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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiomes</journal-id>
<journal-title>Frontiers in Microbiomes</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiomes</abbrev-journal-title>
<issn pub-type="epub">2813-4338</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frmbi.2023.1208166</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiomes</subject>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Urbanization gradient, diet, and gut microbiota in Sub-Saharan Africa: a systematic review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Paulo</surname>
<given-names>Linda Simon</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1276769"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Msema Bwire</surname>
<given-names>George</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2340259"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Klipstein-Grobusch</surname>
<given-names>K.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/631792"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kamuhabwa</surname>
<given-names>Appolinary</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/973668"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kwesigabo</surname>
<given-names>Gideon</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1682768"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chillo</surname>
<given-names>Pilly</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/801227"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Asselbergs</surname>
<given-names>Folkert W.</given-names>
</name>
<xref ref-type="aff" rid="aff9">
<sup>9</sup>
</xref>
<xref ref-type="aff" rid="aff10">
<sup>10</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/154257"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lenters</surname>
<given-names>Virissa C.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff11">
<sup>11</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2372863"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Julius Global Health, Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht University</institution>, <addr-line>Utrecht</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Cardiac Center of Excellence, Muhimbili University of Health and Allied Sciences</institution>, <addr-line>Dar Es Salaam</addr-line>, <country>Tanzania</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Pharmaceutical Microbiology, School of Pharmacy, Muhimbili University of Health and Allied Sciences</institution>, <addr-line>Dar Es Salaam</addr-line>, <country>Tanzania</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Division of Epidemiology and Biostatistics, School of Public Health, Faculty of Health Sciences, University of the Witwatersrand</institution>, <addr-line>Johannesburg</addr-line>, <country>South Africa</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Institute for Tropical Medicine, University of T&#xfc;bingen</institution>, <addr-line>T&#xfc;bingen</addr-line>, <country>Germany</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Clinical Pharmacy and Pharmacology, School of Pharmacy, Muhimbili University of Health and Allied Sciences</institution>, <addr-line>Dar Es Salaam</addr-line>, <country>Tanzania</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Biostatistics and Epidemiology, School of Public Health and Social Sciences, Muhimbili University of Health and Allied Sciences</institution>, <addr-line>Dar Es Salaam</addr-line>, <country>Tanzania</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Cardiology, Jakaya Kikwete Cardiac Institute, Muhimbili</institution>, <addr-line>Dar Es Salaam</addr-line>, <country>Tanzania</country>
</aff>
<aff id="aff9">
<sup>9</sup>
<institution>Amsterdam University Medical Centers, Department of Cardiology, University of Amsterdam</institution>, <addr-line>Amsterdam</addr-line>, <country>Netherlands</country>
</aff>
<aff id="aff10">
<sup>10</sup>
<institution>Health Data Research United Kingdom (UK) and Institute of Health Informatics, University College London</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff11">
<sup>11</sup>
<institution>Department of Environment and Health, Amsterdam Institute for Life and Environment, Vrije Universiteit Amsterdam</institution>, <addr-line>Amsterdam</addr-line>, <country>Netherlands</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: David C. B. Taras, Boehringer Ingelheim, Germany</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Laura-Isobel McCall, University of Oklahoma, United States; Stephen O&#x2019;Keefe, University of Pittsburgh, United States; Ayo Priscille Doumatey, National Institutes of Health (NIH), United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Linda Simon Paulo, <email xlink:href="mailto:Linda.p.simon@gmail.com">Linda.p.simon@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>2</volume>
<elocation-id>1208166</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Paulo, Msema Bwire, Klipstein-Grobusch, Kamuhabwa, Kwesigabo, Chillo, Asselbergs and Lenters</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Paulo, Msema Bwire, Klipstein-Grobusch, Kamuhabwa, Kwesigabo, Chillo, Asselbergs and Lenters</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>As Sub-Saharan Africa (SSA) undergoes rapid urbanization changes in diet and lifestyle have contributed to a rise in non-communicable diseases (NCDs) across the region. Changes in gut microbiota which play an important role in human health may be an underlying driving factor. While evidence suggests that the gut microbiota differs between the extreme levels of economic development (least vs highly developed), it is not well-established which factors along the urbanization gradient are most influential, especially for SSA. This systematic review analyzed published articles from SSA countries that examined the differences in the composition and diversity of gut microbiota along the urbanization gradient. The findings of this review have important implications for understanding the impact of urbanization on human health in the SSA.</p>
</sec>
<sec>
<title>Methods</title>
<p>Peer-reviewed articles that examined the link between the urbanization gradient, dietary patterns, and gut microbiota using culture-independent techniques were included in the review.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 3,265 studies were identified and screened. Eighty-nine (89) studies underwent full-text review, and 23 studies were extracted and included for final analysis. Among these studies, it was observed that hunter-gatherers had high alpha diversity (within-person variation) and beta diversity (between-person variation) in their gut microbiota compared to rural and urban residents in SSA. However, there were inconsistent differences between rural and urban at the individual taxa levels, potentially due to limited statistical power and large variability in the study techniques and designs. Similarly, there were no clear differences in the relative abundance of genera across the urbanization gradient. Additionally, both diet and intestinal parasites were associated with the composition and diversity of the gut microbiota.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The review revealed there are variations in both alpha and beta diversity of the gut microbiota across the urbanization gradient with a higher diversity observed in rural areas. However, we did not observe significant differences in the relative abundance at phyla or genus levels consistently across the urbanization gradient. Moreover, our findings suggest that the mode of subsistence, diet, and intestinal parasites play a role in shaping the composition and diversity of the gut microbiota in SSA.</p>
</sec>
<sec>
<title>Systematic review registration</title>
<p>
<uri xlink:href="https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021251006">https://www.crd.york.ac.uk/prospero/display_record.php?ID=CRD42021251006</uri>, identifier CRD42021251006.</p>
</sec>
</abstract>
<kwd-group>
<kwd>gut microbiota</kwd>
<kwd>human microbiome</kwd>
<kwd>urbanization</kwd>
<kwd>Sub-Saharan Africa</kwd>
<kwd>diet</kwd>
<kwd>nutrition transition</kwd>
<kwd>intestinal parasites</kwd>
</kwd-group>
<counts>
<fig-count count="4"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="104"/>
<page-count count="17"/>
<word-count count="8974"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Nutrition, Metabolism and the Microbiome</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Frequent contact with the natural environment including soil and vegetation is postulated to enrich the diversity and composition of the gut microbiota (<xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B24">Fragiadakis et&#xa0;al., 2019</xref>). High interaction with the natural environment has remained a major characteristic of rural/traditional communities giving rise to the term &#x201c;rural microbiome&#x201d; (<xref ref-type="bibr" rid="B18">Du et&#xa0;al., 2021</xref>). The rural microbiome is hypothesized to enhance health and protect against chronic illnesses (<xref ref-type="bibr" rid="B7">Blaser, 2017</xref>; <xref ref-type="bibr" rid="B104">Zuo et&#xa0;al., 2018</xref>). The number of rural/traditional communities continues to decline globally due to rapid urbanization, population growth, and technological advances (<xref ref-type="bibr" rid="B36">Ilbery, 2014</xref>; <xref ref-type="bibr" rid="B50">Li et&#xa0;al., 2019</xref>). The SSA is among the remaining geographical regions with transitioning communities at different levels of interaction with the natural environment such as; pre-agriculture, agro-pastoralists, nomadic pastoralists, and communities in rural and urban areas (<xref ref-type="bibr" rid="B65">Njoh, 2003</xref>; <xref ref-type="bibr" rid="B39">Kassouri and Okunlola, 2022</xref>). Overall, SSA is undergoing rapid urbanization, and population growth and sees an increasing burden of NCDs (<xref ref-type="bibr" rid="B74">Popkin, 1998</xref>; <xref ref-type="bibr" rid="B86">Steyn and McHiza, 2014</xref>). As such, the role of altered microbiomes in driving the increase in NCDs deserves attention.</p>
<p>Urbanization and modernization have several features that are linked to the changes in the composition and diversity of the gut microbiota (<xref ref-type="bibr" rid="B101">Yatsunenko et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B37">Jha et&#xa0;al., 2018</xref>). For example, the frequency of using antimicrobials, exposure to cleaning chemicals, less interaction with the natural environment, population density, and excessive cleaning increases as one moves from traditional/hunter-gatherers to urbanized communities (<xref ref-type="bibr" rid="B101">Yatsunenko et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B37">Jha et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B24">Fragiadakis et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Gacesa et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B78">Rosas-Plaza et&#xa0;al., 2022</xref>). The difference between urban and rural living environments is also evident in dietary patterns as urban residents more often eat processed foods with lower contents of fibers compared to traditional or other rural communities (<xref ref-type="bibr" rid="B15">David et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B12">Cockx et&#xa0;al., 2018</xref>). They also have access to a wider variety of foods and dishes compared to their counterparts (<xref ref-type="bibr" rid="B12">Cockx et&#xa0;al., 2018</xref>).</p>
<p>The gut microbiota plays a complex key role in human metabolism through different biochemical activities (<xref ref-type="bibr" rid="B6">B&#xe4;ckhed et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>). While no single optimal healthy composition and diversity of the gut microbiota in humans are known, there is increasing evidence for various sub-optimal microbiota compositions. And several probiotics, prebiotics, and post-biotic supplements to balance the gut microbiota are already in use (<xref ref-type="bibr" rid="B23">Fan and Pedersen, 2021</xref>; <xref ref-type="bibr" rid="B70">Oniszczuk et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B103">Zhang et&#xa0;al., 2021</xref>). Different healthy populations around the world have been found to possess unique core gut microbiota compositions and diversity (<xref ref-type="bibr" rid="B82">Sekirov et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B43">King et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B54">Lu et&#xa0;al., 2021</xref>). Similar to diets, there is no singular best gut microbiota, but it is essential to maintain important functions and resilience.</p>
<p>Evidence exists on the differences in the composition and diversity of the gut microbiota between highly and least industrialized communities (<xref ref-type="bibr" rid="B30">Gupta et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>). Generally, residing in industrialized communities is linked with less diverse gut microbiota and altered composition at different taxa levels (<xref ref-type="bibr" rid="B30">Gupta et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>). However, this may not reflect the situation in transitioning communities for example in SSA where there is a co-existence of traditional hunter-gatherers, pastoralists, agro-pastoralists, and rural and urban communities (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>). Single studies done in other geographical regions (China, India, South America, and Europe) in rural/urban communities have shown mixed results (<xref ref-type="bibr" rid="B92">Tyakht et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B76">Ramadass et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B14">Das et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B48">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B13">Cui et&#xa0;al., 2021</xref>). Hence synthesized evidence on the gut microbiota across the urbanization gradient is still needed to expand the knowledge of the drivers of NCDs.</p>
<p>This systematic review analyzed published articles from SSA countries that examined the differences in the composition and diversity of gut microbiota of healthy people along the urbanization gradient. It aims at examining the differences in the gut microbiota and determining the potential explanatory factors that influence the gut microbiota of the residents in Sub-Saharan African countries.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Identification and selection of articles</title>
<p>We conducted a PROSPERO-registered systematic review (CRD42021251006) of peer-reviewed articles that examined the link between the urbanization gradient, dietary patterns, and gut microbiota. We searched PubMed/Medline, Scopus, Web of Science, and Embase databases. Three main concepts were used in search studies: gut microbiota, urbanization, and Sub-Saharan African countries (refer to <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material Appendix 1</bold>
</xref> for the search strings). Studies were included if they met the inclusion criteria: observational and interventional studies, restricting to control groups of case-control studies or baseline data of randomized controlled trials; published in English from 2000 to 2022; and used a culture-independent identification (i.e., next-generation sequencing) of gut microbiota and studied adult populations. Searches were run up to 1 March 2022. Two independent reviewers (LSP and GMB) performed title and abstract screening using Rayyan (<xref ref-type="bibr" rid="B71">Ouzzani et&#xa0;al., 2016</xref>). Quality assessment and characteristics of the included studies were extracted, and a full-text review was conducted using a structured online form (<ext-link ext-link-type="uri" xlink:href="https://app.covidence.org/">https://app.covidence.org/</ext-link>).</p>
</sec>
<sec id="s2_2">
<title>Assessment of quality and bias of included studies</title>
<p>We used a modified Newcastle&#x2013;Ottawa Scale (NOS) to assess the quality of cross-sectional and case-control studies that consider the selection of study participants, comparability, and outcome features related to the microbiome assessment (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material Appendix 2</bold>
</xref>), as previously used (<xref ref-type="bibr" rid="B94">van den Munckhof et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B29">Gong et&#xa0;al., 2021</xref>). No intervention studies met the inclusion criteria. As no study was critically biased, none was excluded from the review.</p>
<table-wrap id="T1" position="float">
<label>Table 1</label>
<caption>
<p>A summary of included studies, sample characteristics, and methodologies of the included studies</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Author</th>
<th valign="top" align="center">Subsistence gradient</th>
<th valign="top" align="center">Country</th>
<th valign="top" align="center">Sample size</th>
<th valign="top" align="center">Age -mean(range)</th>
<th valign="top" align="center">Sequenced region</th>
<th valign="top" align="center">DNA extraction</th>
<th valign="top" align="center">Sequencing platform</th>
<th valign="top" align="center">Analysis pipeline</th>
<th valign="top" align="center">Functional prediction</th>
<th valign="top" align="center">Quality score</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>
</td>
<td valign="top" rowspan="2" align="left">Hunter-gatherers</td>
<td valign="top" align="left">Tanzania</td>
<td valign="top" align="right">58</td>
<td valign="top" align="left">adults</td>
<td valign="top" align="left">16S rRNA (V1-V5)</td>
<td valign="top" align="left">Powersoil-htp extraction kits</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">HUMAnN2</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2013</xref>
</td>
<td valign="top" align="left">Tanzania</td>
<td valign="top" align="right">27</td>
<td valign="top" align="left">32 (8-70)</td>
<td valign="top" align="left">16S rRDA(V4)</td>
<td valign="top" align="left">QIAamp DNA Stool Mini Kit</td>
<td valign="top" align="left">454 Pyrosequencing</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">GC&#x2013;MS determination of SCFAs in faecalsamples</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>
</td>
<td valign="top" align="left">Hunter- gatherers/Agropastoral/subsistence farmers</td>
<td valign="top" align="left">Central Africa</td>
<td valign="top" align="right">57</td>
<td valign="top" align="left">adults</td>
<td valign="top" align="left">16S rRNA (V1-V3)</td>
<td valign="top" align="left">MoBio Ultraclean Soil Kit</td>
<td valign="top" align="left">454 pyrosequencing</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">Hunter-gatherers/ semi- urban/urban</td>
<td valign="top" align="left">Senegal</td>
<td valign="top" align="right">177</td>
<td valign="top" align="left">&gt;18</td>
<td valign="top" align="left">16S rRNA</td>
<td valign="top" align="left">NucleoSpin Tissue Mini Kit(Macherey Nagel, Hoerdt, France)</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>
</td>
<td valign="top" rowspan="3" align="left">Hunter-gatherers/Rural/ Agropastoral/subsistence farmers</td>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="right">64</td>
<td valign="top" align="left">50(26-78)</td>
<td valign="top" align="left">16S rRNA (V5-V6)</td>
<td valign="top" align="left">MOBIO PowerFecal DNAIsolation Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>
</td>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="right">575</td>
<td valign="top" align="left">adults</td>
<td valign="top" align="left">Shotgun metagenomics and16S rRNA (V4)</td>
<td valign="top" align="left">PSP Spin Stool DNA Plus Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME2</td>
<td valign="top" align="left">shotgun metagenomics</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">Tanzania &amp;Botswana</td>
<td valign="top" align="right">114</td>
<td valign="top" align="left">44.5-Tanzania;40.9- Botswana (18-92)</td>
<td valign="top" align="left">16SrRNA (V1, V2)</td>
<td valign="top" align="left">MOBIO PowerSoil DNA Isolation Kit &amp; PSP Spin StoolDNA Plus Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>
</td>
<td valign="top" rowspan="4" align="left">Rural</td>
<td valign="top" align="left">Tanzania</td>
<td valign="top" align="right">32</td>
<td valign="top" align="left">29.27(23-45)</td>
<td valign="top" align="left">16S rRNA</td>
<td valign="top" align="left">PureLink&#x2122; Microbiome DNAPurification Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME2</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>
</td>
<td valign="top" align="left">Ghana</td>
<td valign="top" align="right">50</td>
<td valign="top" align="left">adults</td>
<td valign="top" align="left">16S rRNA (V4)</td>
<td valign="top" align="left">DNeasy PowerSoil HTP 96 Kit</td>
<td valign="top" align="left">Illumina HiSeq. 2500</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">Piphillin</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B20">Ellis et&#xa0;al., 2013</xref>
</td>
<td valign="top" align="left">Uganda</td>
<td valign="top" align="right">15</td>
<td valign="top" align="left">30-45</td>
<td valign="top" align="left">16S rRNA (V4 - V5)</td>
<td valign="top" align="left">QIAsymphony automatedextraction platform + chemical lysis</td>
<td valign="top" align="left">454 pyrosequencing</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">DRC</td>
<td valign="top" align="right">117</td>
<td valign="top" align="left">16-35</td>
<td valign="top" align="left">16S rRNA (V3-V4)</td>
<td valign="top" align="left">QIAamp PowerFecal DNA kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">SINA (1.3.0-r23838)</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>
</td>
<td valign="top" align="left">Rural/semi-urban</td>
<td valign="top" align="left">Liberia</td>
<td valign="top" align="right">98</td>
<td valign="top" align="right">26</td>
<td valign="top" align="left">16S rRNA (V1-V3)</td>
<td valign="top" align="left">not found</td>
<td valign="top" align="left">Illumina MISEQ &amp; 454pyrosequencing</td>
<td valign="top" align="left">Mothur</td>
<td valign="top" align="left">shotgun metagenomics</td>
<td valign="top" align="left">Good</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>
</td>
<td valign="top" rowspan="2" align="left">Rural/semi-urban/urban</td>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="right">134</td>
<td valign="top" align="left">38(18-64)</td>
<td valign="top" align="left">16S rRNA</td>
<td valign="top" align="left">MOBIO PowerFecal DNAIsolation Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME2</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>
</td>
<td valign="top" align="left">Cameroon</td>
<td valign="top" align="right">147</td>
<td valign="top" align="left">18-65</td>
<td valign="top" align="left">16S rRNA (V4)</td>
<td valign="top" align="left">MOBIO PowerFecal DNAisolation kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">Mothur</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B73">Parbie et&#xa0;al., 2021</xref>
</td>
<td valign="top" rowspan="6" align="left">Rural/urban</td>
<td valign="top" align="left">Ghana</td>
<td valign="top" align="right">55</td>
<td valign="top" align="left">33-51</td>
<td valign="top" align="left">16S rRNA (V3-V4)</td>
<td valign="top" align="left">not found</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME2</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">Zimbabwe</td>
<td valign="top" align="right">10</td>
<td valign="top" align="left">urban - 61.6;rural-65.3</td>
<td valign="top" align="left">16S rRNA</td>
<td valign="top" align="left">Qiagen DNA extraction kit</td>
<td valign="top" align="left">HITChip</td>
<td valign="top" align="left">Agilent FeatureExtraction software</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Good</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B68">Ocvirk et&#xa0;al., 2020</xref>
</td>
<td valign="top" align="left">South Africa</td>
<td valign="top" align="right">21</td>
<td valign="top" align="left">53.3(40-65)</td>
<td valign="top" align="left">16S rRNA (V4)</td>
<td valign="top" align="left">Qiagen DNA stool Mini Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">Mothur</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>
</td>
<td valign="top" align="left">South Africa</td>
<td valign="top" align="right">170</td>
<td valign="top" align="left">Urban-54.1;Rural-55.5 (43-72)</td>
<td valign="top" align="left">16S rRNA (V3-V4)</td>
<td valign="top" align="left">Qiagen DNA extraction kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME2</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>
</td>
<td valign="top" align="left">Nigeria</td>
<td valign="top" align="right">48</td>
<td valign="top" align="left">3-75 years</td>
<td valign="top" align="left">16S rRNA (V3-V4)</td>
<td valign="top" align="left">Bead beating &amp; extractionusing QIAamp DNA Stool Mini Kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">PANDAseq and QIIME</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B35">Lebba et&#xa0;al., 2016</xref>
</td>
<td valign="top" align="left">Cote d'Ivoire</td>
<td valign="top" align="right">20</td>
<td valign="top" align="left">21.7(1-74)</td>
<td valign="top" align="left">16S rRNA (V6-V8)</td>
<td valign="top" align="left">QIAmp Stool Mini Kit</td>
<td valign="top" align="left">gel electrophoresis</td>
<td valign="top" align="left">PATRIC</td>
<td valign="top" align="left">not done</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>
</td>
<td valign="top" align="left">Rural/urban/Agropastoral/subsistence</td>
<td valign="top" align="left">Nigeria</td>
<td valign="top" align="right">50</td>
<td valign="top" align="left">urban - 29;rural -19 (2-70)</td>
<td valign="top" align="left">16S rRNA (V4)</td>
<td valign="top" align="left">MagnaPure LC DNA IsolationKit III</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B1">Afolayan et&#xa0;al., 2020</xref>
</td>
<td valign="top" rowspan="2" align="left">Urban</td>
<td valign="top" align="left">Nigeria</td>
<td valign="top" align="right">22</td>
<td valign="top" align="left">68.67</td>
<td valign="top" align="left">16S rRNA(V4)</td>
<td valign="top" align="left">MagnaPure LC DNA IsolationKit III</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">QIIME2</td>
<td valign="top" align="left">PiCRUST</td>
<td valign="top" align="left">Fair</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>*</td>
<td valign="top" align="left">Nigeria</td>
<td valign="top" align="right">291</td>
<td valign="top" align="left">Adults</td>
<td valign="top" align="left">16S rRNA(V4)</td>
<td valign="top" align="left">MoBioPowerMagRMicrobiome kit</td>
<td valign="top" align="left">Illumina, MISEQ</td>
<td valign="top" align="left">UPARSE</td>
<td valign="top" align="left">Piphillin</td>
<td valign="top" align="left">Good</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>* - case control study.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>General characteristics of included studies</title>
<p>A total of 3,265 studies were identified, 89 studies were eligible for full-text review, and 23 studies met the inclusion criteria as shown in <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>PRISMA-based flow chart of identified and included studies.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frmbi-02-1208166-g001.tif"/>
</fig>
<p>The characteristics of the studies are summarized in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material Table&#xa0;1</bold>
</xref>. The studies included 22 cross-sectional studies (<xref ref-type="bibr" rid="B20">Ellis et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B1">Afolayan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B68">Ocvirk et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B73">Parbie et&#xa0;al., 2021</xref>) and 1 case-control study (<xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>), representing a total of 2,372 individuals. For the case-control study, we considered only the control group that assessed gut microbiota in the adult population with and without diabetes (<xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>). Most studies (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>) originated from countries in West Africa (n=13 studies; (Nigeria (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B1">Afolayan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>), Ghana (<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B73">Parbie et&#xa0;al., 2021</xref>), Cameroon (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>), Cote d&#x2019;Ivoire (<xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>), Senegal (<xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>), Liberia (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>)) followed by East Africa (n=5 studies; (Tanzania (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>) and Uganda (<xref ref-type="bibr" rid="B20">Ellis et&#xa0;al., 2013</xref>)), Southern Africa (n=3 studies; (South Africa (<xref ref-type="bibr" rid="B68">Ocvirk et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) and Zimbabwe (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>)) and Central Africa (n=2 studies; (Central Africa Republic (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>) and DRC (<xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>)). Seven studies included participants practicing hunting-gathering, while others combined rural, subsistence farmers, or urban-based populations. The age of adult participants ranged from 18-78 years although it was not defined in four studies (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>).</p>
<p>Of the 23 included studies, three were classified as having good quality (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>) while the rest were ranked as fair quality. Studies ranked as good described the sampling strategies and justified the sample size used (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>). These features were missing in other studies that scored fair. All studies scored high in the use and description of the measurement tools, ascertainment of outcomes (i.e., gut microbiota), and measurement of association between the exposure and outcome factors. However, the heterogeneity in comparison groups and microbiota measures precluded doing a meta-analysis.</p>
</sec>
<sec id="s3_2">
<title>Human settlements: definitions of the rural-urban gradient and urbanization</title>
<p>Several approaches have been used to define urbanization and quantify the urban-rural gradient considering different features such as population density, administrative status, land cover, and socioeconomic activities (<xref ref-type="bibr" rid="B93">Urbanization - Overview | US EPA</xref>; <xref ref-type="bibr" rid="B27">Gibbs, 1966</xref>; <xref ref-type="bibr" rid="B49">Li and Lu, 2021</xref>). In examining the relationship between the different environmental factors and gut microbiota scientists have used the words urban, rural, and subsistence patterns in isolation or as an index measure by combining different attributes (<xref ref-type="bibr" rid="B67">Obregon-Tito et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>).</p>
<p>In the included studies (refer to <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), urban was defined as highly urbanized (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) or based on the consumption of industrially processed foods or a Westernized lifestyle (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B1">Afolayan et&#xa0;al., 2020</xref>). Rural was classified in terms of subsistence patterns such as transitioning rural (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>), cattle keepers for pastoralists and nomadic pastoralists or agro-pastoralists described as cattle keepers who cultivate crops (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), agriculturalists with western-like subsistence pattern (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>), agrarian community (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>), and rural farming and fishing communities (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>). Hunter-gatherers were referred to as small-scale farmers who hunt and gather food (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>) or simply hunter-gatherers (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>). Lokmer et&#xa0;al. created an index to assess the urbanization gradient based on the availability of electricity, use of tap water, housing floor, in-house animal rearing, use of antibiotics, and the level of education (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>). Other included studies used urban or rural without further characterization.</p>
</sec>
</sec>
<sec id="s4">
<title>Microbiome analysis: alpha and beta diversity, differential abundance, and functional analysis</title>
<sec id="s4_1">
<title>DNA extraction</title>
<p>The procedures and kits used to extract DNA from stool samples were reported in 21 studies but were not explicitly described in 2 studies (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B73">Parbie et&#xa0;al., 2021</xref>). The most used extraction kit was from Qiagen (8 studies) followed by the MOBIO isolation kit (6 studies). Approaches used for DNA lysis varied between studies as some used mechanical bead beating (<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>) while others used both mechanical and chemical lysis (<xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>) or chemical lysis alone (<xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>). It was not clearly stated in the rest of the studies whether mechanical/chemical lysis was applied in addition to the extraction protocol used.</p>
</sec>
<sec id="s4_2">
<title>Sequencing</title>
<p>All studies sequenced the 16S rRNA gene using at least one of the variable regions (V1-V9), although some studies did not report the exact region that was sequenced (<xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>). V4 was the most sequenced region reported in 13 studies. In addition to 16S rRNA, Rubel et&#xa0;al. used shotgun metagenomics (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). Sequencing the entire 16S rRNA gene is associated with a higher bacteria diversity although a higher yield is also seen with the V4 region compared to other regions. Most studies used Illumina, Miseq as a sequencing platform and QIIME and QIIME2 for sequence analysis except a few (GS FLX Titanium platform (<xref ref-type="bibr" rid="B20">Ellis et&#xa0;al., 2013</xref>), 454 pyrosequencing (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>), HITChip (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>) and gel electrophoresis (<xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>).</p>
</sec>
<sec id="s4_3">
<title>Gut microbiota quantification</title>
<p>The total reads ranged from 50,000 &#x2013; 51,655,653 while the average reads per sample ranged from 6,000 - 93,171.06. Overall, the reporting of the reads varied and was not reported in half of the studies identified.</p>
</sec>
<sec id="s4_4">
<title>Diversity measures and functional analysis</title>
<p>Various methods were used to assess the diversity of the gut microbiota. Beta diversity (variation between samples, reflecting (dis)similarity in community composition of groups) was assessed in 17 studies, and measures including Bray-Curtis, Unweighted UniFrac distance, and Weighted UniFrac distance were reported in 17 studies. Alpha diversity (within-sample diversity) was assessed in 20 studies and measures including Shannon, Chao1, Simpson, and OTU richness. Predictive functional profiling was most frequently performed using &#x201c;Phylogenetic Investigation of Communities by Reconstruction of Unobserved States&#x201d; (PiCRUST) in 7 studies followed by shotgun metagenomics (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), Piphilin (<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>) and HUMAnN2 (<xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>). Other approaches include the use of gas-chromatography&#x2013;mass spectrometry (GC&#x2013;MS) to determine short-chain fatty acids (SCFAs) in fecal samples (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>). Ten studies did not perform functional analysis.</p>
<sec id="s4_4_1">
<title>Alpha and beta diversity</title>
<p>Three studies reported alpha diversity across an urbanization gradient whereby one study compared urban and rural (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>), the second compared urban, semi-urban, and rural (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>), and the third one compared hunter-gatherers versus rural communities-pastoralists and subsistence farmers (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). Lokmer et&#xa0;al. showed an overall decrease in alpha diversity along the urbanization gradient (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>). These findings were echoed by Oduaran et&#xa0;al. where alpha diversity was higher in rural compared to urban communities (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). The hunter-gatherers in <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al. (2020)</xref> showed higher alpha diversity compared to other communities while the pastoralists had the lowest alpha diversity measures (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). Overall, the alpha diversity was higher in hunter-gatherers/rural compared to urban and lower in pastoralists compared to other rural communities.</p>
<p>Beta diversity was presented in five studies (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). Two studies compared hunter-gatherers versus urban communities (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>), and both showed a significant difference in beta diversity revealing greater diversity in hunter-gatherer populations. Differences in the diversity measures between urban and rural were also shown in Oduaran et&#xa0;al. (p=0.001 for Bray-Curtis dissimilarity measure) and Ayeni et&#xa0;al. (p&lt;0.05 for Unweighted and Weighted UNIFRAC distances) with higher diversity in rural communities (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). This is similarly reported in Afolayan et&#xa0;al. where the pastoralists had a more diverse gut microbiome compared to the urban residents&#x2019; (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>).</p>
</sec>
</sec>
<sec id="s4_5">
<title>Differential abundance analysis at different taxa levels along the urbanization gradient</title>
<sec id="s4_5_1">
<title>Phylum and family level</title>
<p>Reporting of the composition of gut microbiota varied between studies. Therefore, complete mapping of the gut microbiota across the hunter-gatherers, rural and urban gradients is limited. Out of the included studies, 5 (4 studies included rural and 3 in hunter-gatherers&#x2019; settings) reported 6 phyla in common (higher taxonomic level); Firmicutes, Bacteroidetes, Cyanobacteria, Spirochaetes, Actinobacteria and Proteobacteria (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>). Firmicutes and Bacteroidetes were the most abundant phyla in both settings. The range for Firmicutes in rural vs hunter-gatherers areas was (46.9-77.63%) vs (49.5-72%) respectively; the range for Bacteroidetes also among rural and hunter-gatherers areas was (13.8-33%) vs (17-44.4%) respectively (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>). This was followed by Proteobacteria which was higher in rural settings compared to hunter-gatherers, with a range of (5.5 -17.73%) in rural vs (6-8.49%) in hunter-gatherers. The presence of Actinobacteria was relatively low in both rural (1.27-1.79%) and hunter-gatherer populations (less than 0.54%). Spirochaetes were reported in all 3 studies focusing on hunter-gatherer populations, but their abundance was relatively low. In contrast, only 50% of the studies done in rural areas reported the presence of Spirochaetes, with their abundance ranging from low to high. Cyanobacteria were the least commonly reported in 1 study in each setting (0.29% rural) vs (0.7% Hunter-gatherers). Most phyla did not differ between hunter-gatherers and rural in Morton et&#xa0;al. except for Proteobacteria where the relative abundance was higher among hunter-gatherers. The details of the direction of the relative abundance at the phyla level reported across the gradient are shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>An overview of the differences in relative abundance at phylum level across the urbanization gradient.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frmbi-02-1208166-g002.tif"/>
</fig>
<p>Eight studies reported gut microbiota at the family level (<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B1">Afolayan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B17">Doumatey et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B73">Parbie et&#xa0;al., 2021</xref>). The Prevotellacea family was the most frequently mentioned in 5 studies (<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B73">Parbie et&#xa0;al., 2021</xref>) and is also mentioned to be the most prevalent in the African populations by <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al. (2019)</xref>.</p>
</sec>
<sec id="s4_5_2">
<title>Genera level</title>
<p>Eight studies compared the relative abundance across hunter-gatherers, rural, semi-urban, or urban areas at the genus level as shown in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. Complex carbohydrate digesters <italic>Bacteroides</italic> were the most frequently reported and appeared in five studies (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). The relative abundance of <italic>Bacteroides</italic> according to the urbanization level of the assessed population varied across studies. They had a higher relative abundance among hunter-gatherers and rural farmers (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>), pastoralists (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), and urban (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>). In contrast, their relative abundances were low in hunter-gatherers (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), rural fishers (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>), pastoralists (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>), and agro-pastoralists (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>) and decreased over the urbanization gradient from urban to rural (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>). Hence, the direction of the relative abundance of <italic>Bacteroides</italic> does not follow a clear gradient. Similar to <italic>Bacteroides</italic>, there is no clear difference between urban and rural residents for <italic>Bifidobacterium</italic>, microorganisms known to digest carbohydrates and regulate gut health (<xref ref-type="bibr" rid="B64">Naumova et&#xa0;al., 2020</xref>). This component of the microbiota was compared across the urbanization gradient where it had a high relative abundance among rural fishers (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>) and urban residents (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) but a low relative abundance among hunter-gatherers (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>), and farmers and agro-pastoralists (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>
<bold>(A)</bold> An overview of the differences in relative abundance at genus level across the urbanization gradient for the first 34 reported genera. <bold>(B)</bold> An overview of the differences in relative abundance at genus level across the urbanization gradient for the last 34 reported genera.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frmbi-02-1208166-g003.tif"/>
</fig>
<p>
<italic>Blautia</italic> was more enriched among rural pastoralists and agro-pastoralists but low in urban (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>) while <italic>Blautia (species - obeum)</italic> was high in urban and low among agro-pastoralists (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>). The relative abundance of <italic>Bilophila (species - wadsworthia)</italic> (linked with disrupted glucose metabolism in mice) (<xref ref-type="bibr" rid="B63">Natividad et&#xa0;al., 2018</xref>), <italic>Cetobacterium</italic>, <italic>Ruminobacter</italic>, and <italic>Turicibacter</italic> did not differ between rural agropastoralists and urban residents (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>).</p>
<p>The relative abundance of the <italic>Treponema</italic> genus was high in hunter-gatherers compared to rural and was also detected in urban (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) contrary to the findings in (<xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>) where no <italic>Treponema</italic> was detected in urban areas. Out of the six named core genera, <italic>Faecalibacterium</italic> was the most frequently reported in the comparison (4 out of 8 studies), followed by <italic>Blautia</italic> (3 studies), <italic>Clostridium</italic> (2 studies), <italic>Ruminococcus</italic> (2 studies) and <italic>Eubacterium</italic> (1 study) (<xref ref-type="bibr" rid="B16">Dehingia et&#xa0;al., 2015</xref>). <italic>Roseburia</italic> was also reported in one study only where its relative abundance increased from rural to urban (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>).</p>
<p>Similar to previously mentioned genera, <italic>Faecalibacterium</italic> did not follow a consistent pattern. It showed a positive correlation with the urbanization gradient from rural to urban (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>), and displayed a high abundance among pastoralists (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>) and urban (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>), but a low abundance in agro-pastoralists (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) and urban residents (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>). The relative abundance of <italic>Fusobacterium</italic> was similar for rural agro-pastoralists and urban residents (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>), low in agro-pastoralists but high in urban (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) and vice versa (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>).</p>
<p>Carbohydrate fermenters and producers of the short-chain fatty acid butyrate (<xref ref-type="bibr" rid="B22">Ezaki, 2015</xref>), <italic>Coprococcus</italic> were more abundant in urban residents and low in agro-pastoralists (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>) and increased with the urbanization gradient from rural to urban (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>).</p>
<p>The genus <italic>Prevotella</italic> was reported in several studies including Prevotella, Prevotella_1, Prevotella_2, Prevotella_9, and Prevotella stercorea. In this review, <italic>Prevotella</italic> was more abundant in Hunter-gatherers (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), agro-pastoralists (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), and urban (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). The genus decreased in relative abundance across the urbanization gradient from rural to urban (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>) and was less abundant in rural farmers, pastoralists, and agro-pastoralists (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). Prevotella_1 was more abundant among hunter-gatherers (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>) and urban (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>) and less abundant among farmers (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>) and agro-pastoralists (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). Prevotella_2 and Prevotella_9 were both abundant among pastoralists compared to urbanites (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>) while Prevotella stercorea were more abundant among hunter-gatherers and low among pastoralists (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). Refer to <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> for further details on the distribution of the relative abundance of the genera across the gradient.</p>
</sec>
<sec id="s4_5_3">
<title>The urbanization gradient and diet</title>
<p>Diet was assessed directly or indirectly in 11 studies using 24-hour recalls (<xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>), food frequency questionnaires (FFQ) (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>), narrative reports (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B68">Ocvirk et&#xa0;al., 2020</xref>), and nutritional questionnaires (<xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). Diets of urban residents consisted of dairy products, meat, sweets, and soft drinks (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>) (Cameroon), low fiber-diet, processed foods, high-fiber diet, fermented drinks (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>) (Nigeria), cereals, refined grains, fruits, and tubers, moderate use of antibiotics, use of treated water with a high level of hygiene (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>) (Nigeria). In contrast, the rural residents reported consumption of tubers, leafy vegetables, peanuts, and palm wine (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>) (Cameroon), grains, tubers, fruits and soups (okra, melon) and traditional soups, regular fish intake with less meat intake, a variety of fermented foods, use river water and rely on local herbs (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>) and cassava, fish and meat (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>) (Cameroon). Pastoralists reported eating high-fibre-based foods and fermented drinks while agro-pastoralists reported grain and vegetable consumption. Their livestock was mostly for selling purposes (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>). Hunter-gatherers showed high-fiber diets and other food items from hunting and foraging (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>) (Cameroon), and high meat and nut consumption (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>) (Central Africa) but also low meat consumption (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>) (Cameroon). Carbohydrate and fiber intake were observed to be similar in urban and rural settings with a high intake of protein in urban (Zimbabwe) (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>).</p>
</sec>
<sec id="s4_5_4">
<title>Diet and gut microbiota</title>
<p>The relationship between diet and gut microbiota was assessed in 4 studies only (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>). For the Hadza community (Hunter-gatherers) there was a strong link between seasonal changes in diet and gut microbiota composition (<xref ref-type="bibr" rid="B83">Smits et&#xa0;al., 2017</xref>). During the wet season, Hadza consumes a plant-based diet (berries, honey, baobab, and tubers) and has access to more meat during dry seasons. Consequently, there was a decline in the population of Bacteroidetes (Prevotellaceae family) were depleted during the wet season and reappeared in the dry season. In contrast, Firmicutes remained stable throughout the seasons.</p>
<p>Second, after adjusting for the presence of Entamoeba spp, <xref ref-type="bibr" rid="B61">Morton et&#xa0;al. (2015)</xref> found a persistent low gut microbiota diversity among the fishing community compared to hunter-gatherers and subsistence farmers. Lastly, the presence of genus <italic>Ruminoccocus</italic> was associated with meat and iron intake while a high relative abundance of <italic>Faecalibacterium</italic> and <italic>Succininvibrio</italic> was positively correlated with fish and/or insect intake and vitamin A-rich green vegetables and fruits (<xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>). Further details are given in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material Appendix 3</bold>
</xref>.</p>
</sec>
</sec>
<sec id="s4_6">
<title>The relationship between the gut microbiota and intestinal parasites</title>
<p>The relationship between the gut microbiota and intestinal parasites was reported in seven studies (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>). Details are given in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> below. The presence of the intestinal parasites was assessed using microscopy in three studies (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B10">Chen et&#xa0;al., 2021</xref>), a combination of microscopy and quantitative PCR (qPCR) in two studies (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>), qPCR in one study (<xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>) and 18S rRNA gene sequencing in one study (<xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>). The techniques used for the diagnosis of intestinal parasites complement each other as there is no gold standard (<xref ref-type="bibr" rid="B57">Maurelli et&#xa0;al., 2022</xref>). All studies that examined the relationship between intestinal parasites and gut microbiota showed that the presence of parasites is correlated with the diversity of the gut microbiota. Their presence was associated with a higher diversity of gut microbiota in two studies (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>) but the direction of the association was not explicitly shown in the remaining 5 studies. In a longitudinal study, <xref ref-type="bibr" rid="B77">Rosa et&#xa0;al. (2018)</xref> found that gut microbiota alpha diversity was not fully restored two years after the administration of oral anti-helminths (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The relationship between the gut microbiota and intestinal parasites as reported in 7 studies.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frmbi-02-1208166-g004.tif"/>
</fig>
</sec>
<sec id="s4_7">
<title>The differences in the predicted functional profiles of the identified gut microbiota</title>
<p>To identify pathways and hierarchy, information obtained from the pipelines was collapsed using the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways and metabolites classification. Metabolic pathways were reported in 13 studies and were reported across the gradient in 5 studies (refer to <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material Appendix 4</bold>
</xref>). Although most pathways are shared across the urbanization gradient differences in enrichment were reported in two studies (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>). In a study comparing urban and rural, methane metabolism, arginine and proline metabolism, pyruvate metabolism, valine, leucine, and isoleucine biosynthesis, and fructose and mannose metabolism were more enriched in urban residents (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>). The same pathways are reported among hunter-gatherers and rural residents with no details on the differences in enrichment (<xref ref-type="bibr" rid="B61">Morton et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B19">Dugas et&#xa0;al., 2018</xref>). Similarly, in a study conducted by Afolayan et&#xa0;al. as well as in other studies (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material Appendix 4</bold>
</xref>), lipopolysaccharide biosynthesis, ubiquinone and other terpenoid quinone synthesis, glycosyltransferases, arachidonic acid metabolism, riboflavin, vitamin B6 metabolism, protein digestion, and absorption were shown to be more enriched among rural residents (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>). Finally, amino acid metabolism was reported throughout the urbanization gradient and no differences were reported in the pathway enrichment.</p>
</sec>
</sec>
<sec id="s5" sec-type="discussion">
<title>Discussion</title>
<p>We reviewed 23 peer-reviewed publications that assessed the gut microbiota profile of healthy residents of 13 SSA countries across the urban-rural gradient. In addition to geographical differences the studies reported on the diet, the use of anti-helminths, intestinal parasites, and the functional potential of the identified pathways. All the included studies used Next Generation Sequencing techniques although the heterogeneity was high in sample collection, data processing including sequencing depth and platform, regions of the 16S gene sequenced, and downstream analysis like diversity and differential abundance analysis. Ten studies reported taxonomic levels and other differences related to the gut microbiota between geographical locations along the urbanization gradient (<xref ref-type="bibr" rid="B81">Schnorr et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B4">Angelakis et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Hansen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>).</p>
<sec id="s5_1">
<title>General trends of the gut microbiota studies as compared with non-SSA countries</title>
<sec id="s5_1_1">
<title>Gut microbiota diversity</title>
<p>We observed a difference in both alpha and beta diversity across the urbanization gradient with a higher diversity in hunter-gatherers/rural compared to urban communities. However, the taxa level and diversity metric analysis used differed between studies. The results we found are similar to a meta-analysis on the impact of urbanization on the gut microbiota globally (including a subset of the same studies from SSA included in this review) that showed a lower alpha diversity in urban populations compared to rural/hunter-gatherers settings (<xref ref-type="bibr" rid="B78">Rosas-Plaza et&#xa0;al., 2022</xref>). In this meta-analysis beta diversity at family and genera, levels showed similar trends, with the urban and Hunter-gatherers communities at the extremes (lowest vs highest diversity) (<xref ref-type="bibr" rid="B78">Rosas-Plaza et&#xa0;al., 2022</xref>). Several studies have evaluated this in other parts of the world with varying results (<xref ref-type="bibr" rid="B11">Clemente et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B14">Das et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B37">Jha et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B78">Rosas-Plaza et&#xa0;al., 2022</xref>). For example, a study in Tibet China showed differences in beta diversity and not alpha diversity across the urbanization gradient, contrary to the studies included here with differences in both measures (<xref ref-type="bibr" rid="B48">Li et&#xa0;al., 2018</xref>). Likewise, a study conducted among populations transitioning from foragers to farmers in the Himalayan region did not find any variations in alpha diversity (<xref ref-type="bibr" rid="B37">Jha et&#xa0;al., 2018</xref>). Conversely, a study done in South America, which explored the overall and chemical variation across the spectrum from traditional villages to the city center, did not find any differences in diversity along the urbanization gradient (<xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>). In general, evidence indicates that gut microbiota in higher-income/industrialized exhibit lower diversity compared to lower-income/non-industrialized/rural/traditional communities (<xref ref-type="bibr" rid="B67">Obregon-Tito et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B78">Rosas-Plaza et&#xa0;al., 2022</xref>). Nevertheless, there is a need for additional studies to fully understand the distinctions in gut microbiota among individuals residing in geographically close areas.</p>
</sec>
<sec id="s5_1_2">
<title>Reported specific phylum/genera, differential abundance, biological effects, and associated health outcomes</title>
<p>Bacteroidetes and Firmicutes are known to dominate the gut microbiota. Six other phyla are proposed to form the 8 core gut microbiota by the healthy gut microbiota (GutFeelingKB data and metadata); Proteobacteria, Actinobacteria, Spirochaetes, Plancytomycetes, Euryarchaeota and Cyanobacteria (<xref ref-type="bibr" rid="B43">King et&#xa0;al., 2019</xref>). Similar, to the above-established core gut microbiota, Firmicutes and Bacteroidetes were the most abundant phyla in the included studies. Further, there are differences in the relative abundance of gut microbiota across the urbanization gradient although not uniform for all the phyla/genera as some were relatively more abundant while others were less abundant, as shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>.</p>
<p>The microbiome of the rural (Hunter-gatherers/traditional communities and non-urban) is associated with a low prevalence of diseases including inflammatory bowel diseases, colorectal cancer, and metabolic diseases (<xref ref-type="bibr" rid="B104">Zuo et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Cui et&#xa0;al., 2021</xref>). Perturbations in a few phyla have been linked to health outcomes such as the Firmicutes: Bacteroidetes ratio where higher Bacteroidetes levels are seen in lean compared to obese individuals (<xref ref-type="bibr" rid="B38">Johnson et&#xa0;al., 2017</xref>). Also, a higher relative abundance of Bacteroidetes and Proteobacteria compared to Firmicutes was reported among patients with chronic kidney disease (<xref ref-type="bibr" rid="B55">Lun et&#xa0;al., 2019</xref>). In this review, the ratio (Firmicutes: Bacteroidetes) was reported in one study only where it was 5:1 in rural and 1:1 in the Hunter-gatherers&#x2019; community (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>).</p>
<p>A study in South America from the jungle to the city center by McCall et&#xa0;al. showed a high proportion of Proteobacteria with increasing urbanization (<xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>). Similarly, in this review, the relative abundance of Proteobacteria was higher in rural compared to hunter-gatherers&#x2019; settings. In contrast to the findings in South America, where the relative abundance of Actinobacteria decreased with urbanization (higher in hunter-gatherers), our review did not identify any clear trend for this phylum (<xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>).</p>
<p>Most studies reported the gut microbiota differences at the genus level. Existing evidence has linked individual genera to disease conditions and health outcomes. In this review, there are no clear differences in the relative abundance of identified genera across the urbanization gradient except for <italic>Coprococcus</italic> where the relative abundance was consistently low in rural and higher in urban (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>). <italic>Bacteroides</italic> were the most frequently reported in the studies that compared the relative abundance across the gradient. They are known to maintain gut health, digest complex carbohydrates, metabolize bile, maintain the immune system and gut barrier, and produce Vitamins K and B (<xref ref-type="bibr" rid="B100">Xu and Gordon, 2003</xref>). This genera together with <italic>Faecalibacterium</italic> and <italic>Blautia</italic> were more abundant in urban herdsmen in Tibet contrary to the findings of this review where their relative abundance did not follow a clear gradient (<xref ref-type="bibr" rid="B48">Li et&#xa0;al., 2018</xref>).</p>
<p>The relative abundance of the <italic>Lactobacillus</italic> genus was reported to be high among the Mongolian pastoralists compared to the urban Mongolians possibly due to the high consumption of dairy products (<xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>). However, in our review, <italic>Lactobacillus</italic> was reported in two rural communities (<xref ref-type="bibr" rid="B35">Iebba et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B88">Tang et&#xa0;al., 2019</xref>) and there was no difference between pastoral and non-pastoral communities (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>). The biological importance of Lactobacillus is not fully understood as their relative abundance is both negatively and positively correlated with disease outcomes (<xref ref-type="bibr" rid="B34">Heeney et&#xa0;al., 2018</xref>).</p>
<p>A study assessing the gut microbiota based on diet, ethnicity, and urbanization in China identified four types of enterotypes including one dominated by the <italic>Escherichia</italic> genus (<xref ref-type="bibr" rid="B54">Lu et&#xa0;al., 2021</xref>). This genus was also reported in a study in Korea contrasting gut microbiota between rural villages and urban (<xref ref-type="bibr" rid="B98">Wu et&#xa0;al., 2011</xref>). However, in this review, the <italic>Escherichia</italic> genus was not reported in any of the studies that compared gut microbiota across the gradient.</p>
<p>The relative abundance of the genus <italic>Prevotella</italic> varied across the urbanization gradient with a high and low relative abundance of the genera across the gradient without clear direction. <italic>Prevotella</italic> and its sub-genera were reported across the gradient with alternating relative abundances. The abundance of the <italic>Prevotella</italic> genus has been shown to correlate with carbohydrate consumption, which is documented in the included studies across the urbanization gradient (<xref ref-type="bibr" rid="B85">Sonnenburg et&#xa0;al. </xref>). A higher relative abundance of Prevotella is often associated with plant-based diets and improved glucose metabolism (<xref ref-type="bibr" rid="B44">Kovatcheva-Datchary et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B47">Ley, 2016</xref>). The presence of Prevotella throughout the urbanization gradient indicates a potential trend between urbanization and industrialization, as the abundance of <italic>Prevotella</italic> is nearly absent in industrialized societies (<xref ref-type="bibr" rid="B47">Ley, 2016</xref>). This observation suggests that industrialization may have a greater effect on the abundance of this genus compared to the process of urbanization seen in SSA.</p>
<p>The composition and relative abundance of <italic>Bifidobacterium</italic> in mice fed with fish oil were higher compared to those eating lard (<xref ref-type="bibr" rid="B15">David et&#xa0;al., 2014</xref>). In line with this finding, this review found <italic>Bifidobacterium</italic> to have a high relative abundance among the fishing and urban communities compared to hunter-gatherers and agro-pastoralists (<xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). <italic>Bifidobacterium</italic> has been used as an important probiotic in several food products including yogurt and supplements and is believed to enhance a healthy gut (<xref ref-type="bibr" rid="B64">Naumova et&#xa0;al., 2020</xref>).</p>
<p>
<italic>Bilophila wadsworthia</italic> is known to digest taurine a naturally occurring compound in meat and milk fat and produce hydrogen sulfide an inflammatory agent (<xref ref-type="bibr" rid="B102">Yazici et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B32">Hanson et&#xa0;al., 2021</xref>). Also, their ability to produce secondary bile is linked with the occurrence of colorectal cancer (<xref ref-type="bibr" rid="B91">Turnbaugh, 2012</xref>). The relative abundance of <italic>Bilophila wadsworthia</italic> did not differ between rural agro-pastoralists and urban residents (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>). This may signify a similarity in animal-based diet consumption among rural agro-pastoralists and urban residents (<xref ref-type="bibr" rid="B59">Mehta et&#xa0;al., 2017</xref>).</p>
<p>
<italic>Blautia</italic> was reported to be low among rural pastoralists and agro-pastoralists but high in urban (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>) while <italic>Blautia Obeum</italic> was high in urban and low among agro-pastoralists (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>). In Kim et&#xa0;al, the relative abundance of <italic>Blautia</italic> was low in urban Korea compared to rural villages (<xref ref-type="bibr" rid="B98">Wu et&#xa0;al., 2011</xref>). This genus is associated with better host health and reduced risk of metabolic syndrome (<xref ref-type="bibr" rid="B52">Liu et&#xa0;al., 2021</xref>).</p>
<p>
<italic>Coprococcus</italic>, a butyrate producer, is positively correlated with a high-quality diet and negatively correlated with hypertension (<xref ref-type="bibr" rid="B56">Mancabelli et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B45">Laitinen and Mokkala, 2019</xref>). Two studies found <italic>Coprococcus</italic> were more abundant in urban residents and low in agro-pastoralists (<xref ref-type="bibr" rid="B5">Ayeni et&#xa0;al., 2018</xref>) and increased with the urbanization gradient from rural to urban (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>). This is contrary to a study in Japan where Coprococcus were least abundant in urban (<xref ref-type="bibr" rid="B62">Naito et&#xa0;al., 2019</xref>). Further, without following the urbanization gradient, the <italic>Coprococcus</italic> genus was found to dominate the Brazilian population compared to Cameroonians (<xref ref-type="bibr" rid="B80">Schaan et&#xa0;al., 2021</xref>).</p>
<p>
<italic>Fusobacterium</italic> is an important gut commensal organism that plays a key role in protecting the body from pathogens (<xref ref-type="bibr" rid="B8">Brennan and Garrett, 2019</xref>; <xref ref-type="bibr" rid="B87">Stokowa-So&#x142;tys et&#xa0;al., 2021</xref>). However, its isolation from disease-related samples (clinical) has indicated a potential role in disease causation and progression questioning the direction of its effect on health (<xref ref-type="bibr" rid="B8">Brennan and Garrett, 2019</xref>). <italic>Fusobacterium</italic> is linked to an increased risk of colorectal cancer and its high relative abundance is associated with the consumption of Westernized diets (<xref ref-type="bibr" rid="B59">Mehta et&#xa0;al., 2017</xref>). In this review, the distribution of <italic>Fusobacterium</italic> was mixed with some studies reporting high relative abundance in urban areas while others reported a low abundance or no difference between urban and rural residents (<xref ref-type="bibr" rid="B40">Katsidzira et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B1">Afolayan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B69">Oduaran et&#xa0;al., 2020</xref>).</p>
<p>Similar to <italic>Fusobacterium, Faecalibacterium</italic> strengthens the gut mucosal integrity and maintains the health of the gut and organism physiology through the production of different anti-inflammatory metabolites such as butyrate and salicylic acid (<xref ref-type="bibr" rid="B33">He et&#xa0;al., 2021</xref>). It is recognized as the most ubiquitous species due to its presence in the gut of most mammals including humans and was similarly the most frequently reported genus in this review (<xref ref-type="bibr" rid="B33">He et&#xa0;al., 2021</xref>). <italic>Faecalibacterium</italic> was more abundant in the mountainous rural compared to urbanizing and urbanized areas in Ningxia China (<xref ref-type="bibr" rid="B18">Du et&#xa0;al., 2021</xref>). We did not find a clear gradient for <italic>Faecalibacterium</italic> in the included studies. Like Fusobacterium, F<italic>ecalibacterium</italic> also exhibits a bidirectional impact on health, with a low relative abundance being associated with irritable bowel syndrome and a high relative abundance being linked to colorectal cancer (<xref ref-type="bibr" rid="B75">Rajili&#x107;-Stojanovi&#x107; et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B41">Keku et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s5_1_3">
<title>Diet and gut microbiota</title>
<p>Diets and individual foods influence the diversity and composition of the gut microbiota as shown in several reviews (<xref ref-type="bibr" rid="B25">Frame et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B97">Willis and Slavin, 2020</xref>; <xref ref-type="bibr" rid="B42">Kimble et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B96">Wang et&#xa0;al., 2022</xref>). A scoping review of randomized controlled trials on the effects of meat on the gut microbiota showed an increase in <italic>Ruminococcus, Roseburia, Bacteroides</italic>, and <italic>Anaerostipes</italic> genera with a high intake of meat while <italic>Faecalibacterium</italic> decreased (<xref ref-type="bibr" rid="B96">Wang et&#xa0;al., 2022</xref>). A review of the adherence to the Mediterranean diet and gut microbiota did not show any relationship at the higher taxonomic level (phyla) but at the genera level with <italic>Ruminococcus, Bacteroides</italic>, and <italic>Faecalibacterium</italic> (<xref ref-type="bibr" rid="B42">Kimble et&#xa0;al., 2022</xref>). Another systematic review of the effect of fiber supplementation on gut microbiota showed a significantly higher relative abundance of <italic>Bifidobacterium</italic> and <italic>Lactobacillus</italic> compared to other genera (<xref ref-type="bibr" rid="B84">So et&#xa0;al., 2018</xref>).</p>
<p>In this review, we could not conclude on the differences in diets across the urbanization gradient and its effect on the gut microbiota as only a few studies used standard methods of dietary assessment. One study reported the link between diet and gut microbiota where similar to (<xref ref-type="bibr" rid="B96">Wang et&#xa0;al., 2022</xref>) <italic>Ruminococcus</italic> was linked to meat and iron intake and <italic>Faecalibacterium</italic> to fish, Vitamin A-rich green vegetables and fruits similar to (<xref ref-type="bibr" rid="B42">Kimble et&#xa0;al., 2022</xref>). Also, there was evidence of changes in the gut microbiota in response to changing diets and seasons. This phenomenon was described in one study only and not across the gradient. Hence, it is evident that the effects of diet on the diversity and composition of the gut microbiota are still under-researched in the SSA. Included studies have mostly named the macronutrients without further quantification of the consumed diets, the micronutrient contents, or the analysis of dietary patterns. For example, the high-fiber diets reported in both rural and urban communities may differ significantly in quantity and quality hence their effect on the gut microbiota.</p>
</sec>
<sec id="s5_1_4">
<title>Intestinal parasites and gut microbiota</title>
<p>Intestinal parasites are associated with the composition and diversity of the gut microbiota. Their low prevalence in industrialized communities is thought to contribute to the lower diversity of the gut microbiota, although the mechanism underlying this association is poorly understood (<xref ref-type="bibr" rid="B9">Chab&#xe9; et&#xa0;al., 2017</xref>). A study in Malaysia showed a higher microbial diversity among helminths positive compared to negative colonized individuals (<xref ref-type="bibr" rid="B46">Lee et&#xa0;al., 2014</xref>). The evidence from this review partly affirms this finding as it shows a relationship between gut microbiota and intestinal parasites. The presence of intestinal parasites was associated with a high diversity of the gut microbiota in two studies (<xref ref-type="bibr" rid="B79">Rubel et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B21">Even et&#xa0;al., 2021</xref>) but the effect size was not shown in some studies. Further, the use of anti-helminths was linked to a long-term loss of gut microbiota diversity (<xref ref-type="bibr" rid="B77">Rosa et&#xa0;al., 2018</xref>). As the relationship between gut microbiota and intestinal parasites is increasingly seen further studies to inform the public health efforts of mass deworming are needed. The absence of intestinal parasites has also been linked to an increased risk of inflammatory bowel diseases and Crohn&#x2019;s disease (<xref ref-type="bibr" rid="B72">Panelli et&#xa0;al., 2020</xref>).</p>
</sec>
<sec id="s5_1_5">
<title>Health implications of the reported functional profile of the identified gut microbiota</title>
<p>Evidence links metabolites and enriched metabolic pathways of the gut microbiota with several negative and positive health outcomes. Metabolites and pathways, such as the production of short-chain fatty acids in the colon, amino acid metabolism, carbohydrate metabolism, and secondary metabolite biosynthesis pathways, have been shown to positively influence health outcomes (<xref ref-type="bibr" rid="B51">Lin et&#xa0;al., 2017</xref>). Gut microbiome metabolites such as trimethylamine N-oxide (TMAO) and hydrogen sulfide are thought to affect gut and cardiovascular health in both positive and negative ways (<xref ref-type="bibr" rid="B99">Wu et&#xa0;al., 2021</xref>). However, evidence is still building on other gut microbiome by-products such as &#x201c;p-cresol&#x201d; being a potential neurotoxic (<xref ref-type="bibr" rid="B90">Tevzadze et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B89">Tevzadze et&#xa0;al., 2018</xref>). In this review, differences in pathway enrichment between rural and urban were reported in two studies where amino acid and carbohydrate metabolism pathways were enriched in the urban population (<xref ref-type="bibr" rid="B2">Afolayan et&#xa0;al., 2019</xref>) while carbohydrate metabolism gene pathways were depleted in the hunter-gatherers population (<xref ref-type="bibr" rid="B28">Gomez et&#xa0;al., 2016</xref>). The differences in the enrichment were not stated in most studies, however, we noted a uniform reporting of the amino acid metabolism pathways.</p>
<p>Low dietary protein intake is linked with the body using essential amino acids produced by the gut microbiome (<xref ref-type="bibr" rid="B99">Wu et&#xa0;al., 2021</xref>). Some bacteria species (e.g. <italic>Clostridium acetobutylicum</italic>) are known to have a complete gene set for essential amino acids biosynthesis (<xref ref-type="bibr" rid="B66">Nolling et&#xa0;al., 2001</xref>). Hence, the wide reporting of the amino acid metabolism pathways may signify a diet lacking all the essential amino acids by the included population. However, given the complex relationship and interpretation of metabolic pathways other factors may explain the pattern of the reported amino acid metabolism pathways. A study done in China in two adjacent rural and urban provinces reported 266 out of 1108 differences in metabolites between the two sites (<xref ref-type="bibr" rid="B95">Wang et&#xa0;al., 2020</xref>). Six metabolites were twice the amount in urban compared to rural for Xanthine metabolism (derived from caffeine) (<xref ref-type="bibr" rid="B95">Wang et&#xa0;al., 2020</xref>). Other metabolites and pathways enriched in urban included those causing inflammation and metabolic derangements (<xref ref-type="bibr" rid="B95">Wang et&#xa0;al., 2020</xref>). Characterization of the gut microbiome metabolic pathways and endogenous and exogenous metabolites is still a growing field. Thus, we did not find a large body of evidence comparing the differences along the urbanization gradient to draw robust inferences.</p>
</sec>
</sec>
<sec id="s5_2">
<title>Limitations and future directions</title>
<p>In addition to external perturbation, the gut microbiota is sensitive to several individual factors including physical activity levels, household, and lifestyle factors such as smoking, alcohol intake, occupation, economic levels, and cultural beliefs (<xref ref-type="bibr" rid="B100">Xu and Gordon, 2003</xref>). The assessment of these factors with the gut microbiota was not explicitly featured in the included studies. Evidence from McCall et&#xa0;al. shows the differences in the gut microbiota diversity are partly explained by the individual&#x2019;s socioeconomic levels and not their location along the urbanization gradient (<xref ref-type="bibr" rid="B58">McCall et&#xa0;al., 2020</xref>). Further, we noted a variation in the definition of urbanization gradient as disparate approaches were used across studies which limited inter-study comparison. In some studies, the definition was based on subsistence modes while others considered geographical locations or developed indices. Multiple factors related to urbanization are known to impact gut microbiota, therefore, it is important to develop and use standard approaches for unified assessments. In this instance, indices to measure the urbanization gradient as done by Lokmer et&#xa0;al. and adapting standard approaches in the dietary assessment such as the 24-hour recall and Food frequency questionnaires (FFQ) should be considered (<xref ref-type="bibr" rid="B53">Lokmer et&#xa0;al., 2020</xref>).</p>
<p>The methods for sample collection, DNA extraction, and analysis varied significantly among the studies. Although alpha and beta diversities were often reported, the reporting was not consistent. In general, the results suggested the diversity of the gut microbiota differed across the urbanization gradient. Thus, the comparability of the studies was limited by heterogeneity in sequencing, analytical approaches, and reporting. Several initiatives propose approaches to standardizing methodologies and reporting microbiome studies (<xref ref-type="bibr" rid="B3">Amos et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Mirzayi et&#xa0;al., 2021</xref>). Hence, upcoming studies should strive to incorporate these standards for robust comparisons across different studies and datasets. Standardization approaches, similar to those used in the study of microbiome should be considered in the investigation of the determinants of the gut microbiota.</p>
<p>The included studies had several limitations which affected the inter-study comparisons. Statistically, most studies did not give the sample selection strategy and rationale. Secondly, estimated sample sizes were justified in two studies only and there was a remarkable variation in the sample sizes that ranged from 10 to 575. Most studies were insufficiently powered to detect statistical differences. In this context, we assume most study samples were influenced by high sequencing costs although not evident in all studies. As the costs of sequencing decrease and the quality of sequencing technologies improve, larger sample sizes and studies beyond cross-sectional studies should be considered. These may include longitudinal studies to document population changes in gut microbiota including case-crossover studies that follow people at the time when they move or undergo diet transitions.</p>
</sec>
</sec>
<sec id="s6" sec-type="conclusions">
<title>Conclusion</title>
<p>This review aimed to examine the dissimilarities in the composition and diversity of gut microbiota in the transitioning SSA region. Generally, the findings indicate that there are variations in the gut microbiota diversity between urban and rural/traditional communities, although the evidence regarding specific taxa levels for transitioning communities is inconsistent. In comparison to traditional/rural communities, urban communities exhibited lower diversity in their gut microbiota, while certain rural communities (pastoralists) show decreased diversity. Therefore, the urbanization process in the SSA is associated with the loss of diversity, but there is insufficient evidence to indicate changes in the composition of the gut microbiota. The lower diversity of the gut microbiota may be a driving factor in increasing NCDs in transitioning communities in SSA.</p>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>The research question was conceptualized by VL, FA, and LP. LP and GB independently screened abstracts and extracted study findings. LP analyzed and synthesized extracted data, supported by VL. LP wrote and revised the manuscript, incorporating comments from VL and other authors KK-G, FA, PC, AK, GK, and GB. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>LP is supported by the University Medical Center Utrecht Global Health Support PhD programme, and the Cardiac Center of Excellence of the Muhimbili University of Health and Allied Sciences, Tanzania.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>Special thanks to the Utrecht University library, especially Dr Paulien H. Wiersma for her guidance and support in the development of the search terms and strategies.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frmbi.2023.1208166/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frmbi.2023.1208166/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="DataSheet_1.pdf" id="SM1" mimetype="application/pdf"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Afolayan</surname> <given-names>A. O.</given-names>
</name>
<name>
<surname>Adebusoye</surname> <given-names>L. A.</given-names>
</name>
<name>
<surname>Cadmus</surname> <given-names>E. O.</given-names>
</name>
<name>
<surname>Ayeni</surname> <given-names>F. A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Insights into the gut microbiota of Nigerian elderly with type 2 diabetes and non-diabetic elderly persons</article-title>. <source>Heliyon</source> <volume>6</volume> (<issue>5</issue>), <elocation-id>e03971</elocation-id>. doi: <pub-id pub-id-type="doi">10.1016/j.heliyon.2020.e03971</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Afolayan</surname> <given-names>A. O.</given-names>
</name>
<name>
<surname>Ayeni</surname> <given-names>F. A.</given-names>
</name>
<name>
<surname>Moissl-Eichinger</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Gorkiewicz</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Halwachs</surname> <given-names>B.</given-names>
</name>
<name>
<surname>H&#xf6;genauer</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Impact of a nomadic pastoral lifestyle on the gut microbiome in the fulani living in Nigeria</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>, <elocation-id>2138</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2019.02138</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Amos</surname> <given-names>G. C. A.</given-names>
</name>
<name>
<surname>Logan</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Anwar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Fritzsche</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mate</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Bleazard</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Developing standards for the microbiome field</article-title>. <source>Microbiome</source> <volume>8</volume> (<issue>1</issue>), <fpage>98</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-020-00856-3</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Angelakis</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Bachar</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Yasir</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Musso</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Djossou</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Gaborit</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Treponema species enrich the gut microbiota of traditional rural populations but are absent from urban individuals</article-title>. <source>New Microbes New Infect.</source> <volume>27</volume>, <fpage>14</fpage>&#x2013;<lpage>21</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.nmni.2018.10.009</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ayeni</surname> <given-names>F. A.</given-names>
</name>
<name>
<surname>Biagi</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Rampelli</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Fiori</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Soverini</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Audu</surname> <given-names>H. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Infant and adult gut microbiome and metabolome in rural bassa and urban settlers from Nigeria</article-title>. <source>Cell Rep.</source> <volume>23</volume> (<issue>10</issue>), <fpage>3056</fpage>&#x2013;<lpage>3067</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.celrep.2018.05.018</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>B&#xe4;ckhed</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Fraser</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Ringel</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sanders</surname> <given-names>M. E.</given-names>
</name>
<name>
<surname>Sartor</surname> <given-names>R. B.</given-names>
</name>
<name>
<surname>Sherman</surname> <given-names>P. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Defining a healthy human gut microbiome: Current concepts, future directions, and clinical applications</article-title>. <source>Cell Host Microbe</source> <volume>12</volume> (<issue>5</issue>), <fpage>611</fpage>&#x2013;<lpage>622</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2012.10.012</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Blaser</surname> <given-names>M. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The theory of disappearing microbiota and the epidemics of chronic diseases</article-title>. <source>Nat. Rev. Immunol.</source> <volume>17</volume> (<issue>8</issue>), <fpage>461</fpage>&#x2013;<lpage>463</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nri.2017.77</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brennan</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Garrett</surname> <given-names>W. S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Fusobacterium nucleatum&#x2014;symbiont, opportunist and oncobacterium</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>17</volume> (<issue>3</issue>), <fpage>156</fpage>&#x2013;<lpage>166</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41579-018-0129-6</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chab&#xe9;</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Lokmer</surname> <given-names>A.</given-names>
</name>
<name>
<surname>S&#xe9;gurel</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Gut protozoa: friends or foes of the human gut microbiota</article-title>? <source>Trends Parasitol.: Elsevier Ltd.</source> <volume>p</volume>, <fpage>925</fpage>&#x2013;<lpage>934</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.pt.2017.08.005</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Mozzicafreddo</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Pierella</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Carletti</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Piersanti</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Ali</surname> <given-names>S. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Dissection of the gut microbiota in mothers and children with chronic Trichuris trichiura infection in Pemba Island, Tanzania</article-title>. <source>Parasites Vectors</source> <volume>14</volume> (<issue>1</issue>), <fpage>62</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13071-021-04580-1</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clemente</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Pehrsson</surname> <given-names>E. C.</given-names>
</name>
<name>
<surname>Blaser</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Sandhu</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Gao</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>The microbiome of uncontacted AmerIndians</article-title>. <source>Sci. Adv.</source> <volume>1</volume> (<issue>3</issue>), <fpage>e1500183</fpage>. doi: <pub-id pub-id-type="doi">10.1126/sciadv.1500183</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cockx</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Colen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>De Weerdt</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>From corn to popcorn? Urbanization and dietary change: Evidence from rural-urban migrants in Tanzania</article-title>. <source>World Dev.</source> <volume>110</volume>, <fpage>140</fpage>&#x2013;<lpage>159</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.worlddev.2018.04.018</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cui</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Laugsand</surname> <given-names>J.-B.</given-names>
</name>
<name>
<surname>Pang</surname> <given-names>Z.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Exploring links between industrialization, urbanization, and Chinese inflammatory bowel disease</article-title>. <source>Front. Med.</source> <volume>2047</volume>. doi: <pub-id pub-id-type="doi">10.3389/fmed.2021.757025</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Das</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Ghosh</surname> <given-names>T. S.</given-names>
</name>
<name>
<surname>Kedia</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Rampal</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Saxena</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Bag</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Analysis of the gut microbiome of rural and urban healthy Indians living in sea level and high altitude areas</article-title>. <source>Sci. Rep.</source> <volume>8</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-018-28550-3</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>David</surname> <given-names>L. A.</given-names>
</name>
<name>
<surname>Maurice</surname> <given-names>C. F.</given-names>
</name>
<name>
<surname>Carmody</surname> <given-names>R. N.</given-names>
</name>
<name>
<surname>Gootenberg</surname> <given-names>D. B.</given-names>
</name>
<name>
<surname>Button</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Wolfe</surname> <given-names>B. E.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Diet rapidly and reproducibly alters the human gut microbiome</article-title>. <source>Nature</source> <volume>505</volume> (<issue>7484</issue>), <fpage>559</fpage>&#x2013;<lpage>563</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature12820</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dehingia</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Devi</surname> <given-names>K. T.</given-names>
</name>
<name>
<surname>Talukdar</surname> <given-names>N. C.</given-names>
</name>
<name>
<surname>Talukdar</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Reddy</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Mande</surname> <given-names>S. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Gut bacterial diversity of the tribes of India and comparison with the worldwide data</article-title>. <source>Sci. Rep.</source> <volume>5</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi: <pub-id pub-id-type="doi">10.1038/srep18563</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Doumatey</surname> <given-names>A. P.</given-names>
</name>
<name>
<surname>Adeyemo</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Lei</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Adebamowo</surname> <given-names>S. N.</given-names>
</name>
<name>
<surname>Adebamowo</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Gut microbiome profiles are associated with type 2 diabetes in urban Africans</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>10</volume>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2020.00063</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Na</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Prevalence of chronic diseases and alterations of gut microbiome in people of Ningxia China during urbanization: an epidemiological survey</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>1067</volume>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2021.707402</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dugas</surname> <given-names>L. R.</given-names>
</name>
<name>
<surname>Bernab&#xe9;</surname> <given-names>B. P.</given-names>
</name>
<name>
<surname>Priyadarshini</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Fei</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Park</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Decreased microbial co-occurrence network stability and SCFA receptor level correlates with obesity in African-origin women</article-title>. <source>Sci. Rep.</source> <volume>8</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-018-35230-9</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ellis</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Bruce</surname> <given-names>K. D.</given-names>
</name>
<name>
<surname>Jenkins</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Stothard</surname> <given-names>J. R.</given-names>
</name>
<name>
<surname>Ajarova</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Mugisha</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2013</year>). <article-title>Comparison of the distal gut microbiota from people and animals in Africa</article-title>. <source>PloS One</source> <volume>8</volume> (<issue>1</issue>), <fpage>e54783</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0054783</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Even</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Lokmer</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Rodrigues</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Audebert</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Viscogliosi</surname> <given-names>E.</given-names>
</name>
<name>
<surname>S&#xe9;gurel</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Changes in the Human Gut Microbiota Associated With Colonization by Blastocystis sp. and Entamoeba spp. in Non-Industrialized Populations</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>11</volume>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2021.533528</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Ezaki</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2015</year>). <source>Coprococcus. Bergey&#x2019;s Manual of Systematics of Archaea and Bacteria</source> (<publisher-name>John Wiley &amp; Sons, Inc.</publisher-name>), <fpage>1</fpage>&#x2013;<lpage>3</lpage>. doi: <pub-id pub-id-type="doi">10.1002/9781118960608.gbm00642</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Pedersen</surname> <given-names>O.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Gut microbiota in human metabolic health and disease</article-title>. <source>Nat. Rev. Microbiol.: Nat. Res.</source> <volume>p</volume>, <fpage>55</fpage>&#x2013;<lpage>71</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41579-020-0433-9</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fragiadakis</surname> <given-names>G. K.</given-names>
</name>
<name>
<surname>Smits</surname> <given-names>S. A.</given-names>
</name>
<name>
<surname>Sonnenburg</surname> <given-names>E. D.</given-names>
</name>
<name>
<surname>Van Treuren</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Reid</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Knight</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Links between environment, diet, and the hunter-gatherer microbiome</article-title>. <source>Gut. Microbes</source> <volume>10</volume> (<issue>2</issue>), <fpage>216</fpage>&#x2013;<lpage>227</lpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2018.1494103</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Frame</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Costa</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Jackson</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Current explorations of nutrition and the gut microbiome: A systematic review (P20-032-19)</article-title>. <source>Curr. Developments Nutr.</source> <volume>3</volume> (<supplement>Supplement_1</supplement>), <fpage>nzz040</fpage>. doi: <pub-id pub-id-type="doi">10.1093/cdn/nzz040.P20-032-19</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gacesa</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kurilshikov</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Vich Vila</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Sinha</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Klaassen</surname> <given-names>M. A. Y.</given-names>
</name>
<name>
<surname>Bolte</surname> <given-names>L. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Environmental factors shaping the gut microbiome in a Dutch population</article-title>. <source>Nature</source> <volume>604</volume> (<issue>7907</issue>), <fpage>732</fpage>&#x2013;<lpage>739</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-022-04567-7</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gibbs</surname> <given-names>J. P.</given-names>
</name>
</person-group> (<year>1966</year>). <article-title>Measures of urbanization</article-title>. <source>Soc. Forces</source> <volume>45</volume> (<issue>2</issue>), <fpage>170</fpage>&#x2013;<lpage>177</lpage>. doi: <pub-id pub-id-type="doi">10.2307/2574387</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gomez</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Petrzelkova</surname> <given-names>K. J.</given-names>
</name>
<name>
<surname>Burns</surname> <given-names>M. B.</given-names>
</name>
<name>
<surname>YeOman</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Amato</surname> <given-names>K. R.</given-names>
</name>
<name>
<surname>Vlckova</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Gut microbiome of coexisting BaAka pygmies and Bantu reflects gradients of traditional subsistence patterns</article-title>. <source>Cell Rep.</source> <volume>14</volume> (<issue>9</issue>), <fpage>2142</fpage>&#x2013;<lpage>2153</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.celrep.2016.02.013</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gong</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Meng</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Association between gut microbiota and autoimmune thyroid disease: A systematic review and meta-analysis</article-title>. <source>Front. Endocrinol.</source> <volume>12</volume>, <elocation-id>1544</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fendo.2021.774362</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gupta</surname> <given-names>V. K.</given-names>
</name>
<name>
<surname>Paul</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Dutta</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Geography, ethnicity or subsistence-specific variations in human microbiome composition and diversity</article-title>. <source>Front. Microbiol.: Front. Media S. A.</source> <volume>p</volume>, <elocation-id>1162</elocation-id>&#x2013; doi: <pub-id pub-id-type="doi">10.3389/fmicb.2017.01162</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hansen</surname> <given-names>M. E. B.</given-names>
</name>
<name>
<surname>Rubel</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Bailey</surname> <given-names>A. G.</given-names>
</name>
<name>
<surname>Ranciaro</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Thompson</surname> <given-names>S. R.</given-names>
</name>
<name>
<surname>Campbell</surname> <given-names>M. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Population structure of human gut bacteria in a diverse cohort from rural Tanzania and Botswana</article-title>. <source>Genome Biol.</source> <volume>20</volume> (<issue>1</issue>), <fpage>16</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13059-018-1616-9</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hanson</surname> <given-names>B. T.</given-names>
</name>
<name>
<surname>Dimitri Kits</surname> <given-names>K.</given-names>
</name>
<name>
<surname>L&#xf6;ffler</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Burrichter</surname> <given-names>A. G.</given-names>
</name>
<name>
<surname>Fiedler</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Denger</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Sulfoquinovose is a select nutrient of prominent bacteria and a source of hydrogen sulfide in the human gut</article-title>. <source>ISME J.</source> <volume>15</volume> (<issue>9</issue>), <fpage>2779</fpage>&#x2013;<lpage>2791</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41396-021-00968-0</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>He</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Faecalibacterium prausnitzii: A next-generation probiotic in gut disease improvement</article-title>. <source>Can. J. Infect. Dis. Med. Microbiol.</source> <volume>2021</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1155/2021/6666114</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heeney</surname> <given-names>D. D.</given-names>
</name>
<name>
<surname>Gareau</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Marco</surname> <given-names>M. L.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Intestinal Lactobacillus in health and disease, a driver or just along for the ride</article-title>? <source>Curr. Opin. Biotechnol.</source> <volume>49</volume>, <fpage>140</fpage>&#x2013;<lpage>147</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.copbio.2017.08.004</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Iebba</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Santangelo</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Totino</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Pantanella</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Monsia</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Di Cristanziano</surname> <given-names>V.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Gut microbiota related to Giardia duodenalis, Entamoeba spp. and Blastocystis hominis infections in humans from C&#xf4;te d&#x2019;Ivoire</article-title>. <source>J. Infect. Developing Countries</source> <volume>10</volume> (<issue>09</issue>), <fpage>1035</fpage>&#x2013;<lpage>1041</lpage>. doi: <pub-id pub-id-type="doi">10.3855/jidc.8179</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ilbery</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Dimensions of rural change</article-title>. <source>Geogr. Rural Change: Routledge</source> <volume>p</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>.</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jha</surname> <given-names>A. R.</given-names>
</name>
<name>
<surname>Davenport</surname> <given-names>E. R.</given-names>
</name>
<name>
<surname>Gautam</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Bhandari</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Tandukar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Ng</surname> <given-names>K. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Gut microbiome transition across a lifestyle gradient in Himalaya</article-title>. <source>PloS Biol.</source> <volume>16</volume> (<issue>11</issue>), <fpage>e2005396</fpage>&#x2013;<lpage>e</lpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pbio.2005396</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Johnson</surname> <given-names>E. L.</given-names>
</name>
<name>
<surname>Heaver</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Walters</surname> <given-names>W. A.</given-names>
</name>
<name>
<surname>Ley</surname> <given-names>R. E.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Microbiome and metabolic disease: revisiting the bacterial phylum Bacteroidetes</article-title>. <source>J. Mol. Med.</source> <volume>95</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00109-016-1492-2</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kassouri</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Okunlola</surname> <given-names>O. A.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Analysis of spatio-temporal drivers and convergence characteristics of urban development in Africa</article-title>. <source>Land Use Policy</source> <volume>112</volume>, <fpage>105868</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.landusepol.2021.105868</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Katsidzira</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ocvirk</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Mahachi</surname> <given-names>C. B.</given-names>
</name>
<name>
<surname>Soni</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Differences in fecal gut microbiota, short-chain fatty acids and bile acids link colorectal cancer risk to dietary changes associated with urbanization among Zimbabweans</article-title>. <source>Nutr. Cancer</source> <volume>71</volume> (<issue>8</issue>), <fpage>1313</fpage>&#x2013;<lpage>1324</lpage>. doi: <pub-id pub-id-type="doi">10.1080/01635581.2019.1602659</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Keku</surname> <given-names>T. O.</given-names>
</name>
<name>
<surname>McCoy</surname> <given-names>A. N.</given-names>
</name>
<name>
<surname>Azcarate-Peril</surname> <given-names>A. M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Fusobacterium spp. And colorectal cancer: cause or consequence</article-title>? <source>Trends Microbiol.: Elsevier</source> <volume>p</volume>, <fpage>506</fpage>&#x2013;<lpage>508</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tim.2013.08.004</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kimble</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Gouinguenet</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Ashor</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Stewart</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Deighton</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Matu</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Effects of a mediterranean diet on the gut microbiota and microbial metabolites: A systematic review of randomized controlled trials and observational studies</article-title>. <source>Crit. Rev. Food Sci. Nutr.</source>, <fpage>1</fpage>&#x2013;<lpage>22</lpage>. doi: <pub-id pub-id-type="doi">10.1080/10408398.2022.2057416</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>King</surname> <given-names>C. H.</given-names>
</name>
<name>
<surname>Desai</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Sylvetsky</surname> <given-names>A. C.</given-names>
</name>
<name>
<surname>LoTempio</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ayanyan</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Carrie</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Baseline human gut microbiota profile in healthy people and standard reporting template</article-title>. <source>PloS One</source> <volume>14</volume> (<issue>9</issue>), <fpage>e0206484</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0206484</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kovatcheva-Datchary</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Nilsson</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Akrami</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>Y. S.</given-names>
</name>
<name>
<surname>De Vadder</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Arora</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Dietary fiber-induced improvement in glucose metabolism is associated with increased abundance of Prevotella</article-title>. <source>Cell Metab.</source> <volume>22</volume> (<issue>6</issue>), <fpage>971</fpage>&#x2013;<lpage>982</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cmet.2015.10.001</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laitinen</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Mokkala</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Overall dietary quality relates to gut microbiota diversity and abundance</article-title>. <source>Int. J. Mol. Sci.</source> <volume>20</volume> (<issue>8</issue>), <fpage>1835</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijms20081835</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lee</surname> <given-names>S. C.</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>Lim</surname> <given-names>Y. A.</given-names>
</name>
<name>
<surname>Choy</surname> <given-names>S. H.</given-names>
</name>
<name>
<surname>Kurtz</surname> <given-names>Z. D.</given-names>
</name>
<name>
<surname>Cox</surname> <given-names>L. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Helminth colonization is associated with increased diversity of the gut microbiota</article-title>. <source>PloS Negl. Trop. Dis.</source> <volume>8</volume> (<issue>5</issue>), <fpage>e2880</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pntd.0002880</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ley</surname> <given-names>R. E.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Gut microbiota in 2015: Prevotella in the gut: Choose carefully</article-title>. <source>Nat. Rev. Gastroenterol. Hepatol.: Nat. Publishing Group</source> <volume>p</volume>, <fpage>69</fpage>. doi: <pub-id pub-id-type="doi">10.1038/nrgastro.2016.4</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Lin</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Qu</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Gut microbiota in Tibetan herdsmen reflects the degree of urbanization</article-title>. <source>Front. Microbiol.</source> <volume>9</volume>, <elocation-id>1745</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2018.01745</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>Z.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Quantitative measurement on urbanization development level in urban Agglomerations: A case of JJJ urban agglomeration</article-title>. <source>Ecol. Indicators</source> <volume>133</volume>, <fpage>108375</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.ecolind.2021.108375</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Westlund</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Why some rural areas decline while some others not: An overview of rural evolution in the world</article-title>. <source>J. Rural Stud.</source> <volume>68</volume>, <fpage>135</fpage>&#x2013;<lpage>143</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jrurstud.2019.03.003</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Piao</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>A review of the relationship between the gut microbiota and amino acid metabolism</article-title>. <source>Amino Acids</source> <volume>49</volume>, <fpage>2083</fpage>&#x2013;<lpage>2090</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00726-017-2493-3</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Mao</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cui</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Blautia&#x2014;a new functional genus with potential probiotic properties</article-title>? <source>Gut. Microbes: Bellwether Publishing Ltd.</source> <volume>p</volume>, <fpage>1</fpage>&#x2013;<lpage>21</lpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2021.1875796</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lokmer</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Aflalo</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Amougou</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Lafosse</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Froment</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Tabe</surname> <given-names>F. E.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Response of the human gut and saliva microbiome to urbanization in Cameroon</article-title>. <source>Sci. Rep.</source> <volume>10</volume> (<issue>1</issue>), <fpage>2856</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-020-59849-9</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Zhai</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>Y. K.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Chinese gut microbiota and its associations with staple food type, ethnicity, and urbanization</article-title>. <source>NPJ Biofilms Microbiomes</source> <volume>7</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41522-021-00245-0</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lun</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>F.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Altered gut microbiota and microbial biomarkers associated with chronic kidney disease</article-title>. <source>Microbiologyopen</source> <volume>8</volume> (<issue>4</issue>), <fpage>e00678</fpage>. doi: <pub-id pub-id-type="doi">10.1002/mbo3.678</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mancabelli</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Milani</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Lugli</surname> <given-names>G. A.</given-names>
</name>
<name>
<surname>Turroni</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Ferrario</surname> <given-names>C.</given-names>
</name>
<name>
<surname>van Sinderen</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Meta-analysis of the human gut microbiome from urbanized and pre-agricultural populations</article-title>. <source>Environ. Microbiol.</source> <volume>19</volume> (<issue>4</issue>), <fpage>1379</fpage>&#x2013;<lpage>1390</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.13692</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maurelli</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Pepe</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Gualdieri</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Bosco</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Cringoli</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Rinaldi</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Improving diagnosis of intestinal parasites towards a migrant-friendly health system</article-title>. <source>Curr. Trop. Med. Rep.</source> <volume>10</volume>, <fpage>17</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s40475-022-00280-7</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McCall</surname> <given-names>L. I.</given-names>
</name>
<name>
<surname>Callewaert</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Bouslimani</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Minich</surname> <given-names>J. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Home chemical and microbial transitions across urbanization</article-title>. <source>Nat. Microbiol.: Nat. Res.</source> <volume>p</volume>, <fpage>108</fpage>&#x2013;<lpage>115</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41564-019-0593-4</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mehta</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Nishihara</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Cao</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mima</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Qian</surname> <given-names>Z. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Association of dietary patterns with risk of colorectal cancer subtypes classified by Fusobacterium nucleatum in tumor tissue</article-title>. <source>JAMA Oncol.</source> <volume>3</volume> (<issue>7</issue>), <fpage>921</fpage>&#x2013;<lpage>927</lpage>. doi: <pub-id pub-id-type="doi">10.1001/jamaoncol.2016.6374</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mirzayi</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Renson</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Consortium</surname> <given-names>G. S.</given-names>
</name>
<name>
<surname>Analysis</surname> <given-names>M.</given-names>
</name>
<collab>QCSFCSS-A</collab>
<name>
<surname>Zohra</surname> <given-names>F.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Reporting guidelines for human microbiome research: the STORMS checklist</article-title>. <source>Nat. Med.</source> <volume>27</volume> (<issue>11</issue>), <fpage>1885</fpage>&#x2013;<lpage>1892</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41591-021-01552-x</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Morton</surname> <given-names>E. R.</given-names>
</name>
<name>
<surname>Lynch</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Froment</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lafosse</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Heyer</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Przeworski</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Variation in rural African gut microbiota is strongly correlated with colonization by Entamoeba and subsistence</article-title>. <source>PloS Genet.</source> <volume>11</volume> (<issue>11</issue>), <fpage>e1005658</fpage>&#x2013;<lpage>e</lpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pgen.1005658</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naito</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Takagi</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Inoue</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kashiwagi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Mizushima</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Tsuchiya</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Gut microbiota differences in elderly subjects between rural city Kyotango and urban city Kyoto: an age-gender-matched study</article-title>. <source>J. Clin. Biochem. Nutr.</source> <volume>65</volume> (<issue>2</issue>), <fpage>125</fpage>&#x2013;<lpage>131</lpage>. doi: <pub-id pub-id-type="doi">10.3164/jcbn.19-26</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Natividad</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Lamas</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Pham</surname> <given-names>H. P.</given-names>
</name>
<name>
<surname>Michel</surname> <given-names>M. L.</given-names>
</name>
<name>
<surname>Rainteau</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Bridonneau</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Bilophila wadsworthia aggravates high fat diet induced metabolic dysfunctions in mice</article-title>. <source>Nat. Commun.</source> <volume>9</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-018-05249-7</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Naumova</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Alikina</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Tupikin</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Kalmykova</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Soldatova</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Vlassov</surname> <given-names>V.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Human gut microbiome response to short-term bifidobacterium-based probiotic treatment</article-title>. <source>Indian J. Microbiol.</source> <volume>60</volume> (<issue>4</issue>), <fpage>451</fpage>&#x2013;<lpage>457</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12088-020-00888-1</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Njoh</surname> <given-names>A. J.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Urbanization and development in sub-Saharan Africa</article-title>. <source>Cities</source> <volume>20</volume> (<issue>3</issue>), <fpage>167</fpage>&#x2013;<lpage>174</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0264-2751(03)00010-6</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nolling</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Breton</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Omelchenko</surname> <given-names>M. V.</given-names>
</name>
<name>
<surname>Makarova</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Gibson</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2001</year>). <article-title>Genome sequence and comparative analysis of the solvent-producing bacterium Clostridium acetobutylicum</article-title>. <source>J. Bacteriol.</source> <volume>183</volume> (<issue>16</issue>), <fpage>4823</fpage>&#x2013;<lpage>4838</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JB.183.16.4823-4838.2001</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Obregon-Tito</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Tito</surname> <given-names>R. Y.</given-names>
</name>
<name>
<surname>Metcalf</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sankaranarayanan</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Clemente</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Ursell</surname> <given-names>L. K.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Subsistence strategies in traditional societies distinguish gut microbiomes</article-title>. <source>Nat. Commun.</source> <volume>6</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms7505</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ocvirk</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>A. S.</given-names>
</name>
<name>
<surname>Posma</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>J. V.</given-names>
</name>
<name>
<surname>Koller</surname> <given-names>K. R.</given-names>
</name>
<name>
<surname>Day</surname> <given-names>G. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>A prospective cohort analysis of gut microbial co-metabolism in Alaska Native and rural African people at high and low risk of colorectal cancer</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>111</volume> (<issue>2</issue>), <fpage>406</fpage>&#x2013;<lpage>419</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/nqz301</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oduaran</surname> <given-names>O. H.</given-names>
</name>
<name>
<surname>Tamburini</surname> <given-names>F. B.</given-names>
</name>
<name>
<surname>Sahibdeen</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Brewster</surname> <given-names>R.</given-names>
</name>
<name>
<surname>G&#xf3;mez-Oliv&#xe9;</surname> <given-names>F. X.</given-names>
</name>
<name>
<surname>Kahn</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Gut microbiome profiling of a rural and urban South African cohort reveals biomarkers of a population in lifestyle transition</article-title>. <source>BMC Microbiol.</source> <volume>20</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>17</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s12866-020-02017-w</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oniszczuk</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Oniszczuk</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Gancarz</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Szyma&#x144;ska</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Role of gut microbiota, probiotics and prebiotics in the cardiovascular diseases</article-title>. <source>Molecules</source> <volume>26</volume> (<issue>4</issue>), <fpage>1172</fpage>. doi: <pub-id pub-id-type="doi">10.3390/molecules26041172</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ouzzani</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hammady</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Fedorowicz</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Elmagarmid</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Rayyan&#x2014;a web and mobile app for systematic reviews</article-title>. <source>Systematic Rev.</source> <volume>5</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s13643-016-0384-4</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Panelli</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Epis</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Cococcioni</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Perini</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Paroni</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Bandi</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Inflammatory bowel diseases, the hygiene hypothesis and the other side of the microbiota: parasites and fungi</article-title>. <source>Pharmacol. Res.</source> <volume>159</volume>, <fpage>104962</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.phrs.2020.104962</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parbie</surname> <given-names>P. K.</given-names>
</name>
<name>
<surname>Mizutani</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Ishizaka</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Kawana-Tachikawa</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Runtuwene</surname> <given-names>L. R.</given-names>
</name>
<name>
<surname>Seki</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Fecal microbiome composition in healthy adults in Ghana</article-title>. <source>Japanese J. Infect. Dis.</source> <volume>74</volume> (<issue>1</issue>), <fpage>42</fpage>&#x2013;<lpage>47</lpage>. doi: <pub-id pub-id-type="doi">10.7883/yoken.JJID.2020.469</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Popkin</surname> <given-names>B. M.</given-names>
</name>
</person-group> (<year>1998</year>). <article-title>The nutrition transition and its health implications in lower-income countries</article-title>. <source>Public Health Nutr.</source> <volume>1</volume> (<issue>1</issue>), <fpage>5</fpage>&#x2013;<lpage>21</lpage>. doi: <pub-id pub-id-type="doi">10.1079/PHN19980004</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rajili&#x107;-Stojanovi&#x107;</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Biagi</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Heilig</surname> <given-names>H. G. H. J.</given-names>
</name>
<name>
<surname>Kajander</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Kekkonen</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Tims</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2011</year>). <article-title>Global and deep molecular analysis of microbiota signatures in fecal samples from patients with irritable bowel syndrome</article-title>. <source>Gastroenterology</source> <volume>141</volume> (<issue>5</issue>), <fpage>1792</fpage>&#x2013;<lpage>1801</lpage>. doi: <pub-id pub-id-type="doi">10.1053/j.gastro.2011.07.043</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ramadass</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Rani</surname> <given-names>B. S.</given-names>
</name>
<name>
<surname>Pugazhendhi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>John</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Ramakrishna</surname> <given-names>B. S.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Faecal microbiota of healthy adults in south India: comparison of a tribal &amp; a rural population</article-title>. <source>Indian J. Med. Res.</source> <volume>145</volume> (<issue>2</issue>), <fpage>237</fpage>. doi: <pub-id pub-id-type="doi">10.4103/ijmr.IJMR_639_14</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosa</surname> <given-names>B. A.</given-names>
</name>
<name>
<surname>Supali</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Gankpala</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Djuardi</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sartono</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Differential human gut microbiome assemblages during soil-transmitted helminth infections in Indonesia and Liberia</article-title>. <source>Microbiome</source> <volume>6</volume> (<issue>1</issue>), <fpage>33</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-018-0416-5</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosas-Plaza</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hern&#xe1;ndez-Ter&#xe1;n</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Navarro-D&#xed;az</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Escalante</surname> <given-names>A. E.</given-names>
</name>
<name>
<surname>Morales-Espinosa</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Cerritos</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Human gut microbiome across different lifestyles: from hunter-gatherers to urban populations</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>, <elocation-id>843170</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.843170</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rubel</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Abbas</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Taylor</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Connell</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Tanes</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Bittinger</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Lifestyle and the presence of helminths is associated with gut microbiome composition in Cameroonians</article-title>. <source>Genome Biol.</source> <volume>21</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>32</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s13059-020-02020-4</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schaan</surname> <given-names>A. P.</given-names>
</name>
<name>
<surname>Sarquis</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Cavalcante</surname> <given-names>G. C.</given-names>
</name>
<name>
<surname>Magalh&#xe3;es</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Sacuena</surname> <given-names>E. R.</given-names>
</name>
<name>
<surname>Costa</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>The structure of Brazilian Amazonian gut microbiomes in the process of urbanisation</article-title>. <source>NPJ Biofilms Microbiomes</source> <volume>7</volume> (<issue>1</issue>), <fpage>65</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41522-021-00237-0</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schnorr</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Candela</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Rampelli</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Centanni</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Consolandi</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Basaglia</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Gut microbiome of the Hadza hunter-gatherers</article-title>. <source>Nat. Commun.</source> <volume>5</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms4654</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sekirov</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Russell</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Antunes</surname> <given-names>L. C.</given-names>
</name>
<name>
<surname>Finlay</surname> <given-names>B. B.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Gut microbiota in health and disease</article-title>. <source>Physiol. Rev.</source> <volume>90</volume> (<issue>3</issue>), <fpage>859</fpage>&#x2013;<lpage>904</lpage>. doi: <pub-id pub-id-type="doi">10.1152/physrev.00045.2009</pub-id>
</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smits</surname> <given-names>S. A.</given-names>
</name>
<name>
<surname>Leach</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sonnenburg</surname> <given-names>E. D.</given-names>
</name>
<name>
<surname>Gonzalez</surname> <given-names>C. G.</given-names>
</name>
<name>
<surname>Lichtman</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Reid</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Seasonal cycling in the gut microbiome of the Hadza hunter-gatherers of Tanzania</article-title>. <source>Science</source> <volume>357</volume> (<issue>6353</issue>), <fpage>802</fpage>&#x2013;<lpage>805</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.aan4834</pub-id>
</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>So</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Whelan</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Rossi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Morrison</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Holtmann</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Kelly</surname> <given-names>J. T.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Dietary fiber intervention on gut microbiota composition in healthy adults: a systematic review and meta-analysis</article-title>. <source>Am. J. Clin. Nutr.</source> <volume>107</volume> (<issue>6</issue>), <fpage>965</fpage>&#x2013;<lpage>983</lpage>. doi: <pub-id pub-id-type="doi">10.1093/ajcn/nqy041</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sonnenburg</surname> <given-names>J. L.</given-names>
</name>
<name>
<surname>B&#xe4;ckhed</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Diet-microbiota interactions as moderators of human metabolism</article-title>. <source>Nature</source> <volume>535</volume> (<issue>7610</issue>), <fpage>56</fpage>&#x2013;<lpage>64</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature18846</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Steyn</surname> <given-names>N. P.</given-names>
</name>
<name>
<surname>McHiza</surname> <given-names>Z. J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Obesity and the nutrition transition in Sub-Saharan Africa</article-title>. <source>Ann. New York Acad. Sci.</source> <volume>1311</volume> (<issue>1</issue>), <fpage>88</fpage>&#x2013;<lpage>101</lpage>. doi: <pub-id pub-id-type="doi">10.1111/nyas.12433</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Stokowa-So&#x142;tys</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Wojtkowiak</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Jagie&#x142;&#x142;o</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Fusobacterium nucleatum&#x2013;Friend or foe</article-title>? <source>J. Inorg. Biochem.</source> <volume>224</volume>, <fpage>111586</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jinorgbio.2021.111586</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Frank</surname> <given-names>D. N.</given-names>
</name>
<name>
<surname>Tshefu</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lokangaka</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Goudar</surname> <given-names>S. S.</given-names>
</name>
<name>
<surname>Dhaded</surname> <given-names>S. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Different gut microbial profiles in sub-saharan african and south asian women of childbearing age are primarily associated with dietary intakes</article-title>. <source>Front. Microbiol.</source> <volume>10</volume>, <elocation-id>1848</elocation-id>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2019.01848</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tevzadze</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Oniani</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Zhuravliova</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Darchia</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Eliozishvili</surname> <given-names>M.</given-names>
</name>
<name>
<surname>GogiChadze</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Effects of a gut microbiome toxin, p-cresol, on the indices of social behavior in rats</article-title>. <source>Neurophysiology</source> <volume>50</volume>, <fpage>372</fpage>&#x2013;<lpage>377</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11062-019-09764-1</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tevzadze</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Shanshiashvili</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Mikeladze</surname> <given-names>D.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Children with epilepsy and autistic spectrum disorders show similarly high levels of urinary p-cresol</article-title>. <source>JBPC</source> <volume>17</volume> (<issue>1</issue>), <fpage>77</fpage>&#x2013;<lpage>80</lpage>. doi: <pub-id pub-id-type="doi">10.4024/05TE17A.jbpc.17.02</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Turnbaugh</surname> <given-names>P. J.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Fat, bile and gut microbes</article-title>. <source>Nature</source> <volume>487</volume> (<issue>7405</issue>), <fpage>47</fpage>&#x2013;<lpage>48</lpage>. doi: <pub-id pub-id-type="doi">10.1038/487047a</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tyakht</surname> <given-names>A. V.</given-names>
</name>
<name>
<surname>Alexeev</surname> <given-names>D. G.</given-names>
</name>
<name>
<surname>Popenko</surname> <given-names>A. S.</given-names>
</name>
<name>
<surname>Kostryukova</surname> <given-names>E. S.</given-names>
</name>
<name>
<surname>Govorun</surname> <given-names>V. M.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Rural and urban microbiota: to be or not to be</article-title>? <source>Gut. Microbes</source> <volume>5</volume> (<issue>3</issue>), <fpage>351</fpage>&#x2013;<lpage>356</lpage>. doi: <pub-id pub-id-type="doi">10.4161/gmic.28685</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="other">
<person-group person-group-type="author">
<collab>Urbanization - Overview | US EPA</collab>
</person-group>.</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van den Munckhof</surname> <given-names>I. C. L.</given-names>
</name>
<name>
<surname>Kurilshikov</surname> <given-names>A.</given-names>
</name>
<name>
<surname>ter Horst</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Riksen</surname> <given-names>N. P.</given-names>
</name>
<name>
<surname>Joosten</surname> <given-names>L. A. B.</given-names>
</name>
<name>
<surname>Zhernakova</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Role of gut microbiota in chronic low-grade inflammation as potential driver for atherosclerotic cardiovascular disease: a systematic review of human studies</article-title>. <source>Obes. Rev.</source> <volume>19</volume> (<issue>12</issue>), <fpage>1719</fpage>&#x2013;<lpage>1734</lpage>. doi: <pub-id pub-id-type="doi">10.1111/obr.12750</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sha</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Howard</surname> <given-names>A. G.</given-names>
</name>
<name>
<surname>Tsilimigras</surname> <given-names>M. C.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Urbanization in China is associated with pronounced perturbation of plasma metabolites</article-title>. <source>Metabolomics</source> <volume>16</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11306-020-01724-9</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Uffelman</surname> <given-names>C. N.</given-names>
</name>
<name>
<surname>Bergia</surname> <given-names>R. E.</given-names>
</name>
<name>
<surname>Clark</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Reed</surname> <given-names>J. B.</given-names>
</name>
<name>
<surname>Tzu-Wen</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Meat consumption and gut microbiota: A scoping review of literature and systematic review of randomized controlled trials in adults</article-title>. <source>Adv. Nutr.</source> <volume>14</volume> (<issue>2</issue>), <fpage>215</fpage>&#x2013;<lpage>237</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.advnut.2022.10.005</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Willis</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Slavin</surname> <given-names>J. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The influence of diet interventions using whole, plant food on the gut microbiome: a narrative review</article-title>. <source>J. Acad. Nutr. Dietetics</source> <volume>120</volume> (<issue>4</issue>), <fpage>608</fpage>&#x2013;<lpage>623</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jand.2019.09.017</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>G. D.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Hoffmann</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Bittinger</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y. Y.</given-names>
</name>
<name>
<surname>Keilbaugh</surname> <given-names>S. A.</given-names>
</name>
<etal/>
</person-group>. (<year>2011</year>). <article-title>Linking long-term dietary patterns with gut microbial enterotypes</article-title>. <source>Science</source> <volume>334</volume> (<issue>6052</issue>), <fpage>105</fpage>&#x2013;<lpage>108</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1208344</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Ren</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Liang</surname> <given-names>K.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Mutual interaction between gut microbiota and protein/amino acid metabolism for host mucosal immunity and health</article-title>. <source>Anim. Nutr.</source> <volume>7</volume> (<issue>1</issue>), <fpage>11</fpage>&#x2013;<lpage>16</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.aninu.2020.11.003</pub-id>
</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Gordon</surname> <given-names>J. I.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Honor thy symbionts</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>100</volume> (<issue>18</issue>), <fpage>10452</fpage>&#x2013;<lpage>10459</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1734063100</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yatsunenko</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Rey</surname> <given-names>F. E.</given-names>
</name>
<name>
<surname>Manary</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Trehan</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Dominguez-Bello</surname> <given-names>M. G.</given-names>
</name>
<name>
<surname>Contreras</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Human gut microbiome viewed across age and geography</article-title>. <source>Nature: Nat. Publishing Group</source> <volume>p</volume>, <fpage>222</fpage>&#x2013;<lpage>227</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature11053</pub-id>
</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yazici</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Wolf</surname> <given-names>P. G.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Cross</surname> <given-names>T.-W. L.</given-names>
</name>
<name>
<surname>Vermillion</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Carroll</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Race-dependent association of sulfidogenic bacteria with colorectal cancer</article-title>. <source>Gut</source> <volume>66</volume> (<issue>11</issue>), <fpage>1983</fpage>&#x2013;<lpage>1994</lpage>. doi: <pub-id pub-id-type="doi">10.1136/gutjnl-2016-313321</pub-id>
</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>X. F.</given-names>
</name>
<name>
<surname>Guan</surname> <given-names>X. X.</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>Y. J.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>J. F.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X. K.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>W. D.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Clinical effects and gut microbiota changes of using probiotics, prebiotics or synbiotics in inflammatory bowel disease: a systematic review and meta-analysis</article-title>. <source>Eur. J. Nutr.</source> <volume>60</volume> (<issue>5</issue>), <fpage>2855</fpage>&#x2013;<lpage>2875</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00394-021-02503-5</pub-id>
</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zuo</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Kamm</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Colombel</surname> <given-names>J. F.</given-names>
</name>
<name>
<surname>Ng</surname> <given-names>S. C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Urbanization and the gut microbiota in health and inflammatory bowel disease</article-title>. <source>Nat. Rev. Gastroenterol. Hepatol.: Nat. Publishing Group</source> <volume>p</volume>, <fpage>440</fpage>&#x2013;<lpage>452</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41575-018-0003-z</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>