<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<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.2025.1534750</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Development of the breastfed infant oral microbiome over the first two years of life in the BLOSOM Cohort</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Arishi</surname>
<given-names>Roaa A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2338553/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheema</surname>
<given-names>Ali S.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<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>Lai</surname>
<given-names>Ching T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Payne</surname>
<given-names>Matthew S.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/171522/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/resources/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Geddes</surname>
<given-names>Donna T.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1185306/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Stinson</surname>
<given-names>Lisa F.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/470999/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Molecular Sciences, The University of Western Australia</institution>, <addr-line>Crawley, WA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Australian Breastfeeding + Lactation Research and Science Translation (ABREAST) Network</institution>, <addr-line>Perth, WA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>The University of Western Australia (UWA) Centre for Human Lactation Research and Translation</institution>, <addr-line>Crawley, WA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Ministry of Education</institution>, <addr-line>Riyadh</addr-line>, <country>Saudi Arabia</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>The Kids Research Institute Australia</institution>, <addr-line>Nedlands, WA</addr-line>, <country>Australia</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Division of Obstetrics and Gynaecology, The University of Western Australia</institution>, <addr-line>Crawley, WA</addr-line>, <country>Australia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Nagihan Bostanci, Karolinska Institutet (KI), Sweden</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Brooke Carol Wilson, The University of Auckland, New Zealand</p>
<p>Ana Maria Calderon De La Barca, National Council of Science and Technology (CONACYT), Mexico</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lisa F. Stinson, <email xlink:href="mailto:lisa.stinson@uwa.edu.au">lisa.stinson@uwa.edu.au</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>04</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1534750</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>21</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Arishi, Cheema, Lai, Payne, Geddes and Stinson</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Arishi, Cheema, Lai, Payne, Geddes and Stinson</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>Background</title>
<p>Acquisition and development of the oral microbiome are dynamic processes that occur over early life. This study aimed to characterize the temporal development of the oral microbiome of predominantly breastfed infants during the first two years of life.</p>
</sec>
<sec>
<title>Methods</title>
<p>Infant oral samples (n=667) were collected at ten time points from the first week to year two of life from 84 infants. Bacterial DNA profiles were analyzed using full-length 16S rRNA gene sequencing.</p>
</sec>
<sec>
<title>Results</title>
<p>The oral microbiome was dominated by <italic>Streptococcus mitis</italic>, <italic>Gemella haemolysans</italic>, and <italic>Rothia mucilaginosa</italic>. Bacterial richness decreased from 1 to 2 months (P = 0.043) and increased from 12 to 24 months (P = 0.038). Shannon diversity increased from 1 week to 1 month and again from 6 to 9 months and 9 to 12 months (all P &#x2264; 0.04). The composition of the infant oral microbiome was associated with multiple factors, including early pacifier use, intrapartum antibiotic prophylaxis, maternal allergy, pre-pregnancy body mass index, siblings, delivery mode, maternal age, pets at home, and birth season (all P &lt; 0.01). Introduction of solid foods was a significant milestone in oral microbiome development, triggering an increase in bacterial diversity (richness P = 0.0004; Shannon diversity P = 0.0007), a shift in the abundance of seven species, and a change in beta diversity (P = 0.001).</p>
</sec>
<sec>
<title>Conclusion</title>
<p>These findings underscore the importance of multiple factors, particularly the introduction of solid foods, in shaping the oral microbiome of breastfed infants during early life.</p>
</sec>
</abstract>
<kwd-group>
<kwd>oral microbiome</kwd>
<kwd>infant diet</kwd>
<kwd>breastfeeding</kwd>
<kwd>human milk</kwd>
<kwd>infancy</kwd>
</kwd-group>
<counts>
<fig-count count="11"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="53"/>
<page-count count="14"/>
<word-count count="5885"/>
</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>The oral microbiome plays an essential role in both oral and systemic health (<xref ref-type="bibr" rid="B17">Jia et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B31">Nardi et&#xa0;al., 2021</xref>). In the first two years of life, the oral microbiome undergoes significant changes as infants progress from a predominantly milk-based diet to the introduction of solid foods (<xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>). This window of time is characterized by rapid microbial succession and is influenced by various factors. Current evidence suggests that, the infant oral microbiome is predominantly composed of <italic>Streptococcus</italic> (<xref ref-type="bibr" rid="B10">Drell et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B50">Verma et&#xa0;al., 2018</xref>) with <italic>Gemella</italic>, <italic>Rothia</italic>, <italic>Haemophilus</italic>, and <italic>Lactobacillus</italic> also prevalent (<xref ref-type="bibr" rid="B3">Blum et&#xa0;al., 2022</xref>). However, the temporal development of the oral microbiome during early life and the influence of various maternal, infant, and environmental covariates remains underexplored. Previous studies have highlighted that pacifier use (<xref ref-type="bibr" rid="B37">Plonka et&#xa0;al., 2012</xref>), intrapartum antibiotic prophylaxis (<xref ref-type="bibr" rid="B14">Gomez-Arango et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B27">Li et&#xa0;al., 2019</xref>), and mode of delivery (<xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2005</xref>, <xref ref-type="bibr" rid="B26">2018</xref>; <xref ref-type="bibr" rid="B15">Holgerson et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B32">Nelun Barfod et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B47">Thakur et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B9">Dominguez-Bello et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B16">Hurley et&#xa0;al., 2019</xref>) are associated with the composition and diversity of the infant oral microbiome. However, comprehensive longitudinal data capturing these influences over the early years of life are limited.</p>
<p>Solid food introduction also represents a crucial milestone during infancy, influencing microbial colonization and diversity in the oral cavity with demonstrated shifts in oral microbiome composition (<xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>). For instance, one study of nine infants reported an increase in bacterial diversity and richness and decreased relative abundance of <italic>Streptococcus mitis</italic> with food introduction (<xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>). Another study of 12 infants found a rise in the relative abundance of <italic>Gemella</italic>, <italic>Neisseria</italic>, <italic>Veillonella</italic>, and <italic>Fusobacterium</italic> following solid food introduction (<xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>). Unfortunately, both studies have limitations related to small sample sizes and infrequent sampling. The small sample sizes of these studies were further complicated by the inclusion of a mix of breastfed, mixed fed, and formula fed infants. Given the significant impact of breastfeeding on the oral microbiome (<xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>), different milk-feeding styles should not be grouped for such an analysis.</p>
<p>Cessation of breastfeeding may represent another inflection point in infant oral microbiome development; however, no studies have investigated this. Nevertheless, infants partially breastfed for at least 12 months have been shown to harbor different oral microbiota compared to those who ceased breastfeeding by 12 months (n=90) (<xref ref-type="bibr" rid="B11">Dzidic et&#xa0;al., 2018</xref>). These differences persisted up to 7 years of age, with the group that continued breastfeeding showing higher relative abundance of <italic>Streptococcus</italic> at 12 months and <italic>Veillonella</italic> at 7 years of age. However, distinguishing the effects of breastfeeding cessation from those of formula supplementation remains challenging.</p>
<p>The aim of this study was to comprehensively characterize the temporal development of the oral microbiome in exclusively and predominantly breastfed infants over the first two years of life. In addition, we aimed to identify maternal, infant, and environmental determinants of early oral microbiome development.</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>Study design</title>
<p>Pregnant women were recruited to participate in the BLOSOM cohort (Breastfeeding Longitudinal Observational Study of Mothers and kids), a prospective birth cohort that was recruited in Perth (Western Australia). A total of 84 women were enrolled during the third trimester of pregnancy. Non-smoking women with singleton pregnancies and no significant health conditions or pregnancy complications who intended to breastfeed for at least 12 months and went on to deliver full term infants were invited to participate. Participants provided informed written consent. The study was approved by the Human Research Ethics Committee at The University of Western Australia (RA/4/20/4023) and participants gave written informed consent.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample and data collection</title>
<p>Mothers completed a background questionnaire at the time of enrolment to ascertain their health history and demographic metadata. Another questionnaire was administered within the first week following birth to obtain data on birthing experiences and early feeding. At each sample collection time point mothers completed a questionnaire regarding their infant feeding practices, their own health and medications, and those of their infant. The average volume of formula consumed by those infants who were supplemented with formula in this cohort (n=30) was 100 ml/day. Samples were collected at ten time points across the first 2 years of life: 2&#x2013; 7 days, 1, 2, 3, 4, 5, 6, 9, 12, and 24 months postpartum.</p>
<p>Mothers were provided with written instructions for collecting their infant&#x2019;s oral samples. Infant oral samples were collected with COPAN E-swabs, which were firmly rubbed up and down and in a circular motion against the interior of the cheek ten times. This procedure was then repeated on the contralateral cheek using the same swab. Swabs were removed from the mouth without contacting other surfaces and stored in the participants home refrigerator for up to 18 hours before being transported on ice to the laboratory, where they were immediately processed. Oral swabs were eluted into the collection media (Liquid Amies) by vortexing for 5 seconds, then aliquoted into sterile tubes and stored at -80&#xb0;C until subsequent analysis.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>DNA extraction</title>
<p>Swab media was centrifuged at 40,000 &#xd7; <italic>g</italic> for 5 min at 4&#xb0;C, and the supernatant was discarded. DNA extraction from the cell pellet was carried out using the QIAGEN MagAttract Microbial DNA Isolation Kit according to the manufacturer&#x2019;s instructions. A negative extraction control (reagents only) was included in each batch.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>16S rRNA gene amplification and sequencing</title>
<p>The full-length 16S rRNA gene was amplified using asymmetrically barcoded primers 27F and 1492R. PCR was carried out in 30 &#xb5;L reactions containing 0.75 &#xb5;L each of DTT and dsDNase (ArcticZymes PCR decontamination kit), 0.3 &#x3bc;M each of the forward and reverse barcoded primers, 1X AccuStart II ToughMix, 3 &#xb5;L nuclease-free water, and 6 &#xb5;L of template. All master mix reagents were treated with the ArcticZymes PCR Decontamination kit prior to addition of template. One no template control was included in each batch. The PCR cycling conditions consisted of an initial heating step for 3 minutes at 94&#xb0;C, followed by 35 cycles of 94&#xb0;C for 30 seconds, 52&#xb0;C for 30 seconds, and 72&#xb0;C for 2 minutes, with a final extension step at 72&#xb0;C for 5 minutes. To confirm the presence and size of amplicons, PCR products were visualized on a QIAxcel capillary gel electrophoresis system using a DNA High-Resolution cartridge. Barcoded amplicons were normalized and multiplexed into pools, which underwent purification and concentration using Macherey-Nagel NucleoMag NGS beads. Purified amplicon pools were sequenced on a PacBio Sequel II at the Australian Genome Research Facility (AGRF).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Sequencing data processing</title>
<p>Full-length 16S rRNA gene sequence data were processed using Mothur v.1.48.0 (<xref ref-type="bibr" rid="B41">Schloss et&#xa0;al., 2009</xref>). Raw sequence data underwent length (1336-1743 bp) and homopolymer (&#x2264;9) filtering. Sequences were aligned to the SILVA reference alignment v132 (<xref ref-type="bibr" rid="B38">Quast et&#xa0;al., 2013</xref>) and VSEARCH was used to eliminate chimeric sequences (<xref ref-type="bibr" rid="B40">Rognes et&#xa0;al., 2016</xref>). Sequences were initially classified using the SILVA taxonomy database (v132) (<xref ref-type="bibr" rid="B38">Quast et&#xa0;al., 2013</xref>), and a confidence threshold of 80. Non-bacterial sequences were excluded. Subsequently, sequences were clustered into operational taxonomic units (OTUs).</p>
<p>OTUs with an average relative abundance of &gt;0.5% (n=18) were classified using BLAST (<xref ref-type="bibr" rid="B1">Altschul et&#xa0;al., 1997</xref>) with a cutoff of 97% sequence identity and 99% sequence coverage. Sequences recovered from the negative extraction and template controls are reported in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Data analysis</title>
<p>Diversity analyses were performed on subsampled data. Subsampling was performed at 2096 reads, resulting in an average coverage of 85.6% and exclusion of 13 low-yield samples. Alpha diversity was assessed by OTU-level richness and Shannon diversity. Beta diversity was assessed by Bray-Curtis dissimilarity. Differential abundance analyses were performed on center log ratio (CLR)-transformed OTU data (<xref ref-type="bibr" rid="B13">Fry and Aitchison, 1987</xref>). All statistical analyses were performed in R (<xref ref-type="bibr" rid="B52">Xia and Sun, 2023</xref>).</p>
<p>Longitudinal changes in oral bacteria were analyzed using linear mixed effects models with the MaAsLin2 R package (<xref ref-type="bibr" rid="B30">Mallick et&#xa0;al., 2021</xref>). 1 month was used as the reference time point and infant ID was included as a random effect. To assess changes in alpha diversity between subsequent time points, Kruskal-Wallis rank sum tests were performed with pairwise Wilcoxon rank sum tests with continuity correction. Changes in infant oral microbiome community structure over time were assessed using PERMANOVA with the adonis2 function of the R vegan package with 999 permutations (<xref ref-type="bibr" rid="B8">Dixon, 2003</xref>), stratified by infant ID to account for repeated measures. Differences in beta diversity between subsequent time points were measured using pairwise PERMANOVA.</p>
<p>The influence of solid food introduction was assessed by comparing samples collected immediately before and at two subsequent time points after the initial intake of solid foods. We performed Kruskal-Wallis and Wilcoxon rank-sum tests to identify changes in the bacterial composition and alpha diversity metrics. The impact of introduction of solid foods on beta diversity was assessed by PERMANOVA using the adonis2 function of the R vegan package with 999 permutations.</p>
<p>The impact of cessation of breastfeeding was assessed by comparing oral microbiome composition between weaned and breastfed infants at 24 months of age. This analysis was not achievable at earlier time points due to the high rates of breastfeeding in this cohort (all infants received breast milk until at least 9 months of age, and only two had ceased breastfeeding by the 12-month time point). Wilcoxon rank sum tests were used to assess differences in alpha diversity metrics and CLR-transformed OTU abundances. PERMANOVA was used to assess differences in beta diversity between groups.</p>
<p>To investigate the influence of maternal, infant, and environmental factors on the infant oral microbiome, we employed multivariate linear mixed effects models using the lme4 R package and AIC model selection. Models were fitted for each of the 18 OTUs tested here that had an average abundance &gt;0.5%, in addition to Shannon diversity and richness, with the following explanatory variables: maternal age at delivery, maternal pre-pregnancy BMI category (underweight/normal weight or overweight/obese), maternal allergy, intrapartum antibiotic exposure, birth season (spring/summer or autumn/winter), delivery mode (vaginal, planned (pre-labor) caesarean section, or intrapartum caesarean section), presence of siblings in the home, presence of furry pets (cats or dogs) in the home, and pacifier use within the first week of life. Birth season was divided into two categories (spring/summer or autumn/winter) due to the low number of infants born in summer (n=7). Similarly, underweight/normal weight pre-pregnancy BMI and overweight/obese pre-pregnancy BMI were grouped together due to a low number of mothers with an underweight or mothers with obesity (n=3 and n=7 respectively). Infant age was included as an interaction term for each variable, and infant ID was included as a random effect. 1 month was used as the reference time point. The influence of these maternal, infant, and environmental factors on infant oral beta diversity was modelled using adonis2 in the vegan package (<xref ref-type="bibr" rid="B8">Dixon, 2003</xref>) using backwards model selection with 999 permutations. Infant age was included as an interaction for each explanatory variable and the analysis was stratified by infant ID.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>To investigate the temporal development of the oral microbiome during early life, we performed full-length 16S rRNA gene sequencing on 667 oral samples collected from 84 infants in the BLOSOM cohort. Maternal and infant characteristics are detailed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. All infants were born at term without major health complications and were exclusively or predominantly breastfed prior to the introduction of solid foods. Samples were collected at ten time points across the first two years of life (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Maternal and infant characteristics (n=84).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Characteristic</th>
<th valign="top" align="left">Mean (range) or n (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Maternal age at delivery (years)</td>
<td valign="top" align="left">32.8 (25.0-46.4)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Maternal ethnicity</th>
</tr>
<tr>
<td valign="top" align="left">Caucasian</td>
<td valign="top" align="left">74 (88.1%)</td>
</tr>
<tr>
<td valign="top" align="left">Other</td>
<td valign="top" align="left">10 (11.9%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Delivery mode</th>
</tr>
<tr>
<td valign="top" align="left">Vaginal</td>
<td valign="top" align="left">58 (69.1%)</td>
</tr>
<tr>
<td valign="top" align="left">Elective caesarean</td>
<td valign="top" align="left">16 (19.1%)</td>
</tr>
<tr>
<td valign="top" align="left">Non-elective caesarean</td>
<td valign="top" align="left">10 (11.9%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Intrapartum antibiotic exposure</th>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">35 (44.3%)</td>
</tr>
<tr>
<td valign="top" align="left">Maternal pre-pregnancy BMI (kg/m<sup>2</sup>)</td>
<td valign="top" align="left">24.0 (15.6-43.7)</td>
</tr>
<tr>
<td valign="top" align="left">Underweight (&lt; 18.5)</td>
<td valign="top" align="left">3 (4.8%)</td>
</tr>
<tr>
<td valign="top" align="left">Normal (18.5&#x2013;24.9)</td>
<td valign="top" align="left">41 (66.1%)</td>
</tr>
<tr>
<td valign="top" align="left">High (Overweight) (25.0&#x2013;29.9)</td>
<td valign="top" align="left">11 (17.7%)</td>
</tr>
<tr>
<td valign="top" align="left">Obese (&#x2265; 30)</td>
<td valign="top" align="left">7 (11.2%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Maternal allergies (self-reported)</th>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">27 (32.1%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Birth season</th>
</tr>
<tr>
<td valign="top" align="left">Spring</td>
<td valign="top" align="left">28 (33.3%)</td>
</tr>
<tr>
<td valign="top" align="left">Summer</td>
<td valign="top" align="left">7 (8.3%)</td>
</tr>
<tr>
<td valign="top" align="left">Autumn</td>
<td valign="top" align="left">24 (28.5%)</td>
</tr>
<tr>
<td valign="top" align="left">Winter</td>
<td valign="top" align="left">25 (29.7%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Infant sex</th>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="left">44 (52.3%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Pacifier use within the first week</th>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">18 (22.7%)</td>
</tr>
<tr>
<td valign="top" align="left">Age of first solid food intake (weeks)</td>
<td valign="top" align="left">23.3 (16-39)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Siblings in the home</th>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">64 (76.1%)</td>
</tr>
<tr>
<th valign="top" colspan="2" align="left">Furry pets in the home</th>
</tr>
<tr>
<td valign="top" align="left">Yes</td>
<td valign="top" align="left">48 (75.0%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Sample collection and infant feeding mode at each of the 10 sample collection time points over the first two years of life.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g001.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Evolution of the oral microbiome over the first two years of life</title>
<p>Within this predominantly breastfed cohort, <italic>Streptococcus</italic> emerged as the dominant bacterial genus, accounting for 50.8% of infant oral microbiota profiles. At the OTU level, <italic>S. mitis</italic> (31.9%), <italic>Gemella haemolysans</italic> (10.4%), and <italic>Rothia mucilaginosa</italic> (7.4%) were the most abundant taxa (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). However, there was a high level of interindividual variation, with some samples made up almost exclusively by <italic>Streptococcus</italic> spp. while others had very little of this genus (0.04-97.4%; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Composition of the infant oral microbiome over the first two years of life. OTUs with an average relative abundance of &gt;0.5% are displayed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Genus-level interindividual variation in the infant oral microbiome. Individuals are represented by vertical bars. Genera that made up &lt;2% relative abundance at all time points are grouped together as &#x201c;Others&#x201d;.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g003.tif"/>
</fig>
<p>The composition of the oral microbiome was dynamic over time, with fluctuations in 17 of the 18 OTUs analyzed here (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). Compared to samples taken at 1 month, <italic>S. mitis</italic> showed a higher relative abundance at 3 months and lower relative abundances at 12 and 24 months (P &#x2264; 0.02). <italic>Staphylococcus lugdunensis</italic> showed a higher relative abundance at 1 week, then lower relative abundance for all time points from 2 months to 24 months (P &#x2264; 0.006). Interestingly, the lactic acid bacteria <italic>Bifidobacterium longum</italic> and <italic>Lactobacillus gasseri</italic> both peaked at 1-2 months, before rapidly declining in abundance (<italic>B. longum</italic> 4 to 24 months P &#x2264; 0.007; <italic>L. gasseri</italic> 4 months to 24 months P <bold>&lt;</bold> 0.001.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Relative abundance trends of key bacterial species in infant oral microbiomes over time, with loess-smoothed lines. The shaded area represents the 95% confidence intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g004.tif"/>
</fig>
<p>Diversity of the infant oral microbiome varied significantly over the first two years of life (richness and Shannon diversity P &lt; 0.0001). Bacterial richness decreased significantly from 1 month to 2 months (P = 0.043), before rising again with a significant increase observed from 12 months to 24 months (P = 0.038) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5a</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>). Shannon diversity underwent an initial increase from 1 week to 1 month (P = 0.007) before again increasing from 6 to 9 months (P = 0.022) and 9 to 12 months (P = 0.048) (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5b</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S3</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Infant oral microbiome evenness <bold>(a)</bold> and richness <bold>(b)</bold> increases after the first 6 months of life.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g005.tif"/>
</fig>
<p>Infant oral microbiome development progressed significantly over time (PERMANOVA R<sup>2</sup> = 0.081, P = 0.001). We observed an initial dynamic phase of establishment, as illustrated by the significant Bray-Curtis dissimilarity between the 1 week and 1 month samples (PERMANOVA R<sup>2</sup> = 0.023, P = 0.001). The oral microbiome then entered a stable phase from 2-5 months of age, corresponding with the exclusive/predominant breastfeeding period. Community structure became dynamic again from 6 months of age onwards (5 vs. 6 months PERMANOVA, R<sup>2</sup> = 0.014, P = 0.029; 6 vs. 9 months PERMANOVA, R<sup>2</sup> = 0.031, P = 0.001; 12 vs. 24 months PERMANOVA, R<sup>2</sup> = 0.031, P = 0.003), (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Pairwise Bray&#x2013;Curtis dissimilarities between subsequent time points over two years of life. Each point represents the Bray-Curtis distance between samples at consecutive time points for an individual infant. Age on the X axis represents the latter sample time point in the comparison. Loess lines are fitted to the data with shaded areas representing the 95% confidence intervals.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g006.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Determinants of the infant oral microbiome</title>
<p>Numerous significant associations were identified between maternal, infant, and environmental factors and the infant oral microbiome (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Explained variance (R&#xb2;) of factors influencing the oral microbiome.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g007.tif"/>
</fig>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Maternal determinants</title>
<p>Maternal intrapartum antibiotic prophylaxis explained a small but significant difference in the infant oral microbiome (PERMANOVA R<sup>2</sup> = 0.005, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). In this cohort, 33.0% of intrapartum antibiotics were administered for caesarean section (typically cefazolin), and 5.1% for Group B Streptococcus colonization or prolonged rupture of membranes (typically penicillin). The relative abundance of <italic>S. lugdunensis</italic>, a species that is largely susceptible to both of these antibiotics, was significantly lower in the oral microbiome of infants of antibiotic exposed mothers (P = 0.023) (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Shannon diversity and richness were not different based on intrapartum antibiotic prophylaxis.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Reduced levels of <italic>S. lugdunensis</italic> in the oral cavity of infants born to mothers who received antibiotics during delivery (n = 35) compared to those born to mothers who did not receive antibiotics (n = 44) (P = 0.023). Data shown for the 1-month time point, with 1 month as the reference for age comparisons.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g008.tif"/>
</fig>
<p>Delivery mode was also significantly associated with the infant oral microbiome (PERMANOVA R<sup>2</sup> = 0.004, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>). Infants delivered via planned caesarean section exhibited lower oral richness (P = 0.029) and Shannon diversity (P = 0.026) compared to those delivered vaginally (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>).</p>
<p>Maternal pre-pregnancy BMI was significantly associated with the infant oral microbiome (PERMANOVA R<sup>2</sup> = 0.005, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>). Infants born to mothers with OW/OB BMI demonstrated higher abundances of <italic>Neisseria subflava</italic> (P = 0.016) and <italic>Prevotella</italic> sp. (P = 0.002) compared to those born to mothers (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>) with a normal or underweight BMI. No difference was observed in Shannon diversity and richness.</p>
<p>Increased maternal age (PERMANOVA R<sup>2</sup> = 0.002, P = 0.001) and allergy status (PERMANOVA R<sup>2</sup> = 0.005, P = 0.001) were also significant covariates for the infant oral microbiome (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S6, 7</bold>
</xref>); however, they were not associated with alpha diversity nor the relative abundance of any individual OTU.</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Infant determinants</title>
<p>Of the microbiome covariates tested here, pacifier use in the first week of life had the greatest, albeit still minor, effect on the oral microbiome after infant age (PERMANOVA R<sup>2</sup> = 0.007, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S8</bold>
</xref>). Infants who used pacifiers exhibited a higher abundance of <italic>Streptococcus salivarius</italic> group 1 (P = 0.031), and <italic>Streptococcus parasanguinis</italic> (P = 0.004) than those who did not use pacifiers (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). However, Shannon diversity and richness were not different relative to pacifier use.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>A higher levels of <italic>S. salivarius</italic> group 1 and <italic>S. parasanguinis</italic> in the oral cavity of infants who used a pacifier in the first week post-partum (n = 18) compared to those who did not use pacifiers (n = 61) (P =0.031, P = 0.004, respectively). Data shown for the 1-month time point, with 1 month as the reference for age comparisons.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g009.tif"/>
</fig>
</sec>
<sec id="s3_2_3">
<label>3.2.3</label>
<title>Environmental determinants</title>
<p>The presence of dogs or cats in the household explained a small but significant amount of variance in the infant oral microbiome (PERMANOVA R<sup>2</sup> = 0.006, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S9</bold>
</xref>). Infants residing in homes with furry pets exhibited a lower abundance of <italic>Prevotella</italic> sp. (P = 0.018) compared to those without pets (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S10</bold>
</xref>) with no differences in Shannon diversity and richness. Similarly, the presence of older siblings in the household was significantly associated with infant oral microbiome composition (PERMANOVA R<sup>2</sup> = 0.008, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S11</bold>
</xref>). However, no significant differences were detected in the relative abundance of the most abundant bacterial species.</p>
<p>Birth season explained minor variations in the infant oral microbiome (PERMANOVA R<sup>2</sup> = 0.002, P = 0.001) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S12</bold>
</xref>). Infants born during autumn/winter exhibited a lower abundance of <italic>S. parasanguinis</italic> (P = 0.007) compared to those born in summer/spring, with no statistically significant difference observed in Shannon diversity and richness between the two groups (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S13</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Introduction of solid foods impacts the oral microbiome to a far greater extent than weaning</title>
<p>Infants began consuming solid foods at varying ages, with approximately 76.1% initiating solids by the age of 6 months. 20.2% of infants started solids by 5 months, while a minority began as early as 4 months (2.4%).</p>
<p>Introduction of solid foods significantly impacted the infant oral microbiome (PERMANOVA, P = 0.001, R<sup>2</sup> = 0.023), resulting in an increase in alpha bacterial diversity (richness: P = 0.0004, Shannon diversity: P = 0.0007) (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). In the first sample collected after the introduction of solid food, reductions in the relative abundances of <italic>R. mucilaginosa</italic> (P = 0.0008), <italic>S. lugdunensis</italic> (P &lt; 0.001), <italic>B. longum</italic> (P = 0.002), and <italic>L. gasseri</italic> (P = 0.001), and an increase in the relative abundance of <italic>Granulicatella elegans</italic> (P = 0.005) were observed. Additionally, some changes did not become apparent until two sample collection time points after the first exposure to food (<italic>N. subflava</italic>, P = 0.003; <italic>S. mitis</italic>, P = 0.018) (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>).</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Introduction of solid foods is associated with multiple shifts in the infant oral microbiome.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g010.tif"/>
</fig>
<p>In this cohort, all but two infants were still breastfed at 12 months of age, and 19 were still breastfed at 24 months of age. In order to assess the impact of complete cessation of breastfeeding on the infant oral microbiome, we compared 24-month samples from infants who were or were not receiving human milk. Infants who had ceased at 24 months (n= 27) exhibited an increase in <italic>S. mitis</italic> and <italic>S. lugdunensis</italic>, while showing a reduction in <italic>N. subflava</italic> (all P &#x2264; 0.05) compared to those who were still breastfeeding (n= 19) (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>). However, neither alpha diversity nor beta diversity were different based on cessation of breastfeeding.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>The oral microbiome at 24 months of age differs based on breastfeeding. Those who were weaned at this age had increased <italic>S. mitis</italic> and <italic>S. lugdunensis</italic> and reduced <italic>N. subflava</italic> (P = 0.041, P = 0.006, and P = 0.007, respectively).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1534750-g011.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Our longitudinal analysis of the infant oral microbiome in predominantly breastfed infants showed dynamic shifts in microbial diversity and abundance over the first two years of life. The oral microbiome was predominantly composed of taxa such as <italic>S. mitis</italic>, <italic>G. haemolysans</italic>, and <italic>R. mucilaginosa</italic>, aligning with previous studies (<xref ref-type="bibr" rid="B5">Cephas et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B11">Dzidic et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B18">Kennedy et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B25">Li et&#xa0;al., 2023</xref>) and was impacted by various maternal, infant, and environmental factors.</p>
<p>The introduction of solid foods represents a pivotal milestone in infant development as this dietary shift not only provides new substrates for bacterial metabolism but also gradually reduces the intake of human milk, potentially altering the composition of the oral microbiome (<xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>). This dietary change increases the availability of polysaccharides, favoring the growth of taxa that efficiently utilize these complex carbohydrates (<xref ref-type="bibr" rid="B46">Takahashi, 2015</xref>). The significant shift in nutrient sources that occurs with the introduction of solid foods is expected to impact the diversity and composition of the oral microbiome (<xref ref-type="bibr" rid="B11">Dzidic et&#xa0;al., 2018</xref>). Our study revealed significant shifts in the abundances of <italic>S. mitis</italic>, <italic>R. mucilaginosa</italic>, <italic>N. subflava</italic>, <italic>S. lugdunensis</italic>, <italic>B. longum</italic>, <italic>L. gasseri</italic>, and <italic>G. elegans</italic> after the introduction of food. Our results match those previously reported in two small studies (n=9 and n=12), both of which identified a decrease in <italic>S. mitis</italic> following the first intake of solids foods (<xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>). These studies also reported an increase in Shannon diversity and richness following the introduction of solid foods (<xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>), as well as an increase in <italic>Gemella</italic>, <italic>Neisseria</italic>, <italic>Veillonella</italic>, and <italic>Fusobacterium</italic> (<xref ref-type="bibr" rid="B33">Oba et&#xa0;al., 2020</xref>). Another study examining the oral microbiome of infants and their mothers found that incorporation of solid foods into the infant diet was associated with a compositional shifts in the oral microbiome, resulting in clustering patterns that more closely resemble those of their mothers rather than those of other infants (<xref ref-type="bibr" rid="B5">Cephas et&#xa0;al., 2011</xref>). These findings highlight the critical role of dietary factors in shaping the development of the oral microbial community. Given that early colonization shapes later waves of succession in microbial communities, more research attention should be given to the study of the effect of diet on the early oral microbiome.</p>
<p>The complete cessation of breastfeeding represents another dietary transition for the infant/child. In our study, the duration of breastfeeding was relatively long; however, infants who ceased breastfeeding by 24 months exhibited an increase in <italic>S. mitis</italic> and <italic>S. lugdunensis</italic>, while showing a reduction in <italic>N. subflava</italic> compared to those who were still breastfeeding. Dzidic et&#xa0;al (<xref ref-type="bibr" rid="B11">Dzidic et&#xa0;al., 2018</xref>). observed that infants breastfed for at least 12 months showed distinct oral microbiome profiles compared to those who ceased earlier, with persistent differences detected up to 7 years of age (<xref ref-type="bibr" rid="B11">Dzidic et&#xa0;al., 2018</xref>). These findings, although not directly comparable, highlight the role of human milk in shaping the infant oral microbiome beyond the first year of life. Interestingly, <italic>S. mitis</italic> abundance decreases following the introduction of solid foods, suggesting a preference for a breastfed-exclusive environment. However, by 24 months, <italic>S. mitis</italic> is slightly less abundant in breastfed infants compared to those who ceased infants. This pattern may reflect shifts in microbial community dynamics, competition with other taxa, or changes in oral environmental factors such as pH, salivary composition, and dietary substrates (<xref ref-type="bibr" rid="B43">Sedghi et&#xa0;al., 2021</xref>). While the underlying mechanisms remain unclear, these findings highlight the complex interactions between diet and the oral microbiome throughout early life and warrant further investigation.</p>
<p>Pacifiers are commonly employed to soothe infants and are often introduced early in life; however, emerging research suggests associations with alterations in oral microbial composition. Our study revealed a higher abundance of <italic>S. salivarius</italic> group 1 and <italic>S. parasanguinis</italic> in the oral cavities of infants who used pacifiers in the first week of life. This increase may be linked to the mechanical interaction between the pacifier, saliva, and the oral microbiome, which could create favorable conditions for biofilm formation (<xref ref-type="bibr" rid="B4">Brook and Gober, 1997</xref>; <xref ref-type="bibr" rid="B6">Comina et&#xa0;al., 2006</xref>). Notably, <italic>Streptococcus</italic> species preferentially form biofilms, as they account for 80% of the early colonizers during the initial adhesion phase, relying primarily on oral glycoproteins and salivary mucins (<xref ref-type="bibr" rid="B39">Radaic and Kapila, 2021</xref>). Additionally, the act of sucking on a pacifier can enhance saliva production and alter its flow and distribution, thereby creating an environment for bacteria that thrive in saliva-rich conditions (<xref ref-type="bibr" rid="B6">Comina et&#xa0;al., 2006</xref>). Two studies have identified a significant positive association between pacifier use and the abundance of lactobacilli and <italic>Candida</italic> spp. in the oral microbiome of breastfed infants (<xref ref-type="bibr" rid="B34">Ollila et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B12">Ersin et&#xa0;al., 2006</xref>). However, it is important to note that pacifier use was only recorded for the first week of life in our cohort. Whilst it is likely that use of the pacifier in these infants was continued, we do not have data to support this, thus our findings should be regarded as preliminary and should be verified in other cohorts.</p>
<p>Intrapartum antibiotic prophylaxis is administered for caesarean section delivery, to prevent Group B Streptococcus (GBS) infection, and for prolonged rupture of membranes (PROM). Approximately 20% of women test positive for GBS in the third trimester of pregnancy; however, not all of them consent to intrapartum antibiotic prophylaxis (<xref ref-type="bibr" rid="B22">Le Doare et&#xa0;al., 2017</xref>). Despite its widespread use, there has been limited comprehensive investigation into the immediate and long-term effects of perinatal antibiotic administration on the infant oral microbiome (<xref ref-type="bibr" rid="B20">Kuperman and Koren, 2016</xref>). Our findings revealed that infants born to antibiotic-exposed mothers, harbored oral microbiomes with reduced abundance of <italic>S. lugdunensis</italic> compared to infants born to non-exposed mothers. Interestingly this differs from two other studies that analyzed the microbiome at the family level showing a higher abundance of <italic>Proteobacteria</italic> in exposed infants, while unexposed displayed a dominance of <italic>Streptococcaceae</italic>, <italic>Gemellaceae</italic>, and <italic>Lactobacillales</italic> (<xref ref-type="bibr" rid="B14">Gomez-Arango et&#xa0;al., 2017</xref>). In another study, unexposed infants having elevated levels of Firmicutes and decreased levels of <italic>Actinobacteria</italic>, <italic>Bacteroidetes</italic>, and <italic>Proteobacteria</italic> compared to the exposed group (<xref ref-type="bibr" rid="B27">Li et&#xa0;al., 2019</xref>). Further large studies are required to unravel the effects of intrapartum antibiotic use in breastfed infants, with a focus on the class of antibiotic used.</p>
<p>Delivery mode is considered a major covariate in the establishment of oral bacteria in infants and has been explored in various studies (<xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2005</xref>, <xref ref-type="bibr" rid="B26">2018</xref>; <xref ref-type="bibr" rid="B15">Holgerson et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B32">Nelun Barfod et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B47">Thakur et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B9">Dominguez-Bello et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B16">Hurley et&#xa0;al., 2019</xref>); however, the differential effects of planned and intrapartum caesareans remain under explored. We observed lower Shannon diversity and richness in the oral cavities of infants delivered via planned, but not intrapartum, caesarean section. Further, whilst previous studies have reported compositional differences in the oral microbiome between vaginally born infants and those delivered by caesarean section (<xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2005</xref>, <xref ref-type="bibr" rid="B26">2018</xref>; <xref ref-type="bibr" rid="B15">Holgerson et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B32">Nelun Barfod et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B47">Thakur et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B9">Dominguez-Bello et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B16">Hurley et&#xa0;al., 2019</xref>), we found no such differences when conducting full-length sequencing of the 16S rRNA gene.</p>
<p>Interestingly, our findings suggest that the type of caesarean delivery is important, with differences seen in infants delivered via planned, but not intrapartum, caesarean section. Although this distinction has not been investigated in the context of the infant oral microbiome previously, our findings do match up with observations in the infant gut microbiome, where infants born via intrapartum caesarean more closely resemble those born vaginally (<xref ref-type="bibr" rid="B36">Penders et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B44">Stokholm et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B28">Liu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B51">Weng et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B53">Yu et&#xa0;al., 2024</xref>). These findings underscore the necessity of analyzing delivery mode as a three-class variable for infant microbiome studies.</p>
<p>Maternal BMI has been identified as a potential determinant of the infant oral microbiome. In our study, we found significantly higher relative abundances of <italic>N. subflava</italic> and <italic>Prevotella</italic> sp. in infants born to mother with underweight/normal-weight compared to those born to mothers with overweight or obesity. While the reason for this association is unknown, previous studies have found that the human milk microbiome differs based on maternal BMI (<xref ref-type="bibr" rid="B29">Lundgren et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B23">LeMay-Nedjelski et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B7">Cort&#xe9;s-Mac&#xed;as et&#xa0;al., 2021</xref>). Additionally, the infant oral microbiome is likely influenced by bioactive components, such as immune proteins, in milk, which may also be impacted by maternal BMI (<xref ref-type="bibr" rid="B7">Cort&#xe9;s-Mac&#xed;as et&#xa0;al., 2021</xref>). More in depth studies of multiple milk components may aid in interpreting the impact of maternal body composition on infant microbiome colonization.</p>
<p>Our investigation also explored, for the first time, the potential influence of household pets on the infant oral microbiome. Dogs and cats, known to harbor diverse microbial communities, have been associated with changes in the human gut microbiome (<xref ref-type="bibr" rid="B2">Azad et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Tun et&#xa0;al., 2017</xref>). Our results revealed a lower abundance of <italic>Prevotella</italic> spp. in the oral microbiome of infants living with pets compared to those in pet-free homes. Although this finding does not fully align with previous studies on the infant gut microbiome, where exposure to furry pets has been linked to increased microbial diversity (<xref ref-type="bibr" rid="B2">Azad et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B49">Tun et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Panzer et&#xa0;al., 2023</xref>), it suggests that similar mechanisms may influence the oral microbiome. Pets can harbor and transmit various microbes. Microbial transmission to infants may occur through direct contact with pets or via intermediate reservoirs in the home, such as house dust or the maternal microbiome (<xref ref-type="bibr" rid="B2">Azad et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Konya et&#xa0;al., 2014</xref>) highlighting the need for further investigation.</p>
<p>Birth season has also been recognized as a potential determinant in shaping the development of the oral microbiome during infancy however no studies have investigated this. We found that infants born in winter or autumn exhibited a lower relative abundance of <italic>S. parasanguinis.</italic> In contrast, a study of the infant nasopharyngeal microbiome found that season of birth was linked to the diversity of bacteria in infants&#x2019; nasopharynx at one month of age, with greater richness and altered taxonomic composition observed among those born in summer (<xref ref-type="bibr" rid="B42">Schoos et&#xa0;al., 2020</xref>). These findings suggest that birth season may influence microbial colonization in different body sites, indicating a broader seasonal impact on microbial communities. Further research is needed to explore these seasonal variations in the oral microbiome and their potential implications for infant health, particularly in light of association between birth season and infant allergic disease (<xref ref-type="bibr" rid="B21">Kuwabara et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B48">Tsuchida et&#xa0;al., 2023</xref>).</p>
<p>The key strengths of this study are its longitudinal nature, allowing identification of temporal patterns over 24 months, and the relatively large sample size compared to previous similar studies. In addition, the use of full-length 16S rRNA gene sequencing, offers advantages over short-read sequencing techniques, including improved taxonomic resolution and accuracy in microbial identification.</p>
<p>Several limitations, however, must be acknowledged. Firstly, the precise timing of solid food introduction was not recorded, nor were the types and quantities of food to which infants were exposed to. However, our study partly addressed this limitation by analyzing data at two subsequent time points after the introduction of solid foods. Secondly, the timing of tooth eruption was not documented. Tooth eruption and the introduction of solid foods often occur around the same time and may influence the composition and diversity of the oral microbiome (<xref ref-type="bibr" rid="B45">Sulyanto et&#xa0;al., 2019</xref>). Additionally, daycare attendance data were collected only at 12 months as a binary variable (yes/no), with substantial missing data and no information on attendance frequency or location. Due to these limitations, it was not included in our modelling; however, it should be considered in future studies.</p>
<p>In summary, this study represents one of the most comprehensive examinations of the infant oral microbiome with respect to breastfeeding conducted to date. Our findings illustrate the dynamic nature of the oral microbiome over the first two years of life, with significant associations identified with multiple factors, including pacifier use, intrapartum antibiotic prophylaxis, maternal allergy, pre-pregnancy maternal BMI, delivery mode, maternal age, presence of pets at home, siblings, and birth season. We demonstrated that the introduction of solid foods is a significant milestone in the development of the oral microbiome along with cessation of breastfeeding. The impact of these changes on infant health and development requires further investigation.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study are available at the NCBI Short Read Archive, accession number PRJNA1186108.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The University of Western Australia Human Research Ethics Committee. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>RA: Formal Analysis, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing, Data curation. AC: Data curation, Writing &#x2013; review &amp; editing. CL: Supervision, Writing &#x2013; review &amp; editing. MP: Resources, Writing &#x2013; review &amp; editing. DG: Conceptualization, Supervision, Writing &#x2013; review &amp; editing. LS: Conceptualization, Formal Analysis, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>DG, CL, and LS receive a salary from an unrestricted research grant from Medela AG administered through The University of Western Australia.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s11" 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>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2025.1534750/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2025.1534750/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Altschul</surname> <given-names>S. F.</given-names>
</name>
<name>
<surname>Madden</surname> <given-names>T. L.</given-names>
</name>
<name>
<surname>Sch&#xe4;ffer</surname> <given-names>A. A.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Miller</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>1997</year>). <article-title>Gapped BLAST and PSI-BLAST: a new generation of protein database search programs</article-title>. <source>Nucleic Acids Res.</source> <volume>25</volume>, <fpage>3389</fpage>&#x2013;<lpage>3402</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/nar/25.17.3389</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Azad</surname> <given-names>M. B.</given-names>
</name>
<name>
<surname>Konya</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Maughan</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Guttman</surname> <given-names>D. S.</given-names>
</name>
<name>
<surname>Field</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Sears</surname> <given-names>M. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Infant gut microbiota and the hygiene hypothesis of allergic disease: impact of household pets and siblings on microbiota composition and diversity</article-title>. <source>Allergy Asthma Clin. Immunol.</source> <volume>9</volume>, <elocation-id>15</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1710-1492-9-15</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blum</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Silva</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Byrne</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Butler</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Adams</surname> <given-names>G. G.</given-names>
</name>
<name>
<surname>Reynolds</surname> <given-names>E. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Temporal development of the infant oral microbiome</article-title>. <source>Crit. Rev. Microbiol.</source> <volume>48</volume>, <fpage>730</fpage>&#x2013;<lpage>742</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/1040841X.2021.2025042</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brook</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Gober</surname> <given-names>A. E.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Bacterial colonization of pacifiers of infants with acute otitis media</article-title>. <source>J. Laryngol. Otol.</source> <volume>111</volume>, <fpage>614</fpage>&#x2013;<lpage>615</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1017/s0022215100138113</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cephas</surname> <given-names>K. D.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Mathai</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Barry</surname> <given-names>K. A.</given-names>
</name>
<name>
<surname>Dowd</surname> <given-names>S. E.</given-names>
</name>
<name>
<surname>Meline</surname> <given-names>B. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2011</year>). <article-title>Comparative analysis of salivary bacterial microbiome diversity in edentulous infants and their mothers or primary care givers using pyrosequencing</article-title>. <source>PloS One</source> <volume>6</volume>, <elocation-id>e23503</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0023503</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Comina</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Marion</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Renaud</surname> <given-names>F. N. R.</given-names>
</name>
<name>
<surname>Dore</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Bergeron</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Freney</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Pacifiers: a microbial reservoir</article-title>. <source>Nurs. Health Sci.</source> <volume>8</volume>, <fpage>216</fpage>&#x2013;<lpage>223</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1442-2018.2006.00282.x</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cort&#xe9;s-Mac&#xed;as</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Selma-Royo</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mart&#xed;nez-Costa</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Collado</surname> <given-names>M. C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Breastfeeding practices influence the breast milk Microbiota depending on pre-gestational maternal BMI and weight gain over pregnancy</article-title>. <source>Nutrients</source> <volume>13</volume>, <elocation-id>1518</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu13051518</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dixon</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>VEGAN, a package of R functions for community ecology</article-title>. <source>J. Veg. Sci.</source> <volume>14</volume>, <fpage>927</fpage>&#x2013;<lpage>930</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1654-1103.2003.tb02228.x</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dominguez-Bello</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>De-Jesus-Laboy</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Cox</surname> <given-names>L. M.</given-names>
</name>
<name>
<surname>Amir</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Gonzalez</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Partial restoration of the microbiota of cesarean-born infants via vaginal microbial transfer</article-title>. <source>Nat.Med.</source> <volume>22</volume>, <fpage>250</fpage>&#x2013;<lpage>253</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nm.4039</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Drell</surname> <given-names>T.</given-names>
</name>
<name>
<surname>&#x160;t&#x161;epetova</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Simm</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Rull</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Aleksejeva</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Antson</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>The influence of different maternal microbial communities on the development of infant gut and oral microbiota</article-title>. <source>Sci. Rep.</source> <volume>7</volume>, <fpage>9940</fpage>&#x2013;<lpage>9949</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-017-09278-y</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dzidic</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Collado</surname> <given-names>M. C.</given-names>
</name>
<name>
<surname>Abrahamsson</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Artacho</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Stensson</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Jenmalm</surname> <given-names>M. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Oral microbiome development during childhood: an ecological succession influenced by postnatal factors and associated with tooth decay</article-title>. <source>ISME J.</source> <volume>12</volume>, <fpage>2292</fpage>&#x2013;<lpage>2306</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41396-018-0204-z</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ersin</surname> <given-names>N. K.</given-names>
</name>
<name>
<surname>Eronat</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Cogulu</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Uzel</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Aksit</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Association of maternal-child characteristics as a factor in early childhood caries and salivary bacterial counts</article-title>. <source>J. Dent. Child. (Chic.)</source> <volume>73</volume> (<issue>2</issue>), <fpage>105</fpage>&#x2013;<lpage>111</lpage>.</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fry</surname> <given-names>T. R. L.</given-names>
</name>
<name>
<surname>Aitchison</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>1987</year>). <article-title>The statistical analysis of compositional data</article-title>. <source>Statistician</source> <volume>36</volume>, <fpage>427</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2307/2348857</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomez-Arango</surname> <given-names>L. F.</given-names>
</name>
<name>
<surname>Barrett</surname> <given-names>H. L.</given-names>
</name>
<name>
<surname>McIntyre</surname> <given-names>H. D.</given-names>
</name>
<name>
<surname>Callaway</surname> <given-names>L. K.</given-names>
</name>
<name>
<surname>Morrison</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Dekker Nitert</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Antibiotic treatment at delivery shapes the initial oral microbiome in neonates</article-title>. <source>Sci. Rep.</source> <volume>7</volume>, <elocation-id>43481</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/srep43481</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Holgerson</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Harnevik</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Hernell</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Tanner</surname> <given-names>A. C. R.</given-names>
</name>
<name>
<surname>Johansson</surname> <given-names>I.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Mode of birth delivery affects oral microbiota in infants</article-title>. <source>J. Dent. Res.</source> <volume>90</volume>, <fpage>1183</fpage>&#x2013;<lpage>1188</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/0022034511418973</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hurley</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Mullins</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Barrett</surname> <given-names>M. P.</given-names>
</name>
<name>
<surname>O&#x2019;Shea</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Kinirons</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Ryan</surname> <given-names>C. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>The microbiota of the mother at birth and its influence on the emerging infant oral microbiota from birth to 1 year of age: a cohort study</article-title>. <source>J. Oral. Microbiol.</source> <volume>11</volume>, <elocation-id>1599652</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/20002297.2019.1599652</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jia</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Zhi</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lai</surname> <given-names>P. F. H.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Xia</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>Z.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>The oral microbiota - a mechanistic role for systemic diseases</article-title>. <source>Br. Dent. J.</source> <volume>224</volume>, <fpage>447</fpage>&#x2013;<lpage>455</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/sj.bdj.2018.217</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kennedy</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Peura</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hammar</surname> <given-names>U.</given-names>
</name>
<name>
<surname>Vicenzi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hedman</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Almqvist</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Oral microbiota development in early childhood</article-title>. <source>Sci. Rep.</source> <volume>9</volume>, <fpage>19025</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-019-54702-0</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Konya</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Koster</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Maughan</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Escobar</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Azad</surname> <given-names>M. B.</given-names>
</name>
<name>
<surname>Guttman</surname> <given-names>D. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Associations between bacterial communities of house dust and infant gut</article-title>. <source>Environ. Res.</source> <volume>131</volume>, <fpage>25</fpage>&#x2013;<lpage>30</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.envres.2014.02.005</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuperman</surname> <given-names>A. A.</given-names>
</name>
<name>
<surname>Koren</surname> <given-names>O.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Antibiotic use during pregnancy: how bad is it</article-title>? <source>BMC Med.</source> <volume>14</volume>, <elocation-id>91</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12916-016-0636-0</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuwabara</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Nii</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Tanaka</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Ishii</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Nagao</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Fujisawa</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Season of birth is associated with increased risk of atopic dermatitis in Japanese infants: a retrospective cohort study</article-title>. <source>Allergy Asthma Clin. Immunol.</source> <volume>16</volume>, <elocation-id>44</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13223-020-00443-z</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Le Doare</surname> <given-names>K.</given-names>
</name>
<name>
<surname>O&#x2019;Driscoll</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Turner</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Seedat</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Russell</surname> <given-names>N. J.</given-names>
</name>
<name>
<surname>Seale</surname> <given-names>A. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Intrapartum antibiotic chemoprophylaxis policies for the prevention of group B streptococcal disease worldwide: Systematic review</article-title>. <source>Clin. Infect. Dis.</source> <volume>65</volume>, <fpage>S143</fpage>&#x2013;<lpage>S151</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/cid/cix654</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>LeMay-Nedjelski</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Butcher</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ley</surname> <given-names>S. H.</given-names>
</name>
<name>
<surname>Asbury</surname> <given-names>M. R.</given-names>
</name>
<name>
<surname>Hanley</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Kiss</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Examining the relationship between maternal body size, gestational glucose tolerance status, mode of delivery and ethnicity on human milk microbiota at three months post-partum</article-title>. <source>BMC Microbiol.</source> <volume>20</volume>, <fpage>219</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12866-020-01901-9</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Caufield</surname> <given-names>P. W.</given-names>
</name>
<name>
<surname>Dasanayake</surname> <given-names>A. P.</given-names>
</name>
<name>
<surname>Wiener</surname> <given-names>H. W.</given-names>
</name>
<name>
<surname>Vermund</surname> <given-names>S. H.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Mode of delivery and other maternal factors influence the acquisition of Streptococcus mutans in infants</article-title>. <source>J. Dent. Res.</source> <volume>84</volume>, <fpage>806</fpage>&#x2013;<lpage>811</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/154405910508400905</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Saraithong</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Dills</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Paster</surname> <given-names>B. J.</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Dynamics of oral microbiome acquisition in healthy infants: A pilot study</article-title>. <source>Front. Oral. Health</source> <volume>4</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/froh.2023.1152601</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Liang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>The impacts of delivery mode on infant&#x2019;s oral microflora</article-title>. <source>Sci. Rep.</source> <volume>8</volume>, <fpage>11938</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-018-30397-7</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>W.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Impact of maternal intrapartum antibiotics on the initial oral microbiome of neonates</article-title>. <source>Pediatr. Neonatol.</source> <volume>60</volume>, <fpage>654</fpage>&#x2013;<lpage>661</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.pedneo.2019.03.011</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>H.-T.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>S.-J.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>H.-H.</given-names>
</name>
<name>
<surname>Xiong</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Effects of vaginal seeding on gut microbiota, body mass index, and allergy risks in infants born through cesarean delivery: a randomized clinical trial</article-title>. <source>Am. J. Obstet. Gynecol. MFM</source> <volume>5</volume>, <elocation-id>100793</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ajogmf.2022.100793</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lundgren</surname> <given-names>S. N.</given-names>
</name>
<name>
<surname>Madan</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Karagas</surname> <given-names>M. R.</given-names>
</name>
<name>
<surname>Morrison</surname> <given-names>H. G.</given-names>
</name>
<name>
<surname>Hoen</surname> <given-names>A. G.</given-names>
</name>
<name>
<surname>Christensen</surname> <given-names>B. C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Microbial communities in human milk relate to measures of maternal weight</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmicb.2019.02886</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mallick</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Rahnavard</surname> <given-names>A.</given-names>
</name>
<name>
<surname>McIver</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Nguyen</surname> <given-names>L. H.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Multivariable association discovery in population-scale meta-omics studies</article-title>. <source>PloS Comput. Biol.</source> <volume>17</volume>, <fpage>e1009442</fpage>&#x2013;<lpage>e1009442</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pcbi.1009442</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nardi</surname> <given-names>G. M.</given-names>
</name>
<name>
<surname>Grassi</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Ndokaj</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Antonioni</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Jedlinski</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Rumi</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Maternal and neonatal oral microbiome developmental patterns and correlated factors: A systematic review&#x2014;does the apple fall close to the tree</article-title>? <source>Int. J. Environ. Res. Public Health</source> <volume>18</volume>, <elocation-id>5569</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijerph18115569</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nelun Barfod</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Magnusson</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Lexner</surname> <given-names>M. O.</given-names>
</name>
<name>
<surname>Blomqvist</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Dahl&#xc9;N</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Twetman</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Oral microflora in infants delivered vaginally and by caesarean section</article-title>. <source>Int. J. Paediatr. Dent.</source> <volume>21</volume>, <fpage>401</fpage>&#x2013;<lpage>406</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1365-263X.2011.01136.x</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oba</surname> <given-names>P. M.</given-names>
</name>
<name>
<surname>Holscher</surname> <given-names>H. D.</given-names>
</name>
<name>
<surname>Mathai</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Swanson</surname> <given-names>K. S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Diet influences the oral microbiota of infants during the first six months of life</article-title>. <source>Nutrients</source> <volume>12</volume>, <elocation-id>3400</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu12113400</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ollila</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Niemel&#xe4;</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Uhari</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Larmas</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Risk factors for colonization of salivary lactobacilli and Candida in children</article-title>. <source>Acta Odontol. Scand.</source> <volume>55</volume>, <fpage>9</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3109/00016359709091933</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Panzer</surname> <given-names>A. R.</given-names>
</name>
<name>
<surname>Sitarik</surname> <given-names>A. R.</given-names>
</name>
<name>
<surname>Fadrosh</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Havstad</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Jones</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Davidson</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>The impact of prenatal dog keeping on infant gut microbiota development</article-title>. <source>Clin. Exp. Allergy</source> <volume>53</volume>, <fpage>833</fpage>&#x2013;<lpage>845</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/cea.14303</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Penders</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Thijs</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Vink</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Stelma</surname> <given-names>F. F.</given-names>
</name>
<name>
<surname>Snijders</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Kummeling</surname> <given-names>I.</given-names>
</name>
<etal/>
</person-group>. (<year>2006</year>). <article-title>Factors influencing the composition of the intestinal microbiota in early infancy</article-title>. <source>Pediatrics</source> <volume>118</volume>, <fpage>511</fpage>&#x2013;<lpage>521</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1542/peds.2005-2824</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Plonka</surname> <given-names>K. A.</given-names>
</name>
<name>
<surname>Pukallus</surname> <given-names>M. L.</given-names>
</name>
<name>
<surname>Barnett</surname> <given-names>A. G.</given-names>
</name>
<name>
<surname>Walsh</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Holcombe</surname> <given-names>T. F.</given-names>
</name>
<name>
<surname>Seow</surname> <given-names>W. K.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>A longitudinal study comparing mutans streptococci and lactobacilli colonisation in dentate children aged 6 to 24 months</article-title>. <source>Caries Res.</source> <volume>46</volume>, <fpage>385</fpage>&#x2013;<lpage>393</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1159/000339089</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quast</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Pruesse</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Yilmaz</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Gerken</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Schweer</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Yarza</surname> <given-names>P.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>The SILVA ribosomal RNA gene database project: improved data processing and web-based tools</article-title>. <source>Nucleic Acids Res.</source> <volume>41</volume>, <fpage>D590</fpage>&#x2013;<lpage>D596</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/nar/gks1219</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Radaic</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Kapila</surname> <given-names>Y. L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The oralome and its dysbiosis: New insights into oral microbiome-host interactions</article-title>. <source>Comput. Struct. Biotechnol. J.</source> <volume>19</volume>, <fpage>1335</fpage>&#x2013;<lpage>1360</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.csbj.2021.02.010</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rognes</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Flouri</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Nichols</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Quince</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Mah&#xe9;</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>VSEARCH: a versatile open source tool for metagenomics</article-title>. <source>PeerJ.</source> doi:&#xa0;<pub-id pub-id-type="doi">10.7287/peerj.preprints.2409</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schloss</surname> <given-names>P. D.</given-names>
</name>
<name>
<surname>Westcott</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Ryabin</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Hall</surname> <given-names>J. R.</given-names>
</name>
<name>
<surname>Hartmann</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hollister</surname> <given-names>E. B.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>Introducing mothur: open-source, platform-independent, community-supported software for describing and comparing microbial communities</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>75</volume>, <fpage>7537</fpage>&#x2013;<lpage>7541</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AEM.01541-09</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schoos</surname> <given-names>A.-M. M.</given-names>
</name>
<name>
<surname>Kragh</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Ahrens</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Kuhn</surname> <given-names>K. G.</given-names>
</name>
<name>
<surname>Rasmussen</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Chawes</surname> <given-names>B. L.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Season of birth impacts the neonatal nasopharyngeal Microbiota</article-title>. <source>Children (Basel)</source> <volume>7</volume>, <elocation-id>45</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/children7050045</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sedghi</surname> <given-names>L.</given-names>
</name>
<name>
<surname>DiMassa</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Harrington</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lynch</surname> <given-names>S. V.</given-names>
</name>
<name>
<surname>Kapila</surname> <given-names>Y. L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The oral microbiome: Role of key organisms and complex networks in oral health and disease</article-title>. <source>Periodontol. 2000</source> <volume>87</volume>, <fpage>107</fpage>&#x2013;<lpage>131</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/prd.12393</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stokholm</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Thorsen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chawes</surname> <given-names>B. L.</given-names>
</name>
<name>
<surname>Schj&#xf8;rring</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Krogfelt</surname> <given-names>K. A.</given-names>
</name>
<name>
<surname>B&#xf8;nnelykke</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Cesarean section changes neonatal gut colonization</article-title>. <source>J. Allergy Clin. Immunol.</source> <volume>138</volume>, <fpage>881</fpage>&#x2013;<lpage>889.e2</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jaci.2016.01.028</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sulyanto</surname> <given-names>R. M.</given-names>
</name>
<name>
<surname>Thompson</surname> <given-names>Z. A.</given-names>
</name>
<name>
<surname>Beall</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Leys</surname> <given-names>E. J.</given-names>
</name>
<name>
<surname>Griffen</surname> <given-names>A. L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>The predominant oral microbiota is acquired early in an organized pattern</article-title>. <source>Sci. Rep.</source> <volume>9</volume>, <fpage>10550</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41598-019-46923-0</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Takahashi</surname> <given-names>N.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Oral microbiome metabolism: From &#x201c;Who are they?&#x201d; to &#x201c;What are they doing</article-title>? <source>J. Dent. Res.</source> <volume>94</volume>, <fpage>1628</fpage>&#x2013;<lpage>1637</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/0022034515606045</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thakur</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Chaudhary</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Manuja</surname> <given-names>N.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Effect of mode of delivery and feeding practices on acquisition of oral Streptococcus mutans in infants</article-title>. <source>Int. J. Paediatr. Dent.</source> <volume>22</volume>, <fpage>197</fpage>&#x2013;<lpage>202</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1365-263X.2011.01176.x</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tsuchida</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Itazawa</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Matsumura</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Yokomichi</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Yamagata</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Adachi</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Season of birth and atopic dermatitis in early infancy: results from the Japan Environment and Children&#x2019;s Study</article-title>. <source>BMC Pediatr.</source> <volume>23</volume>, <elocation-id>78</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12887-023-03878-6</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tun</surname> <given-names>H. M.</given-names>
</name>
<name>
<surname>Konya</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Takaro</surname> <given-names>T. K.</given-names>
</name>
<name>
<surname>Brook</surname> <given-names>J. R.</given-names>
</name>
<name>
<surname>Chari</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Field</surname> <given-names>C. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Exposure to household furry pets influences the gut microbiota of infant at 3-4 months following various birth scenarios</article-title>. <source>Microbiome</source>. <volume>5</volume> (<issue>1</issue>), <elocation-id>40</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s40168-017-0254-x</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Verma</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Garg</surname> <given-names>P. K.</given-names>
</name>
<name>
<surname>Dubey</surname> <given-names>A. K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Insights into the human oral microbiome</article-title>. <source>Arch. Microbiol.</source> <volume>200</volume>, <fpage>525</fpage>&#x2013;<lpage>540</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00203-018-1505-3</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Weng</surname> <given-names>T.-H.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>K.-Y.</given-names>
</name>
<name>
<surname>Jhong</surname> <given-names>J.-H.</given-names>
</name>
<name>
<surname>Kao</surname> <given-names>H.-J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>C.-H.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y.-C.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Microbiome analysis of maternal and neonatal microbial communities associated with the different delivery modes based on 16S rRNA gene amplicon sequencing</article-title>. <source>Taiwan. J. Obstet. Gynecol.</source> <volume>62</volume>, <fpage>687</fpage>&#x2013;<lpage>696</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.tjog.2023.07.033</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Xia</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2023</year>). &#x201c;<article-title>Introduction to R for microbiome data</article-title>,&#x201d; in <source>Bioinformatic and statistical analysis of microbiome data</source> (<publisher-name>Springer International Publishing</publisher-name>, <publisher-loc>Cham</publisher-loc>), <fpage>11</fpage>&#x2013;<lpage>63</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-3-031-21391-5_2</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Guo</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>J.-L.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Influence of mode of delivery on infant gut microbiota composition: a pilot study</article-title>. <source>J. Obstet. Gynaecol.</source> <volume>44</volume>, <elocation-id>2368829</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/01443615.2024.2368829</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>