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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Bee Sci.</journal-id>
<journal-title>Frontiers in Bee Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Bee Sci.</abbrev-journal-title>
<issn pub-type="epub">2813-5911</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frbee.2024.1410331</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Bee Science</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The honey bee &#x201c;hive&#x201d; microbiota: meta-analysis reveals a native and aerobic microbiota prevalent throughout the social resource niche</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes" corresp="yes">
<name>
<surname>Anderson</surname>
<given-names>Kirk E.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1803752"/>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Copeland</surname>
<given-names>Duan C.</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2031908"/>
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</contrib-group>
<aff id="aff1">
<institution>Carl Hayden Bee Research Center, USDA-ARS</institution>, <addr-line>Tucson, AZ</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Susan E. Fahrbach, Wake Forest University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Solenn Patalano, Alexander Fleming Biomedical Sciences Research Center, Greece</p>
<p>Tomas Erban, Crop Research Institute (CRI), Czechia</p>
<p>Terd Disayathanoowat, Chiang Mai University, Thailand</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Kirk E. Anderson, <email xlink:href="mailto:kirk.anderson@usda.gov">kirk.anderson@usda.gov</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>2</volume>
<elocation-id>1410331</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Anderson and Copeland</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Anderson and Copeland</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>The microbiome of the honey bee worker hindgut has been explored thoroughly with culturing and next-generation sequencing revealing both composition and function. However, less effort has been devoted to the aerobic social niches associated with the hive environment and colony process. We performed a meta-analysis of 3,800+ publicly available 16S rRNA gene sequence libraries examining the hypothesis of a native aerobic microbiota associated with social interaction and colony resources. We selected high-throughput studies to represent tissue-specific samples, including nine distinct aerobic niches throughout the colony and hive, defined by social nutrient processing. These included queen and worker gut tissues, foregut, midgut, ileum, rectum, mouthparts, worker social glands, developing larvae, and secreted and stored nutrition. We found that the aerobic mouthparts, foregut and midgut niches of queens and workers share a significant portion of their microbiome with that of larval rearing and nutrient secretion and storage, defining the microbiota of the social resource niche. Characterized by species dominance and rapid growth, the social resource microbiota functions primarily in disease prevention at both the individual and colony level and may also function in social communication and gut microbiome resilience. Defining the microbiota of social function contributes to a systems-level understanding of host&#x2013;microbial interactions in the honey bee.</p>
</abstract>
<kwd-group>
<kwd>aerobic bacteria</kwd>
<kwd>social microbiome</kwd>
<kwd>nest microbiome</kwd>
<kwd>larvae</kwd>
<kwd>queen</kwd>
<kwd>disease resistance</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Institute of Food and Agriculture<named-content content-type="fundref-id">10.13039/100005825</named-content>
</contract-sponsor>
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<custom-meta-wrap>
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<meta-name>section-in-acceptance</meta-name>
<meta-value>Bee Protection and Health</meta-value>
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</custom-meta-wrap>
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</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The honey bee (<italic>Apis mellifera</italic>) is a colonial insect species domesticated worldwide for honey production and pollination services (<xref ref-type="bibr" rid="B43">Gallant et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B11">Aslan et&#xa0;al., 2016</xref>). The colony and associated built structure consist of a reproductive queen, thousands of cooperative sterile workers, developing larvae, stored food, and a highly predictable hindgut microbiome that populates worker bees (<xref ref-type="bibr" rid="B58">Kwong and Moran, 2016</xref>). The honey bee colony has been described as a superorganism because complex social communication and behavioral interactions between individuals result in emergent group properties that benefit the colony as a whole (<xref ref-type="bibr" rid="B40">Fewell, 2003</xref>). Herein, we consider the ecology of the holobiont, a unit of selection that includes the genomes of the host and its associated microbiome (<xref ref-type="bibr" rid="B14">Bordenstein and Theis, 2015</xref>; <xref ref-type="bibr" rid="B68">Moran and Sloan, 2015</xref>). More specifically, we define and discuss the aerobic microbiome associated with healthy social (group) hygiene that occurs on, within, and throughout colony and hive environment of the honey bee host. Strongly allied with the processing and sharing of information and nutrition, the collection of aerobic or microaerophilic niches including stored and secreted nutrition, and host anatomical features we refer to herein as the social resource niche (SRN). While this broad niche space includes &#x201c;nest materials&#x201d; like honey and stored pollen, taxonomic similarity across studies suggests that the SRN may extend to the larval gut and the mouthparts, glands, foreguts, and mid-guts of both queens and workers (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The social resource niche includes the anatomical features and bioactive substances associated with sharing behavior and colony hygiene. <bold>(A)</bold> Collected nectar is processed into honey, while collected pollen is processed into beebread, both of which are consumed by young adult worker bees as their gut microbiome self-assembles. <bold>(B)</bold> The storage of beebread fuels a predictable burst of native microbial growth, including sugar tolerant yeasts, that peaks at 24&#x2013;48 h post-collection before declining precipitously. This is the preferred age at which stored pollen is consumed by nurse bees, and the process aids in the hygienic filtering of bacteria and yeasts vectored from the pollination or floral environment. <bold>(C)</bold> New adult worker bees become nurse bees, and from a modified head gland (HPG), secrete a highly nutritious and antimicrobial jelly that sustains queen egg-laying and larval development. The queens mouthparts and midgut are often saturated with royal jelly. <bold>(D)</bold> The highly nutritious jelly contains antimicrobial peptides and other microbial deterrents and can be customized to some degree to meet the immediate social needs of the colony. <bold>(E)</bold> Social sharing results in the colony-level distribution of antimicrobial substances and associated microbes. <bold>(F)</bold> The substances and associated microbes provide pathogen protection for developing larvae.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frbee-02-1410331-g001.tif"/>
</fig>
<p>Honey bee life history is amenable to the co-evolution of strict host&#x2013;microbial relationships. The founding worker population (reproductive swarm) presents a broad and continuous microbial niche for holobiont evolution (<xref ref-type="bibr" rid="B103">Winston, 1987</xref>; <xref ref-type="bibr" rid="B37">Engel et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B80">Rothman et&#xa0;al., 2018</xref>). The honey bee colony shows perpetual worker production, continuous colony fission, and continuously overlapping adult worker generations (<xref ref-type="bibr" rid="B87">Seeley, 1989</xref>). The worker bees of the present moment have had continuous and intimate physical contact with their ancestral lineage, as it stretches back through the ages. The depth and continuity of the surviving swarm and lack of a reproductive bottleneck have thus facilitated intimate co-evolution of the total microbiome with the host organism. Here, we suggest that similar to other complex social groups, microbes that contribute to the informational and hygienic function of the nest and colony environment are transmitted across generations with the founding host (<xref ref-type="bibr" rid="B15">Breed et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B47">Haeder et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B46">Goldstein and Klassen, 2020</xref>). With this idea in mind, we review data from 35 NCBI bio-projects to better define the microbiota inhabiting the SRN (<xref ref-type="bibr" rid="B9">Anderson et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B62">Maes et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B6">Anderson and Ricigliano, 2017</xref>; <xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>). We predict that the social resource microbiota (SRM) is similar across studies and locations and shared throughout the SRN in accordance with colony function. As a null hypothesis, non-native (environmental) microbes vectored from the local pollination environment may typify the SRN.</p>
<p>The SRN is deeply antimicrobial and influenced by colony-level factors like worker activity level and behavioral role. The mechanical processing associated with nutrient storage, honey production, and brood rearing are layered with raw nutritional resources (<xref ref-type="bibr" rid="B9">Anderson et&#xa0;al., 2013</xref>). Three substances produced by the honey bee dominate the SRN and are integral to microbial health: honey, jelly, and propolis. All three are uniquely antimicrobial, function throughout distinct but overlapping niche space, and display specialized relationships with native hive microbes (<xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B26">Corby-Harris et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>). In general, fructophilic lactic acid bacteria (<italic>Apilactobacillus</italic>) specialize on honey and <italic>Bombella</italic> species on jelly (<xref ref-type="bibr" rid="B34">Endo et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>). Produced from collected tree resin, propolis is mixed with host secreted wax and distributed throughout the colony. Propolis promotes microbiome and immune health and provides a form of socialized medicine (<xref ref-type="bibr" rid="B88">Simone et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B38">Evans and Spivak, 2010</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>). Active in both individual and group level immunity (<xref ref-type="bibr" rid="B38">Evans and Spivak, 2010</xref>; <xref ref-type="bibr" rid="B6">Anderson and Ricigliano, 2017</xref>; <xref ref-type="bibr" rid="B106">Zheng et&#xa0;al., 2018</xref>), these three substances and their associated co-evolved microbiotas strongly mitigate microbial growth throughout the SRN. When the activity of worker bees (the colony) is removed from the built structure, resident fungal and bacterial opportunists consume the hive environment. It appears that many of the behavioral processes, substances, and microbes associated with the SRN actively maintain colony hygiene, mitigating disease, and opportunism (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<p>The SRM aids in the rapid sterilization of collected pollen or &#x201c;beebread&#x201d; (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), a process dominated by <italic>Bombella</italic>, <italic>Apilactobacillus</italic>, and sugar-tolerant yeasts (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Anderson and Mott, 2023</xref>). Pollen foraging introduces a spectrum of environmental bacteria to the hive environment, but the subsequent treatment of collected pollen and nectar within the hive promotes survival of the SRN microbiota relative to introduced microbes (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Anderson and Mott, 2023</xref>). Half honey by weight, beebread coopts most of its antimicrobial properties from honey (<xref ref-type="bibr" rid="B73">Nicolson, 2011</xref>). During the conversion of collected pollen into beebread, the SRM grows fast, producing an extreme acidic environment at the oxygen interface, much like the production of silage in agriculture (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>). <italic>Apilactobacillus</italic> can grow rapidly with exposure to oxygen and can also metabolize p-coumaric acid, a biologically vital monomer abundant in pollen cell walls (<xref ref-type="bibr" rid="B63">Mao et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B35">Endo et&#xa0;al., 2018</xref>). The SRM peaks in size in 1&#x2013;2-day-old pollen stores, concurrent with significantly increased beebread consumption by newly emerged worker bees (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B19">Carroll et&#xa0;al., 2017</xref>). Beebread is consumed quickly by the worker bee population to avoid negative host effects associated with long-term pollen storage like increased mortality, delayed development, gut dysbiosis, and increased disease susceptibility (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B62">Maes et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B77">Roessink and van der Steen, 2021</xref>). Following the digestion of beebread in the midguts of newly emerged worker bees, hypopharyngeal glands in the head synthesize royal jelly as food for developing larvae and the queen (<xref ref-type="bibr" rid="B39">Feng et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B50">Harwood et&#xa0;al., 2021</xref>). The HPG and its secreted jelly can contain tailored cocktails of pro-oxidants, antioxidants, and antimicrobial peptides that interface constantly with the SRM and the social information network (<xref ref-type="bibr" rid="B17">Buttstedt et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B100">Vojvodic et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>).</p>
<p>While populations of aerobic bacteria are common in the worker mouthparts, foregut, and midgut, the rectum houses generally anaerobic fermentative metabolism, and the ileum represents a transition from microaerophilic to anaerobic metabolism (<xref ref-type="bibr" rid="B37">Engel et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B105">Zheng et&#xa0;al., 2017</xref>). However, the hindgut microbiota alters in accord with gut physiology, often supporting aerobic growth in the rectum (<xref ref-type="bibr" rid="B6">Anderson and Ricigliano, 2017</xref>; <xref ref-type="bibr" rid="B18">Callegari et&#xa0;al., 2021</xref>). In this contribution, we perform a niche- specific meta-analysis of the total honey bee microbiota. We include oxygenated and nutrient-rich niches throughout the SRN including tissue-specific sequencing of aerobic to anaerobic gut niches of workers and queens, mouthparts, foreguts, hypopharyngeal (social) glands and their secretions (royal jelly), developing larvae, beebread, and honey. Using &gt;3,800 libraries from publicly available datasets, we curate, distill, and standardize taxonomy of the total microbiome, testing the hypothesis of a consistent microbiota shared throughout the SRN.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<p>We selected a broad list of microbiome studies to represent variation of the total honey bee microbiome and emphasize aerobic niches. We normalized these datasets by retrieving the raw data sets then processing them via the same bioinformatics pipeline. The selected studies differ by method (primer sets and extraction protocols) and biological variation: physiological subsets of honey bee life history capturing environments within the gut, colony, and hive, including aerobic, microaerophilic, and anaerobic niches. As our primary goal, we test the hypothesis of a social resource microbiota, using a subset of libraries that have explored a variety of aerobic niches. <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref> describes some of the features (primers, niche, and location) of the 35 NCBI bio-projects included in this meta-analysis (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B24">Corby-Harris et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B54">Kapheim et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B52">Jia et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B51">Hubert et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B8">Anderson et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B53">Jones et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B69">Motta et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B81">Rothman et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B93">Subotic et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B97">Taylor et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B28">Daisley et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Ke&#x161;nerov&#xe1; et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B91">Sopko et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B99">Vernier et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B1">Alberoni et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B18">Callegari et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B31">Damico et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B61">Maes et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B102">Wang et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>; <xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B59">Liberti et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B21">Copeland et&#xa0;al., 2022a</xref>, <xref ref-type="bibr" rid="B22">2022b</xref>; <xref ref-type="bibr" rid="B3">Anderson et&#xa0;al., 2023</xref>).</p>
<p>Selected studies used 454-amplicon sequencing or Illumina high-throughput sequencing to target 16S rRNA genes producing paired-end reads. Read libraries were processed using mothur v.1.44.3 (<xref ref-type="bibr" rid="B85">Schloss et&#xa0;al., 2009</xref>). Paired-end reads were merged and quality filtered using the make.contigs command in mothur v.1.44.3 (<xref ref-type="bibr" rid="B85">Schloss et&#xa0;al., 2009</xref>). The command fastq.info was used to create a fasta and quality file. Next, rim.seqs was used to remove sequencing barcodes. The merge.files command was used to combine fasta, count_tables, and group files. The command &#x201c;screen.seqs&#x201d; was used to filter sequences with &gt;1 ambiguous bases and a maximum homopolymer length of eight bases.</p>
<p>To assign sequences across different hypervariable regions of the 16S rRNA gene, we employed a closed-reference OTU workflow using the BEExact database (<xref ref-type="bibr" rid="B29">Daisley and Reid, 2021</xref>). BEExact allows for species-level taxonomic resolution for honey bee-associated bacteria compared to traditional databases like GreenGenes and Silva (<xref ref-type="bibr" rid="B29">Daisley and Reid, 2021</xref>). Chimeras were removed and sequences were clustered into OTUs at 97% similarity using VSEARCH (<xref ref-type="bibr" rid="B78">Rognes et&#xa0;al., 2016</xref>). The &#x201c;merge.otus&#x201d; command in mothur (<xref ref-type="bibr" rid="B85">Schloss et&#xa0;al., 2009</xref>) was used to generate species and genus-level OTUs for further analysis.</p>
<p>Many of the sequenced environments or tissues included in this meta-analysis reflect high exposure to oxygen and highly concentrated sources of nutrition, including early instar larvae, queen and worker mouthparts, foreguts, and midguts. These niches can vary greatly in microbial load (10<sup>4</sup>&#x2013;10<sup>8</sup> gene copies per tissue) but average low microbial biomass relative to the worker hindgut (10<sup>6</sup>&#x2013;10<sup>9</sup> gene copies per tissue). To determine the likelihood of native aerobic microbiota, we applied a threshold of 1% relative abundance and 70% prevalence across all libraries. The threshold of 70% was chosen to account for the high degree of variability (gut and hive niches) in our dataset, allowing us to capture more biologically relevant signal. Because some of our samples were from low-abundance DNA environments (<xref ref-type="bibr" rid="B84">Salter et&#xa0;al., 2014</xref>), we curated sequences to identify and remove sources of contamination. We classified potential contaminants and sparse OTUs based on known culturing results, curated data collections, and documented contaminants specific to reagents or laboratories (<xref ref-type="bibr" rid="B84">Salter et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B3">Anderson et&#xa0;al., 2023</xref>).</p>
<p>The community composition of samples by niche was assessed with ANOSIM (Bray&#x2013;Curtis dissimilarity) implemented in mothur (<xref ref-type="bibr" rid="B20">Clarke, 1993</xref>). We used a PERMANOVA test to estimate beta diversity variation associated with niche using the ADONIS function from the vegan package performed with 1,000 permutations. We ran a linear discriminant analysis (LDA) of the top 10 OTUs to test the hypothesis of a SRN microbiota shared between larvae, workers, queens, and the hive environment. We used Circos plots (<xref ref-type="bibr" rid="B56">Krzywinski et&#xa0;al., 2009</xref>) to display the bacterial relationships by niche.</p>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>We analyzed high-throughput 16S rRNA gene sequence archives from 35 NCBI bio-projects representing honey bee alimentary tract tissues, reproductive caste, larval development, secretory glands, and nutritional resources. Overall, VSEARCH assigned 5,773,026 of 7,118,258 (81.10%) of unique sequences and 128M of the 141M sequence reads (90.47%) were at least 97% similar to a representative full-length sequence in the BEExact database (<xref ref-type="bibr" rid="B29">Daisley and Reid, 2021</xref>). Sequences that failed to match 97% identity to any reference sequence are examined in a different publication. Our species and genus-level OTU tables provided 1,972 and 669 OTUs, respectively. OTUs occasionally clustered into &#x201c;x_bxid####&#x201d;, where x is the first initial of the taxonomic level and the #s are unique identifiers distinguishing group members at each taxonomic rank. These are placeholder names in the BEExact database given to sequences with &lt;98.7% identity to type strain representatives (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>).</p>
<p>Associated with high&#x2010;throughput metagenomics studies investigating low-abundance DNA environments, we identified a number of contaminant OTUs consistent with previous identification from amplicon libraries investigating early instar larvae (<xref ref-type="bibr" rid="B3">Anderson et&#xa0;al., 2023</xref>). Our results linking particular OTUs to contamination is further reinforced by previous results sequencing low-abundance queen gut environments and blank controls (<xref ref-type="bibr" rid="B8">Anderson et&#xa0;al., 2018</xref>). As determined by previous criteria, we designated the following OTUs as the top 8 contaminants: <italic>Ralstonia</italic>, <italic>Caulobacter</italic>, <italic>Bradyrhizobium</italic>, <italic>Pelomona</italic>s, Cyanobacteria, <italic>Lysinibacillus</italic>, <italic>Shigella</italic>, and <italic>Nevskia</italic>, and more generally, Chitinophagaceae, Comamonadaceae, Caulobacteraceae, Burkholderiaceae, and Bradyrhizobiaceae. We note that many OTUs confirmed by culturing can also present the character of a contaminant, and the rare biosphere of honey bees remains to be confirmed. Although most prevalent in low-abundance DNA environments, contaminant sequences are found at lower abundance throughout the data set in association with deep sequencing efforts of the worker gut.</p>
<p>A total of 10 genera met a minimum threshold of 70% prevalence with at least 1% relative abundance: <italic>Lactobacillus</italic>, <italic>Gilliamella</italic>, <italic>Snodgrassella</italic>, <italic>Bombilactobacillus</italic>, <italic>Frischella</italic>, <italic>Bifidobacterium</italic>, <italic>Bombella</italic>, <italic>Apilactobacillus</italic>, <italic>Commensalibacter</italic>, and <italic>Bartonella</italic> (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). We found that the SRM is comprised of two major genera, <italic>Bombella</italic> and <italic>Apilactobacillus</italic>, and various species of <italic>Lactobacillus</italic> shared across aerobic niches including larvae, worker and queen mouthparts, worker crops, worker hypopharyngeal glands, queen crops and midguts, beebread, royal jelly, and honey. Based on linear discriminant analysis and the resulting feature space, we found a strong taxonomic overlap of nine distinct niches, driven primarily by the frequency and abundance of three major bacterial genera (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). These niches are dominated by <italic>Apilactobacillus</italic>, <italic>Bombella</italic>, and <italic>Lactobacillus. Bombella</italic> and <italic>Apilactobacillus</italic> account for &gt;40% of reads throughout the SRN (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). <italic>Fructobacillus</italic> accounted for approximately 1% of the reads in this study but did not meet our 70% prevalence criteria. <italic>Fructobacillus</italic> clustered with <italic>Apilatcobacillus</italic> and <italic>Bombella</italic> by study, and it was most prevalent and abundant in larvae, worker mouthparts, and the anterior queen gut.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Microbiota of the social resource niche displayed as relative abundance in the upper panel. The niche is saturated with processed and shared nutrition: honey <bold>(A)</bold>, beebread <bold>(B)</bold>, and royal jelly <bold>(D)</bold>. Larvae <bold>(C)</bold> are fed these substances in varying amounts throughout development. The niche also includes anatomical features associated with producing, processing, consuming, or sharing nutrition including the mouthparts <bold>(E)</bold>, crops <bold>(F)</bold>, and hypopharyngeal (social) glands <bold>(G)</bold> of workers. The mouthpart microbiota of queens <bold>(H)</bold> and workers is similar, but beginning at the midgut <bold>(I, L)</bold>, the microbiota diverges significantly in membership and structure by caste. Queens <bold>(H&#x2013;K)</bold> contain more Acetobacteraceae, both <italic>Bombella</italic> and <italic>Commensalibacter</italic>, while workers <bold>(L&#x2013;P)</bold> are typified by the presence/abundance of <italic>Snodgrassella</italic>, <italic>Gilliamella</italic>, and <italic>Frischella</italic>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frbee-02-1410331-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Linear discriminant analysis LDA depicts an overlap of various bacterial species shared by aerobic niches including larvae (L), worker mouthparts (W MP), worker crops (C), worker hypopharyngeal glands (HPG), queen mouthparts (Q MP), queen midguts (Q MG), beebread (B), royal jelly (RJ), and honey (H). Dominated by a few major bacterial species, the social resource niche supports the microbiota of the &#x201c;hygienesphere&#x201d; because the associated substances, activities, and microbiota are the demonstrated antagonists of the pathosphere.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frbee-02-1410331-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>A Circos plot of the social resource niche and genera found therein. Plots were generated from a CSS-normalized OTU table with all singletons removed. Each genus is assigned a specific color, and its abundance is directly proportional to the width of each ribbon connecting bacterial taxa to its respective niche. The outer ring represents the cumulative percent of 16S sequences assigned to a given genus from each sample, while the inner circle represents the number of 16S rRNA sequences assigned to a given taxa in a given sample.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="frbee-02-1410331-g004.tif"/>
</fig>
<p>We found significant separation of microbiomes by niche with both ANOSIM (R, 0.145, p = 0.001) and ADONIS (F15 = 28.9, p = 0.001). Linear discriminant analysis reveals an overlap of various bacterial species shared by aerobic niches including larvae, worker mouthparts, worker crops, worker hypopharyngeal glands, queen mouthparts, queen midguts, beebread, royal jelly, and honey. The SRN microbiota is dominated by a few major bacterial species: <italic>Bombella apis, Bombella intestini</italic>, <italic>Bombella</italic> spp. (bxid5328), <italic>Apilactobacillus kunkeei</italic>, <italic>Apilactobacillus apinorum</italic>, <italic>Apilactobacillus</italic> spp. (bxid5570), <italic>Fructobacillus fructosus</italic>, and <italic>Fructobacillus</italic> spp. (bxid5666).</p>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>This meta-analysis united &gt;3,800 raw sequence read libraries to normalize bioinformatic methods and evaluate niche specificity by taxonomic group. Our results highlight a native aerophilic, acid-resistant and osmotolerant microbiota shared across a number of socially interconnected niches, referred to herein as the social resource niche, SRN (<xref ref-type="bibr" rid="B36">Endo and Salminen, 2013</xref>; <xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B26">Corby-Harris et&#xa0;al., 2014b</xref>). Results suggest that the social resource microbiota (SRM) is continuously transmitted to the new budding colony and nesting location in the glands, mouthparts, and guts of workers (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Correspondingly, the entire core hindgut microbiota of workers occurs with prevalence and abundance throughout the SRN. Prevalent in the literature, a competing hypothesis had long speculated that these intimate colony niches were dominated by &#x201c;environmental microbes&#x201d; introduced from the local foraging environment (<xref ref-type="bibr" rid="B34">Endo et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B9">Anderson et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B26">Corby-Harris et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B33">Djukic et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B58">Kwong and Moran, 2016</xref>). While microbes often originate from the local foraging environment, relatively few microbes have evolved to endure the active hive and colony environment of <italic>Apis mellifera</italic>. The SRM is closely related to bacteria that populate flowers and solitary bees (<xref ref-type="bibr" rid="B65">McFrederick et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B6">Anderson and Ricigliano, 2017</xref>; <xref ref-type="bibr" rid="B64">McFrederick et&#xa0;al., 2017</xref>), but has evolved to prosper in the antimicrobial environments of royal jelly, propolis, and honey (<xref ref-type="bibr" rid="B57">Kwakman et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B50">Harwood et&#xa0;al., 2021</xref>).</p>
<p>Much like the fermentative hindgut microbiome of workers, the SRM provides a living layer of protection that thwarts the growth and establishment of undesirable microbes, both native and introduced. Simply by surviving on the fringe of the colony activity, within the niche preferred by the pathosphere, the SRN microbiome plays a protective role similar to that of human skin or nasal pharyngeal microbiome. The dynamic SRN connects the behavioral and metabolic activities of a colony and maintains continuous contact with the nutrition, substances, activities, and microbiota that typify colony health and growth. The SRN contains molecular information associated with group nutritional state and microbial threats that inform key behaviors of social immunity and more general colony process (<xref ref-type="bibr" rid="B38">Evans and Spivak, 2010</xref>; <xref ref-type="bibr" rid="B92">Spivak et&#xa0;al., 2019</xref>). Below, we discuss the SRN and SRM in the context of colony hygiene and social life history. Although many core hindgut OTUs (e.g., <italic>Lactobacillus</italic>) occur with frequency and abundance throughout the SRN, we limit our discussion to the highly aerobic and fast-growing genera <italic>Apilactobacillus</italic> and <italic>Bombella.</italic>
</p>
<p>Based on linear discriminant analysis and the resulting feature space, we found a strong taxonomic overlap of nine distinct niches, driven primarily by the prevalence and abundance of two major bacterial genera, <italic>Bombella</italic> and <italic>Apilactobacillus</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Throughout this broad and interconnected niche, the lack of moisture, abundance of oxygen, and the combination of host and microbial products result in a somewhat continuous layer of antimicrobial activity that accompanies the colony processes of nutrition processing, queen maintenance, and larval development (<xref ref-type="bibr" rid="B2">Anderson et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B6">Anderson and Ricigliano, 2017</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>; <xref ref-type="bibr" rid="B5">Anderson and Mott, 2023</xref>). Anatomically, this niche includes the surface rich and versatile mouthparts and foreguts of queens and workers, queen midguts, worker head glands that produce social secretions, and developing larvae (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The niche also includes stored, processed, and secreted nutrition. More generally, the collective worker behaviors and physiology associated with colony process nurture a broad and interconnected niche conducive to the growth of beneficial microbes and inhibitory towards the growth of non-native or pathogenic microbes (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<p>The SRM is the demonstrated antagonist of the honey bee pathosphere (<xref ref-type="bibr" rid="B86">Schwarz et&#xa0;al., 2015</xref>) and non-native microbes that populate flowers. <italic>A. kunkeei</italic>, prevalent in the crop and on the mouthparts, inhibits the growth of 60 different transient flower microorganisms based on <italic>in vitro</italic> growth experiments (<xref ref-type="bibr" rid="B98">V&#xe1;squez et&#xa0;al., 2012</xref>). <italic>Apilactobacillus</italic> also inhibits the major honey bee pathogens <italic>Nosema</italic>, American foulbrood and European foulbrood (<xref ref-type="bibr" rid="B42">Forsgren et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B98">V&#xe1;squez et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B10">Arredondo et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B104">Zendo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Miller et&#xa0;al., 2021</xref>). More specifically, <italic>A. kunkeei</italic> produces Kunkecin, a bacteriocin with specificity for European foulbrood (<italic>M. plutonius</italic>), a widespread and destructive pathogen (<xref ref-type="bibr" rid="B104">Zendo et&#xa0;al., 2020</xref>). <italic>Bombella</italic> (<italic>Parasaccharibacter</italic>) treatment at the colony level is associated with significantly lower <italic>Varimorpha</italic> (<italic>Nosema</italic>) counts in workers experimentally fed 10,000 <italic>Nosema</italic> spores (<xref ref-type="bibr" rid="B25">Corby-Harris et&#xa0;al., 2016</xref>) and often proliferates in the worker midgut, where <italic>Nosema</italic> and sugar- tolerant yeast find their reproductive niche (<xref ref-type="bibr" rid="B25">Corby-Harris et&#xa0;al., 2016</xref>). The abundance of <italic>Bombella</italic> shows significant negative associations with general fungal abundance throughout the worker gut (<xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>; <xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>). <italic>Bombella</italic> inhibits the growth of a major fungal pathogen <italic>Aspergillus flavus</italic>, based on <italic>in vitro</italic> inhibition assays. This phenotype was confirmed with <italic>in vivo</italic> larval rearing; bee brood supplemented with <italic>Bombella</italic> were significantly less likely to be infected by <italic>A. flavus</italic>. Comparative genome analysis of <italic>Bombella</italic> suggests that fungal inhibition occurs via the secretion of secondary metabolites (<xref ref-type="bibr" rid="B66">Miller et&#xa0;al., 2021</xref>).</p>
<p>The worker mouthparts and foregut work together to generate pathogen protection or &#x201c;social immunity&#x201d;, including continuous trophallaxis between worker adults, feeding the larvae and queen and nectar dehydration (<xref ref-type="bibr" rid="B72">Nicolson, 2009</xref>; <xref ref-type="bibr" rid="B9">Anderson et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>). The foregut (crop) is simply an expandable bag in the anterior worker gut used to process, hold, and distribute liquid resources, while the mouthparts are rich with surface area and capable of unfolding, reconfiguring, biting, sucking, and lapping. In a process known as &#x201c;bubbling&#x201d;, the mouthparts and the foregut swap nectar loads to dehydrate collected nectar (<xref ref-type="bibr" rid="B72">Nicolson, 2009</xref>), a highly oxidative and water- removing process that significantly inhibits non-native microbial growth and selects for the growth of native beneficial species (<xref ref-type="bibr" rid="B24">Corby-Harris et&#xa0;al., 2014a</xref>). This antimicrobial effect is transmitted throughout the colony by the continuous sharing of liquid food (<xref ref-type="bibr" rid="B27">Crailsheim, 1998</xref>). Our results confirm that only <italic>Bombella</italic> and <italic>Apilactobacillus</italic> are primary to the crop niche (<xref ref-type="bibr" rid="B24">Corby-Harris et&#xa0;al., 2014a</xref>). While species of <italic>Lactobacillus</italic>, <italic>Bombilactobacillus</italic>, and <italic>Bifidobacterium</italic> are often sampled from the crop and the SRN, these taxonomic groups show much stronger fidelity for the oxygen depleted hindgut (<xref ref-type="bibr" rid="B67">Moran et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B98">V&#xe1;squez et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B24">Corby-Harris et&#xa0;al., 2014a</xref>). Similarly, the worker mouthparts were also dominated by <italic>Apilactobacillus</italic> and <italic>Bombella</italic> and, to a lesser extent, <italic>Fructobacillus fructosus</italic>, another aerobe demonstrated to enhance the growth of other beneficial bacteria throughout the system (<xref ref-type="bibr" rid="B79">Rokop et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>).</p>
<p>Ubiquitous in the worker crop and on the mouthparts, the nutritional resources jelly and honey (often mixed) are associated with distinct but overlapping microbiomes (<xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B26">Corby-Harris et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B60">Maeno et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>). Worker brood rearing and feeding activities are reduced during periods of colony stress and disturbance, and the quality of jelly provided by workers may affect the protective powers of the SRN/SRM. The occurrence and abundance of native aerobes throughout the data set suggest that honey, royal jelly, and propolis promote rapid aerobic growth by providing nutrition, decreasing competition, and reducing the cost of using oxygen (<xref ref-type="bibr" rid="B89">Simone-Finstrom and Spivak, 2010</xref>). In one study, <italic>Bo apis</italic>, <italic>A. kunkeei</italic>, and <italic>F. fructosus</italic> were all significantly enriched on the mouthparts in colonies with increased propolis collection and deposition (<xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>). These same bacteria can also flourish in honey, royal jelly, larvae, and queens (<xref ref-type="bibr" rid="B36">Endo and Salminen, 2013</xref>; <xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B3">Anderson et&#xa0;al., 2023</xref>). Although not considered by this study, similar niche-related factors including worker behavior likely mitigate native populations of sugar- tolerant yeast (<xref ref-type="bibr" rid="B32">Detry et&#xa0;al., 2020</xref>).</p>
<p>Honey represents one of the most extreme antibiotic environments known to science (<xref ref-type="bibr" rid="B57">Kwakman et&#xa0;al., 2010</xref>). Both <italic>Apilactobacillus kunkeei</italic> and <italic>Fructobacillus fructosus</italic> are specialized to exploit honey. First recognized by Endo, these genera are obligately fructophilic, preferring D-fructose as a carbon source abundant in honey (<xref ref-type="bibr" rid="B71">Neveling et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B35">Endo et&#xa0;al., 2018</xref>). Oxygen tolerance and utilization is a primary attribute of the SRM, as O<sub>2</sub> is required for rapid growth. <italic>A. kunkeei</italic> grows exceedingly fast under aerobic lab conditions with a doubling time of approximately 1 h, a trait attributed to a suite of large mystery (unannotated) genes that flank the origin of replication (<xref ref-type="bibr" rid="B94">Tamarit et&#xa0;al., 2015</xref>), genes that likely enhance survival in honey. Microbes can survive briefly on the periphery of honey, whereas pure honey quickly kills or inactivates all microbial growth due to severe osmotic conditions and acidic pH, a byproduct of honey bee salivary enzymes and microbial fermentation occurring at the hygroscopic and oxygen- rich surface. Fully processed honey (dehydrated to &gt;82% sugars) is sealed with beeswax, a substance impervious to water and atmospheric gasses.</p>
<p>Abundance measures of <italic>Apilactobacillus</italic> and <italic>Bombella</italic> are positively correlated in many studies suggesting resource partitioning. The two major SRN bacteria are specialized to exploit different sugar monomers abundant through the system; <italic>Bombella</italic> prefers glucose. Highly osmotolerant, gluconic-acid producing strains of <italic>Bombella</italic> continue growth at 40%&#x2013;50% sugar concentrations and pH 3, demonstrating their tolerance for honey-rich environments (<xref ref-type="bibr" rid="B82">Ruiz-Argueso and Rodriguez-Navarro, 1975</xref>). <italic>Bo. apis</italic> has lost alternative oxidative pathways and harvests energy almost exclusively from glucose using oxygen as an electron receptor (<xref ref-type="bibr" rid="B13">Bonilla-Rosso and Engel, 2018</xref>). Both <italic>Apilactobacillus</italic> and <italic>Bombella</italic> are core to the queen&#x2019;s gut microbiota (<xref ref-type="bibr" rid="B95">Tarpy et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Anderson et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B21">Copeland et&#xa0;al., 2022a</xref>), and <italic>Bombella</italic> often dominates the queen mouthparts, foregut, ileum, and midgut. The queens gut supports a magnitude less gut bacteria than workers, suggesting a relatively less hospitable microbial environment (<xref ref-type="bibr" rid="B8">Anderson et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B22">Copeland et&#xa0;al., 2022b</xref>). This may result from continuous royal jelly exposure and constitutive expression of vitellogenin and other antimicrobial molecules throughout the queens system (<xref ref-type="bibr" rid="B83">Salmela and Sundstr&#xf6;m, 2017</xref>; <xref ref-type="bibr" rid="B49">Harwood et&#xa0;al., 2019</xref>). In the similar environment of larval guts, <italic>Bo. apis</italic> is the first bacterium to populate larvae based on culture- dependent and culture- independent data, and <italic>Bo. apis</italic> and/or <italic>A. kunkeei</italic> dominate later instars (<xref ref-type="bibr" rid="B101">Vojvodic et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B41">Floyd et&#xa0;al., 2020</xref>: <xref ref-type="bibr" rid="B3">Anderson et&#xa0;al., 2023</xref>).</p>
<p>Genome analysis of <italic>Bombella</italic> indicates intimate host&#x2013;microbial evolution. Niche dominance of <italic>Bo. apis</italic> is facilitated by host- produced glucose oxidase, an enzyme converting glucose into gluconic acid, producing H<sub>2</sub>O<sub>2</sub> as a byproduct (<xref ref-type="bibr" rid="B74">Ohashi et&#xa0;al., 1999</xref>). <italic>Bo. apis</italic> can then further oxidize gluconic acid, fueling its metabolism (<xref ref-type="bibr" rid="B13">Bonilla-Rosso and Engel, 2018</xref>; <xref ref-type="bibr" rid="B90">Smith and Newton, 2020</xref>). Genome evidence also suggests that <italic>Bo. apis</italic> has evolved to quickly divert the readily available energy stores in honey or jelly to alleviate omoregulatory and oxidative stress (<xref ref-type="bibr" rid="B90">Smith and Newton, 2020</xref>). As a fast growing aerobe, <italic>Bo. apis</italic> possesses all the conventional mechanisms of oxidative stress management, including superoxide dismutase, catalase, peroxidase, and the suite of enzymes involved in glutathione cycling. Between the inner and outer membrane of <italic>Bo. apis</italic> cells are extensive networks of periplasmic glucans, providing resistance to acids, enzymes, reactive oxygen species (e.g., H<sub>2</sub>O<sub>2</sub>), and rapid changes in osmolarity encountered in food stores and in the queen and larval gut. Not found in its closest relatives, <italic>Bo. apis</italic> possesses Aquaporin Z, a highly stable transmembrane protein channel that facilitates rapid osmoregulation and resists denaturing due to heat or extremes of pH found throughout the SRN. Consistent with other recent findings (<xref ref-type="bibr" rid="B13">Bonilla-Rosso and Engel, 2018</xref>; <xref ref-type="bibr" rid="B90">Smith and Newton, 2020</xref>; <xref ref-type="bibr" rid="B48">H&#xe4;rer et&#xa0;al., 2023</xref>), our analysis of 16S rRNA sequence variation suggests at least four major <italic>Bombella</italic> species with fidelity for distinct niche space including a novel species of <italic>Bombella</italic> that populates the midgut and ileum of queens (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<p>Although their ecology is poorly known, highly osmotolerant and native species of yeast have likely influenced the evolution of the SRN, SRM, and the hindgut microbiota (<xref ref-type="bibr" rid="B44">Gilliam, 1979</xref>; <xref ref-type="bibr" rid="B96">Tauber et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B32">Detry et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B5">Anderson and Mott, 2023</xref>). In the human gut, fungi regulate host physiological processes and assembly of the co-residing gut bacterial microbiome (<xref ref-type="bibr" rid="B70">Nash et&#xa0;al., 2017</xref>). In honey bees, a general survey throughout the gut using universal fungal primers shows strong abundance relationships of fungi with species of hindgut bacteria (<xref ref-type="bibr" rid="B61">Maes et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>; <xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>). Based on detailed microscopy, it appears that the vast majority of fungi found throughout the SRN are native osmotolerant yeasts that can attain high numbers where oxygen is readily available (<xref ref-type="bibr" rid="B32">Detry et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B5">Anderson and Mott, 2023</xref>). Consistently, <italic>Apilactobacillus</italic> and <italic>Bombella</italic> show strong negative associations with yeast abundance in the worker gut; fungal load decreases concurrent with increasing bacterial load, attaining greatest values in the midgut and lowest values in the hindgut (<xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>; <xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>). However, these yeasts appear unwelcome in some aerobic environments rich in royal jelly including larvae and the queen gut. Queen guts do not tolerate a high fungal load, showing significantly lower fungal load relative to worker guts (<xref ref-type="bibr" rid="B61">Maes et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B21">Copeland et&#xa0;al., 2022a</xref>). Yeast blooms in times of bacterial gut dysbiosis (<xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>), and <italic>Bombella</italic> is a demonstrated fungal antagonist, inhibiting the growth of both yeasts and molds ubiquitous throughout the SRN (<xref ref-type="bibr" rid="B26">Corby-Harris et&#xa0;al., 2014b</xref>; <xref ref-type="bibr" rid="B8">Anderson et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B30">Dalenberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B66">Miller et&#xa0;al., 2021</xref>). <italic>Apilactobacillus</italic> also inhibits yeast growth (<xref ref-type="bibr" rid="B98">V&#xe1;squez et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B12">Bisson et&#xa0;al., 2017</xref>).</p>
<p>This exploration and review of the SRN uncovered a variety of Enterobacteriaceae with consistent taxonomy across studies, known to participate in gut dysbiosis of workers and invade the hemolymph (<xref ref-type="bibr" rid="B45">Gilliam and Valentine, 1974</xref>; <xref ref-type="bibr" rid="B16">Burritt et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B76">Raymann et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>). We suggest that the SRM acts to supplement the function of a compromised worker gut microbiome and discourage the establishment of opportunistic/pathogenic microbes. Following a disturbance, <italic>Apilactobacillus</italic> and <italic>Bombella</italic> often replace core hindgut bacteria (<xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>). Typically abundant in the worker mouthparts, foregut, and midgut, the SRM may act in gut microbiome resilience and generally suppress the growth of pathogenic microbes throughout the gut (<xref ref-type="bibr" rid="B26">Corby-Harris et&#xa0;al., 2014b</xref>, <xref ref-type="bibr" rid="B25">2016</xref>; <xref ref-type="bibr" rid="B6">Anderson and Ricigliano, 2017</xref>; <xref ref-type="bibr" rid="B4">Anderson and Maes, 2022</xref>). With a shift in gut physiology, the speed with which these two fast growing and obligate aerobes can dominate available resources and niche space may be important for pathogen protection. Similar to core hindgut bacteria, <italic>Bombella</italic> and <italic>Apilactobacillus</italic> expel short- chain fatty acids as a final product of oxidative metabolism. Their presence in guts is tolerated by <italic>S. alvi</italic>, a core gut bacterium and obligate aerobe with a complete TCA cycle capable of assimilating short- chain fatty acids (<xref ref-type="bibr" rid="B58">Kwong and Moran, 2016</xref>). Beyond this, the SRM frequently co-occurs in the worker midgut with <italic>Gilliamella</italic>, native yeast, and <italic>Varimorpha</italic> (Nosema). Based on relationships within and among studies, various gut microbiome dynamics are associated with the development of Nosema disease and viral infections in both queens and workers (<xref ref-type="bibr" rid="B75">Ptaszy&#x144;ska et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B96">Tauber et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B7">Anderson et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B23">Copeland et&#xa0;al., 2024</xref>). Understanding the dynamics of the SRM in the context of gut microbiome resilience presents a new perspective on honey bee health.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusion</title>
<p>Research on the honey bee microbiota has focused primarily on six core genera that comprise the worker hindgut microbiome. To entertain the holobiont perspective (<xref ref-type="bibr" rid="B14">Bordenstein and Theis, 2015</xref>; <xref ref-type="bibr" rid="B68">Moran and Sloan, 2015</xref>), we performed a meta-analysis that included aerobic microbiomes associated with colony maintenance and social interaction, examining both anterior and posterior gut environments by reproductive caste. We identified two genera and a collection of species that are shared among intimate social niches, describing an aerobic &#x201c;surface-rich&#x201d; ecosystem maintained by continuous social processing of colony resources. The osmotolerant and acidophilic microbes that evolved to endure the social resource niche have come to play functional roles in disease ecology either by suppressing deleterious microbial growth or through their participation in perturbed hindgut enterotypes. Based on the results presented here and those of others, it is easy to speculate that this native aerobic microbiota contributes many functions at the group level including social communication, preserving stored nutrition, preventing disease and opportunism, and perhaps even gut microbiome resilience.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>KA: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. DC: Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by the ARS-USDA, research plan 2022&#x2013;21000-021&#x2013;00D, and an AFRI-NIFA grant no. 2021&#x2013;67013-33555 to KA, Meghan O. G. Milbrath, Jay D. Evans, and Brendon M. Mott.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors would like to acknowledge advisors, lab members, and collaborators: Jay Evans, Kevin Hackett, Brendon Mott, Patrick Maes, Robert Erickson, Nathan Allen, Oliver Kortenkamp, Taylor Rathburn, and Allienna Nezelek. The USDA is an equal opportunity employer and provider.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s9" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/frbee.2024.1410331/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/frbee.2024.1410331/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet">
<label>Supplementary Table&#xa0;1</label>
<caption>
<p>Reports the list of NCBI bio-projects and associated publications used for this meta-analysis, and bacterial (OTU) prevalence and abundance by niche.</p>
</caption>
</supplementary-material>
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