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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1469543</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Perspective</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The human gut metacommunity as a conceptual aid in the development of precision medicine</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Tannock</surname> <given-names>Gerald W.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/268072/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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</contrib-group>
<aff><institution>Department of Microbiology and Immunology, University of Otago</institution>, <addr-line>Dunedin</addr-line>, <country>New Zealand</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Franck Carbonero, Washington State University Health Sciences Spokane, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Silvia Turroni, University of Bologna, Italy</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Gerald W. Tannock, <email>gerald.tannock@otago.ac.nz</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1469543</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>07</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>09</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Tannock.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Tannock</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>
<p>Human gut microbiomes (microbiotas) are highly individualistic in taxonomic composition but nevertheless are functionally similar. Thus, collectively, they comprise a &#x201C;metacommunity.&#x201D; In ecological terminology, the assembly of human gut microbiomes is influenced by four processes: selection, speciation, drift, and dispersal. As a result of fortuitous events associated with these processes, individual microbiomes are taxonomically &#x201C;tailor-made&#x201D; for each host. However, functionally they are &#x201C;off-the-shelf&#x201D; because of similar functional outputs resulting from metabolic redundancy developed in host-microbe symbiosis. Because of this, future microbiological and molecular studies of microbiomes should emphasize the metabolic interplay that drives the human gut metacommunity and that results in these similar functional outputs. This knowledge will support the development of remedies for specific functional dysbioses and hence provide practical examples of precision medicine.</p>
</abstract>
<kwd-group>
<kwd>metacommunity</kwd>
<kwd>microbiome</kwd>
<kwd>microbiota</kwd>
<kwd>precision medicine</kwd>
<kwd>symbiosis</kwd>
<kwd>dysbiosis</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="105"/>
<page-count count="8"/>
<word-count count="7531"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microorganisms in Vertebrate Digestive Systems</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>The colon of humans is colonized by a microbial community, commonly known as the gut microbiome (microbiota), that is composed mostly of bacterial species (<xref ref-type="bibr" rid="ref26">Franzosa et al., 2015</xref>; <xref ref-type="bibr" rid="ref54">Parizadeh and Arrieta, 2023</xref>). The community has been studied in detail from the 1970s using feces as a proxy for colon samples, with particular emphasis on taxonomic composition (&#x201C;who is there?&#x201D;) for the last 25&#x2009;years. This became possible because of the availability and development of high throughput sequencing of bulk DNA extracted from feces, and subsequent sequence analysis (<xref ref-type="bibr" rid="ref26">Franzosa et al., 2015</xref>; <xref ref-type="bibr" rid="ref56">Parks et al., 2017</xref>; <xref ref-type="bibr" rid="ref3">Asnicar et al., 2024</xref>; <xref ref-type="bibr" rid="ref54">Parizadeh and Arrieta, 2023</xref>). In general, the community contains about twenty trillion bacterial cells in which members of the Bacillota (Firmicutes) and Bacteroidota (Bacteroidetes) form about 85% of the microbiome. Three bacterial families, the <italic>Lachnospiraceae</italic>, <italic>Ruminococcaceae</italic>, and <italic>Bacteroidaceae</italic> are well represented (<xref ref-type="bibr" rid="ref97">White et al., 2014</xref>; <xref ref-type="bibr" rid="ref66">Sender et al., 2016</xref>; <xref ref-type="bibr" rid="ref62">Rampelli et al., 2020</xref>). Much of the research interest in the gut microbiome has focussed on defining the taxonomic composition of the &#x201C;normal&#x201D; or &#x201C;healthy&#x201D; microbiome but this is an impossible goal due to the huge variance in microbiome compositional diversity between individual humans at genus, species, and strain levels (<xref ref-type="bibr" rid="ref88">Turnbaugh et al., 2009</xref>; <xref ref-type="bibr" rid="ref89">Ursell et al., 2012</xref>; <xref ref-type="bibr" rid="ref68">Shanahan et al., 2021</xref>). This article proposes that viewing the gut microbiome as a metacommunity which has functional consistency will aid the development of precision (personalized; individual) medicinal interventions to restore health.</p>
</sec>
<sec id="sec2">
<title>What is a metacommunity?</title>
<p>Communities are interactive assemblages of species that are characteristic of a specific habitat or ecosystem. The formation of communities is influenced by four processes: environmental selection (deterministic fitness differences among species), ecological drift (stochastic changes in species abundance), local diversification (creation of new species), and dispersal (spatial movement of species) (<xref ref-type="bibr" rid="ref93">Vellend, 2010</xref>). These processes have been studied in relation to the human gut microbiome and observations that are pertinent to this article follow.</p>
<list list-type="order">
<list-item>
<p>Selection of bacterial species that have biochemical fitness determinants appropriate for catabolism of dietary components and host secretions is apparent among the members of the gut microbiome. Key indicators of selection are genetic features such as Polysaccharide Utilization Loci (PULs) that encode binding proteins, hydrolytic enzymes (carbohydrate-active enzymes), and transport proteins associated with the bacterial cell surface. Products of PULs sequester and degrade plant-derived glycans that are common in human food (for example, resistant starch, hemicelluloses such as complex xylans, and pectins) (<xref ref-type="bibr" rid="ref23">El Kaoutari et al., 2013</xref>; <xref ref-type="bibr" rid="ref32">Grondin et al., 2017</xref>). At least some of these specialized bacteria are keystone species that initiate the catabolism of complex carbohydrates that subsequently fuel the metabolism of consortia (guilds) (<xref ref-type="bibr" rid="ref103">Ze et al., 2012</xref>).</p>
</list-item>
<list-item>
<p>Temporal drift in climax communities of individuals has been studied and, in general, the abundances of species is relatively constant over time (<xref ref-type="bibr" rid="ref24">Faith et al., 2013</xref>). However, the influences of allochthonous factors such as dietary fiber, medications and environment are apparent (<xref ref-type="bibr" rid="ref18">David et al., 2014</xref>; <xref ref-type="bibr" rid="ref77">Tannock, 2021a</xref>; <xref ref-type="bibr" rid="ref50">Nagata et al., 2022</xref>; <xref ref-type="bibr" rid="ref27">Gacesa et al., 2022</xref>). The microbiomes of infants and children follow characteristic colonization patterns that are mostly influenced by trophic factors and are linked to dispersal of species (see below). The direct and indirect impact of endogenous factors such as predation by bacteriophages on species abundance has been measured in gnotobiotic mouse experiments and may have a modulating effect on some bacterial populations (<xref ref-type="bibr" rid="ref34">Hsu et al., 2019</xref>). The ecological impact of bacteriocins and other antimicrobial substances encoded by biosynthetic gene clusters (BGC) is unknown (<xref ref-type="bibr" rid="ref79">Tannock, 2022</xref>).</p>
</list-item>
<list-item>
<p>Speciation can best be understood by considering the widespread presence of bacterial strains (subsets of species) in the gut. Mutation of genes occurs commonly; <italic>de novo</italic> mutations are estimated at 2 &#x00D7; 10<sup>9</sup> to 6 &#x00D7; 10<sup>12</sup> single nucleotide polymorphisms per microbiota per day. Gene loss and gene gain (by horizontal gene transfer) in bacterial species reveals a genetically mutable community in real time (<xref ref-type="bibr" rid="ref53">Nielsen et al., 2014</xref>; <xref ref-type="bibr" rid="ref104">Zhao et al., 2019</xref>). Consequently, strains of the same species differ in genetic characteristics where &#x201C;core&#x201D; genes common to all strains plus &#x201C;dispensable&#x201D; genes (variable presence) together comprising the pangenome, can be recognized (<xref ref-type="bibr" rid="ref46">Medini et al., 2005</xref>; <xref ref-type="bibr" rid="ref86">Truong et al., 2017</xref>).</p>
</list-item>
<list-item>
<p>Dispersal refers to the movement (transmission) of species that establish or augment communities in other sites. In terms of the human gut microbiome, the gut of each new-born infant offers a pristine environment for colonization by bacterial species. The maternal fecal microbiome is a major source of bacterial strains during the first few months of life on the assemblage of the &#x201C;new&#x201D; community. Although vertical transmission is very important in this dispersal, horizontal transmission from paternal, family and environmental sources also occurs (<xref ref-type="bibr" rid="ref73">Song et al., 2013</xref>; <xref ref-type="bibr" rid="ref28">Gaulke and Sharpton, 2018</xref>; <xref ref-type="bibr" rid="ref102">Yassour et al., 2018</xref>; <xref ref-type="bibr" rid="ref78">Tannock, 2021b</xref>; <xref ref-type="bibr" rid="ref27">Gacesa et al., 2022</xref>; <xref ref-type="bibr" rid="ref90">Valles-Colomer et al., 2023</xref>; <xref ref-type="bibr" rid="ref22">Dubois et al., 2024</xref>). A community of low diversity emerges to begin with that, while infants are suckled at the breast, is dominated by species that can catabolize human milk components including human milk oligosaccharides (<xref ref-type="bibr" rid="ref48">Mills et al., 2023</xref>). After weaning, this markedly trophic colonization is replaced by a more neutral (stochastic) model that is nevertheless driven by niche differentiation whereby bacterial species that catabolize dietary fiber and host secretions form the nucleus of a community that, especially in terms of emergent properties, eventually resembles that of adults in general (<xref ref-type="bibr" rid="ref39">Leong et al., 2018</xref>; <xref ref-type="bibr" rid="ref38">Lawley et al., 2019</xref>).</p>
</list-item>
</list>
<p>As a result of these processes, each person&#x2019;s gut microbiome is like that of an island within an archipelago with a microbial assemblage that is individualistic with regards to taxonomic composition (<xref ref-type="bibr" rid="ref15">Costello et al., 2012</xref>). These personal climax communities can be viewed as subsets of a &#x201C;metacommunity&#x201D; that are linked by the potential or actual dispersal of interacting species (<xref ref-type="fig" rid="fig1">Figure 1</xref>). Indeed, the dispersal of members of human microbiomes is not limited to early life. In work targeting 7,646 fecal samples from multinational sources, <xref ref-type="bibr" rid="ref90">Valles-Colomer et al. (2023)</xref> provided strain-level metagenomic evidence of microbiome dispersal between adults who shared environments (strain sharing rate about 12%). Greater proportions of shared strains were detected in oral microbiomes than in the case of the gut, but the data nevertheless support the view that the human gut microbiome is a metacommunity whose subsets are linked by potential dispersal and acquisition throughout life.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>The gut microbiome of humans represented as a metacommunity. Each human is inhabited by an ecological community that is different from that of other humans, but the communities are nevertheless linked by dispersal and modified by drift, speciation, and selection. They have similar emergent properties due to metabolic redundancy among the otherwise disparate bacterial constituents.</p>
</caption>
<graphic xlink:href="fmicb-15-1469543-g001.tif"/>
</fig>
<p>Despite variation in taxonomic composition, metacommunity islands have common functional attributes derived from symbiotic relationships between microbiome and host that have developed during co-evolution (<xref ref-type="bibr" rid="ref80">Tannock, 2024a</xref>). This is particularly apparent through study of the interaction of species in food webs. Community food webs in the gut are interlocking and interdependent food chains that originate in the catabolism of complex dietary components (plant glycans) and host secretions (bile acids, mucins) and develop through cross feeding of simple carbohydrates, amino acids, vitamins, and organic acids (e.g., formate, fumarate, succinate, lactate, succinate) between species (<xref ref-type="bibr" rid="ref40">Lindstad et al., 2021</xref>; <xref ref-type="bibr" rid="ref17">Culp and Goodman, 2023</xref>). These trophic interactions are consistent with the concept of the provision of &#x201C;public good services&#x201D; by some species for collective benefit of the community (<xref ref-type="bibr" rid="ref49">Morris et al., 2012</xref>).</p>
<p>Food webs, like pathways in cellular processes, are nonlinear networks that are controlled by feedback loops. &#x201C;Interspecies hydrogen transfer&#x201D; is a good example of a feedback loop in the gut. Hydrogen is produced during fermentations, but the environmental concentration is kept low in the gut ecosystem by hydrogen consumers using acetogenesis, dissimilatory sulfate reduction, hydrogenotrophic respiration, or methanogenesis. Fermentative bacteria can live in the colon at the limits of what is thermodynamically possible because NADH oxidation can be coupled to proton reduction under these low hydrogen concentrations (<xref ref-type="bibr" rid="ref74">Stams and Plugge, 2009</xref>).</p>
<p>Some metabolic functions within networks can be achieved by different biochemical pathways, hence different species may carry out the same function (metabolic redundancy, such as in butyrate production) (<xref ref-type="bibr" rid="ref61">Pryde et al., 2002</xref>; <xref ref-type="bibr" rid="ref84">Tian et al., 2020</xref>). Unrelated humans share 82% of bacterial metabolic pathways detected in fecal DNA but only 43% of bacterial species (<xref ref-type="bibr" rid="ref94">Visconti et al., 2019</xref>). This helps to explain the taxonomic individualism, but similar metabolic outputs, of human gut microbiomes.</p>
</sec>
<sec id="sec3">
<title>Measuring the &#x201C;health&#x201D; of the metacommunity</title>
<p>Most members of human gut microbiomes are obligate anaerobes that die within a short time under aerobic conditions, and many are autotrophs that require cross-feeding of nutrients from other community members (<xref ref-type="bibr" rid="ref85">Tramontano et al., 2018</xref>; <xref ref-type="bibr" rid="ref51">Nayfach et al., 2019</xref>). The logistical and technical difficulties of conducting large scale, culture-based analysis under these circumstances led to the adoption of metagenomic, phylogenetic comparisons of fecal microbiomes. Some studies using this technology indicated that the relative abundances of certain bacterial groups in fecal microbiomes indicated health or disease (<xref ref-type="bibr" rid="ref43">Manor et al., 2020</xref>). Whether these differences were causative of disease or collateral damage due to disease could not be established by these observational studies. Relatively few human participants were sampled and there are numerous confounding factors that render it difficult to reproduce the results from one study to another (<xref ref-type="bibr" rid="ref75">Sze and Schloss, 2016</xref>). More recent studies, using machine learning procedures, use data from larger groups of people and focus on bacterial strain differences (<xref ref-type="bibr" rid="ref43">Manor et al., 2020</xref>). However, repeatability of these studies is also untested, and they sometimes seem to be inventories of microbial diversity rather than critical testing of hypotheses (<xref ref-type="bibr" rid="ref60">Prosser, 2022</xref>).</p>
<p>An alternative school of thought in relation to defining a healthy microbiome has recently been published together with an overall framework for future developmental research (<xref ref-type="bibr" rid="ref81">Tannock, 2024b</xref>). In brief, the proposal states that bioassays should be developed to measure the functioning of microbiomes. This would be analogous to the use of &#x201C;lab tests&#x201D; of peripheral blood, widely used in medical diagnostics. A range of metacommunity &#x201C;normal values&#x201D; would first be established to which values from individual microbiomes would be compared. Potential bioassays to assess the health of the symbiosis between gut microbiome and human host include measuring undegraded plant glycans in fecal samples, fecal SCFA profiles, fecal bile acid profiles (for example, proportion of secondary bile acids), fecal mucin profiles, fecal agonists of G protein-coupled receptors (for example, short chain fatty acids and <italic>N</italic>-acyl amides), plasma/serum metabolomes, qPCR quantitation of bacterial genetic loci known to underpin catabolic features of symbiosis (for example, genes encoding carbohydrate-active enzymes [CAZymes]), and immune factors present in feces (for example, amounts of secretory IgA and calprotectin). It is proposed that these kinds of assays, informed by knowledge of community function, are likely to be more useful than taxonomic comparisons in differentiating healthy microbiotas from unhealthy because functional outputs of microbiomes are similar across the metacommunity of healthy humans.</p>
</sec>
<sec id="sec4">
<title>Current research gaps in understanding the gut metacommunity</title>
<p>As mentioned previously, changes to gut community ecology may contribute to the increased prevalence of metabolic conditions (for example, obesity, cardiovascular disease, type 2 diabetes) in humans living in, or adopting, industrialized lifestyles. Altered functioning of the microbiome and hence altered host-microbe equilibrium (&#x201C;dysbiosis&#x201D;) might be involved. If that is correct, remedial action might be possible.</p>
<p>Restoration in westerners of &#x201C;missing microbes&#x201D; cultured from people following non-industrialized lifestyles has been suggested but would probably not succeed because the diet of recipients is unlike that of the donors, so niches for them in the gut are lacking (<xref ref-type="bibr" rid="ref19">De Filippo et al., 2010</xref>). It would take some strong arguments to persuade people in industrialized countries to make transitions to ancestral diets and lifestyle (<xref ref-type="bibr" rid="ref6">Burger et al., 2012</xref>). Modulation of gut microbiome function of humans by less dramatic dietary intervention is realistic (<xref ref-type="bibr" rid="ref77">Tannock, 2021a</xref>), but there needs to be much better evaluation of habitual diets of humans participating in microbiome trials (<xref ref-type="bibr" rid="ref63">Renall et al., 2023</xref>). Ethnicity of human participants also needs to be recorded because dietary preferences and lifestyles may be influenced (<xref ref-type="bibr" rid="ref28">Gaulke and Sharpton, 2018</xref>; <xref ref-type="bibr" rid="ref101">Xu et al., 2020</xref>). Control human cohorts in gut microbiota studies are frequently described as &#x201C;healthy&#x201D; but anthropometric tests that show this to be valid, rather than relying on personal perceptions, should be used to confirm health status (<xref ref-type="bibr" rid="ref63">Renall et al., 2023</xref>).</p>
<p>Gut transit time should be measured in every study of the gut microbiome because it is variable between humans and is influenced by the amount of dietary fiber that is consumed. Community function is influenced by transit time because slower passage of digesta through the colon allows time for catabolism of most dietary carbohydrates in the proximal colon. Bacterial metabolism in the distal colon then turns to the use of amino acids as substrates with the generation of branched SCFAs (isobutyrate, isovalerate). Thus, the metabolic profile of the community can vary according to temporal loading of nutrients in colonic regions (<xref ref-type="bibr" rid="ref64">Roager et al., 2016</xref>; <xref ref-type="bibr" rid="ref91">Vandeputte et al., 2016</xref>; <xref ref-type="bibr" rid="ref2">Asnicar et al., 2021</xref>).</p>
<p>The gut metacommunity of humans continues to evolve. This is revealed by comparison of fecal microbiomes in samples collected from people who are nomadic hunter-gatherers in Africa, agrarian populations living in countries where industrialization is minimal, in developed countries that are highly industrialized, and people who are in transition (migrants) between non-industrialized and industrialized regions or countries (<xref ref-type="bibr" rid="ref19">De Filippo et al., 2010</xref>; <xref ref-type="bibr" rid="ref92">Vangay et al., 2018</xref>; <xref ref-type="bibr" rid="ref65">Schnorr et al., 2014</xref>; <xref ref-type="bibr" rid="ref67">Shanahan et al., 2022</xref>; <xref ref-type="bibr" rid="ref76">Tamburini et al., 2022</xref>; <xref ref-type="bibr" rid="ref4">Blanco-M&#x00ED;guez et al., 2023</xref>; <xref ref-type="bibr" rid="ref10">Carter et al., 2023</xref>). In general, industrialization selects for gut communities of lower diversity due to consumption of diets containing more refined grains, and less coarse dietary fiber (<xref ref-type="bibr" rid="ref19">De Filippo et al., 2010</xref>). More studies on the microbiomes of non-western societies are required because they may reveal further molecular specializations of gut bacteria that are critical to catabolism of plant glycans. These studies will also define the &#x201C;normal values&#x201D; of ecosystem function for Asian and other societies.</p>
<p>Curing dysbiosis means that restoration of the gut ecosystem must occur. To do this, we need to know what the ecosystem was like, especially how it functioned, when it was healthy (<xref ref-type="bibr" rid="ref95">Wainwright et al., 2018</xref>). For example, we might gain an appreciation of ecosystem function by focussing on nutritional features, such as cross-feeding, that are essential for promoting community diversity (<xref ref-type="bibr" rid="ref29">Germerodt et al., 2016</xref>). There is a need to continue to investigate the ecological importance of spatial heterogeneity in the colon, especially the possibility that there are multiple habitats associated with complex plant glycan molecules (<xref ref-type="bibr" rid="ref58">Pereira and Berry, 2017</xref>; <xref ref-type="bibr" rid="ref82">Tannock and Taylor, 2017</xref>).</p>
<p>As summarized in <xref ref-type="fig" rid="fig2">Figure 2</xref>, the use of culture-based experiments with &#x201C;synthetic&#x201D; microbial communities may be advantageous in future research because they could model specific functions occurring in the gut ecosystem that can in turn be modulated by interventions (<xref ref-type="bibr" rid="ref98">Widder et al., 2016</xref>; <xref ref-type="bibr" rid="ref5">Br&#x00FC;ls et al., 2021</xref>). These model, <italic>in vitro</italic> communities could have simplified bacterial diversity yet perform the complex functions observed <italic>in vivo</italic> and could be investigated by gene transcription and biochemistry to generate regulatory information (&#x201C;how does it work?&#x201D;) especially in relation to temporal nutrient switching, which may be an important feature of bacterial residency in the colon (<xref ref-type="bibr" rid="ref12">Centanni et al., 2020a</xref>). Enrichment cultures, from which models could be derived using medium containing a specific plant glycan and a fecal inoculum, could be useful because metabolically cohesive, bacterial consortia, about which we know little, would be enriched and the rules that drive their formation would be revealed (<xref ref-type="bibr" rid="ref57">Pascual-Garc&#x00ED;a et al., 2020</xref>). Work with co-cultures, preferably performed under lotic conditions such as in chemostats (steady-state conditions), provide opportunities for replication of experiments and hence improve reproducibility and statistical confidence, and potential for mathematical modeling (<xref ref-type="bibr" rid="ref35">Kettle et al., 2015</xref>; <xref ref-type="bibr" rid="ref105">Zomorrodi and Segr&#x00E8;, 2016</xref>; <xref ref-type="bibr" rid="ref13">Centanni et al., 2019</xref>; <xref ref-type="bibr" rid="ref14">Centanni et al., 2020b</xref>; <xref ref-type="bibr" rid="ref41">Liu et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Mabwi et al., 2020</xref>; <xref ref-type="bibr" rid="ref71">Sims and Tannock, 2020</xref>; <xref ref-type="bibr" rid="ref69">Shetty et al., 2022</xref>; <xref ref-type="bibr" rid="ref30">Gianetto-Hill et al., 2023</xref>). Mutation of specific genes can test ecological fitness of bacteria showing the importance of specific bacterial attributes in underpinning symbiont life in the gut (<xref ref-type="bibr" rid="ref70">Sims et al., 2011</xref>; <xref ref-type="bibr" rid="ref99">Wilson et al., 2012</xref>; <xref ref-type="bibr" rid="ref83">Tannock et al., 2012</xref>; <xref ref-type="bibr" rid="ref100">Wilson et al., 2014</xref>). Overall, studying molecular details of the metacommunity should reveal intriguing details about how it came to be the way it is today, how its &#x201C;health&#x201D; can be better measured, and how it might be remediated for medical purposes.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Research with cultured, defined or non-defined bacterial communities fed plant glycans and characterized phylogenetically, genetically, transcriptionally, and metabolically are suggested as starting points to reveal the consortia that drive the energetics of the community in relation to specific growth substrates. These experiments could identify keystone species and explain the individualism of gut microbiomes which are nevertheless similar in emergent properties because of metabolic redundancy. Potentially useful information about bacterial growth substrates for use in ecosystem restoration could be gained.</p>
</caption>
<graphic xlink:href="fmicb-15-1469543-g002.tif"/>
</fig>
</sec>
<sec id="sec5">
<title>Potential future developments to restore microbiome function using precision medicine</title>
<p>Personal gut microbiomes, collectively, form a conceptual metacommunity that has functional criteria consistent with &#x201C;health&#x201D; of the microbial community. The taxonomic composition of personal microbiomes is &#x201C;tailor-made&#x201D; by fortuitous events associated with selection, drift, speciation, diversification, and dispersal. However, ecological functions are similar across the metacommunity due to selection of metabolic redundancies, so functionality is &#x201C;off-the-shelf&#x201D; regardless of taxonomic composition. This means that restorative measures to achieve health can avoid the difficulties associated with altering the taxonomic composition of the microbiome (which is vastly different between individual humans) and can focus instead on correction of specific functional differences. However, an understanding of how the metacommunity &#x201C;works&#x201D; is required to develop practical solutions.</p>
<p>The idea that health care can be tailored according to the patient&#x2019;s genotype, environment and lifestyle rather than the expected responses of an &#x201C;average patient&#x201D; underpins the concept of &#x201C;precision&#x201D; (&#x201C;personalised,&#x201D; &#x201C;individualised&#x201D;) medicine (<xref ref-type="bibr" rid="ref36">Kuntz and Gilbert, 2017</xref>; <xref ref-type="bibr" rid="ref59">Petrosino, 2018</xref>; <xref ref-type="bibr" rid="ref45">McCormick and Chang, 2021</xref>). Applied to the gut microbiome, the aim would be to remediate dysbiosis revealed by bioassays of microbiome functions using personalized treatments, rather than traditional probiotic and/or prebiotic approaches based on merchandising &#x201C;wellness.&#x201D; Precision medical approaches are feasible because responses to dietary supplementation with plant glycans (for example, response to doses of arabinoxylan or resistant starch) are variable among humans (<xref ref-type="bibr" rid="ref44">Mart&#x00ED;nez et al., 2010</xref>; <xref ref-type="bibr" rid="ref52">Nguyen et al., 2020</xref>; <xref ref-type="bibr" rid="ref33">Holmes et al., 2022</xref>; <xref ref-type="bibr" rid="ref37">Lancaster et al., 2022</xref>) thus providing possibilities of personalized nutrition. The scope of this kind of work has expanded recently because of better analytical methods to determine and modify glycan chemistry (<xref ref-type="bibr" rid="ref1">Amicucci et al., 2019</xref>; <xref ref-type="bibr" rid="ref47">Michalak et al., 2020</xref>; <xref ref-type="bibr" rid="ref87">Tuncil et al., 2020</xref>; <xref ref-type="bibr" rid="ref20">Deehan et al., 2020</xref>; <xref ref-type="bibr" rid="ref9">Cantu-Jungles et al., 2021</xref>; <xref ref-type="bibr" rid="ref11">Castillo et al., 2022</xref>; <xref ref-type="bibr" rid="ref16">Couture et al., 2024</xref>), coupled with ever expanding knowledge of the biochemical diversity of plant cultivars, as well as an interest in using processed plant wastes to prepare novel foods for human consumption (<xref ref-type="bibr" rid="ref21">Delannoy-Bruno et al., 2021</xref>).</p>
<p>Admittedly, a dysbiotic gut community might lack the microbial mechanisms that drive normal functions (for example, catabolism of resistant starch) (<xref ref-type="bibr" rid="ref96">Walker et al., 2011</xref>). There could, therefore, be a need to prepare commercial, multi-component bacterial consortia with prescribed functional attributes and to transfer the artificial community to specific humans. This might be accomplished by a dose of a &#x201C;defined function consortium&#x201D; administered orally or by enema. This is analogous to restoring a disturbed colon community by means of &#x201C;faecal microbiota transplant&#x201D; (FMT) which is useful in treating some cases of <italic>Clostridioides difficile</italic> infection and may also be useful in ameliorating disrupted transfer of gut bacteria to children that have been delivered by cesarean section. However, the biology of FMT is ill-defined and not free of medical risk so inoculation with laboratory assembled consortia would be a sensible development (<xref ref-type="bibr" rid="ref31">Gilbert and Lynch, 2019</xref>; <xref ref-type="bibr" rid="ref7">Burke and Lamont, 2013</xref>; <xref ref-type="bibr" rid="ref72">Smillie et al., 2018</xref>). Much work is required to not only develop pertinent consortia to achieve this goal, but also to prepare preparations that retain viability for use as inoculants, as well as details of dose and dosing schedule. Although the microbiome may be more malleable temporally than previously thought (<xref ref-type="bibr" rid="ref90">Valles-Colomer et al., 2023</xref>), colonization resistance may be a limiting factor.</p>
<p>Considerations of the restoration of dysbiotic microbiomes based on knowledge of the human gut metacommunity has implications in another area of precision medicine, that of responses to cancer therapy. Receptor-ligand interactions (for example, PD-1, PD-L1) are associated with the ability of T-cells to differentiate between healthy human cells and potential pathogens. Unfortunately, cancer cells can co-opt this &#x201C;immune checkpoint&#x201D; system to avoid the destructive attentions of T-cells. Immunoglobulin administration is used to enhance therapy of several types of cancer by interfering with this immune checkpoint blockade (ICB). Destruction of cancer cells by T-cells is enhanced, although healthy cells are also affected. Curiously, not all patients respond equally to ICB treatment. Prior treatment with antibiotics reduces efficacy, indicating an influence of the gut microbiome. Research results using germfree and gnotobiotic mice suggest that some members of the microbiome promote response to ICB but this work is difficult to reconcile with human patients because the murine gut microbiome is dominated by different taxa and is differently distributed in the gut compared to humans (<xref ref-type="bibr" rid="ref8">Cammarota et al., 2020</xref>; <xref ref-type="bibr" rid="ref25">Fernandes et al., 2022</xref>; <xref ref-type="bibr" rid="ref55">Park et al., 2023</xref>). Nevertheless, precision modulation of the human gut microbiome of cancer patients to enhance ICB could be useful spin-off technology from development of functional adjustments to restore healthy microbiomes.</p>
<p>Clearly, the starting point for future research is the development of bioassays (such as those outlined above) and others (such as catabolism of resistant starch and hemicelluloses) (<xref ref-type="bibr" rid="ref96">Walker et al., 2011</xref>), by which health standards can be set in relation to the human gut metacommunity. Functional dysbiosis will then be recognizable in personal microbiomes of patients, and restorative procedures could be developed. &#x201C;Precision functional restoration&#x201D; will be the goal of this exciting research focussing on the human-microbiome symbiosis.</p>
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<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
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<sec sec-type="author-contributions" id="sec7">
<title>Author contributions</title>
<p>GT: Writing &#x2013; original draft.</p>
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<sec sec-type="funding-information" id="sec8">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
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<p>Gerald W. Tannock is Professor Emeritus of the University of Otago and is hosted by the Department of Microbiology and Immunology.</p>
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<sec sec-type="COI-statement" id="sec9">
<title>Conflict of interest</title>
<p>The author declares 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>
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<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>
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<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amicucci</surname> <given-names>M. J.</given-names></name> <name><surname>Nandita</surname> <given-names>E.</given-names></name> <name><surname>Lebrilla</surname> <given-names>C. B.</given-names></name></person-group> (<year>2019</year>). <article-title>Function without structures: the need for in-depth analysis of dietary carbohydrates</article-title>. <source>J. Agric. Food Chem.</source> <volume>67</volume>, <fpage>4418</fpage>&#x2013;<lpage>4424</lpage>. doi: <pub-id pub-id-type="doi">10.1021/acs.jafc.9b00720</pub-id>, PMID: <pub-id pub-id-type="pmid">30925054</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asnicar</surname> <given-names>F.</given-names></name> <name><surname>Leeming</surname> <given-names>E. R.</given-names></name> <name><surname>Dimidi</surname> <given-names>E.</given-names></name> <name><surname>Mazidi</surname> <given-names>M.</given-names></name> <name><surname>Franks</surname> <given-names>P. W.</given-names></name> <name><surname>Al Khatib</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Blue poo: impact of gut transit time on the gut microbiome using a novel marker</article-title>. <source>Gut</source> <volume>70</volume>, <fpage>1665</fpage>&#x2013;<lpage>1674</lpage>. doi: <pub-id pub-id-type="doi">10.1136/gutjnl-2020-323877</pub-id>, PMID: <pub-id pub-id-type="pmid">33722860</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asnicar</surname> <given-names>F.</given-names></name> <name><surname>Thomas</surname> <given-names>A. M.</given-names></name> <name><surname>Passerini</surname> <given-names>A.</given-names></name> <name><surname>Waldron</surname> <given-names>L.</given-names></name> <name><surname>Segata</surname> <given-names>N.</given-names></name></person-group> (<year>2024</year>). <article-title>Machine learning for microbiologists</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>22</volume>, <fpage>191</fpage>&#x2013;<lpage>205</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41579-023-00984-1</pub-id>, PMID: <pub-id pub-id-type="pmid">37968359</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blanco-M&#x00ED;guez</surname> <given-names>A.</given-names></name> <name><surname>G&#x00E1;lvez</surname> <given-names>E. J. C.</given-names></name> <name><surname>Pasolli</surname> <given-names>E.</given-names></name> <name><surname>De Filippis</surname> <given-names>F.</given-names></name> <name><surname>Amend</surname> <given-names>L.</given-names></name> <name><surname>Huang</surname> <given-names>K. D.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Extension of the Segatella copri complex to 13 species with distinct large extrachromosomal elements and associations with host conditions</article-title>. <source>Cell Host Microbe</source> <volume>31</volume>, <fpage>1804</fpage>&#x2013;<lpage>1819.e9</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2023.09.013</pub-id>, PMID: <pub-id pub-id-type="pmid">37883976</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Br&#x00FC;ls</surname> <given-names>T.</given-names></name> <name><surname>Baumdicker</surname> <given-names>F.</given-names></name> <name><surname>Smidt</surname> <given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>Editorial: synthetic microbial ecology</article-title>. <source>Front. Microbiol.</source> <volume>12</volume>:<fpage>757848</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2021.757848</pub-id>, PMID: <pub-id pub-id-type="pmid">34858369</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Burger</surname> <given-names>O.</given-names></name> <name><surname>Baudisch</surname> <given-names>A.</given-names></name> <name><surname>Vaupel</surname> <given-names>J. W.</given-names></name></person-group> (<year>2012</year>). <article-title>Human mortality improvement in evolutionary context</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>109</volume>, <fpage>18210</fpage>&#x2013;<lpage>18214</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1215627109</pub-id>, PMID: <pub-id pub-id-type="pmid">23071331</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Burke</surname> <given-names>K. E.</given-names></name> <name><surname>Lamont</surname> <given-names>J. T.</given-names></name></person-group> (<year>2013</year>). <article-title>Fecal transplantation for recurrent <italic>Clostridium difficile</italic> infection in older adults: a review</article-title>. <source>J. Am. Geriatr. Soc.</source> <volume>61</volume>, <fpage>1394</fpage>&#x2013;<lpage>1398</lpage>. doi: <pub-id pub-id-type="doi">10.1111/jgs.12378</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cammarota</surname> <given-names>G.</given-names></name> <name><surname>Ianiro</surname> <given-names>G.</given-names></name> <name><surname>Ahern</surname> <given-names>A.</given-names></name> <name><surname>Carbone</surname> <given-names>C.</given-names></name> <name><surname>Temko</surname> <given-names>A.</given-names></name> <name><surname>Claesson</surname> <given-names>M. J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Gut microbiome, big data and machine learning to promote precision medicine for cancer</article-title>. <source>Nat. Rev. Gastroenterol. Hepatol.</source> <volume>17</volume>, <fpage>635</fpage>&#x2013;<lpage>648</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41575-020-0327-3</pub-id>, PMID: <pub-id pub-id-type="pmid">32647386</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cantu-Jungles</surname> <given-names>T. M.</given-names></name> <name><surname>Bulut</surname> <given-names>N.</given-names></name> <name><surname>Chambry</surname> <given-names>E.</given-names></name> <name><surname>Ruthes</surname> <given-names>A.</given-names></name> <name><surname>Iacomini</surname> <given-names>M.</given-names></name> <name><surname>Keshavarzian</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Dietary Fiber hierarchical specificity: the missing link for predictable and strong shifts in gut bacterial communities</article-title>. <source>mBio</source> <volume>12</volume>:<fpage>e0102821</fpage>. doi: <pub-id pub-id-type="doi">10.1128/mBio.01028-21</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carter</surname> <given-names>M. M.</given-names></name> <name><surname>Olm</surname> <given-names>M. R.</given-names></name> <name><surname>Merrill</surname> <given-names>B. D.</given-names></name> <name><surname>Dahan</surname> <given-names>D.</given-names></name> <name><surname>Tripathi</surname> <given-names>S.</given-names></name> <name><surname>Spencer</surname> <given-names>S. P.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Ultra-deep sequencing of Hadza hunter-gatherers recovers vanishing gut microbes</article-title>. <source>Cell</source> <volume>186</volume>, <fpage>3111</fpage>&#x2013;<lpage>3124.e13</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cell.2023.05.046</pub-id>, PMID: <pub-id pub-id-type="pmid">37348505</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Castillo</surname> <given-names>J. J.</given-names></name> <name><surname>Couture</surname> <given-names>G.</given-names></name> <name><surname>Bacalzo</surname> <given-names>N. P.</given-names> <suffix>Jr.</suffix></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Chin</surname> <given-names>E. L.</given-names></name> <name><surname>Blecksmith</surname> <given-names>S. E.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>The development of the Davis food Glycopedia-A glycan encyclopedia of food</article-title>. <source>Nutrients</source> <volume>14</volume>:<fpage>1639</fpage>. doi: <pub-id pub-id-type="doi">10.3390/nu14081639</pub-id>, PMID: <pub-id pub-id-type="pmid">35458202</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Centanni</surname> <given-names>M.</given-names></name> <name><surname>Bell</surname> <given-names>T. J.</given-names></name> <name><surname>Sims</surname> <given-names>I. M.</given-names></name> <name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2020a</year>). <article-title>Preferential use of plant glycans for growth by <italic>Bacteroides ovatus</italic></article-title>. <source>Anaerobe</source> <volume>66</volume>:<fpage>102276</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.anaerobe.2020.102276</pub-id>, PMID: <pub-id pub-id-type="pmid">32927049</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Centanni</surname> <given-names>M.</given-names></name> <name><surname>Ferguson</surname> <given-names>S. A.</given-names></name> <name><surname>Sims</surname> <given-names>I. M.</given-names></name> <name><surname>Biswas</surname> <given-names>A.</given-names></name> <name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2019</year>). <article-title><italic>Bifidobacterium bifidum</italic> ATCC 15696 and <italic>Bifidobacterium breve</italic> 24b metabolic interaction based on 2'-O-Fucosyl-lactose studied in steady-state cultures in a Freter-style Chemostat</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>85</volume>, <fpage>e02783</fpage>&#x2013;<lpage>e02718</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.02783-18</pub-id>, PMID: <pub-id pub-id-type="pmid">30683741</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Centanni</surname> <given-names>M.</given-names></name> <name><surname>Sims</surname> <given-names>I. M.</given-names></name> <name><surname>Bell</surname> <given-names>T. J.</given-names></name> <name><surname>Biswas</surname> <given-names>A.</given-names></name> <name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2020b</year>). <article-title>Sharing a &#x03B2;-glucan meal: transcriptomic eavesdropping on a <italic>Bacteroides ovatus</italic>-<italic>Subdoligranulum variabile</italic>-Hungatella hathewayi consortium</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>86</volume>, <fpage>e01651</fpage>&#x2013;<lpage>e01620</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.01651-20</pub-id>, PMID: <pub-id pub-id-type="pmid">32801182</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Costello</surname> <given-names>E. K.</given-names></name> <name><surname>Stagaman</surname> <given-names>K.</given-names></name> <name><surname>Dethlefsen</surname> <given-names>L.</given-names></name> <name><surname>Bohannan</surname> <given-names>B. J.</given-names></name> <name><surname>Relman</surname> <given-names>D. A.</given-names></name></person-group> (<year>2012</year>). <article-title>The application of ecological theory toward an understanding of the human microbiome</article-title>. <source>Science</source> <volume>336</volume>, <fpage>1255</fpage>&#x2013;<lpage>1262</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1224203</pub-id>, PMID: <pub-id pub-id-type="pmid">22674335</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Couture</surname> <given-names>G.</given-names></name> <name><surname>Cheang</surname> <given-names>S. E.</given-names></name> <name><surname>Suarez</surname> <given-names>C.</given-names></name> <name><surname>Chen</surname> <given-names>Y.</given-names></name> <name><surname>Bacalzo</surname> <given-names>N. P.</given-names> <suffix>Jr.</suffix></name> <name><surname>Jiang</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>A multi-glycomic platform for the analysis of food carbohydrates</article-title>. <source>Nat. Protoc.</source> doi: <pub-id pub-id-type="doi">10.1038/s41596-024-01017-8</pub-id>, PMID: <pub-id pub-id-type="pmid">39026121</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Culp</surname> <given-names>E. J.</given-names></name> <name><surname>Goodman</surname> <given-names>A. L.</given-names></name></person-group> (<year>2023</year>). <article-title>Cross-feeding in the gut microbiome: ecology and mechanisms</article-title>. <source>Cell Host Microbe</source> <volume>31</volume>, <fpage>485</fpage>&#x2013;<lpage>499</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2023.03.016</pub-id>, PMID: <pub-id pub-id-type="pmid">37054671</pub-id></citation></ref>
<ref id="ref18"><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>, <fpage>559</fpage>&#x2013;<lpage>563</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature12820</pub-id>, PMID: <pub-id pub-id-type="pmid">24336217</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Filippo</surname> <given-names>C.</given-names></name> <name><surname>Cavalieri</surname> <given-names>D.</given-names></name> <name><surname>Di Paola</surname> <given-names>M.</given-names></name> <name><surname>Ramazzotti</surname> <given-names>M.</given-names></name> <name><surname>Poullet</surname> <given-names>J. B.</given-names></name> <name><surname>Massart</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Impact of diet in shaping gut microbiota revealed by a comparative study in children from Europe and rural Africa</article-title>. <source>Proc. Natl. Acad. Sci. USA</source> <volume>107</volume>, <fpage>14691</fpage>&#x2013;<lpage>14696</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1005963107</pub-id>, PMID: <pub-id pub-id-type="pmid">20679230</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Deehan</surname> <given-names>E. C.</given-names></name> <name><surname>Yang</surname> <given-names>C.</given-names></name> <name><surname>Perez-Mu&#x00F1;oz</surname> <given-names>M. E.</given-names></name> <name><surname>Nguyen</surname> <given-names>N. K.</given-names></name> <name><surname>Cheng</surname> <given-names>C. C.</given-names></name> <name><surname>Triador</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Precision microbiome modulation with discrete dietary Fiber structures directs short-chain fatty acid production</article-title>. <source>Cell Host Microbe</source> <volume>27</volume>, <fpage>389</fpage>&#x2013;<lpage>404.e6</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2020.01.006</pub-id>, PMID: <pub-id pub-id-type="pmid">32004499</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Delannoy-Bruno</surname> <given-names>O.</given-names></name> <name><surname>Desai</surname> <given-names>C.</given-names></name> <name><surname>Raman</surname> <given-names>A. S.</given-names></name> <name><surname>Chen</surname> <given-names>R. Y.</given-names></name> <name><surname>Hibberd</surname> <given-names>M. C.</given-names></name> <name><surname>Cheng</surname> <given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Evaluating microbiome-directed fibre snacks in gnotobiotic mice and humans</article-title>. <source>Nature</source> <volume>595</volume>, <fpage>91</fpage>&#x2013;<lpage>95</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-021-03671-4</pub-id>, PMID: <pub-id pub-id-type="pmid">34163075</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dubois</surname> <given-names>L.</given-names></name> <name><surname>Valles-Colomer</surname> <given-names>M.</given-names></name> <name><surname>Ponsero</surname> <given-names>A.</given-names></name> <name><surname>Helve</surname> <given-names>O.</given-names></name> <name><surname>Andersson</surname> <given-names>S.</given-names></name> <name><surname>Kolho</surname> <given-names>K. L.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Paternal and induced gut microbiota seeding complement mother-to-infant transmission</article-title>. <source>Cell Host Microbe</source> <volume>32</volume>, <fpage>1011</fpage>&#x2013;<lpage>1024.e4</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2024.05.004</pub-id>, PMID: <pub-id pub-id-type="pmid">38870892</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>El Kaoutari</surname> <given-names>A.</given-names></name> <name><surname>Armougom</surname> <given-names>F.</given-names></name> <name><surname>Gordon</surname> <given-names>J. I.</given-names></name> <name><surname>Raoult</surname> <given-names>D.</given-names></name> <name><surname>Henrissat</surname> <given-names>B.</given-names></name></person-group> (<year>2013</year>). <article-title>The abundance and variety of carbohydrate-active enzymes in the human gut microbiota</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>11</volume>, <fpage>497</fpage>&#x2013;<lpage>504</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nrmicro3050</pub-id>, PMID: <pub-id pub-id-type="pmid">23748339</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Faith</surname> <given-names>J. J.</given-names></name> <name><surname>Guruge</surname> <given-names>J. L.</given-names></name> <name><surname>Charbonneau</surname> <given-names>M.</given-names></name> <name><surname>Subramanian</surname> <given-names>S.</given-names></name> <name><surname>Seedorf</surname> <given-names>H.</given-names></name> <name><surname>Goodman</surname> <given-names>A. L.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>The long-term stability of the human gut microbiota</article-title>. <source>Science</source> <volume>341</volume>:<fpage>1237439</fpage>. doi: <pub-id pub-id-type="doi">10.1126/science.1237439</pub-id>, PMID: <pub-id pub-id-type="pmid">23828941</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fernandes</surname> <given-names>M. R.</given-names></name> <name><surname>Aggarwal</surname> <given-names>P.</given-names></name> <name><surname>Costa</surname> <given-names>R. G. F.</given-names></name> <name><surname>Cole</surname> <given-names>A. M.</given-names></name> <name><surname>Trinchieri</surname> <given-names>G.</given-names></name></person-group> (<year>2022</year>). <article-title>Targeting the gut microbiota for cancer therapy</article-title>. <source>Nat. Rev. Cancer</source> <volume>22</volume>, <fpage>703</fpage>&#x2013;<lpage>722</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41568-022-00513-x</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Franzosa</surname> <given-names>E. A.</given-names></name> <name><surname>Hsu</surname> <given-names>T.</given-names></name> <name><surname>Sirota-Madi</surname> <given-names>A.</given-names></name> <name><surname>Shafquat</surname> <given-names>A.</given-names></name> <name><surname>Abu-Ali</surname> <given-names>G.</given-names></name> <name><surname>Morgan</surname> <given-names>X. C.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Sequencing and beyond: integrating molecular 'omics' for microbial community profiling</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>13</volume>, <fpage>360</fpage>&#x2013;<lpage>372</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nrmicro3451</pub-id>, PMID: <pub-id pub-id-type="pmid">25915636</pub-id></citation></ref>
<ref id="ref27"><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>, <fpage>732</fpage>&#x2013;<lpage>739</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-022-04567-7</pub-id>, PMID: <pub-id pub-id-type="pmid">35418674</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaulke</surname> <given-names>C. A.</given-names></name> <name><surname>Sharpton</surname> <given-names>T. J.</given-names></name></person-group> (<year>2018</year>). <article-title>The influence of ethnicity and geography on human gut microbiome composition</article-title>. <source>Nat. Med.</source> <volume>24</volume>, <fpage>1495</fpage>&#x2013;<lpage>1496</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41591-018-0210-8</pub-id>, PMID: <pub-id pub-id-type="pmid">30275567</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Germerodt</surname> <given-names>S.</given-names></name> <name><surname>Bohl</surname> <given-names>K.</given-names></name> <name><surname>L&#x00FC;ck</surname> <given-names>A.</given-names></name> <name><surname>Pande</surname> <given-names>S.</given-names></name> <name><surname>Schr&#x00F6;ter</surname> <given-names>A.</given-names></name> <name><surname>Kaleta</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Pervasive selection for cooperative cross-feeding in bacterial communities</article-title>. <source>PLoS Comput. Biol.</source> <volume>12</volume>:<fpage>e1004986</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pcbi.1004986</pub-id>, PMID: <pub-id pub-id-type="pmid">27314840</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gianetto-Hill</surname> <given-names>C. M.</given-names></name> <name><surname>Vancuren</surname> <given-names>S. J.</given-names></name> <name><surname>Daisley</surname> <given-names>B.</given-names></name> <name><surname>Renwick</surname> <given-names>S.</given-names></name> <name><surname>Wilde</surname> <given-names>J.</given-names></name> <name><surname>Schroeter</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>The Robogut: A bioreactor model of the human Colon for evaluation of gut microbial community ecology and function</article-title>. <source>Curr. Protocols</source> <volume>3</volume>:<fpage>e737</fpage>. doi: <pub-id pub-id-type="doi">10.1002/cpz1.737</pub-id>, PMID: <pub-id pub-id-type="pmid">37093893</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gilbert</surname> <given-names>J. A.</given-names></name> <name><surname>Lynch</surname> <given-names>S. V.</given-names></name></person-group> (<year>2019</year>). <article-title>Community ecology as a framework for human microbiome research</article-title>. <source>Nat. Med.</source> <volume>25</volume>, <fpage>884</fpage>&#x2013;<lpage>889</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41591-019-0464-9</pub-id>, PMID: <pub-id pub-id-type="pmid">31133693</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Grondin</surname> <given-names>J. M.</given-names></name> <name><surname>Tamura</surname> <given-names>K.</given-names></name> <name><surname>D&#x00E9;jean</surname> <given-names>G.</given-names></name> <name><surname>Abbott</surname> <given-names>D. W.</given-names></name> <name><surname>Brumer</surname> <given-names>H.</given-names></name></person-group> (<year>2017</year>). <article-title>Polysaccharide utilization loci: fueling microbial communities</article-title>. <source>J. Bacteriol.</source> <volume>199</volume>, <fpage>e00860</fpage>&#x2013;<lpage>e00816</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JB.00860-16</pub-id>, PMID: <pub-id pub-id-type="pmid">28138099</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Holmes</surname> <given-names>Z. C.</given-names></name> <name><surname>Villa</surname> <given-names>M. M.</given-names></name> <name><surname>Durand</surname> <given-names>H. K.</given-names></name> <name><surname>Jiang</surname> <given-names>S.</given-names></name> <name><surname>Dallow</surname> <given-names>E. P.</given-names></name> <name><surname>Petrone</surname> <given-names>B. L.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Microbiota responses to different prebiotics are conserved within individuals and associated with habitual fiber intake</article-title>. <source>Microbiome</source> <volume>10</volume>:<fpage>114</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-022-01307-x</pub-id>, PMID: <pub-id pub-id-type="pmid">35902900</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hsu</surname> <given-names>B. B.</given-names></name> <name><surname>Gibson</surname> <given-names>T. E.</given-names></name> <name><surname>Yeliseyev</surname> <given-names>V.</given-names></name> <name><surname>Liu</surname> <given-names>Q.</given-names></name> <name><surname>Lyon</surname> <given-names>L.</given-names></name> <name><surname>Bry</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Dynamic modulation of the gut microbiota and metabolome by bacteriophages in a mouse model</article-title>. <source>Cell Host Microbe</source> <volume>25</volume>, <fpage>803</fpage>&#x2013;<lpage>814.e5</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2019.05.001</pub-id>, PMID: <pub-id pub-id-type="pmid">31175044</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kettle</surname> <given-names>H.</given-names></name> <name><surname>Louis</surname> <given-names>P.</given-names></name> <name><surname>Holtrop</surname> <given-names>G.</given-names></name> <name><surname>Duncan</surname> <given-names>S. H.</given-names></name> <name><surname>Flint</surname> <given-names>H. J.</given-names></name></person-group> (<year>2015</year>). <article-title>Modelling the emergent dynamics and major metabolites of the human colonic microbiota</article-title>. <source>Environ. Microbiol.</source> <volume>17</volume>, <fpage>1615</fpage>&#x2013;<lpage>1630</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.12599</pub-id>, PMID: <pub-id pub-id-type="pmid">25142831</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kuntz</surname> <given-names>T. M.</given-names></name> <name><surname>Gilbert</surname> <given-names>J. A.</given-names></name></person-group> (<year>2017</year>). <article-title>Introducing the microbiome into precision medicine</article-title>. <source>Trends Pharmacol. Sci.</source> <volume>38</volume>, <fpage>81</fpage>&#x2013;<lpage>91</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tips.2016.10.001</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lancaster</surname> <given-names>S. M.</given-names></name> <name><surname>Lee-McMullen</surname> <given-names>B.</given-names></name> <name><surname>Abbott</surname> <given-names>C. W.</given-names></name> <name><surname>Quijada</surname> <given-names>J. V.</given-names></name> <name><surname>Hornburg</surname> <given-names>D.</given-names></name> <name><surname>Park</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Global, distinctive, and personal changes in molecular and microbial profiles by specific fibers in humans</article-title>. <source>Cell Host Microbe</source> <volume>30</volume>, <fpage>848</fpage>&#x2013;<lpage>862.e7</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2022.03.036</pub-id>, PMID: <pub-id pub-id-type="pmid">35483363</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lawley</surname> <given-names>B.</given-names></name> <name><surname>Otal</surname> <given-names>A.</given-names></name> <name><surname>Moloney-Geany</surname> <given-names>K.</given-names></name> <name><surname>Diana</surname> <given-names>A.</given-names></name> <name><surname>Houghton</surname> <given-names>L.</given-names></name> <name><surname>Heath</surname> <given-names>A. M.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Fecal microbiotas of Indonesian and New Zealand children differ in complexity and Bifidobacterial taxa during the first year of life</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>85</volume>, <fpage>e01105</fpage>&#x2013;<lpage>e01119</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.01105-19</pub-id>, PMID: <pub-id pub-id-type="pmid">31375480</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leong</surname> <given-names>C.</given-names></name> <name><surname>Haszard</surname> <given-names>J. J.</given-names></name> <name><surname>Lawley</surname> <given-names>B.</given-names></name> <name><surname>Otal</surname> <given-names>A.</given-names></name> <name><surname>Taylor</surname> <given-names>R. W.</given-names></name> <name><surname>Szymlek-Gay</surname> <given-names>E. A.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Mediation analysis as a means of identifying dietary components that differentially affect the fecal microbiota of infants weaned by modified baby-led and traditional approaches</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>84</volume>, <fpage>e00914</fpage>&#x2013;<lpage>e00918</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.00914-18</pub-id>, PMID: <pub-id pub-id-type="pmid">30006390</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lindstad</surname> <given-names>L. J.</given-names></name> <name><surname>Lo</surname> <given-names>G.</given-names></name> <name><surname>Leivers</surname> <given-names>S.</given-names></name> <name><surname>Lu</surname> <given-names>Z.</given-names></name> <name><surname>Michalak</surname> <given-names>L.</given-names></name> <name><surname>Pereira</surname> <given-names>G. V.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Human gut <italic>Faecalibacterium prausnitzii</italic> deploys a highly efficient conserved system to cross-feed on &#x03B2;-Mannan-derived oligosaccharides</article-title>. <source>mBio</source> <volume>12</volume>:<fpage>e0362820</fpage>. doi: <pub-id pub-id-type="doi">10.1128/mBio.03628-20</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname> <given-names>Y.</given-names></name> <name><surname>Heath</surname> <given-names>A. L.</given-names></name> <name><surname>Galland</surname> <given-names>B.</given-names></name> <name><surname>Rehrer</surname> <given-names>N.</given-names></name> <name><surname>Drummond</surname> <given-names>L.</given-names></name> <name><surname>Wu</surname> <given-names>X. Y.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Substrate use prioritization by a Coculture of five species of gut Bacteria fed mixtures of Arabinoxylan, xyloglucan, &#x03B2;-glucan, and pectin</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>86</volume>, <fpage>e01905</fpage>&#x2013;<lpage>e01919</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.01905-19</pub-id>, PMID: <pub-id pub-id-type="pmid">31676481</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mabwi</surname> <given-names>H. A.</given-names></name> <name><surname>Kim</surname> <given-names>E.</given-names></name> <name><surname>Song</surname> <given-names>D. G.</given-names></name> <name><surname>Yoon</surname> <given-names>H. S.</given-names></name> <name><surname>Pan</surname> <given-names>C. H.</given-names></name> <name><surname>Komba</surname> <given-names>E. V. G.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Synthetic gut microbiome: advances and challenges</article-title>. <source>Comput. Struct. Biotechnol. J.</source> <volume>19</volume>, <fpage>363</fpage>&#x2013;<lpage>371</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.csbj.2020.12.029</pub-id>, PMID: <pub-id pub-id-type="pmid">33489006</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manor</surname> <given-names>O.</given-names></name> <name><surname>Dai</surname> <given-names>C. L.</given-names></name> <name><surname>Kornilov</surname> <given-names>S. A.</given-names></name> <name><surname>Smith</surname> <given-names>B.</given-names></name> <name><surname>Price</surname> <given-names>N. D.</given-names></name> <name><surname>Lovejoy</surname> <given-names>J. C.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Health and disease markers correlate with gut microbiome composition across thousands of people</article-title>. <source>Nat. Commun.</source> <volume>11</volume>:<fpage>5206</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-020-18871-1</pub-id>, PMID: <pub-id pub-id-type="pmid">33060586</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mart&#x00ED;nez</surname> <given-names>I.</given-names></name> <name><surname>Kim</surname> <given-names>J.</given-names></name> <name><surname>Duffy</surname> <given-names>P. R.</given-names></name> <name><surname>Schlegel</surname> <given-names>V. L.</given-names></name> <name><surname>Walter</surname> <given-names>J.</given-names></name></person-group> (<year>2010</year>). <article-title>Resistant starches types 2 and 4 have differential effects on the composition of the fecal microbiota in human subjects</article-title>. <source>PLoS One</source> <volume>5</volume>:<fpage>e15046</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0015046</pub-id>, PMID: <pub-id pub-id-type="pmid">21151493</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCormick</surname> <given-names>B. A.</given-names></name> <name><surname>Chang</surname> <given-names>E. B.</given-names></name></person-group> (<year>2021</year>). <article-title>The gut microbiome: reaching the promise through discovery- advancing knowledge and discovery of the gut microbiome in the age of precision medicine</article-title>. <source>Gastroenterology</source> <volume>160</volume>, <fpage>479</fpage>&#x2013;<lpage>482</lpage>. doi: <pub-id pub-id-type="doi">10.1053/j.gastro.2020.12.035</pub-id>, PMID: <pub-id pub-id-type="pmid">33382981</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Medini</surname> <given-names>D.</given-names></name> <name><surname>Donati</surname> <given-names>C.</given-names></name> <name><surname>Tettelin</surname> <given-names>H.</given-names></name> <name><surname>Masignani</surname> <given-names>V.</given-names></name> <name><surname>Rappuoli</surname> <given-names>R.</given-names></name></person-group> (<year>2005</year>). <article-title>The microbial pan-genome</article-title>. <source>Curr. Opin. Genet. Dev.</source> <volume>15</volume>, <fpage>589</fpage>&#x2013;<lpage>594</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gde.2005.09.006</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Michalak</surname> <given-names>L.</given-names></name> <name><surname>Gaby</surname> <given-names>J. C.</given-names></name> <name><surname>Lagos</surname> <given-names>L.</given-names></name> <name><surname>La Rosa</surname> <given-names>S. L.</given-names></name> <name><surname>Hvidsten</surname> <given-names>T. R.</given-names></name> <name><surname>T&#x00E9;tard-Jones</surname> <given-names>C.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Microbiota-directed fibre activates both targeted and secondary metabolic shifts in the distal gut</article-title>. <source>Nat. Commun.</source> <volume>11</volume>:<fpage>5773</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-020-19585-0</pub-id>, PMID: <pub-id pub-id-type="pmid">33188211</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mills</surname> <given-names>D. A.</given-names></name> <name><surname>German</surname> <given-names>J. B.</given-names></name> <name><surname>Lebrilla</surname> <given-names>C. B.</given-names></name> <name><surname>Underwood</surname> <given-names>M. A.</given-names></name></person-group> (<year>2023</year>). <article-title>Translating neonatal microbiome science into commercial innovation: metabolism of human milk oligosaccharides as a basis for probiotic efficacy in breast-fed infants</article-title>. <source>Gut Microbes</source> <volume>15</volume>:<fpage>2192458</fpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2023.2192458</pub-id>, PMID: <pub-id pub-id-type="pmid">37013357</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morris</surname> <given-names>J. J.</given-names></name> <name><surname>Lenski</surname> <given-names>R. E.</given-names></name> <name><surname>Zinser</surname> <given-names>E. R.</given-names></name></person-group> (<year>2012</year>). <article-title>The black queen hypothesis: evolution of dependencies through adaptive gene loss</article-title>. <source>mBio</source> <volume>3</volume>, <fpage>e00036</fpage>&#x2013;<lpage>e00012</lpage>. doi: <pub-id pub-id-type="doi">10.1128/mBio.00036-12</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nagata</surname> <given-names>N.</given-names></name> <name><surname>Nishijima</surname> <given-names>S.</given-names></name> <name><surname>Miyoshi-Akiyama</surname> <given-names>T.</given-names></name> <name><surname>Kojima</surname> <given-names>Y.</given-names></name> <name><surname>Kimura</surname> <given-names>M.</given-names></name> <name><surname>Aoki</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Population-level metagenomics uncovers distinct effects of multiple medications on the human gut microbiome</article-title>. <source>Gastroenterology</source> <volume>163</volume>, <fpage>1038</fpage>&#x2013;<lpage>1052</lpage>. doi: <pub-id pub-id-type="doi">10.1053/j.gastro.2022.06.070</pub-id>, PMID: <pub-id pub-id-type="pmid">35788347</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nayfach</surname> <given-names>S.</given-names></name> <name><surname>Shi</surname> <given-names>Z. J.</given-names></name> <name><surname>Seshadri</surname> <given-names>R.</given-names></name> <name><surname>Pollard</surname> <given-names>K. S.</given-names></name> <name><surname>Kyrpides</surname> <given-names>N. C.</given-names></name></person-group> (<year>2019</year>). <article-title>New insights from uncultivated genomes of the global human gut microbiome</article-title>. <source>Nature</source> <volume>568</volume>, <fpage>505</fpage>&#x2013;<lpage>510</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-019-1058-x</pub-id>, PMID: <pub-id pub-id-type="pmid">30867587</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nguyen</surname> <given-names>N. K.</given-names></name> <name><surname>Deehan</surname> <given-names>E. C.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Jin</surname> <given-names>M.</given-names></name> <name><surname>Baskota</surname> <given-names>N.</given-names></name> <name><surname>Perez-Mu&#x00F1;oz</surname> <given-names>M. E.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Gut microbiota modulation with long-chain corn bran arabinoxylan in adults with overweight and obesity is linked to an individualized temporal increase in fecal propionate</article-title>. <source>Microbiome</source> <volume>8</volume>:<fpage>118</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-020-00887-w</pub-id>, PMID: <pub-id pub-id-type="pmid">32814582</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nielsen</surname> <given-names>H. B.</given-names></name> <name><surname>Almeida</surname> <given-names>M.</given-names></name> <name><surname>Juncker</surname> <given-names>A. S.</given-names></name> <name><surname>Rasmussen</surname> <given-names>S.</given-names></name> <name><surname>Li</surname> <given-names>J.</given-names></name> <name><surname>Sunagawa</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Identification and assembly of genomes and genetic elements in complex metagenomic samples without using reference genomes</article-title>. <source>Nat. Biotechnol.</source> <volume>32</volume>, <fpage>822</fpage>&#x2013;<lpage>828</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nbt.2939</pub-id>, PMID: <pub-id pub-id-type="pmid">24997787</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parizadeh</surname> <given-names>M.</given-names></name> <name><surname>Arrieta</surname> <given-names>M. C.</given-names></name></person-group> (<year>2023</year>). <article-title>The global human gut microbiome: genes, lifestyles, and diet</article-title>. <source>Trends Mol. Med.</source> <volume>29</volume>, <fpage>789</fpage>&#x2013;<lpage>801</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.molmed.2023.07.002</pub-id>, PMID: <pub-id pub-id-type="pmid">37516570</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Park</surname> <given-names>J. S.</given-names></name> <name><surname>Gazzaniga</surname> <given-names>F. S.</given-names></name> <name><surname>Wu</surname> <given-names>M.</given-names></name> <name><surname>Luthens</surname> <given-names>A. K.</given-names></name> <name><surname>Gillis</surname> <given-names>J.</given-names></name> <name><surname>Zheng</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Targeting PD-L2-RGMb overcomes microbiome-related immunotherapy resistance</article-title>. <source>Nature</source> <volume>617</volume>, <fpage>377</fpage>&#x2013;<lpage>385</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-023-06026-3</pub-id>, PMID: <pub-id pub-id-type="pmid">37138075</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parks</surname> <given-names>D. H.</given-names></name> <name><surname>Rinke</surname> <given-names>C.</given-names></name> <name><surname>Chuvochina</surname> <given-names>M.</given-names></name> <name><surname>Chaumeil</surname> <given-names>P. A.</given-names></name> <name><surname>Woodcroft</surname> <given-names>B. J.</given-names></name> <name><surname>Evans</surname> <given-names>P. N.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Recovery of nearly 8,000 metagenome-assembled genomes substantially expands the tree of life</article-title>. <source>Nat. Microbiol.</source> <volume>2</volume>, <fpage>1533</fpage>&#x2013;<lpage>1542</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41564-017-0012-7</pub-id>, PMID: <pub-id pub-id-type="pmid">28894102</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pascual-Garc&#x00ED;a</surname> <given-names>A.</given-names></name> <name><surname>Bonhoeffer</surname> <given-names>S.</given-names></name> <name><surname>Bell</surname> <given-names>T.</given-names></name></person-group> (<year>2020</year>). <article-title>Metabolically cohesive microbial consortia and ecosystem functioning</article-title>. <source>Philos. Trans. R. Soc. Lond. Ser. B Biol. Sci.</source> <volume>375</volume>:<fpage>20190245</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rstb.2019.0245</pub-id>, PMID: <pub-id pub-id-type="pmid">32200744</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pereira</surname> <given-names>F. C.</given-names></name> <name><surname>Berry</surname> <given-names>D.</given-names></name></person-group> (<year>2017</year>). <article-title>Microbial nutrient niches in the gut</article-title>. <source>Environ. Microbiol.</source> <volume>19</volume>, <fpage>1366</fpage>&#x2013;<lpage>1378</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.13659</pub-id>, PMID: <pub-id pub-id-type="pmid">28035742</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Petrosino</surname> <given-names>J. F.</given-names></name></person-group> (<year>2018</year>). <article-title>The microbiome in precision medicine: the way forward</article-title>. <source>Genome Med.</source> <volume>10</volume>:<fpage>12</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13073-018-0525-6</pub-id>, PMID: <pub-id pub-id-type="pmid">29471863</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prosser</surname> <given-names>J. I.</given-names></name></person-group> (<year>2022</year>). <article-title>How and why in microbial ecology: an appeal for scientific aims, questions, hypotheses and theories</article-title>. <source>Environ. Microbiol.</source> <volume>24</volume>, <fpage>4973</fpage>&#x2013;<lpage>4980</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.16221</pub-id>, PMID: <pub-id pub-id-type="pmid">36151709</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pryde</surname> <given-names>S. E.</given-names></name> <name><surname>Duncan</surname> <given-names>S. H.</given-names></name> <name><surname>Hold</surname> <given-names>G. L.</given-names></name> <name><surname>Stewart</surname> <given-names>C. S.</given-names></name> <name><surname>Flint</surname> <given-names>H. J.</given-names></name></person-group> (<year>2002</year>). <article-title>The microbiology of butyrate formation in the human colon</article-title>. <source>FEMS Microbiol. Lett.</source> <volume>217</volume>, <fpage>133</fpage>&#x2013;<lpage>139</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1574-6968.2002.tb11467.x</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rampelli</surname> <given-names>S.</given-names></name> <name><surname>Soverini</surname> <given-names>M.</given-names></name> <name><surname>D'Amico</surname> <given-names>F.</given-names></name> <name><surname>Barone</surname> <given-names>M.</given-names></name> <name><surname>Tavella</surname> <given-names>T.</given-names></name> <name><surname>Monti</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Shotgun metagenomics of gut microbiota in humans with up to extreme longevity and the increasing role of xenobiotic degradation</article-title>. <source>mSystems</source> <volume>5</volume>, <fpage>e00124</fpage>&#x2013;<lpage>e00120</lpage>. doi: <pub-id pub-id-type="doi">10.1128/mSystems.00124-20</pub-id>, PMID: <pub-id pub-id-type="pmid">32209716</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Renall</surname> <given-names>N.</given-names></name> <name><surname>Lawley</surname> <given-names>B.</given-names></name> <name><surname>Vatanen</surname> <given-names>T.</given-names></name> <name><surname>Merz</surname> <given-names>B.</given-names></name> <name><surname>Douwes</surname> <given-names>J.</given-names></name> <name><surname>Corbin</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>The fecal microbiotas of women of Pacific and New Zealand European ethnicities are characterized by distinctive enterotypes that reflect dietary intakes and fecal water content</article-title>. <source>Gut Microbes</source> <volume>15</volume>:<fpage>2178801</fpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2023.2178801</pub-id>, PMID: <pub-id pub-id-type="pmid">36799472</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roager</surname> <given-names>H. M.</given-names></name> <name><surname>Hansen</surname> <given-names>L. B.</given-names></name> <name><surname>Bahl</surname> <given-names>M. I.</given-names></name> <name><surname>Frandsen</surname> <given-names>H. L.</given-names></name> <name><surname>Carvalho</surname> <given-names>V.</given-names></name> <name><surname>G&#x00F8;bel</surname> <given-names>R. J.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Colonic transit time is related to bacterial metabolism and mucosal turnover in the gut</article-title>. <source>Nat. Microbiol.</source> <volume>1</volume>:<fpage>16093</fpage>. doi: <pub-id pub-id-type="doi">10.1038/nmicrobiol.2016.93</pub-id>, PMID: <pub-id pub-id-type="pmid">27562254</pub-id></citation></ref>
<ref id="ref65"><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>:<fpage>3654</fpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms4654</pub-id>, PMID: <pub-id pub-id-type="pmid">24736369</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sender</surname> <given-names>R.</given-names></name> <name><surname>Fuchs</surname> <given-names>S.</given-names></name> <name><surname>Milo</surname> <given-names>R.</given-names></name></person-group> (<year>2016</year>). <article-title>Revised estimates for the number of human and Bacteria cells in the body</article-title>. <source>PLoS Biol.</source> <volume>14</volume>:<fpage>e1002533</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pbio.1002533</pub-id>, PMID: <pub-id pub-id-type="pmid">27541692</pub-id></citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shanahan</surname> <given-names>F.</given-names></name> <name><surname>Ghosh</surname> <given-names>T. S.</given-names></name> <name><surname>Molloy</surname> <given-names>M. G.</given-names></name> <name><surname>O'Toole</surname> <given-names>P. W.</given-names></name></person-group> (<year>2022</year>). <article-title>The nonindustrialised microbiome in a modern world</article-title>. <source>Clin. Sci. (Lond.)</source> <volume>136</volume>, <fpage>1683</fpage>&#x2013;<lpage>1690</lpage>. doi: <pub-id pub-id-type="doi">10.1042/CS20220203</pub-id>, PMID: <pub-id pub-id-type="pmid">36416083</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shanahan</surname> <given-names>F.</given-names></name> <name><surname>Ghosh</surname> <given-names>T. S.</given-names></name> <name><surname>O'Toole</surname> <given-names>P. W.</given-names></name></person-group> (<year>2021</year>). <article-title>The healthy microbiome-what is the definition of a healthy gut microbiome?</article-title> <source>Gastroenterology</source> <volume>160</volume>, <fpage>483</fpage>&#x2013;<lpage>494</lpage>. doi: <pub-id pub-id-type="doi">10.1053/j.gastro.2020.09.057</pub-id>, PMID: <pub-id pub-id-type="pmid">33253682</pub-id></citation></ref>
<ref id="ref69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shetty</surname> <given-names>S. A.</given-names></name> <name><surname>Kostopoulos</surname> <given-names>I.</given-names></name> <name><surname>Geerlings</surname> <given-names>S. Y.</given-names></name> <name><surname>Smidt</surname> <given-names>H.</given-names></name> <name><surname>de Vos</surname> <given-names>W. M.</given-names></name> <name><surname>Belzer</surname> <given-names>C.</given-names></name></person-group> (<year>2022</year>). <article-title>Dynamic metabolic interactions and trophic roles of human gut microbes identified using a minimal microbiome exhibiting ecological properties</article-title>. <source>ISME J.</source> <volume>16</volume>, <fpage>2144</fpage>&#x2013;<lpage>2159</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41396-022-01255-2</pub-id>, PMID: <pub-id pub-id-type="pmid">35717467</pub-id></citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sims</surname> <given-names>I. M.</given-names></name> <name><surname>Frese</surname> <given-names>S. A.</given-names></name> <name><surname>Walter</surname> <given-names>J.</given-names></name> <name><surname>Loach</surname> <given-names>D.</given-names></name> <name><surname>Wilson</surname> <given-names>M.</given-names></name> <name><surname>Appleyard</surname> <given-names>K.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>Structure and functions of exopolysaccharide produced by gut commensal <italic>Lactobacillus reuteri</italic> 100-23</article-title>. <source>ISME J.</source> <volume>5</volume>, <fpage>1115</fpage>&#x2013;<lpage>1124</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2010.201</pub-id>, PMID: <pub-id pub-id-type="pmid">21248858</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sims</surname> <given-names>I. M.</given-names></name> <name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2020</year>). <article-title>Galacto- and Fructo-oligosaccharides utilized for growth by Cocultures of Bifidobacterial species characteristic of the infant gut</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>86</volume>, <fpage>e00214</fpage>&#x2013;<lpage>e00220</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.00214-20</pub-id>, PMID: <pub-id pub-id-type="pmid">32220841</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Smillie</surname> <given-names>C. S.</given-names></name> <name><surname>Sauk</surname> <given-names>J.</given-names></name> <name><surname>Gevers</surname> <given-names>D.</given-names></name> <name><surname>Friedman</surname> <given-names>J.</given-names></name> <name><surname>Sung</surname> <given-names>J.</given-names></name> <name><surname>Youngster</surname> <given-names>I.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Strain tracking reveals the determinants of bacterial engraftment in the human gut following fecal microbiota transplantation</article-title>. <source>Cell Host Microbe</source> <volume>23</volume>, <fpage>229</fpage>&#x2013;<lpage>240.e5</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2018.01.003</pub-id>, PMID: <pub-id pub-id-type="pmid">29447696</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Song</surname> <given-names>S. J.</given-names></name> <name><surname>Lauber</surname> <given-names>C.</given-names></name> <name><surname>Costello</surname> <given-names>E. K.</given-names></name> <name><surname>Lozupone</surname> <given-names>C. A.</given-names></name> <name><surname>Humphrey</surname> <given-names>G.</given-names></name> <name><surname>Berg-Lyons</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Cohabiting family members share microbiota with one another and with their dogs</article-title>. <source>eLife</source> <volume>2</volume>:<fpage>e00458</fpage>. doi: <pub-id pub-id-type="doi">10.7554/eLife.00458</pub-id>, PMID: <pub-id pub-id-type="pmid">23599893</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stams</surname> <given-names>A. J.</given-names></name> <name><surname>Plugge</surname> <given-names>C. M.</given-names></name></person-group> (<year>2009</year>). <article-title>Electron transfer in syntrophic communities of anaerobic bacteria and archaea</article-title>. <source>Nat. Rev. Microbiol.</source> <volume>7</volume>, <fpage>568</fpage>&#x2013;<lpage>577</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nrmicro2166</pub-id></citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sze</surname> <given-names>M. A.</given-names></name> <name><surname>Schloss</surname> <given-names>P. D.</given-names></name></person-group> (<year>2016</year>). <article-title>Looking for a signal in the noise: Revisiting Obesity and the Microbiome</article-title>. <source>mBio</source> <volume>7</volume>, <fpage>e01018</fpage>&#x2013;<lpage>e01016</lpage>. doi: <pub-id pub-id-type="doi">10.1128/mBio.01018-16</pub-id>, PMID: <pub-id pub-id-type="pmid">27555308</pub-id></citation></ref>
<ref id="ref76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tamburini</surname> <given-names>F. B.</given-names></name> <name><surname>Maghini</surname> <given-names>D.</given-names></name> <name><surname>Oduaran</surname> <given-names>O. H.</given-names></name> <name><surname>Brewster</surname> <given-names>R.</given-names></name> <name><surname>Hulley</surname> <given-names>M. R.</given-names></name> <name><surname>Sahibdeen</surname> <given-names>V.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Short- and long-read metagenomics of urban and rural south African gut microbiomes reveal a transitional composition and undescribed taxa</article-title>. <source>Nat. Commun.</source> <volume>13</volume>:<fpage>926</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-021-27917-x</pub-id>, PMID: <pub-id pub-id-type="pmid">35194028</pub-id></citation></ref>
<ref id="ref77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2021a</year>). <article-title>Modulating the gut microbiota of humans by dietary intervention with plant Glycans</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>87</volume>, <fpage>e02757</fpage>&#x2013;<lpage>e02720</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.02757-20</pub-id>, PMID: <pub-id pub-id-type="pmid">33355114</pub-id></citation></ref>
<ref id="ref78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2021b</year>). <article-title>Building robust assemblages of Bacteria in the human gut in early life</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>87</volume>:<fpage>e0144921</fpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.01449-21</pub-id>, PMID: <pub-id pub-id-type="pmid">34469198</pub-id></citation></ref>
<ref id="ref79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2022</year>). <article-title>Exploring bacterial attributes that underpin symbiont life in the Monogastric gut</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>88</volume>:<fpage>e0112822</fpage>. doi: <pub-id pub-id-type="doi">10.1128/aem.01128-22</pub-id>, PMID: <pub-id pub-id-type="pmid">36036591</pub-id></citation></ref>
<ref id="ref80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2024a</year>). <article-title>Understanding the gut microbiota by considering human evolution: a story of fire, cereals, cooking, molecular ingenuity, and functional cooperation</article-title>. <source>Microbiol. Mol. Biol. Rev.</source> <volume>88</volume>:<fpage>e0012722</fpage>. doi: <pub-id pub-id-type="doi">10.1128/mmbr.00127-22</pub-id>, PMID: <pub-id pub-id-type="pmid">38126754</pub-id></citation></ref>
<ref id="ref81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2024b</year>). <article-title>Scoring microbiota function: A proposal to use features of evolutionary, symbiotic innovation to recognize a &#x201C;healthy&#x201D; human gut microbiota</article-title>. <source>Gut Microbes Reports</source> <volume>1</volume>, <fpage>1</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.1080/29933935.2024.2376543</pub-id></citation></ref>
<ref id="ref82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name> <name><surname>Taylor</surname> <given-names>M. W.</given-names></name></person-group> (<year>2017</year>). <article-title>Embracing the co-operative society to better understand assembly of the gut microbiota</article-title>. <source>Environ. Microbiol.</source> <volume>19</volume>, <fpage>2924</fpage>&#x2013;<lpage>2925</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.13752</pub-id>, PMID: <pub-id pub-id-type="pmid">28401677</pub-id></citation></ref>
<ref id="ref83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tannock</surname> <given-names>G. W.</given-names></name> <name><surname>Wilson</surname> <given-names>C. M.</given-names></name> <name><surname>Loach</surname> <given-names>D.</given-names></name> <name><surname>Cook</surname> <given-names>G. M.</given-names></name> <name><surname>Eason</surname> <given-names>J.</given-names></name> <name><surname>O'Toole</surname> <given-names>P. W.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>Resource partitioning in relation to cohabitation of Lactobacillus species in the mouse forestomach</article-title>. <source>ISME J.</source> <volume>6</volume>, <fpage>927</fpage>&#x2013;<lpage>938</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2011.161</pub-id>, PMID: <pub-id pub-id-type="pmid">22094343</pub-id></citation></ref>
<ref id="ref84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tian</surname> <given-names>L.</given-names></name> <name><surname>Wang</surname> <given-names>X. W.</given-names></name> <name><surname>Wu</surname> <given-names>A. K.</given-names></name> <name><surname>Fan</surname> <given-names>Y.</given-names></name> <name><surname>Friedman</surname> <given-names>J.</given-names></name> <name><surname>Dahlin</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Deciphering functional redundancy in the human microbiome</article-title>. <source>Nat. Commun.</source> <volume>11</volume>:<fpage>6217</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-020-19940-1</pub-id>, PMID: <pub-id pub-id-type="pmid">33277504</pub-id></citation></ref>
<ref id="ref85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tramontano</surname> <given-names>M.</given-names></name> <name><surname>Andrejev</surname> <given-names>S.</given-names></name> <name><surname>Pruteanu</surname> <given-names>M.</given-names></name> <name><surname>Kl&#x00FC;nemann</surname> <given-names>M.</given-names></name> <name><surname>Kuhn</surname> <given-names>M.</given-names></name> <name><surname>Galardini</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Nutritional preferences of human gut bacteria reveal their metabolic idiosyncrasies</article-title>. <source>Nat. Microbiol.</source> <volume>3</volume>, <fpage>514</fpage>&#x2013;<lpage>522</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41564-018-0123-9</pub-id>, PMID: <pub-id pub-id-type="pmid">29556107</pub-id></citation></ref>
<ref id="ref86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Truong</surname> <given-names>D. T.</given-names></name> <name><surname>Tett</surname> <given-names>A.</given-names></name> <name><surname>Pasolli</surname> <given-names>E.</given-names></name> <name><surname>Huttenhower</surname> <given-names>C.</given-names></name> <name><surname>Segata</surname> <given-names>N.</given-names></name></person-group> (<year>2017</year>). <article-title>Microbial strain-level population structure and genetic diversity from metagenomes</article-title>. <source>Genome Res.</source> <volume>27</volume>, <fpage>626</fpage>&#x2013;<lpage>638</lpage>. doi: <pub-id pub-id-type="doi">10.1101/gr.216242.116</pub-id>, PMID: <pub-id pub-id-type="pmid">28167665</pub-id></citation></ref>
<ref id="ref87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tuncil</surname> <given-names>Y. E.</given-names></name> <name><surname>Thakkar</surname> <given-names>R. D.</given-names></name> <name><surname>Arioglu-Tuncil</surname> <given-names>S.</given-names></name> <name><surname>Hamaker</surname> <given-names>B. R.</given-names></name> <name><surname>Lindemann</surname> <given-names>S. R.</given-names></name></person-group> (<year>2020</year>). <article-title>Subtle variations in dietary-Fiber fine structure differentially influence the composition and metabolic function of gut microbiota</article-title>. <source>mSphere</source> <volume>5</volume>, <fpage>e00180</fpage>&#x2013;<lpage>e00120</lpage>. doi: <pub-id pub-id-type="doi">10.1128/mSphere.00180-20</pub-id></citation></ref>
<ref id="ref88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turnbaugh</surname> <given-names>P. J.</given-names></name> <name><surname>Hamady</surname> <given-names>M.</given-names></name> <name><surname>Yatsunenko</surname> <given-names>T.</given-names></name> <name><surname>Cantarel</surname> <given-names>B. L.</given-names></name> <name><surname>Duncan</surname> <given-names>A.</given-names></name> <name><surname>Ley</surname> <given-names>R. E.</given-names></name> <etal/></person-group>. (<year>2009</year>). <article-title>A core gut microbiome in obese and lean twins</article-title>. <source>Nature</source> <volume>457</volume>, <fpage>480</fpage>&#x2013;<lpage>484</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nature07540</pub-id>, PMID: <pub-id pub-id-type="pmid">19043404</pub-id></citation></ref>
<ref id="ref89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ursell</surname> <given-names>L. K.</given-names></name> <name><surname>Metcalf</surname> <given-names>J. L.</given-names></name> <name><surname>Parfrey</surname> <given-names>L. W.</given-names></name> <name><surname>Knight</surname> <given-names>R.</given-names></name></person-group> (<year>2012</year>). <article-title>Defining the human microbiome</article-title>. <source>Nutr. Rev.</source> <volume>70 Suppl 1</volume>, <fpage>S38</fpage>&#x2013;<lpage>S44</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1753-4887.2012.00493.x</pub-id>, PMID: <pub-id pub-id-type="pmid">22861806</pub-id></citation></ref>
<ref id="ref90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Valles-Colomer</surname> <given-names>M.</given-names></name> <name><surname>Blanco-M&#x00ED;guez</surname> <given-names>A.</given-names></name> <name><surname>Manghi</surname> <given-names>P.</given-names></name> <name><surname>Asnicar</surname> <given-names>F.</given-names></name> <name><surname>Dubois</surname> <given-names>L.</given-names></name> <name><surname>Golzato</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>The person-to-person transmission landscape of the gut and oral microbiomes</article-title>. <source>Nature</source> <volume>614</volume>, <fpage>125</fpage>&#x2013;<lpage>135</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-022-05620-1</pub-id>, PMID: <pub-id pub-id-type="pmid">36653448</pub-id></citation></ref>
<ref id="ref91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vandeputte</surname> <given-names>D.</given-names></name> <name><surname>Falony</surname> <given-names>G.</given-names></name> <name><surname>Vieira-Silva</surname> <given-names>S.</given-names></name> <name><surname>Tito</surname> <given-names>R. Y.</given-names></name> <name><surname>Joossens</surname> <given-names>M.</given-names></name> <name><surname>Raes</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>Stool consistency is strongly associated with gut microbiota richness and composition, enterotypes and bacterial growth rates</article-title>. <source>Gut</source> <volume>65</volume>, <fpage>57</fpage>&#x2013;<lpage>62</lpage>. doi: <pub-id pub-id-type="doi">10.1136/gutjnl-2015-309618</pub-id>, PMID: <pub-id pub-id-type="pmid">26069274</pub-id></citation></ref>
<ref id="ref92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vangay</surname> <given-names>P.</given-names></name> <name><surname>Johnson</surname> <given-names>A. J.</given-names></name> <name><surname>Ward</surname> <given-names>T. L.</given-names></name> <name><surname>Al-Ghalith</surname> <given-names>G. A.</given-names></name> <name><surname>Shields-Cutler</surname> <given-names>R. R.</given-names></name> <name><surname>Hillmann</surname> <given-names>B. M.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>US immigration westernizes the human gut microbiome</article-title>. <source>Cell</source> <volume>175</volume>, <fpage>962</fpage>&#x2013;<lpage>972.e10</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cell.2018.10.029</pub-id>, PMID: <pub-id pub-id-type="pmid">30388453</pub-id></citation></ref>
<ref id="ref93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vellend</surname> <given-names>M.</given-names></name></person-group> (<year>2010</year>). <article-title>Conceptual synthesis in community ecology</article-title>. <source>Q. Rev. Biol.</source> <volume>85</volume>, <fpage>183</fpage>&#x2013;<lpage>206</lpage>. doi: <pub-id pub-id-type="doi">10.1086/652373</pub-id></citation></ref>
<ref id="ref94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Visconti</surname> <given-names>A.</given-names></name> <name><surname>Le Roy</surname> <given-names>C. I.</given-names></name> <name><surname>Rosa</surname> <given-names>F.</given-names></name> <name><surname>Rossi</surname> <given-names>N.</given-names></name> <name><surname>Martin</surname> <given-names>T. C.</given-names></name> <name><surname>Mohney</surname> <given-names>R. P.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Interplay between the human gut microbiome and host metabolism</article-title>. <source>Nat. Commun.</source> <volume>10</volume>:<fpage>4505</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-019-12476-z</pub-id>, PMID: <pub-id pub-id-type="pmid">31582752</pub-id></citation></ref>
<ref id="ref95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wainwright</surname> <given-names>C. E.</given-names></name> <name><surname>Staples</surname> <given-names>T. L.</given-names></name> <name><surname>Charles</surname> <given-names>L. S.</given-names></name> <name><surname>Flanagan</surname> <given-names>T. C.</given-names></name> <name><surname>Lai</surname> <given-names>H. R.</given-names></name> <name><surname>Loy</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Links between community ecology theory and ecological restoration are on the rise</article-title>. <source>J. Appl. Ecol.</source> <volume>55</volume>, <fpage>570</fpage>&#x2013;<lpage>581</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1365-2664.12975</pub-id></citation></ref>
<ref id="ref96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Walker</surname> <given-names>A. W.</given-names></name> <name><surname>Ince</surname> <given-names>J.</given-names></name> <name><surname>Duncan</surname> <given-names>S. H.</given-names></name> <name><surname>Webster</surname> <given-names>L. M.</given-names></name> <name><surname>Holtrop</surname> <given-names>G.</given-names></name> <name><surname>Ze</surname> <given-names>X.</given-names></name> <etal/></person-group>. (<year>2011</year>). <article-title>Dominant and diet-responsive groups of bacteria within the human colonic microbiota</article-title>. <source>ISME J.</source> <volume>5</volume>, <fpage>220</fpage>&#x2013;<lpage>230</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2010.118</pub-id>, PMID: <pub-id pub-id-type="pmid">20686513</pub-id></citation></ref>
<ref id="ref97"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>White</surname> <given-names>B. A.</given-names></name> <name><surname>Lamed</surname> <given-names>R.</given-names></name> <name><surname>Bayer</surname> <given-names>E. A.</given-names></name> <name><surname>Flint</surname> <given-names>H. J.</given-names></name></person-group> (<year>2014</year>). <article-title>Biomass utilization by gut microbiomes</article-title>. <source>Ann. Rev. Microbiol.</source> <volume>68</volume>, <fpage>279</fpage>&#x2013;<lpage>296</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-micro-092412-155618</pub-id></citation></ref>
<ref id="ref98"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Widder</surname> <given-names>S.</given-names></name> <name><surname>Allen</surname> <given-names>R. J.</given-names></name> <name><surname>Pfeiffer</surname> <given-names>T.</given-names></name> <name><surname>Curtis</surname> <given-names>T. P.</given-names></name> <name><surname>Wiuf</surname> <given-names>C.</given-names></name> <name><surname>Sloan</surname> <given-names>W. T.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Challenges in microbial ecology: building predictive understanding of community function and dynamics</article-title>. <source>ISME J.</source> <volume>10</volume>, <fpage>2557</fpage>&#x2013;<lpage>2568</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2016.45</pub-id>, PMID: <pub-id pub-id-type="pmid">27022995</pub-id></citation></ref>
<ref id="ref99"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilson</surname> <given-names>C. M.</given-names></name> <name><surname>Aggio</surname> <given-names>R. B.</given-names></name> <name><surname>O'Toole</surname> <given-names>P. W.</given-names></name> <name><surname>Villas-Boas</surname> <given-names>S.</given-names></name> <name><surname>Tannock</surname> <given-names>G. W.</given-names></name></person-group> (<year>2012</year>). <article-title>Transcriptional and metabolomic consequences of LuxS inactivation reveal a metabolic rather than quorum-sensing role for LuxS in <italic>Lactobacillus reuteri</italic> 100-23</article-title>. <source>J. Bacteriol.</source> <volume>194</volume>, <fpage>1743</fpage>&#x2013;<lpage>1746</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JB.06318-11</pub-id>, PMID: <pub-id pub-id-type="pmid">22287522</pub-id></citation></ref>
<ref id="ref100"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilson</surname> <given-names>C. M.</given-names></name> <name><surname>Loach</surname> <given-names>D.</given-names></name> <name><surname>Lawley</surname> <given-names>B.</given-names></name> <name><surname>Bell</surname> <given-names>T.</given-names></name> <name><surname>Sims</surname> <given-names>I. M.</given-names></name> <name><surname>O'Toole</surname> <given-names>P. W.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title><italic>Lactobacillus reuteri</italic> 100-23 modulates urea hydrolysis in the murine stomach</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>80</volume>, <fpage>6104</fpage>&#x2013;<lpage>6113</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.01876-14</pub-id>, PMID: <pub-id pub-id-type="pmid">25063664</pub-id></citation></ref>
<ref id="ref101"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>J.</given-names></name> <name><surname>Lawley</surname> <given-names>B.</given-names></name> <name><surname>Wong</surname> <given-names>G.</given-names></name> <name><surname>Otal</surname> <given-names>A.</given-names></name> <name><surname>Chen</surname> <given-names>L.</given-names></name> <name><surname>Ying</surname> <given-names>T. J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Ethnic diversity in infant gut microbiota is apparent before the introduction of complementary diets</article-title>. <source>Gut Microbes</source> <volume>11</volume>, <fpage>1362</fpage>&#x2013;<lpage>1373</lpage>. doi: <pub-id pub-id-type="doi">10.1080/19490976.2020.1756150</pub-id>, PMID: <pub-id pub-id-type="pmid">32453615</pub-id></citation></ref>
<ref id="ref102"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yassour</surname> <given-names>M.</given-names></name> <name><surname>Jason</surname> <given-names>E.</given-names></name> <name><surname>Hogstrom</surname> <given-names>L. J.</given-names></name> <name><surname>Arthur</surname> <given-names>T. D.</given-names></name> <name><surname>Tripathi</surname> <given-names>S.</given-names></name> <name><surname>Siljander</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Strain-level analysis of mother-to-child bacterial transmission during the first few months of life</article-title>. <source>Cell Host Microbe</source> <volume>24</volume>, <fpage>146</fpage>&#x2013;<lpage>154.e4</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2018.06.007</pub-id>, PMID: <pub-id pub-id-type="pmid">30001517</pub-id></citation></ref>
<ref id="ref103"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ze</surname> <given-names>X.</given-names></name> <name><surname>Duncan</surname> <given-names>S. H.</given-names></name> <name><surname>Louis</surname> <given-names>P.</given-names></name> <name><surname>Flint</surname> <given-names>H. J.</given-names></name></person-group> (<year>2012</year>). <article-title><italic>Ruminococcus bromii</italic> is a keystone species for the degradation of resistant starch in the human colon</article-title>. <source>ISME J.</source> <volume>6</volume>, <fpage>1535</fpage>&#x2013;<lpage>1543</lpage>. doi: <pub-id pub-id-type="doi">10.1038/ismej.2012.4</pub-id>, PMID: <pub-id pub-id-type="pmid">22343308</pub-id></citation></ref>
<ref id="ref104"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhao</surname> <given-names>S.</given-names></name> <name><surname>Lieberman</surname> <given-names>T. D.</given-names></name> <name><surname>Poyet</surname> <given-names>M.</given-names></name> <name><surname>Kauffman</surname> <given-names>K. M.</given-names></name> <name><surname>Gibbons</surname> <given-names>S. M.</given-names></name> <name><surname>Groussin</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Adaptive evolution within gut microbiomes of healthy people</article-title>. <source>Cell Host Microbe</source> <volume>25</volume>, <fpage>656</fpage>&#x2013;<lpage>667.e8</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.chom.2019.03.007</pub-id>, PMID: <pub-id pub-id-type="pmid">31028005</pub-id></citation></ref>
<ref id="ref105"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zomorrodi</surname> <given-names>A. R.</given-names></name> <name><surname>Segr&#x00E8;</surname> <given-names>D.</given-names></name></person-group> (<year>2016</year>). <article-title>Synthetic ecology of microbes: mathematical models and applications</article-title>. <source>J. Mol. Biol.</source> <volume>428</volume>, <fpage>837</fpage>&#x2013;<lpage>861</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jmb.2015.10.019</pub-id>, PMID: <pub-id pub-id-type="pmid">26522937</pub-id></citation></ref>
</ref-list>
</back>
</article>