<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3-mathml3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="systematic-review" dtd-version="1.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
</journal-title-group>
<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.2026.1751708</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The effect of gestational weight gain on the infant gut microbiome- a systematic review of the literature</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Xixi</surname><given-names>Nikoleta Aikaterini</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1601478/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="software" vocab-term-identifier="https://credit.niso.org/contributor-roles/software/">Software</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="validation" vocab-term-identifier="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="resources" vocab-term-identifier="https://credit.niso.org/contributor-roles/resources/">Resources</role>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Karamanolis</surname><given-names>George</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="author-notes" rid="fn003"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1914244/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Vlachogianni</surname><given-names>Evgenia-Eleni</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/3358323/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing &#x2013; original draft</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Voulgaris</surname><given-names>Theodoros</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Sokou</surname><given-names>Rozeta</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1517840/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Volaki</surname><given-names>Paraskevi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Paliatsiou</surname><given-names>Styliani</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Iliodromiti</surname><given-names>Zoi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1083311/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
<contrib contrib-type="author">
<name><surname>Iacovidou</surname><given-names>Nicoletta</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/977553/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Boutsikou</surname><given-names>Theodora</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/1702955/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; review &amp; editing" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing &#x2013; review &amp; editing</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="supervision" vocab-term-identifier="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
</contrib>
</contrib-group>
<aff id="aff1"><label>1</label><institution>Neonatal Department, Aretaieio Hospital, School of Medicine, National and Kapodistrian University of Athens</institution>, <city>Athens</city>,&#xa0;<country country="gr">Greece</country></aff>
<aff id="aff2"><label>2</label><institution>Endoscopy Department, 2nd Academic Surgical Unit, National and Kapodistrian University of Athens, Aretaieion Hospital</institution>, <city>Athens</city>,&#xa0;<country country="gr">Greece</country></aff>
<aff id="aff3"><label>3</label><institution>School of Medicine, National and Kapodistrian University of Athens</institution>, <city>Athens</city>,&#xa0;<country country="gr">Greece</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Theodora Boutsikou, <email xlink:href="mailto:theobtsk@gmail.com">theobtsk@gmail.com</email></corresp>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-10">
<day>10</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>16</volume>
<elocation-id>1751708</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>21</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Xixi, Karamanolis, Vlachogianni, Voulgaris, Sokou, Volaki, Paliatsiou, Iliodromiti, Iacovidou and Boutsikou.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Xixi, Karamanolis, Vlachogianni, Voulgaris, Sokou, Volaki, Paliatsiou, Iliodromiti, Iacovidou and Boutsikou</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-10">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Maternal weight status and gestational weight gain (GWG) critically affect maternal and neonatal health. The infant gut microbiome is a key predictor of short- and long-term child health. Therefore, investigating how maternal weight characteristics influence the composition and establishment of the infant&#x2019;s gut microbiome is essential.</p>
</sec>
<sec>
<title>Objective</title>
<p>To evaluate the impact of excessive GWG on the infant gut microbiome.</p>
</sec>
<sec>
<title>Methodology</title>
<p>PubMed and Scopus were systematically searched for studies on GWG from September 1<sup>st</sup> until October 1<sup>st</sup>, 2025. Data on infant gut microbiome characteristics and their relation to maternal weight change during pregnancy were extracted. The systematic review is registered in PROSPERO (CRD 420251181399).</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 15 studies met the inclusion criteria and were included in this review. Excessive Gestational Weight Gain (EGWG) consistently appeared to impair infant gut microbial alpha diversity, an effect that persisted up to 12 months. Taxonomically, EGWG caused a shift away from beneficial <italic>Bacteroides</italic> toward opportunistic/pathogenic genera (e.g., <italic>C. difficile</italic>). The negative effects are synergistically exacerbated by co-occurring Gestational Diabetes Mellitus (GDM) and are functionally characterized by an independent shift toward microbial carbohydrate degradation and vitamin synthesis pathways. Clinically, this EGWG-induced dysbiosis is linked to increased early childhood weight gain.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>EGWG is an independent, critical determinant of persistent infant gut dysbiosis, characterized by taxonomic and functional shifts. These findings establish EGWG as a key modifiable maternal factor, linking gestational health to infant gut microbiome and health.</p>
</sec>
<sec>
<title>Systematic Review Registration</title>
<p><ext-link ext-link-type="uri" xlink:href="https://www.crd.york.ac.uk/PROSPERO/view/CRD420251181399">https://www.crd.york.ac.uk/PROSPERO/view/CRD420251181399</ext-link>, identifier: CRD 420251181399.</p>
</sec>
</abstract>
<kwd-group>
<kwd>infant gut microbiota</kwd>
<kwd>microbiome</kwd>
<kwd>obesity</kwd>
<kwd>overweight</kwd>
<kwd>weight gain</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was not received for this work and/or its publication.</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="39"/>
<page-count count="11"/>
<word-count count="5515"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Intestinal Microbiome</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Increased body weight is one of the most important global health issues, affecting over 2 billion people worldwide (<xref ref-type="bibr" rid="B10">Engin, 2024</xref>). Maternal obesity creates a bad intrauterine environment and as a consequence may have adverse effects and a negative impact on the mother during pregnancy and on the infant in the beginning and later in life (<xref ref-type="bibr" rid="B2">Anstey et&#xa0;al., 2011</xref>).</p>
<p>Gestational weight gain (GWG) is a crucial physiological adaptation that occurs in response to the increased metabolic demands of the growing fetus. According to the Institute of Medicine (IOM) recommendations, for singleton pregnancies, the recommended total weight gain is approximately 12.5&#x2013;18 kg for women who enter pregnancy underweight (BMI &lt;18.5), 11.5&#x2013;16 kg for those of normal BMI (18.5-24.9), 7-11.5 kg for overweight women (BMI 25-29.9), and 5&#x2013;9 kg for women with obesity (BMI &#x2265;30). In the context of twin pregnancies, the suggested weight gain thresholds are correspondingly higher: about 16.8-24.5 kg for women with a normal BMI, 14.1-22.7 kg for those who are overweight, and 11.3-19.1 kg for women with obesity (<xref ref-type="bibr" rid="B38">Weight Gain During Pregnancy</xref>).</p>
<p>Maintaining the appropriate weight gain dynamics is critical, as inadequate or excessive GWG are consistently associated with adverse maternal and neonatal outcomes that can impact long-term health status (<xref ref-type="bibr" rid="B32">Shekaili et&#xa0;al., 2024</xref>). Specifically, inadequate prenatal weight gain risks fetal growth restriction and preterm birth, while excessive weight gain (including pre-existing obesity, or obesity developing during gestation) is linked to a higher incidence of prematurity, fetal death, neonatal metabolic disturbances, and increased congenital risks for the child, such as neural tube defects and congenital heart defects (<xref ref-type="bibr" rid="B32">Shekaili et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B9">Ege et&#xa0;al., 2025</xref>).</p>
<p>While the fetal environment was traditionally considered sterile, some recent research has proposed the possibility of prenatal microbial exposure via the placenta and amniotic fluid (<xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2024</xref>). However, this remains a subject of significant debate, with delivery mode and early postnatal factors currently recognized as the primary and most definitive drivers of initial gut colonization, with the surrounding environment, breast milk, feces, mouth, and skin being the primary sources of the first microorganisms for all newborns (<xref ref-type="bibr" rid="B23">Ma et&#xa0;al., 2023</xref>). During the initial months of life, the intestinal tract is transiently overpopulated by facultative anaerobes such as Enterobacteriaceae and Staphylococcus, which are quickly replaced by the &#x201c;Bifidus flora,&#x201d; a dominant population of Bifidobacterium and lactic acid bacteria that remains stable until the introduction of complementary solid foods. As the infant approaches weaning, the relative abundance of <italic>Bacteroides</italic> increases, gradually replacing <italic>Bifidobacterium</italic> and leading to an adult-type community dominated by <italic>Bacteroides, Prevotella, Clostridium</italic>, and <italic>Ruminococcus</italic>. This shift, typically resulting in an adult-like microbiota by three years of age, is significantly shaped by crucial environmental factors, including breastfeeding, type of delivery, and antibiotic exposure (<xref ref-type="bibr" rid="B27">Pantazi et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B21">Li et&#xa0;al., 2024</xref>).</p>
<p>Prior reviews suggested a relationship between maternal obesity and both maternal and infant gut microbiome, noting that increased pre-pregnancy body-mass index (BMI) was often linked to early differences in infant gut composition and alpha diversity. However, the authors concluded that the literature was highly heterogeneous, observing contradictory effects for GWG and emphasizing that any microbial differences were often nullified or weakened by postnatal factors like delivery mode and feeding (<xref ref-type="bibr" rid="B14">Grech et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B24">Mulligan and Friedman, 2017</xref>; <xref ref-type="bibr" rid="B33">Singh et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B18">Kumbhare et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B8">Dreisbach et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B16">Kapourchali and Cresci, 2020</xref>; <xref ref-type="bibr" rid="B25">O&#x2019;Neill et&#xa0;al., 2020</xref>). Given that the gut microbiome remains an ever-evolving field of research, constantly revealing new pathways and interactions, there is a critical need to update and narrow the synthesis. Therefore, our review aims specifically to focus solely on the effects of GWG on the infant gut microbiome, in order to provide a more precise and current synthesis regarding this single, critical perinatal variable.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>This systematic review was conducted according to the Preferred Reporting Items for Systematic reviews and Meta-Analyses (PRISMA) statement (<xref ref-type="bibr" rid="B13">Grainger and , 2025</xref>). A prespecified protocol was formulated and registered in PROSPERO (CRD 420251181399) and is available online (<xref ref-type="bibr" rid="B28">PROSPERO, [[NoYear]]</xref>).</p>
<sec id="s2_1">
<label>2.1</label>
<title>Search strategy</title>
<p>Two authors (NAX and EEV) independently conducted the literature search, and any discrepancies were solved through discussion. PubMed and Scopus were systematically searched. References of the retrieved articles were also screened for relevant literature. A search phrase including keywords (namely gestational weight gain, maternal obesity, infant gut microbiome, gut microbiota) and Boolean operators was formulated. All relevant literature with no language, time and geographical restrictions from September 1<sup>st</sup> until October 1<sup>st</sup>, 2025, was retrieved. All observational studies and randomized controlled trials providing collective data in infant gut microbiota, in relation with maternal gestational weight gain were assessed for inclusion to our study. Review articles of any type, meta-analyses, comments, editorials and case reports or case series with less than 5 patients, or studies analyzing the characteristics of gut microbiota beyond the infantile age or only reporting on maternal BMI with no mention on weight gain dynamic changes during pregnancy were excluded from our review.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Data extraction</title>
<p>Data extraction was conducted independently by two authors (NAX, EEV). For the purpose of the data extraction, a prespecified table including data on the name of the first author, publication year, country of research, maternal characteristics (e.g., maternal age, prior antibiotic use, probiotic supplementation, gestational age, pregnancy pathologies or complications, mode of delivery, feeding method), infant characteristics, and key findings related to gut microbiome of the offspring was formulated. Any discrepancies were resolved through discussion between the two authors.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Definitions</title>
<p>The population will consist of infants from birth up to two years of age (24 months), allowing for the capture of both immediate microbial colonization data and longitudinal effects. As we expected to encounter highly heterogeneous populations with varying metabolic and ethnic profiles, GWG classification cut-offs were defined according to the specific definitions and thresholds used within each individual included study.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Outcomes</title>
<p>The primary outcome is the evaluation of microbial diversity and taxonomic composition in the infant gut. Specifically, diversity and richness (alpha-diversity) of the microbial community, alongside community structure (beta-diversity), the relative abundance of specific microbial taxa in the gut microbiome of infants whose mothers gained above the recommended weight during pregnancy will be reported.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>A total of 1481 articles were initially retrieved from PubMed and Scopus. Out of the 79 of these who were assessed for eligibility, 14 met the inclusion criteria. One additional study was identified by screening the reference lists of the initially retrieved articles, resulting in a final total of 15 studies included in this systematic review (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>; <xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>). The selection process is presented in the PRISMA flow diagram of the study (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Identification of studies via databases and registers.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-16-1751708-g001.tif">
<alt-text content-type="machine-generated">Flowchart illustrating the identification of studies. Initially, 1,481 records were identified from PubMed and Scopus. After removing 530 duplicates, 951 records remained. 872 were excluded, leaving 79 reports assessed for eligibility. Of these, 65 were excluded, resulting in 14 studies included in the review, with one additional referenced study.</alt-text>
</graphic></fig>
<p>The 15 studies were included in this review, yielded approximately 1723 participants. The included studies span a publication period of 15 years, ranging from 2010 to 2025. The studies were conducted across eight countries, with the USA now being the most represented (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>), and including also China (<xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>; <xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>), Italy (<xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>), and one study each in Korea (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>), Germany (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>), Brazil (<xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>), Norway (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>), and Finland (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). The characteristics of the included studies are summarized in <xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Study characteristics.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">First author</th>
<th valign="top" align="left">Year</th>
<th valign="top" align="left">Country</th>
<th valign="top" align="left">Time period</th>
<th valign="top" align="left">Study design</th>
<th valign="top" align="left">Infants, N</th>
<th valign="top" align="left">Aim</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Baumann-Dudenhoeffer et&#xa0;al (<xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>)</td>
<td valign="top" align="left">2018</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Observaitonal cohort study</td>
<td valign="top" align="left">60</td>
<td valign="top" align="left">To build a comprehensive map of how maternal and environmental factors in early life shape the developing infant gut and its functional potential.</td>
</tr>
<tr>
<td valign="top" align="left">Caprara et&#xa0;al (<xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>)</td>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">Brazil</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Cross sectional study</td>
<td valign="top" align="left">30</td>
<td valign="top" align="left">To characterize the newborn gut microbiota according to mode of delivery and maternal pre-pregnancy BMI.</td>
</tr>
<tr>
<td valign="top" align="left">Cho et&#xa0;al (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>)</td>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">Korea</td>
<td valign="top" align="left">2021-2022</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">71</td>
<td valign="top" align="left">To explore the relationship between maternal weight categories and the composition of the infant gut microbiome.</td>
</tr>
<tr>
<td valign="top" align="left">Chu et&#xa0;al (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">81</td>
<td valign="top" align="left">To assess the composition and metabolic function of the neonatal and early infant microbiota and assess the impact of mode of delivery and its potential confounders.</td>
</tr>
<tr>
<td valign="top" align="left">Collado et&#xa0;al (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>)</td>
<td valign="top" align="left">2010</td>
<td valign="top" align="left">Finland</td>
<td valign="top" align="left">2002</td>
<td valign="top" align="left">Longitudinal cohort study</td>
<td valign="top" align="left">42</td>
<td valign="top" align="left">To evaluate the effects of the pre-pregnancy weight of mothers and GWG on infant microbiota acquisition and development during the first 6 months of life.</td>
</tr>
<tr>
<td valign="top" align="left">Gilley et&#xa0;al (<xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">170</td>
<td valign="top" align="left">To examine infant fecal microbiome, SCFA and maternal HMO in OW mothers compared to NW.</td>
</tr>
<tr>
<td valign="top" align="left">Kennedy et&#xa0;al (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">Germany</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">58</td>
<td valign="top" align="left">To investigate the impact of maternal pre-pregnancy BMI and GWG on the gut microbiota of both mothers and their infants.</td>
</tr>
<tr>
<td valign="top" align="left">Liu et&#xa0;al (<xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>)</td>
<td valign="top" align="left">2025</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">2018-2019</td>
<td valign="top" align="left">Case-control study</td>
<td valign="top" align="left">247</td>
<td valign="top" align="left">To investigate whether perinatal characteristics affect the association between maternal GDM status and early neonatal gut microbiota.</td>
</tr>
<tr>
<td valign="top" align="left">Raspini et&#xa0;al (<xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>)</td>
<td valign="top" align="left">2021</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">53</td>
<td valign="top" align="left">To explore the prenatal and postnatal factors influencing the infant gut microbiota composition at six months of age.</td>
</tr>
<tr>
<td valign="top" align="left">Robinson et&#xa0;al (<xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">2013-2014</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">84</td>
<td valign="top" align="left">Determine associations of maternal GWG with infant fecal microbiota profiles, bacterial community richness, and Shannon diversity index</td>
</tr>
<tr>
<td valign="top" align="left">Singh et&#xa0;al (<xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>)</td>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">USA</td>
<td valign="top" align="left">2009</td>
<td valign="top" align="left">Retrospective cohort study</td>
<td valign="top" align="left">335</td>
<td valign="top" align="left">To examine prospective associations of maternal pre-pregnancy BMI and GWG with the infant gut microbiome by delivery-mode strata.</td>
</tr>
<tr>
<td valign="top" align="left">Song et&#xa0;al (<xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>)</td>
<td valign="top" align="left">2023</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">2020</td>
<td valign="top" align="left">Cross-sectional study</td>
<td valign="top" align="left">68</td>
<td valign="top" align="left">To investigate the association of GWG on gut microbiota in pregnant women and newborns.</td>
</tr>
<tr>
<td valign="top" align="left">Stanislawski et&#xa0;al (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">2017</td>
<td valign="top" align="left">Norway</td>
<td valign="top" align="left">2002-2005</td>
<td valign="top" align="left">Longitudinal cohort study</td>
<td valign="top" align="left">181</td>
<td valign="top" align="left">To determine how maternal pre-pregnancy BMI and GWG impact the gut microbiota composition and diversity of mothers at delivery and their infants during the first two years of life.</td>
</tr>
<tr>
<td valign="top" align="left">Vacca et&#xa0;al (<xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>)</td>
<td valign="top" align="left">2022</td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">NA</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">45</td>
<td valign="top" align="left">To characterize the gut microbiota and determine how different prenatal, perinatal, and postnatal factors affected its composition in early childhood</td>
</tr>
<tr>
<td valign="top" align="left">Xiao et&#xa0;al (<xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>)</td>
<td valign="top" align="left">2024</td>
<td valign="top" align="left">China</td>
<td valign="top" align="left">2021-2022</td>
<td valign="top" align="left">Prospective cohort study</td>
<td valign="top" align="left">98</td>
<td valign="top" align="left">To investigate the combined impact of GDM and excessive gestational weight gain (EGWG) on the neonatal gut microbiota</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NA, Not Applicable; GDM, Gestational Diabetes Mellitus; BMI, Body mass index; GWG, Gestational Weight Gain; SCFA, short chain fatty acids; HMO, maternal human milk oligosaccharides; OW, Overweight; NW, Normal weight; N, Number.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3_1">
<label>3.1</label>
<title>Fecal sampling and analysis</title>
<p><xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref> summarizes key methodological characteristics of the included studies. 14 out of 15 studies utilized 16S rRNA gene sequencing to characterize the microbiome of the infant gut, showing high homogeneity in that aspect (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>; <xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>). Two studies also incorporated Whole Genome Shotgun Sequencing for deeper analysis (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>), and one older study used qPCR and FCM-FISH (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). There was notable variability in the timing of fecal sampling. Meconium samples were frequently collected, sometimes followed by later time points of collection. Other studies focused on longitudinal collection across the first year of life (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>), or specific later windows (<xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>). Regarding the definition of GWG, the majority of studies relied on the Institute of Medicine (IOM) guidelines, or guidelines derived from IOM recommendations. Other definitions included classifications based on local or established literature (<xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>), or specific weight categories (<xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Methodology of the individual studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">First author</th>
<th valign="top" align="left">Fecal sampling</th>
<th valign="top" align="left">Analysis method</th>
<th valign="top" align="left">GWG definition</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Baumann-Dudenhoeffer et&#xa0;al (<xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>)</td>
<td valign="top" align="left">Monthly collection from birth to 8 mo.</td>
<td valign="top" align="left">Whole-Metagenome Shotgun Sequencing</td>
<td valign="top" align="left">IOM recommendations for twin pregnancies<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Caprara et&#xa0;al (<xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>)</td>
<td valign="top" align="left">Meconium 24&#x2013;48 h. pp.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">Cho et&#xa0;al (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>)</td>
<td valign="top" align="left">Meconium &lt;5 d. pp.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Chu et&#xa0;al (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">At birth and at 4&#x2013;6 w.</td>
<td valign="top" align="left">16S rRNA sequencing, Whole Genome Shotgun Sequencing</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">Collado et&#xa0;al (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>)</td>
<td valign="top" align="left">At 1 and 6 mo.</td>
<td valign="top" align="left">qPCR, FCM-FISH</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Gilley et&#xa0;al (<xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>)</td>
<td valign="top" align="left">At 1, 6, and 12 mo.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Kennedy et&#xa0;al (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>)</td>
<td valign="top" align="left">At 6 mo.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Liu et&#xa0;al (<xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>)</td>
<td valign="top" align="left">Meconium collected within 24 h pp.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">NA</td>
</tr>
<tr>
<td valign="top" align="left">Raspini et&#xa0;al (<xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>)</td>
<td valign="top" align="left">Meconium and 6 mo.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Robinson et&#xa0;al (<xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">Collected by parents</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">three groups: &#x2264;11.9 kg, 12.0&#x2013;14.9 kg, and &#x2265;15.0 kg</td>
</tr>
<tr>
<td valign="top" align="left">Singh et&#xa0;al (<xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>)</td>
<td valign="top" align="left">6 w. pp.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">Gilmore and Redman&#x2019;s method<sup>**</sup></td>
</tr>
<tr>
<td valign="top" align="left">Song et&#xa0;al (<xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>)</td>
<td valign="top" align="left">Meconium pp;</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">EGWG: &gt;&#x2009;16&#x2009;kg, &gt;&#x2009;11.5&#x2009;kg and&#x2009;&gt;&#x2009;9&#x2009;kg in normal weight, overweight women.</td>
</tr>
<tr>
<td valign="top" align="left">Stanislawski et&#xa0;al (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">d. 4, 10, 30, 120, 365, and 730 pp.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Vacca et&#xa0;al (<xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>)</td>
<td valign="top" align="left">12 mo.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">IOM recommendations<sup>*</sup></td>
</tr>
<tr>
<td valign="top" align="left">Xiao et&#xa0;al (<xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>)</td>
<td valign="top" align="left">24 h. pp.</td>
<td valign="top" align="left">16S rRNA sequencing</td>
<td valign="top" align="left">EGWG: GWG &gt;14 kg</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>NA, Not Applicable; GWG, Gestational Weight Gain; IOM, Institute of Medicine; mo, months; h, hours; d, days; pp, post-partum; w, weeks.</p></fn>
<fn>
<p><sup>*</sup>11.5&#x2013;16 kg for normal weight pre-pregnancy (NW), 7&#x2013;11.5 kg for overweight pre-pregnancy (OW), and 5&#x2013;9 kg for obesity pre-pregnancy (OB), and 16.8&#x2013;24.5kg for NW, 14.1&#x2013;22.7 kg for OW, 11&#x2013;3-19.1 kg for OB (<xref ref-type="bibr" rid="B12">American College of Obstetricians and Gynecologists, 2013</xref>).</p></fn>
<fn>
<p><sup>**</sup>0.36&#x2212;0.45 kg/wk for NW, 0.23&#x2212;0.32 kg/wk for OW, 0.18&#x2212;0.27 kg/wk for OB (<xref ref-type="bibr" rid="B1">Gilmore and Redman, 2015</xref>).</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>The impact of EGWG on alpha diversity and community richness</title>
<p><xref ref-type="table" rid="T3"><bold>Table 3</bold></xref> summarizes the key findings of the included studies. A consistent finding is the negative relationship between EGWG and the overall richness and diversity of the infant gut microbiota. Higher rates of GWG were found to significantly impair the vertical transmission and establishment of a diverse microbial community. Robinson et&#xa0;al. demonstrated that increased maternal GWG was negatively correlated with both bacterial community richness (Spearman&#x2019;s &#x3c1;=-0.25, P = 0.02) and the Shannon diversity index (Pearson&#x2019;s &#x3c1; =&#x2212;0.25, P = 0.02) (<xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>). The same effect was also observed by Kennedy et&#xa0;al., where maternal GWG (overall categories, including EGWG) significantly impacted infant alpha diversity (number of observed ASVs) (p=0.047) (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Summary table of individual study findings.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">First author</th>
<th valign="top" align="left">Taxa</th>
<th valign="top" align="left">Study findings</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Baumann-Dudenhoeffer et&#xa0;al (<xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>)</td>
<td valign="top" align="left"><italic>Bifidobacteriaceae, Lachnospiraceae, Enterobacteriaceae, Bacteroidaceae</italic></td>
<td valign="top" align="left">eight-month shift toward microbial pathways for carbohydrate degradation and vitamin synthesis related to GWG</td>
</tr>
<tr>
<td valign="top" align="left">Caprara et&#xa0;al (<xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>)</td>
<td valign="top" align="left"><italic>Prevotella, Rothia, Mycoplasma, Fusobacterium</italic></td>
<td valign="top" align="left">EGWG lead to lower alpha diversity.</td>
</tr>
<tr>
<td valign="top" align="left">Cho et&#xa0;al (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>)</td>
<td valign="top" align="left"><italic>Prevotellaceae, Lachnospiraceae, Bifidobacteriaceae, Moraxellaceae, Rhodospirillaceae, Burkholderiaceae, Peptococcaceae, Sphingomonadaceae, Sphingobacteriaceae, Bacillaceae, Alteromonadaceae, Cytophagaceae, Enterococcaceae, Erysipelotrichaceae</italic></td>
<td valign="top" align="left">EGWG
<list list-type="simple">
<list-item>
<p>-&#x2003;higher alpha diversity in the meconium</p></list-item>
<list-item>
<p>-&#x2003;Beta Diversity: No significant differences</p></list-item>
</list><break/><italic>Klebsiella</italic>: higher in the Inadequate GWG group compared to the Excessive GWG group (p&lt;0.05).<break/><italic>Holdemania</italic>: highest in the Adequate GWG group, compared to both Inadequate and Excessive GWG groups (p&lt;0.05).</td>
</tr>
<tr>
<td valign="top" align="left">Chu et&#xa0;al (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left">At Delivery (Meconium): <italic>Escherichia, Klebsiella Lactobacillus, Bifidobacterium, Bacteroides, Propionibacterium, Streptococcus, Staphylococcus.</italic> At 6 Weeks (Stool): <italic>Escherichia, Klebsiella, Lactobacillus, Bifidobacterium.</italic></td>
<td valign="top" align="left">GWG
<list list-type="simple">
<list-item>
<p>-&#x2003;not a significant contributor to the abundance of <italic>Bacteroides</italic>, <italic>Bifidobacterium</italic>, or <italic>Lactobacillus</italic></p></list-item>
<list-item>
<p>-&#x2003;little impact on the variation of functional pathways (metagenome) within the infant stool.</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Collado et&#xa0;al (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>)</td>
<td valign="top" align="left"><italic>Bifidobacterium (B. longum, B. breve, B. bifidum, B. adolescentis, B. catenulatum), Clostridium (Cl. Leptum, Cl. Perfringen,s Cl. Difficile), Staphylococcus aureus, Akkermansia muciniphila</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;<italic>Clostridial/Firmicutes</italic> increase at 6 months of age</p></list-item>
<list-item>
<p>-&#x2003;Protective <italic>Bifidobacteria</italic> decrease at 6 months of age</p></list-item>
<list-item>
<p>-&#x2003;<italic>Bacteroides</italic> decrease at 1 month of age</p></list-item>
<list-item>
<p>-&#x2003;Pathogen/Inflammatory Indicator Increase</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Gilley et&#xa0;al (<xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>)</td>
<td valign="top" align="left"><italic>Proteobacteria, Bacteroidetes, Firmicutes, Verrucomicrobia</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;Adverse relation to <italic>Akkermansia</italic> abundance</p></list-item>
<list-item>
<p>-&#x2003;Alpha Diversity: EGWG was positively associated with Chao1 index at 6 months.</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Kennedy et&#xa0;al (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>)</td>
<td valign="top" align="left"><italic>Lactobacillaceae, Bifidobacteriaceae, Enterobacteriaceae, Ruminococcaceae, Veillonellaceae, Lachnospiraceae, Corynebacteriales, Flavobacteriaceae, Erysipelotrichaceae, Bacteroidaceae</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;Alpha Diversity: Maternal GWG significantly impacted infant alpha diversity</p></list-item>
<list-item>
<p>-&#x2003;Beta Diversity: EGWG showed a significant effect on infant beta diversity only in infants born to multiparous participants</p></list-item>
<list-item>
<p>-&#x2003;Taxonomic Shifts: Increased abundance of <italic>Bifidobacterium</italic></p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Liu et&#xa0;al (<xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>)</td>
<td valign="top" align="left"><italic>Firmicutes, Proteobacteria, Bacteroidetes, Actinobacteria</italic></td>
<td valign="top" align="left">Appropriate and excessive GWG caused significant differences in the neonatal gut microbiota, and this influence was stronger in the Control group than in the GDM group.</td>
</tr>
<tr>
<td valign="top" align="left">Raspini et&#xa0;al (<xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>)</td>
<td valign="top" align="left"><italic>Ruminococcaceae, Clostridiaceae, Peptostreptococcaceae, Erysipelotrichaceae Incertae Sedis, Clostridiales Incertae Sedis XIII, Staphylococcaceae, Cellulomonadaceae, Corynebacteriaceae, Actinomycetaceae, Streptomycetaceae, Micromonosporaceae, Colwelliaceae.</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;No Alpha Diversity Impact</p></list-item>
<list-item>
<p>-&#x2003;No Significant Taxonomic Differences</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Robinson et&#xa0;al (<xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left"><italic>Escherichia, Bifidobacterium, Enterobacter, Bacteroides</italic></td>
<td valign="top" align="left">
<list list-type="simple">
<list-item>  
<p>-&#x2003;Negative relationship between GWG and likelihood of <italic>Bacteroides</italic>-dominant profile.</p></list-item>
<list-item>  
<p>-&#x2003;Negative correlations of GWG with richness and Shannon diversity.</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Singh et&#xa0;al (<xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>)</td>
<td valign="top" align="left"><italic>Bacteroides, Parabacteroides, Staphylococcus, Escherichia Enterococcus, Klebsiella, Ruminococcus, Dorea, Bifidobacterium</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;Diversity (Alpha/Beta): No association</p></list-item>
<list-item>
<p>-&#x2003;In vaginally-delivered infants a higher relative abundance of two genera (compared to Adequate GWG)</p></list-item>
<list-item>
<p>-&#x2003;In Cesarean-delivered infants, Excessive GWG was associated with a lower relative abundance of <italic>Dorea</italic>.</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Song et&#xa0;al (<xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>)</td>
<td valign="top" align="left"><italic>Lactobacillaceae, Bifidobacteriaceae, Enterobacteriaceae, Ruminococcaceae, Veillonellaceae, Lachnospiraceae, Corynebacteriales, Flavobacteriaceae, Erysipelotrichaceae, Bacteroidaceae</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;Alpha Diversity Reduction</p></list-item>
<list-item>
<p>-&#x2003;Beta-Diversity: The Normal PBMI + EGWG group was clearly distinguishable from all other groups</p></list-item>
</list><break/>Phylum-Level Shifts
<list list-type="simple">
<list-item>  
<p>-&#x2003;irmicutes: Higher relative abundance in the EGWG group</p></list-item>
<list-item>  
<p>-&#x2003;<italic>Bacteroidetes</italic>: Lower relative abundance in the EGWG group</p></list-item>
<list-item>  
<p>-&#x2003;<italic>Actinobacteria</italic>: Lower relative abundance in the EGWG group</p></list-item>
</list><break/>Taxa Associated with
<list list-type="simple">
<list-item>  
<p>-&#x2003;Normal PBMI + EGWG: A significant number of genera, including <italic>Aeromonas</italic>, <italic>Staphylococcus</italic>, <italic>Lactobacillus</italic>, <italic>Ruminococcaceae</italic>, and <italic>Pseudomonadaceae</italic>, suggesting an increase in aerotolerant anaerobes.</p></list-item>
<list-item>  
<p>-&#x2003;PBMI + EGWG: Taxa included <italic>Bifidobacteriaceae</italic>, <italic>Enterobacter</italic>, and <italic>Veillonellaceae</italic>.</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Stanislawski et&#xa0;al (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>)</td>
<td valign="top" align="left"><italic>Lachnospira, Parabacteroides, Bifidobacterium, Blautia, Methanobrevibacter, Bacteroides, Ruminococcus, Faecalibacterium, Finegoldia</italic></td>
<td valign="top" align="left">EGWG was not a significant determinant of the infant gut microbiota&#x2019;s alpha diversity or overall taxonomic composition over the first two years of life.</td>
</tr>
<tr>
<td valign="top" align="left">Vacca et&#xa0;al (<xref ref-type="bibr" rid="B37">Vacca et&#xa0;al., 2022</xref>)</td>
<td valign="top" align="left"><italic>Ruminococcaceae, Bacteroidaceae, Lactobacillaceae, Enterobacteriaceae, Veillonellaceae, Acidaminococcaceae, Pasteurellaceae, Streptococcaceae</italic></td>
<td valign="top" align="left">EGWG:
<list list-type="simple">
<list-item>
<p>-&#x2003;Higher <italic>Actinobacteria</italic> abundance</p></list-item>
<list-item>
<p>-&#x2003;Lower <italic>Firmicutes</italic> abundance</p></list-item>
</list></td>
</tr>
<tr>
<td valign="top" align="left">Xiao et&#xa0;al (<xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>)</td>
<td valign="top" align="left"><italic>Actinobacteria, Bacteroidetes, Firmicutes, Proteobacteria</italic></td>
<td valign="top" align="left">Highly distinct Beta-diversity between GDM+EGWG and GDM+NGWG infants.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>GWG, Gestational Weight Gain; EGWG, Excessive Gestational Weight gain; GDM, Gestational Diabetes Mellitus.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Research showed that EGWG is often not temporary. The study by Gilley et&#xa0;al. revealed that infants born to mothers whose GWG exceeded the IOM recommendations exhibited a significantly lower alpha diversity index that was still measurable at 12 months of age (<xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>). This suggests that the early effects of EGWG establish a less diverse microbiota that is slow to recover. In the study by Stanislawski et&#xa0;al., while GWG was associated with differences in the maternal gut microbiota, it did not lead to overall differences in the infant&#x2019;s community structure over the first two years of life (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>EGWG and taxonomic composition</title>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Disruption of beneficial <italic>Bacteroides</italic> colonization</title>
<p>Most studies reporting genus-level shifts indicate that higher GWG causes a decreased <italic>Bacteroides</italic> abundance, a genus crucial for immune maturation and short-chain fatty acid (SCFA) production. Collado et&#xa0;al. found that mothers with excessive weight gain during pregnancy gave birth to infants who had lower concentrations of <italic>Bacteroides</italic> at one month of age, a finding which persisted at six months (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). Additionally, Robinson et&#xa0;al. reported a negative linear relationship between the overall increase in GWG and the likelihood of an infant having <italic>Bacteroides</italic>-dominant microbiome. Specifically, a 1 Kg increase in GWG correlated with an unadjusted RR of 0.83 (CI, 0.71-0.96, P = 0.01) for having a <italic>Bacteroides</italic>-dominant profile relative to an <italic>Enterobacter</italic>-dominant profile (<xref ref-type="bibr" rid="B31">Robinson et&#xa0;al., 2017</xref>). This association remained statistically significant in adjusted models controlling for confounders. On the other hand, Chu et&#xa0;al. noted that after controlling for confounding factors, GWG was not a significant factor contributing to the abundance of <italic>Bacteroides, Bifidobacterium</italic>, or <italic>Lactobacillus</italic> (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>). Lastly, in the study by Vacca et&#xa0;al, there was a tendency for <italic>Actinobacteria</italic> abundance to be higher in the EGWG group (p=0.021), and for Firmicutes abundance to be lower (p=0.034).</p>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Proliferation of pathogenic and opportunistic taxa</title>
<p>In addition to the reduction in beneficial taxa, EGWG was also associated with the increased presence and of potentially pathogenic or opportunistic bacteria. Collado et&#xa0;al. found that EGWG is linked to an increase in <italic>Clostridium difficile</italic> in infants at six months of age (P = 0.046) and that the <italic>Staphylococcus aureus</italic> group was detected more frequently at one month of age (P = 0.048) (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). Similarly, in the studies by Cho et&#xa0;al. and Xiao et&#xa0;al., infants born to mothers with GDM and EGWG showed a higher relative abundance of the potentially inflammatory genera <italic>Enterococcus</italic> and <italic>Prevotella</italic> in meconium and a reduced abundance of beneficial genera like <italic>Clostridium</italic>, <italic>Coriobacteriaceae</italic>, and <italic>Collinsella</italic> respectively (<xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>).</p>
</sec>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Maternal and infant risk factors in relation to EGWG</title>
<sec id="s3_4_1">
<label>3.4.1</label>
<title>EGWG and GDM</title>
<p>The combined effect of EGWG with GDM was shown to significantly worsen dysbiosis. Cho et&#xa0;al. reported that GDM combined with EGWG showed a higher relative abundance of the genera with inflammatory potential (<italic>Enterococcus</italic> and <italic>Prevotella</italic>) when compared to infants of metabolically healthy mothers (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>). Similarly, Xiao et&#xa0;al. specifically found that this concurrence of EGWG in the context of GDM resulted in the depletion of beneficial bacteria (<italic>Clostridium, Coriobacteriaceae</italic>, and <italic>Collinsella</italic>) (<xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>). Lastly, according to Liu et&#xa0;al., appropriate and excessive GWG status was one of the perinatal factors that caused significant differences in the neonatal gut microbiota, and this influence was stronger in the Control group than in the GDM group (<xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>).</p>
</sec>
<sec id="s3_4_2">
<label>3.4.2</label>
<title>Interaction with pre-pregnancy BMI</title>
<p>Collado et&#xa0;al. found that both maternal p-BMI and GWG were independently related to the composition of the infant gut microbiota (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). Cho et&#xa0;al. found taxonomic abundance displayed similar trends of variation associated with both maternal BMI and GWG groups (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>). In terms of diversity, Caprara et&#xa0;al. found that newborns of mothers classified as obese (high p-BMI) exhibited lower alpha diversity, as also seen in EGWG women included in the study (<xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>).</p>
</sec>
<sec id="s3_4_3">
<label>3.4.3</label>
<title>Other confounding factors</title>
<p>The observed association between maternal EGWG and infant gut dysbiosis is highly affected by several confounding factors. Delivery Mode and Perinatal Antibiotic Use constitute two of the commonest observed factors. As reported by Baumann-Dudenhoeffer et&#xa0;al., any microbial differences in the EGWG are often nullified or weakened by postnatal factors like delivery mode and feeding (<xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>). Kennedy et&#xa0;al. revealed that EGWG showed a significant effect on infant beta diversity (overall community structure), only in infants born to multiparous participants (R 2 = 0.378, p=0.0009) (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>). Additionally, p-BMI, which as previously mentioned, is independently related to infant microbial composition and GDM, acts synergistically with EGWG to severely exacerbate dysbiosis (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B4">Caprara et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B39">Xiao et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>). Parity was also noted as a confounding factor. According to Kennedy et&#xa0;al. the overall impact of EGWG on taxonomic composition is crucially modulated by maternal parity. The <italic>Bifidobacterium</italic> increase paired with a decrease in <italic>Bacteroides</italic> was only observed in infants of multiparous mothers, a shift not present in infants of primiparous mothers (<xref ref-type="bibr" rid="B17">Kennedy et&#xa0;al., 2023</xref>). Finally, the Infant Diet and Postnatal Environment play a significant role too. While EGWG establishes an adverse microbiome at birth, the sustained influence of human milk exposure and weaning eventually becomes the dominant force structuring the microbial community by 12 months (<xref ref-type="bibr" rid="B29">Raspini et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B35">Song and Liu, 2023</xref>).</p>
</sec>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Functional, metabolic, and later-life implications</title>
<sec id="s3_5_1">
<label>3.5.1</label>
<title>Functional and metabolic capacity</title>
<p>In the study by Chu et&#xa0;al. the researchers found that GWG had little impact on the metagenome within the infant stool, suggesting that-despite variations in taxa- the overall metabolic activity may be preserved in infancy (<xref ref-type="bibr" rid="B6">Chu et&#xa0;al., 2017</xref>). In contrast with the finding by Chu et&#xa0;al., Singh et&#xa0;al. found that maternal metabolic status, which was highly correlated to GWG status was associated with a reduced abundance of SCFA-producing bacteria and lower fecal butyric acid in infants (<xref ref-type="bibr" rid="B34">Singh et&#xa0;al., 2020</xref>). Additionally, Collado et&#xa0;al. revealed that infants of mothers with EGWG exhibited a tendency toward a higher abundance of <italic>Akkermansia muciniphila</italic> at one month of age (36.4% vs. 15%, P = 0.095), a potential marker of altered gut barrier function (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). Lastly, one study reported that GWG overall, independently predicted a persistent, eight-month shift in the infant gut microbiome toward enriched pathways for carbohydrate degradation and the synthesis of critical vitamins. This effect was independent of major confounders, including pre-pregnancy BMI and postnatal feeding (<xref ref-type="bibr" rid="B3">Baumann-Dudenhoeffer et&#xa0;al., 2018</xref>).</p>
</sec>
<sec id="s3_5_2">
<label>3.5.2</label>
<title>EGWG and infant growth outcomes</title>
<p>Collado et&#xa0;al. showed associations between specific microbial groups and infant weight at 6 months of age: a higher ratio of <italic>Bifidobacterium</italic> to the <italic>C. coccoides</italic> group was associated with lower infant weight at six months (r=-0.272, P = 0.070), while higher numbers of <italic>Clostridia</italic> (the <italic>C. coccoides</italic> group) were associated with higher infant weight (r=0.300, P = 0.051) (<xref ref-type="bibr" rid="B7">Collado et&#xa0;al., 2010</xref>). Additionally, Gilley et&#xa0;al. found that EGWG-caused lower diversity was correlated with increased Early Childhood Weight Gain at 12 months (<xref ref-type="bibr" rid="B11">Gilley et&#xa0;al., 2022</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Our review, incorporating fecal samples form 1723 participants revealed that EGWG is a determinant of early infant gut characteristics, primarily manifesting as a reduction in alpha diversity that appears to be persistent over the first year of life. Taxonomically, this is linked to a notable shift away from beneficial genera, such as <italic>Bacteroides</italic> and toward the colonization of opportunistic and potentially harmful taxa.</p>
<p><italic>In utero</italic> exposure to metabolic and nutritional disturbances such as those often accompanied or exacerbated by EGWG, is detrimental to the fetus&#x2019;s well-being. This exposure is thought to reduce the child&#x2019;s cardiometabolic health and cause long-term neurological defects, including motor development disorders, as well as increased risk for childhood overweight and obesity (<xref ref-type="bibr" rid="B19">Lackovic et&#xa0;al., 2024</xref>). Additionally, early pregnancy BMI and GWG independently influence offspring growth patterns, even from birth, were these factors were associated with birth weight. From birth to 18 months, GWG affected infant growth adversely, with excessive GWG leading to diminished growth trajectories (<xref ref-type="bibr" rid="B26">&#xd6;sterroos et&#xa0;al., 2024</xref>).</p>
<p>It is important to make the distinction between the effect of maternal p-BMI on the infant gut microbiome from the dynamic GWG, which constitutes a separate metabolic variable along with other related maternal factors, such as maternal lifestyle and diet (<xref ref-type="bibr" rid="B22">Liu et&#xa0;al., 2025</xref>). In regards to perinatal gut microbiota composition, GWG seems to affect the metabolic environment during pregnancy, leading to different microbial composition irrelevant to p-BMI, which also affects the earliest colonization patterns in meconium (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>). This perinatally defined factor has outcomes that extend into later childhood, e.g. maternal overweight p-BMI correlates with both offspring gut microbiota composition and diminished cognitive development at 36 months of age (<xref ref-type="bibr" rid="B15">Guzzardi et&#xa0;al., 2022</xref>).</p>
<p>In the study by Cho et&#xa0;al., two distinct pathways through which maternal weight status influences the neonatal gut are suggested. In regard to p-BMI, it appears to set a basal metabolic environment, affecting early colonization through sustained maternal energy balance, adipokine signaling, and inflammatory regulation. On the other hand, GWG acts as a dynamic variable, altering the intrauterine metabolic status, possibly through changes in nutrient delivery, short-chain fatty acid transfer, or altered gut permeability (<xref ref-type="bibr" rid="B5">Cho et&#xa0;al., 2025</xref>). On the contrary, Stanislawski et&#xa0;al. reported that, while excessive GWG was associated with differences in the composition of the maternal gut microbiota at delivery, these changes resulted in only limited differences in the infants&#x2019; gut microbiota over the first two years, suggesting maternal weight is not a major determinant compared to factors like delivery mode, or breastfeeding. Nevertheless, the presence of specific maternal taxa (e.g., those vertically transmitted) translated to increased presence in the infant, suggests that the relationship of EGWG and infant gut microbiota is at least partially mediated by maternal gut microbiota composition during pregnancy, influencing early colonization and microbiome maturation. EGWG was linked to an increase in potentially harmful groups like <italic>C. difficile</italic> and the <italic>Staphylococcus aureus</italic> group and a higher proportion of <italic>Akkermansia muciniphila</italic> at one month of life, which all correlated with future growth parameters (<xref ref-type="bibr" rid="B36">Stanislawski et&#xa0;al., 2017</xref>).</p>
<p>As previously mentioned, the influence of these maternal characteristics, including EGWG on the infant microbiome appears to diminish over time, as the infant and its gut ecosystem become exposed to other, more potent factors. Primarily nutrition, including feeding type (breast milk or formula) and the introduction of solid foods, appears to be the key shaping factor later in life, followed by environmental factors like contact with pets and relatives (<xref ref-type="bibr" rid="B20">Laursen et&#xa0;al., 2016</xref>). It is worth mentioning that most studies failed to account for the quality of the maternal diet when determining this effect, despite the dominant role that nutrition plays in shaping the microbiome. Nevertheless, some studies suggest that once delivery mode and infant feeding status (e.g., exclusive breastfeeding), are accounted for, many dietary associations lose statistical significance. Despite the overall uncertainty of evidence, some data suggest that specific macronutrients have an independent impact. For example, diets rich in beneficial factors like fermentable fiber and vegetable protein are found to be associated with more favorable microbiotal diversities, while diets high in animal protein and fats can increase risks of adverse outcomes related to the microbiomic environment they foster (<xref ref-type="bibr" rid="B30">Rio-Aige et&#xa0;al., 2025</xref>).</p>
<p>This study has certain limitations. Firstly, the availability of evidence was restricted, as our literature search retrieved only15 relevant studies, all of which were designed as observational cohorts (although, as per our protocol, RCTs were eligible for inclusion, none were retrieved) and are therefore susceptible to residual confounding. Secondly, significant heterogeneity among the included studies, in terms of design, data collection methods, and analysis, prevented the performance of a meta-analysis and made direct comparisons challenging. Lastly, the variability of GWG categories definition may affect the robustness of our conclusions and decrease the strength and generalizability of our findings.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>In conclusion, EGWG is an independent defining factor of infant gut dysbiosis. It affects microbial alpha diversity for up to 12 months, changing the taxonomic composition, from <italic>Bacteroides</italic> and other beneficial colonies toward opportunistic/pathogenic genera. Although EGWG is as a key modifiable maternal factor linking gestational health to long-term offspring health, the literature remains scarce. More randomized studies and pathway research are needed to determine the exact effect of EGWG on infant gut microbiota and the mechanisms orchestrating this interaction.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author/s.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>NX: Formal analysis, Software, Visualization, Conceptualization, Writing &#x2013; original draft, Methodology, Data curation, Writing &#x2013; review &amp; editing, Investigation, Validation, Resources. GK: Writing &#x2013; review &amp; editing, Supervision. E-EV: Writing &#x2013; original draft, Methodology, Conceptualization. TV: Supervision, Writing &#x2013; review &amp; editing. RS: Supervision, Writing &#x2013; review &amp; editing. PV:&#xa0;Supervision, Writing &#x2013; review &amp; editing. SP: Supervision, Writing &#x2013; review &amp; editing. ZI: Writing &#x2013; review &amp; editing, Supervision. NI: Supervision, Writing &#x2013; review &amp; editing. TB:&#xa0;Writing &#x2013; review &amp; editing, Supervision.</p></sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The author(s) declared that this work 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) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="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>
<ref-list>
<title>References</title>
<ref id="B1">
<mixed-citation publication-type="journal">
<person-group person-group-type="author"><collab>American College of Obstetricians and Gynecologists</collab>
</person-group> (<year>2013</year>). 
<article-title>ACOG Committee opinion no. 548: weight gain during pregnancy</article-title>. <source>Obstet Gynecol</source> <volume>121</volume>, <fpage>210</fpage>&#x2013;<lpage>212</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/01.aog.0000425668.87506.4</pub-id>, PMID: <pub-id pub-id-type="pmid">23262962</pub-id>
</mixed-citation>
</ref>
<ref id="B2">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Anstey</surname> <given-names>K. J.</given-names></name>
<name><surname>Cherbuin</surname> <given-names>N.</given-names></name>
<name><surname>Budge</surname> <given-names>M.</given-names></name>
<name><surname>Young</surname> <given-names>J.</given-names></name>
</person-group> (<year>2011</year>). 
<article-title>Body mass index in midlife and late-life as a risk factor for dementia: a meta-analysis of prospective studies</article-title>. <source>Obes. Rev.</source> <volume>12</volume>, <fpage>e426</fpage>&#x2013;<lpage>e437</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1467-789X.2010.00825.x</pub-id>, PMID: <pub-id pub-id-type="pmid">21348917</pub-id>
</mixed-citation>
</ref>
<ref id="B3">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Baumann-Dudenhoeffer</surname> <given-names>A. M.</given-names></name>
<name><surname>D&#x2019;Souza</surname> <given-names>A. W.</given-names></name>
<name><surname>Tarr</surname> <given-names>P. I.</given-names></name>
<name><surname>Warner</surname> <given-names>B. B.</given-names></name>
<name><surname>Dantas</surname> <given-names>G.</given-names></name>
</person-group> (<year>2018</year>). 
<article-title>Infant diet and maternal gestational weight gain predict early metabolic maturation of gut microbiomes</article-title>. <source>Nat. Med.</source> <volume>24</volume>, <fpage>1822</fpage>&#x2013;<lpage>1829</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41591-018-0216-2</pub-id>, PMID: <pub-id pub-id-type="pmid">30374198</pub-id>
</mixed-citation>
</ref>
<ref id="B4">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Caprara</surname> <given-names>G. L.</given-names></name>
<name><surname>Von Ameln Lovison</surname> <given-names>O.</given-names></name>
<name><surname>Martins</surname> <given-names>A. F.</given-names></name>
<name><surname>Bernardi</surname> <given-names>J. R.</given-names></name>
<name><surname>Goldani</surname> <given-names>M. Z.</given-names></name>
</person-group> (<year>2024</year>). 
<article-title>Characterization of newborn gut microbiota according to the pre-gestational maternal nutritional status and delivery mode</article-title>. <source>Arch. Gynecol Obstet</source> <volume>310</volume>, <fpage>2889</fpage>&#x2013;<lpage>2898</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00404-024-07772-z</pub-id>, PMID: <pub-id pub-id-type="pmid">39387928</pub-id>
</mixed-citation>
</ref>
<ref id="B5">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Cho</surname> <given-names>K. H.</given-names></name>
<name><surname>Kwon</surname> <given-names>Y.</given-names></name>
<name><surname>Kasani</surname> <given-names>P. H.</given-names></name>
<name><surname>Lee</surname> <given-names>S. G.</given-names></name>
<name><surname>Jeong</surname> <given-names>S. J.</given-names></name>
</person-group> (<year>2025</year>). 
<article-title>Influence of maternal weight dynamics prior to and throughout gestation on early infant gut microbiome colonization</article-title>. <source>Microb. Ecol.</source> <volume>88</volume>, <fpage>32</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00248-025-02520-5</pub-id>, PMID: <pub-id pub-id-type="pmid">40261360</pub-id>
</mixed-citation>
</ref>
<ref id="B6">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Chu</surname> <given-names>D. M.</given-names></name>
<name><surname>Ma</surname> <given-names>J.</given-names></name>
<name><surname>Prince</surname> <given-names>A. L.</given-names></name>
<name><surname>Antony</surname> <given-names>K. M.</given-names></name>
<name><surname>Seferovic</surname> <given-names>M. D.</given-names></name>
<name><surname>Aagaard</surname> <given-names>K. M.</given-names></name>
</person-group> (<year>2017</year>). 
<article-title>Maturation of the infant microbiome community structure and function across multiple body sites and in relation to mode of delivery</article-title>. <source>Nat. Med.</source> <volume>23</volume>, <fpage>314</fpage>&#x2013;<lpage>326</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nm.4272</pub-id>, PMID: <pub-id pub-id-type="pmid">28112736</pub-id>
</mixed-citation>
</ref>
<ref id="B7">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Collado</surname> <given-names>M. C.</given-names></name>
<name><surname>Isolauri</surname> <given-names>E.</given-names></name>
<name><surname>Laitinen</surname> <given-names>K.</given-names></name>
<name><surname>Salminen</surname> <given-names>S.</given-names></name>
</person-group> (<year>2010</year>). 
<article-title>Effect of mother&#x2019;s weight on infant&#x2019;s microbiota acquisition, composition, and activity during early infancy: a prospective follow-up study initiated in early pregnancy</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>92</volume>, <fpage>1023</fpage>&#x2013;<lpage>1030</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3945/ajcn.2010.29877</pub-id>, PMID: <pub-id pub-id-type="pmid">20844065</pub-id>
</mixed-citation>
</ref>
<ref id="B8">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Dreisbach</surname> <given-names>C.</given-names></name>
<name><surname>Prescott</surname> <given-names>S.</given-names></name>
<name><surname>Alhusen</surname> <given-names>J.</given-names></name>
</person-group> (<year>2020</year>). 
<article-title>Influence of maternal prepregnancy obesity and excessive gestational weight gain on maternal and child gastrointestinal microbiome composition: A systematic review</article-title>. <source>Biol. Res. Nurs</source> <volume>22</volume>, <fpage>114</fpage>&#x2013;<lpage>125</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1177/1099800419880615</pub-id>, PMID: <pub-id pub-id-type="pmid">31597472</pub-id>
</mixed-citation>
</ref>
<ref id="B9">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ege</surname> <given-names>S.</given-names></name>
<name><surname>Akduman</surname> <given-names>H.</given-names></name>
<name><surname>A&#x15f;&#x131;r</surname> <given-names>A.</given-names></name>
<name><surname>Korak</surname> <given-names>T.</given-names></name>
</person-group> (<year>2025</year>). 
<article-title>Excessive weight gain during pregnancy increased ponoxarase 1 level in neonatal cord blood</article-title>. <source>Antioxid (Basel)</source> <volume>14</volume>, <fpage>105</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/antiox14010105</pub-id>, PMID: <pub-id pub-id-type="pmid">39857440</pub-id>
</mixed-citation>
</ref>
<ref id="B10">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Engin</surname> <given-names>A.</given-names></name>
</person-group> (<year>2024</year>). 
<article-title>The definition and prevalence of obesity and metabolic syndrome: correlative clinical evaluation based on phenotypes</article-title>. <source>Adv. Exp. Med. Biol.</source> <volume>1460</volume>, <fpage>1</fpage>&#x2013;<lpage>25</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-3-031-63657-8</pub-id>, PMID: <pub-id pub-id-type="pmid">39287847</pub-id>
</mixed-citation>
</ref>
<ref id="B11">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Gilley</surname> <given-names>S. P.</given-names></name>
<name><surname>Ruebel</surname> <given-names>M. L.</given-names></name>
<name><surname>Sims</surname> <given-names>C.</given-names></name>
<name><surname>Zhong</surname> <given-names>Y.</given-names></name>
<name><surname>Turner</surname> <given-names>D.</given-names></name>
<name><surname>Lan</surname> <given-names>R. S.</given-names></name>
<etal/>
</person-group>. (<year>2022</year>). 
<article-title>Associations between maternal obesity and offspring gut microbiome in the first year of life</article-title>. <source>Pediatr. Obes.</source> <volume>17</volume>, <elocation-id>e12921</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/ijpo.12921</pub-id>, PMID: <pub-id pub-id-type="pmid">35478493</pub-id>
</mixed-citation>
</ref>
<ref id="B12">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Gilmore</surname> <given-names>L. A.</given-names></name>
<name><surname>Redman</surname> <given-names>L. M.</given-names></name>
</person-group> (<year>2015</year>). 
<article-title>Weight gain in pregnancy and application of the 2009 IOM guidelines: toward a uniform approach</article-title>. <source>Obes. (Sil Spri)</source> <volume>23</volume>, <fpage>507</fpage>&#x2013;<lpage>511</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/oby.20951</pub-id>, PMID: <pub-id pub-id-type="pmid">25521748</pub-id>
</mixed-citation>
</ref>
<ref id="B13">
<mixed-citation publication-type="book">
<person-group person-group-type="author">
<name><surname>Grainger</surname> <given-names>N. H.</given-names></name>
</person-group> (<year>2025</year>). <source>Evidence synthesis hackathon</source> (
<publisher-name>PRISMA2020</publisher-name>). Available online at: <uri xlink:href="https://www.eshackathon.org/software/PRISMA2020.html">https://www.eshackathon.org/software/PRISMA2020.html</uri> (Accessed <date-in-citation content-type="access-date">October 03, 2025</date-in-citation>).
</mixed-citation>
</ref>
<ref id="B14">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Grech</surname> <given-names>A.</given-names></name>
<name><surname>Collins</surname> <given-names>C. E.</given-names></name>
<name><surname>Holmes</surname> <given-names>A.</given-names></name>
<name><surname>Lal</surname> <given-names>R.</given-names></name>
<name><surname>Duncanson</surname> <given-names>K.</given-names></name>
<name><surname>Taylor</surname> <given-names>R.</given-names></name>
<etal/>
</person-group>. (<year>2021</year>). 
<article-title>Maternal exposures and the infant gut microbiome: a systematic review with meta-analysis</article-title>. <source>Gut Microbes</source> <volume>13</volume>, <fpage>1897210</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/19490976.2021.1897210</pub-id>, PMID: <pub-id pub-id-type="pmid">33978558</pub-id>
</mixed-citation>
</ref>
<ref id="B15">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Guzzardi</surname> <given-names>M. A.</given-names></name>
<name><surname>Ederveen</surname> <given-names>T. H. A.</given-names></name>
<name><surname>Rizzo</surname> <given-names>F.</given-names></name>
<name><surname>Weisz</surname> <given-names>A.</given-names></name>
<name><surname>Collado</surname> <given-names>M. C.</given-names></name>
<name><surname>Muratori</surname> <given-names>F.</given-names></name>
<etal/>
</person-group>. (<year>2022</year>). 
<article-title>Maternal pre-pregnancy overweight and neonatal gut bacterial colonization are associated with cognitive development and gut microbiota composition in pre-school-age offspring</article-title>. <source>Brain Behav Immun</source> <volume>100</volume>, <fpage>311</fpage>&#x2013;<lpage>320</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.bbi.2021.12.009</pub-id>, PMID: <pub-id pub-id-type="pmid">34920092</pub-id>
</mixed-citation>
</ref>
<ref id="B16">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kapourchali</surname> <given-names>F. R.</given-names></name>
<name><surname>Cresci</surname> <given-names>G. A. M.</given-names></name>
</person-group> (<year>2020</year>). 
<article-title>Early-life gut microbiome&#x2014;The importance of maternal and infant factors in its establishment</article-title>. <source>Nutr. Clin. Prac</source> <volume>35</volume>, <fpage>386</fpage>&#x2013;<lpage>405</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/ncp.10490</pub-id>, PMID: <pub-id pub-id-type="pmid">32329544</pub-id>
</mixed-citation>
</ref>
<ref id="B17">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kennedy</surname> <given-names>K. M.</given-names></name>
<name><surname>Plagemann</surname> <given-names>A.</given-names></name>
<name><surname>Sommer</surname> <given-names>J.</given-names></name>
<name><surname>Hofmann</surname> <given-names>M.</given-names></name>
<name><surname>Henrich</surname> <given-names>W.</given-names></name>
<name><surname>Barrett</surname> <given-names>J. F. R.</given-names></name>
<etal/>
</person-group>. (<year>2023</year>). 
<article-title>Parity modulates impact of BMI and gestational weight gain on gut microbiota in human pregnancy</article-title>. <source>Gut Microbes</source> <volume>15</volume>, <fpage>2259316</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/19490976.2023.2259316</pub-id>, PMID: <pub-id pub-id-type="pmid">37811749</pub-id>
</mixed-citation>
</ref>
<ref id="B18">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Kumbhare</surname> <given-names>S. V.</given-names></name>
<name><surname>Patangia</surname> <given-names>D. V.</given-names></name>
<name><surname>Patil</surname> <given-names>R. H.</given-names></name>
<name><surname>Shouche</surname> <given-names>Y. S.</given-names></name>
<name><surname>Patil</surname> <given-names>N. P.</given-names></name>
</person-group> (<year>2019</year>). 
<article-title>Factors influencing the gut microbiome in children: from infancy to childhood</article-title>. <source>J. Biosci.</source> <volume>44</volume>, <fpage>49</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12038-019-9860-z</pub-id>, PMID: <pub-id pub-id-type="pmid">31180062</pub-id>
</mixed-citation>
</ref>
<ref id="B19">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Lackovic</surname> <given-names>M.</given-names></name>
<name><surname>Jankovic</surname> <given-names>M.</given-names></name>
<name><surname>Mihajlovic</surname> <given-names>S.</given-names></name>
<name><surname>Milovanovic</surname> <given-names>Z.</given-names></name>
<name><surname>Rovcanin</surname> <given-names>M.</given-names></name>
<name><surname>Mitic</surname> <given-names>N.</given-names></name>
<etal/>
</person-group>. (<year>2024</year>). 
<article-title>Gestational weight gain, pregnancy related complications and the short-term risks for the offspring</article-title>. <source>J. Clin. Med.</source> <volume>13</volume>, <fpage>445</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/jcm13020445</pub-id>, PMID: <pub-id pub-id-type="pmid">38256578</pub-id>
</mixed-citation>
</ref>
<ref id="B20">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Laursen</surname> <given-names>M. F.</given-names></name>
<name><surname>Andersen</surname> <given-names>L. B. B.</given-names></name>
<name><surname>Michaelsen</surname> <given-names>K. F.</given-names></name>
<name><surname>M&#xf8;lgaard</surname> <given-names>C.</given-names></name>
<name><surname>Trolle</surname> <given-names>E.</given-names></name>
<name><surname>Bahl</surname> <given-names>M. I.</given-names></name>
<etal/>
</person-group>. (<year>2016</year>). 
<article-title>Infant gut microbiota development is driven by transition to family foods independent of maternal obesity</article-title>. <source>mSphere.</source> <volume>1</volume>, <fpage>e00069</fpage>&#x2013;<lpage>e00015</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/mSphere.00069-15</pub-id>, PMID: <pub-id pub-id-type="pmid">27303699</pub-id>
</mixed-citation>
</ref>
<ref id="B21">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Li</surname> <given-names>Z.</given-names></name>
<name><surname>Zhang</surname> <given-names>Y.</given-names></name>
<name><surname>Tan</surname> <given-names>X.</given-names></name>
<name><surname>Kian Deng</surname> <given-names>T.</given-names></name>
<name><surname>Gao</surname> <given-names>Q.</given-names></name>
<name><surname>Xiao</surname> <given-names>X.</given-names></name>
<etal/>
</person-group>. (<year>2024</year>). 
<article-title>Origin of the neonatal gut microbiota and probiotic intervention: a randomized controlled trial</article-title>. <source>Front. Nutr.</source> <volume>11</volume>. Available online at: <uri xlink:href="https://www.frontiersin.org/journals/nutrition/articles/10.3389/fnut.2024.1389417/full">https://www.frontiersin.org/journals/nutrition/articles/10.3389/fnut.2024.1389417/full</uri> (Accessed <date-in-citation content-type="access-date">October 03, 2025</date-in-citation>)., PMID: <pub-id pub-id-type="pmid">38746938</pub-id>
</mixed-citation>
</ref>
<ref id="B22">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Liu</surname> <given-names>C.</given-names></name>
<name><surname>Zheng</surname> <given-names>W.</given-names></name>
<name><surname>Wang</surname> <given-names>J.</given-names></name>
<name><surname>Yuan</surname> <given-names>X.</given-names></name>
<name><surname>Zhang</surname> <given-names>Y.</given-names></name>
<name><surname>Wang</surname> <given-names>Y.</given-names></name>
<etal/>
</person-group>. (<year>2025</year>). 
<article-title>Multiple perinatal characteristics affect the association between maternal diabetes status and early neonatal gut microbiota</article-title>. <source>mSphere.</source> <volume>10</volume>, <elocation-id>e0091424</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/msphere.00914-24</pub-id>, PMID: <pub-id pub-id-type="pmid">40377305</pub-id>
</mixed-citation>
</ref>
<ref id="B23">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Ma</surname> <given-names>G.</given-names></name>
<name><surname>Shi</surname> <given-names>Y.</given-names></name>
<name><surname>Meng</surname> <given-names>L.</given-names></name>
<name><surname>Fan</surname> <given-names>H.</given-names></name>
<name><surname>Tang</surname> <given-names>X.</given-names></name>
<name><surname>Luo</surname> <given-names>H.</given-names></name>
<etal/>
</person-group>. (<year>2023</year>). 
<article-title>Factors affecting the early establishment of neonatal intestinal flora and its intervention measures</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>13</volume>. Available online at: <uri xlink:href="https://www.frontiersin.org/journals/cellular-and-infection-microbiology/articles/10.3389/fcimb.2023.1295111/full">https://www.frontiersin.org/journals/cellular-and-infection-microbiology/articles/10.3389/fcimb.2023.1295111/full</uri> (Accessed <date-in-citation content-type="access-date">October 03, 2025</date-in-citation>)., PMID: <pub-id pub-id-type="pmid">38106467</pub-id>
</mixed-citation>
</ref>
<ref id="B24">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Mulligan</surname> <given-names>C. M.</given-names></name>
<name><surname>Friedman</surname> <given-names>J. E.</given-names></name>
</person-group> (<year>2017</year>). 
<article-title>Maternal modifiers of the infant gut microbiota - metabolic consequences</article-title>. <source>J. Endocrinol.</source> <volume>235</volume>, <fpage>R1</fpage>&#x2013;<lpage>12</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1530/JOE-17-0303</pub-id>, PMID: <pub-id pub-id-type="pmid">28751453</pub-id>
</mixed-citation>
</ref>
<ref id="B25">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>O&#x2019;Neill</surname> <given-names>I. J.</given-names></name>
<name><surname>Sanchez Gallardo</surname> <given-names>R.</given-names></name>
<name><surname>Saldova</surname> <given-names>R.</given-names></name>
<name><surname>Murphy</surname> <given-names>E. F.</given-names></name>
<name><surname>Cotter</surname> <given-names>P. D.</given-names></name>
<name><surname>McAuliffe</surname> <given-names>F. M.</given-names></name>
<etal/>
</person-group>. (<year>2020</year>). 
<article-title>Maternal and infant factors that shape neonatal gut colonization by bacteria</article-title>. <source>Expert Rev. Gastroenterol. Hepatol.</source> <volume>14</volume>, <fpage>651</fpage>&#x2013;<lpage>664</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/17474124.2020.1784725</pub-id>, PMID: <pub-id pub-id-type="pmid">32552141</pub-id>
</mixed-citation>
</ref>
<ref id="B26">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>&#xd6;sterroos</surname> <given-names>A.</given-names></name>
<name><surname>Lindstr&#xf6;m</surname> <given-names>L.</given-names></name>
<name><surname>Wikman</surname> <given-names>P.</given-names></name>
<name><surname>Forslund</surname> <given-names>A.</given-names></name>
<name><surname>Wikstr&#xf6;m</surname> <given-names>A.</given-names></name>
<name><surname>Sundstr&#xf6;m Poromaa</surname> <given-names>I.</given-names></name>
<etal/>
</person-group>. (<year>2024</year>). 
<article-title>Maternal body mass index, gestational weight gain, and early childhood growth: A register-based cohort study</article-title>. <source>Acta Obstet Gynecol Scand.</source> <volume>103</volume>, <fpage>2171</fpage>&#x2013;<lpage>2182</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/aogs.14961</pub-id>, PMID: <pub-id pub-id-type="pmid">39231783</pub-id>
</mixed-citation>
</ref>
<ref id="B27">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Pantazi</surname> <given-names>A. C.</given-names></name>
<name><surname>Balasa</surname> <given-names>A. L.</given-names></name>
<name><surname>Mihai</surname> <given-names>C. M.</given-names></name>
<name><surname>Chisnoiu</surname> <given-names>T.</given-names></name>
<name><surname>Lupu</surname> <given-names>V. V.</given-names></name>
<name><surname>Kassim</surname> <given-names>M. A. K.</given-names></name>
<etal/>
</person-group>. (<year>2023</year>). 
<article-title>Development of gut microbiota in the first 1000 days after birth and potential interventions</article-title>. <source>Nutrients.</source> <volume>15</volume>, <fpage>3647</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu15163647</pub-id>, PMID: <pub-id pub-id-type="pmid">37630837</pub-id>
</mixed-citation>
</ref>
<ref id="B28">
<mixed-citation publication-type="web">
<person-group person-group-type="author"><collab>PROSPERO</collab>
</person-group>. Available online at: <uri xlink:href="https://www.crd.york.ac.uk/PROSPERO/view/CRD420251156939">https://www.crd.york.ac.uk/PROSPERO/view/CRD420251156939</uri> (Accessed <date-in-citation content-type="access-date">October 03, 2025</date-in-citation>).
</mixed-citation>
</ref>
<ref id="B29">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Raspini</surname> <given-names>B.</given-names></name>
<name><surname>Vacca</surname> <given-names>M.</given-names></name>
<name><surname>Porri</surname> <given-names>D.</given-names></name>
<name><surname>De Giuseppe</surname> <given-names>R.</given-names></name>
<name><surname>Calabrese</surname> <given-names>F. M.</given-names></name>
<name><surname>Chieppa</surname> <given-names>M.</given-names></name>
<etal/>
</person-group>. (<year>2021</year>). 
<article-title>Early Life Microbiota Colonization at Six Months of Age: A Transitional Time Point</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>11</volume>. Available online at: <uri xlink:href="https://www.frontiersin.org/journals/cellular-and-infection-microbiology/articles/10.3389/fcimb.2021.590202/full">https://www.frontiersin.org/journals/cellular-and-infection-microbiology/articles/10.3389/fcimb.2021.590202/full</uri> (Accessed <date-in-citation content-type="access-date">October 03, 2025</date-in-citation>)., PMID: <pub-id pub-id-type="pmid">33842380</pub-id>
</mixed-citation>
</ref>
<ref id="B30">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Rio-Aige</surname> <given-names>K.</given-names></name>
<name><surname>Selma-Royo</surname> <given-names>M.</given-names></name>
<name><surname>Cabrera-Rubio</surname> <given-names>R.</given-names></name>
<name><surname>Gonz&#xe1;lez</surname> <given-names>S.</given-names></name>
<name><surname>Mart&#xed;nez-Costa</surname> <given-names>C.</given-names></name>
<name><surname>Castell</surname> <given-names>M.</given-names></name>
<etal/>
</person-group>. (<year>2025</year>). 
<article-title>Maternal diet shapes infant microbiota and defensive capacity against infections in early life via differential human milk composition</article-title>. <source>eBioMedicine.</source> <volume>118</volume>, <fpage>105850</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ebiom.2025.105850</pub-id>, PMID: <pub-id pub-id-type="pmid">40737758</pub-id>
</mixed-citation>
</ref>
<ref id="B31">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Robinson</surname> <given-names>A.</given-names></name>
<name><surname>Fiechtner</surname> <given-names>L.</given-names></name>
<name><surname>Roche</surname> <given-names>B.</given-names></name>
<name><surname>Ajami</surname> <given-names>N. J.</given-names></name>
<name><surname>Petrosino</surname> <given-names>J. F.</given-names></name>
<name><surname>Camargo</surname> <given-names>C. A.</given-names></name>
<etal/>
</person-group>. (<year>2017</year>). 
<article-title>Association of maternal gestational weight gain with the infant fecal microbiota</article-title>. <source>J. Pediatr. Gastroenterol. Nutr.</source> <volume>65</volume>, <fpage>509</fpage>&#x2013;<lpage>515</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1097/MPG.0000000000001566</pub-id>, PMID: <pub-id pub-id-type="pmid">28272161</pub-id>
</mixed-citation>
</ref>
<ref id="B32">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Shekaili</surname> <given-names>H. A. A.</given-names></name>
<name><surname>Hashmi</surname> <given-names>I. A.</given-names></name>
<name><surname>Omari</surname> <given-names>O. A.</given-names></name>
</person-group> (<year>2024</year>). 
<article-title>Gestational weight gain and its association with maternal and neonatal outcomes among pregnant women with normal pre-pregnancy body mass index from a Middle Eastern country</article-title>. <source>Midwifery.</source> <volume>130</volume>, <fpage>103929</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.midw.2024.103929</pub-id>, PMID: <pub-id pub-id-type="pmid">38262216</pub-id>
</mixed-citation>
</ref>
<ref id="B33">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Singh</surname> <given-names>S.</given-names></name>
<name><surname>Karagas</surname> <given-names>M. R.</given-names></name>
<name><surname>Mueller</surname> <given-names>N. T.</given-names></name>
</person-group> (<year>2017</year>). 
<article-title>Charting the maternal and infant microbiome: what is the role of diabetes and obesity in pregnancy</article-title>? <source>Curr. Diabetes Rep.</source> <volume>17</volume>, <fpage>11</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11892-017-0836-9</pub-id>, PMID: <pub-id pub-id-type="pmid">28176229</pub-id>
</mixed-citation>
</ref>
<ref id="B34">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Singh</surname> <given-names>S. B.</given-names></name>
<name><surname>Madan</surname> <given-names>J.</given-names></name>
<name><surname>Coker</surname> <given-names>M.</given-names></name>
<name><surname>Hoen</surname> <given-names>A.</given-names></name>
<name><surname>Baker</surname> <given-names>E. R.</given-names></name>
<name><surname>Karagas</surname> <given-names>M. R.</given-names></name>
<etal/>
</person-group>. (<year>2020</year>). 
<article-title>Associations of maternal pre-pregnancy BMI and gestational weight gain with the infant gut microbiome differ according to delivery mode</article-title>. <source>Int. J. Obes. (Lond)</source> <volume>44</volume>, <fpage>23</fpage>&#x2013;<lpage>32</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41366-018-0273-0</pub-id>, PMID: <pub-id pub-id-type="pmid">30765892</pub-id>
</mixed-citation>
</ref>
<ref id="B35">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Song</surname> <given-names>Z.</given-names></name>
<name><surname>Liu</surname> <given-names>H.</given-names></name>
</person-group> (<year>2023</year>). 
<article-title>The investigation of the association of pregnancy weight gain on maternal and neonatal gut microbiota composition and abundance using 16sRNA sequencing</article-title>. <source>BMC Preg Childbirth</source> <volume>23</volume>, <fpage>109</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12884-022-05289-4</pub-id>, PMID: <pub-id pub-id-type="pmid">36782154</pub-id>
</mixed-citation>
</ref>
<ref id="B36">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Stanislawski</surname> <given-names>M. A.</given-names></name>
<name><surname>Dabelea</surname> <given-names>D.</given-names></name>
<name><surname>Wagner</surname> <given-names>B. D.</given-names></name>
<name><surname>Sontag</surname> <given-names>M. K.</given-names></name>
<name><surname>Lozupone</surname> <given-names>C. A.</given-names></name>
<name><surname>Eggesb&#xf8;</surname> <given-names>M.</given-names></name>
</person-group> (<year>2017</year>). 
<article-title>Pre-pregnancy weight, gestational weight gain, and the gut microbiota of mothers and their infants</article-title>. <source>Microbiome.</source> <volume>5</volume>, <fpage>113</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s40168-017-0332-0</pub-id>, PMID: <pub-id pub-id-type="pmid">28870230</pub-id>
</mixed-citation>
</ref>
<ref id="B37">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Vacca</surname> <given-names>M.</given-names></name>
<name><surname>Raspini</surname> <given-names>B.</given-names></name>
<name><surname>Calabrese</surname> <given-names>F. M.</given-names></name>
<name><surname>Porri</surname> <given-names>D.</given-names></name>
<name><surname>De Giuseppe</surname> <given-names>R.</given-names></name>
<name><surname>Chieppa</surname> <given-names>M.</given-names></name>
<etal/>
</person-group>. (<year>2022</year>). 
<article-title>The establishment of the gut microbiota in 1-year-aged infants: from birth to family food</article-title>. <source>Eur. J. Nutr.</source> <volume>61</volume>, <fpage>2517</fpage>&#x2013;<lpage>2530</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00394-022-02822-1</pub-id>, PMID: <pub-id pub-id-type="pmid">35211851</pub-id>
</mixed-citation>
</ref>
<ref id="B38">
<mixed-citation publication-type="web"><source>Weight Gain During Pregnancy</source>. Available online at: <uri xlink:href="https://www.acog.org/clinical/clinical-guidance/committee-opinion/articles/2013/01/weight-gain-during-pregnancy">https://www.acog.org/clinical/clinical-guidance/committee-opinion/articles/2013/01/weight-gain-during-pregnancy</uri> (Accessed <date-in-citation content-type="access-date">October 03, 2025</date-in-citation>).
</mixed-citation>
</ref>
<ref id="B39">
<mixed-citation publication-type="journal">
<person-group person-group-type="author">
<name><surname>Xiao</surname> <given-names>Y.</given-names></name>
<name><surname>Shi</surname> <given-names>Y.</given-names></name>
<name><surname>Ni</surname> <given-names>Y.</given-names></name>
<name><surname>Ni</surname> <given-names>M.</given-names></name>
<name><surname>Yang</surname> <given-names>Y.</given-names></name>
<name><surname>Zhang</surname> <given-names>X.</given-names></name>
</person-group> (<year>2024</year>). 
<article-title>Gestational diabetes-combined excess weight gain exacerbates gut microbiota dysbiosis in newborns, associated with reduced abundance of Clostridium, Coriobacteriaceae, and Collinsella</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>14</volume>, <elocation-id>1496447</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2024.1496447</pub-id>, PMID: <pub-id pub-id-type="pmid">39726807</pub-id>
</mixed-citation>
</ref>
</ref-list>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2363645">Akingbolabo Daniel Ogunlakin</ext-link>, Bowen University, Nigeria</p></fn>
<fn id="n2" fn-type="custom" custom-type="reviewed-by">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3346051">Ayobami Adegbenro</ext-link>, University of Arizona, United States</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3348614">Mary Odubote</ext-link>, Amazon, United States</p></fn>
</fn-group>
</back>
</article>