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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2023.1204035</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Impact of anthropogenic environmental changes on animal microbiomes</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>White</surname> <given-names>Jo&#x000EB;l</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/552416/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Amato</surname> <given-names>Katherine R.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/318605/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Decaestecker</surname> <given-names>Ellen</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/691930/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>McKenzie</surname> <given-names>Valerie J.</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/140983/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Laboratoire Evolution et Diversit&#x000E9; Biologique, UMR 5174, UT3, CNRS, IRD, Universit&#x000E9; de Toulouse</institution>, <addr-line>Toulouse</addr-line>, <country>France</country></aff>
<aff id="aff2"><sup>2</sup><institution>Ecole Nationale Sup&#x000E9;rieure de Formation de l&#x00027;Enseignement Agricole</institution>, <addr-line>Castanet-Tolosan</addr-line>, <country>France</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Anthropology, Northwestern University</institution>, <addr-line>Evanston, IL</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Laboratory of Aquatic Biology, IRF Life Sciences, Department of Biology, University of Leuven-Campus Kulak</institution>, <addr-line>Kortrijk</addr-line>, <country>Belgium</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Ecology and Evolutionary Biology, University of Colorado Boulder</institution>, <addr-line>Boulder, CO</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited and reviewed by: Kevin R. Theis, Wayne State University, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Jo&#x000EB;l White <email>joel.white&#x00040;univ-tlse3.fr</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>05</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>11</volume>
<elocation-id>1204035</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>04</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 White, Amato, Decaestecker and McKenzie.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>White, Amato, Decaestecker and McKenzie</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>
<related-article id="RA1" related-article-type="commentary-article" xlink:href="https://www.frontiersin.org/research-topics/17090/impact-of-anthropogenic-environmental-changes-on-animal-microbiomes" ext-link-type="uri">Editorial on the Research Topic <article-title>Impact of anthropogenic environmental changes on animal microbiomes</article-title></related-article>
<kwd-group>
<kwd>host-associated microbiome</kwd>
<kwd>animal</kwd>
<kwd>human-induced perturbations</kwd>
<kwd>global change</kwd>
<kwd>anthropogenic gradient</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="10"/>
<page-count count="4"/>
<word-count count="2517"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Coevolution</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Human activities are now recognized as being the main drivers of contemporary environmental change. While consequences of anthropogenic change at population and species levels are well-documented, effects on interspecific interactions are less understood. The interaction between animal hosts and their associated microbiomes has recently received increasing attention within the context of global change. This focus is driven by the widely recognized importance of the microbiome for host fitness, adaptive potential, and by the accrued evidence that such microbial communities are at least partly shaped by the host&#x00027;s environment (Macke et al., <xref ref-type="bibr" rid="B7">2017</xref>). In support of this, host-associated microbiomes have recently been shown to vary with several key components of global change such as habitat degradation and fragmentation (e.g., Amato et al., <xref ref-type="bibr" rid="B2">2013</xref>), urbanization (e.g., Teyssier et al., <xref ref-type="bibr" rid="B9">2018</xref>), climate change (e.g., Bestion et al., <xref ref-type="bibr" rid="B3">2017</xref>; Houwenhuyse et al., <xref ref-type="bibr" rid="B5">2021</xref>), and pollution (Lear et al., <xref ref-type="bibr" rid="B6">2021</xref>). However, studies investigating such effects in natural populations are still scarce and our understanding of the processes involved remains limited. The aim of this Research Topic was to bring together a collection of articles examining the response of animal microbiomes to different anthropogenic perturbations, in a range of host taxa and environmental contexts. A further underlying aim was to examine the role of the microbiome in mediating host responses to environmental perturbations.</p></sec>
<sec id="s2">
<title>Types of anthropogenic perturbations impacting animal gut microbiomes</title>
<p>The articles in this Research Topic collectively addressed the response of the gut microbiome of different animal taxa to a range of anthropogenic stressors, which fall within four main categories: habitat alteration, exposure to agrochemical pollutants and antibiotics, climate change and environmental changes associated with captivity. Habitat alteration comprises one the most radical forms of anthropogenic disturbances inducing many potential changes to the microbiome. In this context, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.863242">Mart&#x000ED;nez-Mota et al.</ext-link> investigated the impact of anthropogenic forest disturbance and fragmentation on the gut microbiota of black howler monkeys (<italic>Alouatta pigra</italic>). They more specifically accounted for feeding tree diversity and biomass to examine anthropogenic changes in food availability. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.746783">Alp&#x000ED;zar et al.</ext-link> addressed gut microbiota responses to changes in foraging habitat in relation to agricultural practices by comparing the gut microbiota of bats (<italic>Glossophaga soricina</italic>) feeding in natural forests, conventional monocultures and organic plantations. Urbanization is another form of habitat alteration that may impact food availability, behavior and physiology and therefore gut microbiota composition. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.742369">Obrochta et al.</ext-link> thus explored the influence of urban environments on the gut microbiota of Canada geese (<italic>Branta canadensis</italic>) in relation to migratory behavior. Other articles examined the gut microbiota responses to exposure to pollutants, and in particular agrochemicals. Changes in the gut microbiota of honeybees (<italic>Apis mellifera</italic>) were examined following experimental exposure to several types of pesticides (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link>) and to an antibiotic (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.716660">Soares et al.</ext-link>). <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.704070">Bornbusch and Drea</ext-link> investigated the impact of exposure to antibiotics on the gut microbiota of ring-tailed lemurs (<italic>Lemur catta</italic>) by studying populations along a gradient of increasing exposure (undisturbed, domestic animal presence, human presence, direct human contact and antibiotic treatment) and also considered variations in environmental soil microbiota. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.654108">Jaramillo and Casta&#x000F1;eda</ext-link> explored the influence of heat stress in the context of climate change in <italic>Drosophila subobscura</italic> flies. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2023.1131203">Coone et al.</ext-link> investigated experimentally gut and body microbiomes of <italic>Daphnia</italic> and its surrounding bacterioplankton upon hypoxia, which is assumed to increase in freshwater ecosystems upon increased temperatures and the more frequent occurrence of harmful algal blooms. Lastly, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.785089">Trevelline and Moeller</ext-link> examined the impact of exposure to human microbiota (termed microbiota humanization) due to captivity in seven mammalian families, while <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.699797">Jiang et al.</ext-link> examined seasonal variations in the gut microbiota of captive musk deer (<italic>Moschus</italic> spp.).</p></sec>
<sec id="s3">
<title>Effects of anthropogenic perturbations on the gut microbiome</title>
<p>The articles within this Research Topic examined the response of the gut microbiota to different perturbations by considering several metrics including alpha-diversity, beta-diversity, taxonomic composition, network complexity and function. A majority of these studies reported a negative effect of the considered perturbation on gut microbiota alpha-diversity (monoculture, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.746783">Alpizar et al.</ext-link>; pesticides, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link>; antibiotics, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.716660">Soares et al.</ext-link>; heat-stress, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.654108">Jaramillo and Casta&#x000F1;eda</ext-link>; hypoxia, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2023.1131203">Coone et al.</ext-link>). Such a loss in diversity in gut microbial communities following anthropogenic perturbations seems to be a common pattern across many host-microbiota associations and contexts (Flandroy et al., <xref ref-type="bibr" rid="B4">2018</xref>). Two other studies conversely reported an increase in gut microbiota in animals present in disturbed habitats (resident urban individuals, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.742369">Obrochta et al.</ext-link>; disturbed forest fragments, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.863242">Mart&#x000ED;nez-Mota et al.</ext-link>).</p>
<p>All of the studies in this Research Topic reported shifts in composition associated to perturbations, highlighting the sensitivity of gut community structure to environmental stressors. In the context of captivity, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.785089">Trevelline and Moeller</ext-link> reveal a compositional convergence between captive mammal and human gut microbiota in four out of the seven families examined. When considering microbiota dispersion (i.e., inter-individual microbial heterogeneity), <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link> found a homogenizing effect of pesticides on bee gut microbiota, whereas environmental alterations conversely increased beta-diversity in bats (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.746783">Alpizar et al.</ext-link>) and geese (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.742369">Obrochta et al.</ext-link>) thereby illustrating the Anna Karenina Principle according to which stressors induce stochastic changes and increase inter-individual heterogeneity (Zaneveld et al., <xref ref-type="bibr" rid="B10">2017</xref>).</p>
<p>Anthropogenic perturbations also modified gut microbiota taxonomic composition, with changes in the relative abundances of various bacterial taxa according to the host and perturbation considered. In particular, habitat alterations seem to increase the proportion of Proteobacteria (generally considered as being mostly &#x0201C;environmental&#x0201D; bacteria) and decrease that of Firmicutes (generally beneficial and present in high proportions in vertebrate guts; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.746783">Alpizar et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.863242">Mart&#x000ED;nez-Mota et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.742369">Obrochta et al.</ext-link>). The studies on the gut microbiota of honeybees revealed that agrochemicals induce a decrease in key honeybee gut taxa, including <italic>Bombella apis</italic> and <italic>Lactobacillus kunkeii</italic> (oxalic acid, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link>) and <italic>Bombella, Fructobacillus, Snodgrassella, Gilliamella</italic>, and <italic>Apibacter</italic> spp. (tetracycline, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.716660">Soares et al.</ext-link>). The studies that performed microbiota network analyses showed contrasting results. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.746783">Alpizar et al.</ext-link> showed increased network complexity in the gut microbiota of bats in altered habitats whereas exposure to a pesticide lead to fewer network interactions due to the disappearance of key taxa in honeybees (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link>). In <italic>Daphnia</italic>, it was found that hypoxia induced expelling of gut microbial strains reflecting stronger differences in the microbial communities in the <italic>Daphnia</italic> gut in comparison with its surrounding bacterioplankton community upon hypoxia vs. control treatments (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2023.1131203">Coone et al.</ext-link>). Last, in contrast to the above studies, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.704070">Bornbusch and Drea</ext-link> did not consider taxonomic composition and diversity but rather focused on the influence of antibiotics exposure on metagenome function and more specifically on the abundance, alpha- and beta-diversity of antibiotic resistance genes (ARGs), also called the resistome, and found an increase in abundance of such genes in highly exposed lemur populations.</p></sec>
<sec id="s4">
<title>Consequences of anthropogenic microbiome shifts on host fitness</title>
<p>All the microbiota changes following perturbation reported above are likely to have consequences for host health and fitness. There is increasing evidence that the microbiome may mediate host responses to environmental stressors, which leads us to ask the following question: do the induced microbial changes further worsen their effects on host health (i.e., dysbiotic effect, Flandroy et al., <xref ref-type="bibr" rid="B4">2018</xref>) or do they, on the contrary, mitigate or buffer their effects (i.e., the microbiome as a driver of host acclimation/adaptation to anthropogenic change, e.g., Alberdi et al., <xref ref-type="bibr" rid="B1">2016</xref>; Houwenhuyse et al., <xref ref-type="bibr" rid="B5">2021</xref>).</p>
<p>The majority of the articles in this Research Topic seem to indicate a dysbiotic effect of anthropogenic perturbations. In monoculture bats, the overall loss of microbiota diversity and in particular the decrease in bacterial taxa associated with better host condition may indicate adverse effects for the host (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.746783">Alpizar et al.</ext-link>). Likewise, in resident urban geese, the reduced abundances of bacterial genera involved in key metabolic functions related to host digestion could have negative health consequences (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.742369">Obrochta et al.</ext-link>). In honeybees, the loss of bacterial taxa that play a key role in nutrient metabolism and pathogen defense following exposure to agrochemicals (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link>; <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.716660">Soares et al.</ext-link>) and the increase in bee mortality in the case of oxalic acid (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.717990">Cuesta-Mat&#x000E9; et al.</ext-link>) suggest implications for bee immunity, longevity and fecundity. The humanization of the gut microbiota of captive mammals shows evidence of a mismatch between hosts and their gut microbiota (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2021.785089">Trevelline and Moeller</ext-link>) with potential adverse consequences for animal health, paralleling those observed in humans with &#x0201C;industrialized&#x0201D; gut microbiota (Sonnenburg and Sonnenburg, <xref ref-type="bibr" rid="B8">2019</xref>).</p>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fmicb.2021.654108">Jaramillo and Casta&#x000F1;eda</ext-link> did not test the impact of heat-induced gut microbiota changes on fly fitness, which does not allow us to directly answer our above question. However, the gut microbiota significantly increased heat tolerance of conventional flies as compared to axenic flies, which suggests that the microbiota could play a role in host acclimation to heat and climate change. The genotype dependent effects detected in the <italic>Daphnia</italic> microbiomes suggest host genotype x microbiome x environment interactions, which could induce acclimatization (modified phenotypes) and adaptive responses upon environmental stress (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2023.1131203">Coone et al.</ext-link>). <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fevo.2022.863242">Martinez-Mota et al.</ext-link> provided interesting evidence that the microbiome response to forest disturbance is mediated by physiological stress in monkeys. They further show that low food availability and increased stress lead to an increase in SCFA-producing bacteria which could support energy availability for hosts in averse environmental contexts. This suggests that the gut microbiota may indeed mitigate the negative effects of anthropogenic disturbance and play a role in host adaptation to such changes.</p></sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>The articles within this Research Topic explore the impact of a wide range of anthropogenic environmental changes on the gut microbiome of various host taxa. They collectively show that anthropogenic stressors systematically induce alterations in the gut microbiome, although the specific nature of these changes depends on the type of perturbations and context. Although most of the evidence in this Research Topic points toward dysbiotic changes in the microbiota with likely adverse effects on host fitness, certain results suggest that the microbiota may contribute to host acclimation or adaptation to anthropogenic stressors. We encourage further studies directly measuring the impact of human-induced microbiota changes on host fitness in order to gain a better understanding of the role of the microbiome in mediating the response of organisms to global change.</p></sec>
<sec sec-type="author-contributions" id="s6">
<title>Author contributions</title>
<p>JW organized the Research Topic together with KA, ED, and VM. All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p></sec>
</body>
<back>
<sec sec-type="funding-information" id="s7">
<title>Funding</title>
<p>KA was supported as a fellow in CIFAR&#x00027;s &#x02018;Humans and the Microbiome&#x00027; Program. ED was supported by the FWO-grant G092619N and the KU Leuven grant C16/17/002. VM was supported by a grant (NSF award &#x00023; 2123583).</p>
</sec>
<ack><p>We wish to thank all the contributing authors for their efforts to make this Research Topic a success. We also wish to thank the team working for Frontiers in Ecology and Evolution for their patience and their support.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>

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