations in type 2 diabetes mellitus patients with different stages of periodontitis</article-title>. <source>BMC Oral. Health</source> <volume>24</volume>, <fpage>1424</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12903-024-05135-3</pub-id>, PMID: <pub-id pub-id-type="pmid">39578857</pub-id></citation></ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Dai</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Lou</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Tu</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Distribution characteristics of oral microbiota and its relationship with intestinal microbiota in patients with type 2 diabetes mellitus</article-title>. <source>Front. Endocrinol.</source> <volume>14</volume>, <elocation-id>1119201</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2023.1119201</pub-id>, PMID: <pub-id pub-id-type="pmid">37025407</pub-id></citation></ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hintao</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Teanpaisan</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Chongsuvivatwong</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Ratarasan</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Dahlen</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Hintao</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2007</year>). <article-title>The microbiological profiles of saliva, supragingival and subgingival plaque and dental caries in adults with and without type 2 diabetes mellitus</article-title>. <source>Oral. Microbiol. Immunol.</source> <volume>22</volume>, <fpage>175</fpage>&#x2013;<lpage>181</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1399-302X.2007.00341.x</pub-id>, PMID: <pub-id pub-id-type="pmid">17488443</pub-id></citation></ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hsaine</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Fethi</surname> <given-names>F. Z.</given-names>
</name>
<name>
<surname>Charof</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Ounine</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Hsaine</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Fethi</surname> <given-names>F. Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Microbiological study of oral flora in diabetic patients with gingivitis</article-title>. <source>Int. J. Pharm. Pharm. Sci.</source> <volume>10</volume>, <fpage>113</fpage>&#x2013;<lpage>116</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.22159/ijpps.2018v10i6.26295</pub-id>
</citation></ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hung</surname> <given-names>W.-W.</given-names>
</name>
<name>
<surname>Hung</surname> <given-names>W.-C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>How gut microbiota relate to the oral antidiabetic treatment of type 2 diabetes</article-title>. <source>Med. Microecol.</source> <volume>3</volume>, <elocation-id>100007</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.medmic.2020.100007</pub-id>
</citation></ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Janem</surname> <given-names>W. F.</given-names>
</name>
<name>
<surname>Scannapieco</surname> <given-names>F. A.</given-names>
</name>
<name>
<surname>Sabharwal</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Tsompana</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Berman</surname> <given-names>H. A.</given-names>
</name>
</person-group>. (<year>2017</year>). <article-title>Salivary inflammatory markers and microbiome in normoglycemic lean and obese children compared to obese children with type 2 diabetes</article-title>. <source>PLoS One</source> <volume>12</volume>, <elocation-id>e0172647</elocation-id>. doi:&#xa0;10.1371journal.pone.0172647
</citation></ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Du</surname> <given-names>Q.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Host insulin resistance caused by Porphyromonas gingivalis-review of recent progresses</article-title>. <source>Front. Cell. Infection Microbiol.</source> <volume>13</volume>, <elocation-id>1209381</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2023.1209381</pub-id>, PMID: <pub-id pub-id-type="pmid">37520442</pub-id></citation></ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kamaraj</surname> <given-names>D. R.</given-names>
</name>
<name>
<surname>Bhushan</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Laxman</surname> <given-names>V. K.</given-names>
</name>
<name>
<surname>Mathew</surname> <given-names>J.</given-names>
</name>
</person-group>. (<year>2011</year>). <article-title>Detection of odoriferous subgingival and tongue microbiota in diabetic and nondiabetic patients with oral malodor using polymerase chain reaction</article-title>. <source>Indian J. Dental Res.</source> <volume>22</volume>, <fpage>260</fpage>&#x2013;<lpage>265</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/0970-9290.84301</pub-id>, PMID: <pub-id pub-id-type="pmid">21891897</pub-id></citation></ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kampoo</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Teanpaisan</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Ledder</surname> <given-names>R. G.</given-names>
</name>
<name>
<surname>McBain</surname> <given-names>A. J.</given-names>
</name>
</person-group>. (<year>2014</year>). <article-title>Oral bacterial communities in individuals with type 2 diabetes who live in southern Thailand</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>80</volume>, <fpage>662</fpage>&#x2013;<lpage>671</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AEM.02821-13</pub-id>, PMID: <pub-id pub-id-type="pmid">24242241</pub-id></citation></ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kori</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Saleem</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Ullah</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Azim</surname> <given-names>M. K.</given-names>
</name>
</person-group>. (<year>2020</year>). <article-title>Characterization of Oral bacteriome dysbiosis in type 2 diabetic patients</article-title>. <source>MedRxiv</source>, <fpage>2020</fpage>&#x2013;<lpage>2004</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1101/2020.04.09.20052613</pub-id>
</citation></ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>V. V.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>K. P.</given-names>
</name>
<name>
<surname>Abdul Gafoor</surname>
</name>
<name>
<surname>Santhosh</surname> <given-names>V. C.</given-names>
</name>
</person-group>. (<year>2012</year>). <article-title>Evaluation of subgingival microflora in diabetic and nondiabetic patients</article-title>. <source>J. Contemp Dent. Pract.</source> <volume>13</volume>, <fpage>157</fpage>&#x2013;<lpage>162</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.5005/jp-journals-10024-1113</pub-id>, PMID: <pub-id pub-id-type="pmid">22665740</pub-id></citation></ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Padmashree</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Jayalekshmi</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Correlation of salivary glucose, blood glucose and oral candidal carriage in the saliva of type 2 diabetics: A case-control study</article-title>. <source>Contemp. Clin. dentistry</source> <volume>5</volume>, <fpage>312</fpage>&#x2013;<lpage>317</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/0976-237X.137925</pub-id>, PMID: <pub-id pub-id-type="pmid">25191065</pub-id></citation></ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumari</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Gnanasundaram</surname> <given-names>N.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Oral manifestations in diabetes mellitus-a review</article-title>. <source>J. Indian Acad. Oral. Med. Radiol.</source> <volume>33</volume>, <fpage>352</fpage>&#x2013;<lpage>356</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/jiaomr.jiaomr_325_21</pub-id>
</citation></ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Latti</surname> <given-names>B. R.</given-names>
</name>
<name>
<surname>Kalburge</surname> <given-names>J. V.</given-names>
</name>
<name>
<surname>Birajdar</surname> <given-names>S. B.</given-names>
</name>
<name>
<surname>Latti</surname> <given-names>R. G.</given-names>
</name>
</person-group>. (<year>2018</year>). <article-title>Evaluation of relationship between dental caries, diabetes mellitus and oral microbiota in diabetics</article-title>. <source>J. Oral. Maxillofac. Pathol.</source> <volume>22</volume>, <fpage>282</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/jomfp.JOMFP_163_16</pub-id>, PMID: <pub-id pub-id-type="pmid">30158791</pub-id></citation></ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>Y.-H.</given-names>
</name>
<name>
<surname>Chung</surname> <given-names>S. W.</given-names>
</name>
<name>
<surname>Auh</surname> <given-names>Q.-S.</given-names>
</name>
<name>
<surname>Hong</surname> <given-names>S.-J.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>Y.-A.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Progress in oral microbiome related to oral and systemic diseases: an update</article-title>. <source>Diagnostics</source> <volume>11</volume>, <fpage>1283</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/diagnostics11071283</pub-id>, PMID: <pub-id pub-id-type="pmid">34359364</pub-id></citation></ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Qian</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Dysbiosis of oral microbiota and metabolite profiles associated with type 2 diabetes mellitus</article-title>. <source>Microbiol. Spectr.</source> <volume>11</volume>, <fpage>e03796</fpage>&#x2013;<lpage>e03722</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/spectrum.03796-22</pub-id>, PMID: <pub-id pub-id-type="pmid">36625596</pub-id></citation></ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yan</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mo</surname> <given-names>Chaolun</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Effects of irrigation of porphyromonas gingivalis on colonic mechanical and immune barriers in type 2 diabetic mice</article-title>. <source>Chin. Gen. Pract.</source> <volume>27</volume>, <fpage>2225</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.12114/j.issn.1007-9572.2023.0386</pub-id>
</citation></ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Xie</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yun</surname> <given-names>Wu</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Research progress on the mechanisms of the association between periodontitis and diabetes</article-title>. <source>J. Sichuan Univ. (Medical Sci. Edition)</source> <volume>54</volume>, <fpage>71</fpage>&#x2013;<lpage>76</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.12182/20230160203</pub-id>, PMID: <pub-id pub-id-type="pmid">36647646</pub-id></citation></ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>Y.-k.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>V.</given-names>
</name>
<name>
<surname>He</surname> <given-names>J.-z.</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>A salivary microbiome-based auxiliary diagnostic model for type 2 diabetes mellitus</article-title>. <source>Arch. Oral. Biol.</source> <volume>126</volume>, <fpage>105118</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.archoralbio.2021.105118</pub-id>, PMID: <pub-id pub-id-type="pmid">33930650</pub-id></citation></ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>B.</given-names>
</name>
<name>
<surname>An</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Gingipain from Porphyromonas gingivalis causes insulin resistance by degrading insulin receptors through direct proteolytic effects</article-title>. <source>&#x201d; Int. J. Oral. Sci.</source> <volume>16</volume>, <fpage>53</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41368-024-00313-z</pub-id>, PMID: <pub-id pub-id-type="pmid">39085196</pub-id></citation></ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Long</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Steinwandel</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hargreaves</surname> <given-names>M. K.</given-names>
</name>
<name>
<surname>Bordenstein</surname> <given-names>S. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Association of oral microbiome with type 2 diabetes risk</article-title>. <source>J. periodontal Res.</source> <volume>52</volume>, <fpage>636</fpage>&#x2013;<lpage>643</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/jre.12432</pub-id>, PMID: <pub-id pub-id-type="pmid">28177125</pub-id></citation></ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Deng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Salivary microbiome profile of diabetes and periodontitis in a Chinese population</article-title>. <source>Front. Cell. Infection Microbiol.</source> <volume>12</volume>, <elocation-id>933833</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2022.933833</pub-id>, PMID: <pub-id pub-id-type="pmid">35979090</pub-id></citation></ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Matsha</surname> <given-names>T. E.</given-names>
</name>
<name>
<surname>Prince</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Davids</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Chikte</surname> <given-names>U.</given-names>
</name>
<name>
<surname>Erasmus</surname> <given-names>R. T.</given-names>
</name>
<name>
<surname>Kengne</surname> <given-names>A. P.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Oral microbiome signatures in diabetes mellitus and periodontal disease</article-title>. <source>J. Dental Res.</source> <volume>99</volume>, <fpage>658</fpage>&#x2013;<lpage>665</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/0022034520913818</pub-id>, PMID: <pub-id pub-id-type="pmid">32298191</pub-id></citation></ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mealey</surname> <given-names>B. L.</given-names>
</name>
<name>
<surname>Oates</surname> <given-names>T. W.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>American academy of periodontology. Diabetes mellitus and periodontal diseases</article-title>. <source>J. Periodontol</source> <volume>77</volume>, <fpage>1289</fpage>&#x2013;<lpage>1303</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1902/jop.2006.050459</pub-id>, PMID: <pub-id pub-id-type="pmid">16881798</pub-id></citation></ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mohammadi</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Javaheri</surname> <given-names>M. R.</given-names>
</name>
<name>
<surname>Nekoeian</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Dehghan</surname> <given-names>P.</given-names>
</name>
</person-group>. (<year>2016</year>). <article-title>Identification of Candida species in the oral cavity of diabetic patients</article-title>. <source>Curr. Med. mycology</source> <volume>2</volume>, <fpage>1</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.18869/acadpub.cmm.2.2.4</pub-id>, PMID: <pub-id pub-id-type="pmid">28681013</pub-id></citation></ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mohammed</surname> <given-names>L. I.</given-names>
</name>
<name>
<surname>Zakaria</surname> <given-names>Z. Z.</given-names>
</name>
<name>
<surname>Benslimane</surname> <given-names>F. M.</given-names>
</name>
<name>
<surname>Al-Asmakh</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mohammed</surname> <given-names>L. I.</given-names>
</name>
<name>
<surname>Zakaria</surname> <given-names>Z. Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Exploring the role of oral microbiome dysbiosis in cardiometabolic syndrome and smoking</article-title>. <source>Exp. Lung Res.</source> <volume>50</volume>, <fpage>65</fpage>&#x2013;<lpage>84</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/01902148.2024.2331185</pub-id>, PMID: <pub-id pub-id-type="pmid">38544373</pub-id></citation></ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Molinsky</surname> <given-names>R. L.</given-names>
</name>
<name>
<surname>Johnson</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Marotz</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Roy</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Bohn</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Goh</surname> <given-names>C. E.</given-names>
</name>
<etal/>
</person-group>. (<year>2025</year>). <article-title>Association between Dietary Patterns and subgingival microbiota: results from the oral infections, glucose intolerance, and insulin resistance study (ORIGINS)</article-title>. <source>J. Clin. periodontology</source> <volume>52</volume>, <fpage>2</fpage>&#x2013;<lpage>15</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/jcpe.14067</pub-id>, PMID: <pub-id pub-id-type="pmid">39394967</pub-id></citation></ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Murugaiyan</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Utreja</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hovey</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>LaMonte</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Wactawski&#x2011;Wende</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Defining Porphyromonas gingivalis strains associated with periodontal disease</article-title>. <source>Sci. Rep.</source> <volume>14</volume>, <fpage>6222</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-024-56849-x</pub-id>, PMID: <pub-id pub-id-type="pmid">38485747</pub-id></citation></ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Negrini de</surname> <given-names>T. C.</given-names>
</name>
<name>
<surname>Carlos</surname> <given-names>I. Z.</given-names>
</name>
<name>
<surname>Duque</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Caiaffa</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Arthur</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Negrini de</surname> <given-names>T. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Interplay among the oral microbiome, oral cavity conditions, the host immune response, diabetes mellitus, and its associated-risk factors&#x2014;An overview</article-title>. <source>Front. Oral. Health</source> <volume>2</volume>, <elocation-id>697428</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/froh.2021.697428</pub-id>, PMID: <pub-id pub-id-type="pmid">35048037</pub-id></citation></ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ogawa</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Honda-Ogawa</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Ikebe</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Notomi</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Iwamoto</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Shirobayashi</surname> <given-names>I.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Characterizations of oral microbiota in elderly nursing home residents with diabetes</article-title>. <source>J. Oral. Sci.</source> <volume>59</volume>, <fpage>549</fpage>&#x2013;<lpage>555</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2334/josnusd.16-0722</pub-id>, PMID: <pub-id pub-id-type="pmid">28993578</pub-id></citation></ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ortiz-Mart&#xed;nez</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Gonz&#xe1;lez-Gonz&#xe1;lez</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Martag&#xf3;n</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Hlavinka</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Willson</surname> <given-names>R. C.</given-names>
</name>
<name>
<surname>Rito-Palomares</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Recent developments in biomarkers for diagnosis and screening of type 2 diabetes mellitus</article-title>. <source>Curr. Diabetes Rep.</source> <volume>22</volume>, <fpage>95</fpage>&#x2013;<lpage>115</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11892-022-01453-4</pub-id>, PMID: <pub-id pub-id-type="pmid">35267140</pub-id></citation></ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Penno</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Solini</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Orsi</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Bonora</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Fondelli</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Trevisan</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Insulin resistance, diabetic kidney disease, and all-cause mortality in individuals with type 2 diabetes: a prospective cohort study</article-title>. <source>BMC Med.</source> <volume>19</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12916-021-01936-3</pub-id>, PMID: <pub-id pub-id-type="pmid">33715620</pub-id></citation></ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rasouli</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Ramalho</surname> <given-names>T. C.</given-names>
</name>
<name>
<surname>Popovi&#x107;-Djordjevi&#x107;</surname> <given-names>J. B.</given-names>
</name>
<name>
<surname>Devkota</surname> <given-names>H. P.</given-names>
</name>
<name>
<surname>Rasouli</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Ramalho</surname> <given-names>T. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>New opportunities in drug design for the management and treatment of type 2 diabetes</article-title>. <source>Front. Pharmacol.</source> <volume>14</volume>, <elocation-id>1187057</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fphar.2023.1187057</pub-id>, PMID: <pub-id pub-id-type="pmid">37089955</pub-id></citation></ref>
<ref id="B52">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Reyes</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Porphyromonas gingivalis</article-title>. <source>Trends  Microbiol</source>. <volume>29</volume> <issue>(4)</issue>, <fpage>376</fpage>&#x2013;<lpage>377</lpage>.</citation></ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rezazadeh</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Bazargani</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Roozbeh-Shahroodi</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Pooladi</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Arasteh</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Zamani</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Comparison of oral Lactobacillus and Streptococcus mutans between diabetic dialysis patients with non-diabetic dialysis patients and healthy people</article-title>. <source>J. Renal injury Prev.</source> <volume>5</volume>, <fpage>148</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.15171/jrip.2016.31</pub-id>, PMID: <pub-id pub-id-type="pmid">27689112</pub-id></citation></ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rohm</surname> <given-names>T. V.</given-names>
</name>
<name>
<surname>Meier</surname> <given-names>D. T.</given-names>
</name>
<name>
<surname>Olefsky</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Donath</surname> <given-names>M. Y.</given-names>
</name>
<name>
<surname>Rohm</surname> <given-names>T. V.</given-names>
</name>
<name>
<surname>Meier</surname> <given-names>D. T.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Inflammation in obesity, diabetes, and related disorders</article-title>. <source>Immunity</source> <volume>55</volume>, <fpage>31</fpage>&#x2013;<lpage>55</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.immuni.2021.12.013</pub-id>, PMID: <pub-id pub-id-type="pmid">35021057</pub-id></citation></ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sabanc&#x131;</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Eltas</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Celik</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Otlu</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Sabanc&#x131;</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Eltas</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>The influence of diabetes mellitus on the peri-implant microflora: A cross-sectional study</article-title>. <source>J. Oral. Biol. Craniofacial Res.</source> <volume>12</volume>, <fpage>405</fpage>&#x2013;<lpage>409</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jobcr.2022.05.007</pub-id>, PMID: <pub-id pub-id-type="pmid">35646552</pub-id></citation></ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schmalz</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Schiffers</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Schwabe</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Vasko</surname> <given-names>R.</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname> <given-names>G. A.</given-names>
</name>
<name>
<surname>Haak</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Dental and periodontal health, and microbiological and salivary conditions in patients with or without diabetes undergoing haemodialysis</article-title>. <source>Int. Dental J.</source> <volume>67</volume>, <fpage>186</fpage>&#x2013;<lpage>193</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/idj.12282</pub-id>, PMID: <pub-id pub-id-type="pmid">28547773</pub-id></citation></ref>
<ref id="B57">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Schulze</surname> <given-names>M. B.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>F. B.</given-names>
</name>
</person-group> (<year>2022</year>). &#x201c;<article-title>Epidemiology of diabetes</article-title>,&#x201d; in <source>Handbook of epidemiology</source> (<publisher-name>Springer New York</publisher-name>, <publisher-loc>New York, NY</publisher-loc>), <fpage>1</fpage>&#x2013;<lpage>49</lpage>.</citation></ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shaalan</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Feart</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Garcia-Esquinas</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Gomez-Cabrero</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Lopez-Garcia</surname> <given-names>E.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Alterations in the oral microbiome associated with diabetes, overweight, and dietary components</article-title>. <source>Front. Nutr.</source> <volume>9</volume>, <elocation-id>914715</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fnut.2022.914715</pub-id>, PMID: <pub-id pub-id-type="pmid">35873415</pub-id></citation></ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shenoy</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Puranik</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Vanaki</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Puranik</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Shetty</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Shenoy</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>A comparative study of oral candidal species carriage in patients with type1 and type2 diabetes mellitus</article-title>. <source>J. Oral. Maxillofac. Pathol.</source> <volume>18.Suppl 1</volume>, <fpage>S60</fpage>&#x2013;<lpage>S65</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/0973-029X.141361</pub-id>, PMID: <pub-id pub-id-type="pmid">25364182</pub-id></citation></ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shi</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Lux</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Klokkevold</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Chang</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Barnard</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Haake</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>The subgingival microbiome associated with periodontitis in type 2 diabetes mellitus</article-title>. <source>ISME J.</source> <volume>14</volume>, <fpage>519</fpage>&#x2013;<lpage>530</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41396-019-0544-3</pub-id>, PMID: <pub-id pub-id-type="pmid">31673077</pub-id></citation></ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shillitoe</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Weinstock</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Simon</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Planer</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Noonan</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>The oral microflora in obesity and type-2 diabetes</article-title>. <source>J. Oral. Microbiol.</source> <volume>4</volume>, <fpage>19013</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3402/jom.v4i0.19013</pub-id>, PMID: <pub-id pub-id-type="pmid">23119124</pub-id></citation></ref>
<ref id="B62">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Shrivastava</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Suman</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2025</year>). &#x201c;<article-title>Role of the oral microbiome in prognosis and diagnosis</article-title>,&#x201d; in <source>Oral Microbiome</source> (<publisher-name>CRC Press</publisher-name>), <fpage>288</fpage>&#x2013;<lpage>301</lpage>.</citation></ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Soundaram</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Murali</surname> <given-names>C. R.</given-names>
</name>
<name>
<surname>Ajithkumar</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Anjali</surname> <given-names>A.</given-names>
</name>
<name>
<surname>JothiPriya</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Vikraman</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Evaluation of oral microflora-related to dental caries and salivary pH in type II diabetic patients</article-title>. <source>J. Pharm. Bioallied Sci.</source> <volume>16.Suppl 2</volume>, <fpage>S1843</fpage>&#x2013;<lpage>S1849</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4103/jpbs.jpbs_1291_23</pub-id>, PMID: <pub-id pub-id-type="pmid">38882806</pub-id></citation></ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stewart</surname> <given-names>L. A.</given-names>
</name>
<name>
<surname>Clarke</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Rovers</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Riley</surname> <given-names>R. D.</given-names>
</name>
<name>
<surname>Simmonds</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Stewart</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Preferred reporting items for a systematic review and meta-analysis of individual participant data: the PRISMA-IPD statement</article-title>. <source>JAMA</source> <volume>313</volume>, <fpage>1657</fpage>&#x2013;<lpage>1665</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1001/jama.2015.3656</pub-id>, PMID: <pub-id pub-id-type="pmid">25919529</pub-id></citation></ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Suarez</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Garzon</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Arboleda</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Rodr&#x131;guez</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Oral dysbiosis and autoimmunity: from local periodontal responses to an imbalanced systemic immunity. A review</article-title>. <source>Front. Immunol.</source> <volume>11</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2020.591255</pub-id>, PMID: <pub-id pub-id-type="pmid">33363538</pub-id></citation></ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sun</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Xia</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Fang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Alteration of salivary microbiome in periodontitis with or without type-2 diabetes mellitus and metformin treatment</article-title>. <source>Sci. Rep.</source> <volume>10</volume>, <fpage>15363</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-020-72035-1</pub-id>, PMID: <pub-id pub-id-type="pmid">32958790</pub-id></citation></ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Chao</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2025</year>). <article-title>Differences in oral microbiota associated with type 2 diabetes mellitus between the Dai and Han populations</article-title>. <source>J. Oral. Microbiol.</source> <volume>17</volume>, <fpage>2442420</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/20002297.2024.2442420</pub-id>, PMID: <pub-id pub-id-type="pmid">39763576</pub-id></citation></ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taylor</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Preshaw</surname> <given-names>P. M.</given-names>
</name>
<name>
<surname>Lalla</surname> <given-names>E.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>A review of the evidence for pathogenic mechanisms that may link periodontitis and diabetes</article-title>. <source>J. Clin. Periodontol.</source> <volume>40</volume>, <fpage>S113</fpage>&#x2013;<lpage>S134</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1902/jop.2013.134005</pub-id>, PMID: <pub-id pub-id-type="pmid">23631573</pub-id></citation></ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Verhulst</surname> <given-names>M. J. L.</given-names>
</name>
<name>
<surname>Loos</surname> <given-names>B. G.</given-names>
</name>
<name>
<surname>Gerdes</surname> <given-names>V. E. A.</given-names>
</name>
<name>
<surname>Teeuw</surname> <given-names>W. J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Evaluating all potential oral complications of diabetes mellitus</article-title>. <source>Front. Endocrinol.</source> <volume>10</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2019.00056</pub-id>, PMID: <pub-id pub-id-type="pmid">30962800</pub-id></citation></ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Oral microbiota in periodontitis patients with and without type 2 diabetes mellitus and their shifts after the nonsurgical periodontal therapy</article-title>. <source>Heliyon</source> <volume>9</volume>, <fpage>11</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.heliyon.2023.e22110</pub-id>, PMID: <pub-id pub-id-type="pmid">38074855</pub-id></citation></ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yameny</surname> <given-names>A. A.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Diabetes mellitus overview 2024</article-title>. <source>J. Bioscience Appl. Res.</source> <volume>10</volume>, <fpage>641</fpage>&#x2013;<lpage>645</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.21608/jbaar.2024.382794</pub-id>
</citation></ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zeng</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Ye</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>S.</given-names>
</name>
<name>
<surname>He</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Impact of HbA1c control and type 2 diabetes mellitus exposure on the oral microbiome profile in the elderly population</article-title>. <source>J. Oral. Microbiol.</source> <volume>16</volume>, <fpage>2345942</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/20002297.2024.2345942</pub-id>, PMID: <pub-id pub-id-type="pmid">38756148</pub-id></citation></ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Tian</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Characteristics of the gut microbiome in patients with prediabetes and type 2 diabetes</article-title>. <source>PeerJ</source> <volume>9</volume>, <elocation-id>e10952</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.7717/peerj.10952</pub-id>, PMID: <pub-id pub-id-type="pmid">33828910</pub-id></citation></ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Rong</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Munro</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Q.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Investigation of the effect of type 2 diabetes mellitus on subgingival plaque microbiota by high-throughput 16S rDNA pyrosequencing</article-title>. <source>PLoS One</source> <volume>8</volume>, <elocation-id>e61516</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0061516</pub-id>, PMID: <pub-id pub-id-type="pmid">23613868</pub-id></citation></ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Gut microbiota: an important player in type 2 diabetes mellitus</article-title>. <source>Front. Cell. infection Microbiol.</source> <volume>12</volume>, <elocation-id>834485</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2022.834485</pub-id>, PMID: <pub-id pub-id-type="pmid">35242721</pub-id></citation></ref>
</ref-list>
</back>
</article>