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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>
</publisher>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1513096</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Direct and indirect effects of land use on microbiomes of trap-nesting solitary bee larvae and nests</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Peters</surname> <given-names>Birte</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="aff" rid="aff3"><sup>3</sup></xref>
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</contrib>
<contrib contrib-type="author">
<name><surname>Leonhardt</surname> <given-names>Sara Diana</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
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<contrib contrib-type="author">
<name><surname>Schloter</surname> <given-names>Michael</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Keller</surname> <given-names>Alexander</given-names></name>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department for Animal Ecology and Tropical Biology, Biocenter, University of W&#x00FC;rzburg</institution>, <addr-line>W&#x00FC;rzburg</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Center for Computational and Theoretical Biology, University of W&#x00FC;rzburg</institution>, <addr-line>W&#x00FC;rzburg</addr-line>, <country>Germany</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Biodiversity and People, Helmholtz Center Leipzig, German Centre for Integrative Biodiversity Research (iDiv)</institution>, <addr-line>Leipzig</addr-line>, <country>Germany</country></aff>
<aff id="aff4"><sup>4</sup><institution>Plant-Insect Interactions, TUM School of Life Science Systems, Technical University of Munich</institution>, <addr-line>Freising</addr-line>, <country>Germany</country></aff>
<aff id="aff5"><sup>5</sup><institution>Comparative Microbiome Analysis, Helmholtz Centrum Munich</institution>, <addr-line>Munich</addr-line>, <country>Germany</country></aff>
<aff id="aff6"><sup>6</sup><institution>Cellular and Organismic Networks, Faculty of Biology, Ludwig-Maximilians-Universit&#x00E4;t Munich</institution>, <addr-line>Planegg-Martinsried</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Lifeng Zhu, Nanjing University of Chinese Medicine, China</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Mudasir A. Dar, Jiangsu University, China</p>
<p>Dianshu Zhao, University of Florida, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Alexander Keller, <email>keller@biologie.uni-muenchen.de</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>01</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1513096</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Peters, Leonhardt, Schloter and Keller.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Peters, Leonhardt, Schloter and Keller</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1001">
<title>Introduction</title>
<p>The global decline in biodiversity and insect populations highlights the urgent need to conserve ecosystem functions, such as plant pollination by solitary bees. Human activities, particularly agricultural intensification, pose significant threats to these essential services. Changes in land use alter resource and nest site availability, pesticide exposure and other factors impacting the richness, diversity, and health of solitary bee species. In this study, we investigated yet another facet currently less well investigated in such context: Microbial communities associated with wild bees play crucial roles in larval development, metabolism, immunity and overall bee health. However, the drivers and dynamics of healthy microbiome in solitary bees are still poorly understood, especially regarding the direct and indirect effects of land use on the diversity and composition of these microbial communities.</p>
</sec>
<sec id="sec2001">
<title>Methods</title>
<p>We examined bacterial communities in the offspring and nest materials of the Megachilid trap-nesting solitary bee, Osmia bicornis, along a gradient of land use intensification by 16S rRNA gene metabarcoding. Given that landscape composition, climatic conditions, and food resources are known to influence microbial compositions in solitary bee species, we hypothesized that land use changes would alter resources available for food and nest material collection and thereby affecting the microbiomes in offspring and their nest environments. We anticipated reduced microbial diversity and altered composition with increased land use intensification, which is known to decrease the number and diversity of resources, including the pool of floral and soil bacteria in the surrounding environment.</p>
</sec>
<sec id="sec3001">
<title>Results</title>
<p>As expected, we observed significant shifts in the bacterial composition and diversity of bees and their nests across varying degrees of land use intensity, differing in management types and the availability of flowers. The Shannon diversity of bacteria in nest materials (larval pollen provision, soil nest enclosure) and larval guts decreased with increasing land use intensity. However, the pupae microbiome remained unaffected, indicating a reorganization of the microbiome during metamorphosis, which is not significantly influenced by land use and available resources.</p>
</sec>
<sec id="sec4001">
<title>Discussion</title>
<p>Our findings provide new insights into the factors shaping environmental transmission and changes in solitary bee microbiomes. This understanding is crucial for comprehending the impacts of intensive land use on wild bee health and developing strategies to mitigate these effects.</p>
</sec>
</abstract>
<kwd-group>
<kwd>solitary bee microbiome</kwd>
<kwd>metabarcoding</kwd>
<kwd>pollination</kwd>
<kwd>Biodiversity Exploratories</kwd>
<kwd>grasslands</kwd>
<kwd><italic>Osmia bicornis</italic></kwd>
</kwd-group>
<contract-sponsor id="cn1">Deutsche Forschungsgemeinschaft<named-content content-type="fundref-id">10.13039/501100001659</named-content></contract-sponsor>
<counts>
<fig-count count="4"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="95"/>
<page-count count="13"/>
<word-count count="9614"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Microbial Symbioses</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<title>Introduction</title>
<p>Worldwide, the decline in biodiversity and insect populations raises concerns about the need to conserve valuable ecosystem functions, such as pollination of plants by solitary bees (<xref ref-type="bibr" rid="ref74">Ricketts et al., 2016</xref>; <xref ref-type="bibr" rid="ref88">van Klink et al., 2020</xref>; <xref ref-type="bibr" rid="ref93">Wagner, 2020</xref>; <xref ref-type="bibr" rid="ref94">Wagner et al., 2021</xref>). Prominent threats of such ecosystem services are anthropogenic activities, such as agricultural intensification (<xref ref-type="bibr" rid="ref72">Potts et al., 2010</xref>; <xref ref-type="bibr" rid="ref64">Murphy and Romanuk, 2014</xref>; <xref ref-type="bibr" rid="ref83">Seibold et al., 2019</xref>). Changes in land use directly impact the availability, quality and diversity of (nesting and floral) resources, which in turn affect the richness, diversity and overall health of solitary bee species (<xref ref-type="bibr" rid="ref79">Roulston and Cane, 2002</xref>; <xref ref-type="bibr" rid="ref59">Michener, 2007</xref>; <xref ref-type="bibr" rid="ref80">Roulston and Goodell, 2011</xref>; <xref ref-type="bibr" rid="ref76">Roger et al., 2016</xref>; <xref ref-type="bibr" rid="ref97">Westrich, 2019</xref>; <xref ref-type="bibr" rid="ref70">Parre&#x00F1;o et al., 2022</xref>; <xref ref-type="bibr" rid="ref71">Peters et al., 2022</xref>). In addition to the specific floral requirements, such as pollen and nectar (<xref ref-type="bibr" rid="ref79">Roulston and Cane, 2002</xref>; <xref ref-type="bibr" rid="ref86">Tasei and Aupinel, 2008</xref>), the microbial communities associated with wild bees play an increasingly recognized role in larval development, metabolic functions and immunity (<xref ref-type="bibr" rid="ref25">Engel et al., 2012</xref>; <xref ref-type="bibr" rid="ref49">Lee et al., 2015</xref>; <xref ref-type="bibr" rid="ref50">Leonhardt et al., 2022</xref>). This includes the microbial composition of larval guts, as well as of the nesting environment, which can either inhibit pathogen growth or serve as an external rumen (<xref ref-type="bibr" rid="ref43">Keller et al., 2018</xref>; <xref ref-type="bibr" rid="ref20">Dharampal et al., 2020</xref>; <xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>).</p>
<p>However, there is still limited understanding regarding the drivers, functions, acquisition, and changes in healthy microbiome of solitary bees, particularly during their metamorphosis (<xref ref-type="bibr" rid="ref34">Graystock et al., 2017</xref>; <xref ref-type="bibr" rid="ref92">Voulgari-Kokota et al., 2019b</xref>; <xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>). The horizontal transmission of microbes from floral resources through the collection of pollen provisions is recognized as a significant pathway for microbiome acquisition (<xref ref-type="bibr" rid="ref18">Dharampal et al., 2019</xref>; <xref ref-type="bibr" rid="ref90">Voulgari-Kokota et al., 2019a</xref>; <xref ref-type="bibr" rid="ref85">Steffan et al., 2024</xref>). In addition to pollen-associated microbiomes, other environmental bacteria originating from nesting resources, such as soils, are introduced into solitary bee nests, where they can proliferate (<xref ref-type="bibr" rid="ref78">Rothman et al., 2019</xref>; <xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>). Previous research on the alfalfa leaf-cutting bee highlighted that nesting components like leaf materials may additionally impact the microbial community within bee nests (<xref ref-type="bibr" rid="ref78">Rothman et al., 2019</xref>; <xref ref-type="bibr" rid="ref14">Cohen et al., 2020</xref>). Furthermore, trap-nesting Megachilid solitary bee species such as <italic>Osmia bicornis</italic> utilize soil to create distinct chambers within reed nests to protect solitary eggs (<xref ref-type="bibr" rid="ref16">Danforth et al., 2019</xref>). Once sealed, individual nest chambers no longer receive active maternal care, preventing the continuous vertical transmission of bacteria between mothers, siblings, and offspring (<xref ref-type="bibr" rid="ref92">Voulgari-Kokota et al., 2019b</xref>). This could potentially be advantageous, creating favorable conditions for the growth of beneficial bacteria (<xref ref-type="bibr" rid="ref35">Hammer et al., 2023</xref>).</p>
<p>Moreover, landscape composition (<xref ref-type="bibr" rid="ref63">Mu&#x00F1;oz-Colmenero et al., 2020</xref>), climatic conditions (<xref ref-type="bibr" rid="ref55">McFrederick and Rehan, 2019</xref>), natural surroundings, food resources and wild bee diversity in the ecosystem may all influence the microbial composition associated with and among different solitary bee species (<xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>; <xref ref-type="bibr" rid="ref15">Cohen et al., 2022</xref>; <xref ref-type="bibr" rid="ref84">Shell and Rehan, 2022</xref>). Land use changes do not only affect the presence of solitary bee species, but have direct or indirect effects on their foraging patterns by altering the availability, diversity, quantity and quality of floral nutritional resources (<xref ref-type="bibr" rid="ref71">Peters et al., 2022</xref>). Foraging preferences and the availability of flowers that act as microbial transmission hubs are supposed to influence the microbiome associated with solitary bees and pollen provision and expose them to a variety of bacteria which could contribute to successful larval development (<xref ref-type="bibr" rid="ref96">Westreich et al., 2023</xref>). This includes potential beneficial and pathogenic bacteria, parasites and fungi (<xref ref-type="bibr" rid="ref45">Keller et al., 2013</xref>; <xref ref-type="bibr" rid="ref56">McFrederick et al., 2017</xref>; <xref ref-type="bibr" rid="ref99">Zemenick et al., 2019</xref>; <xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>; <xref ref-type="bibr" rid="ref19">Dharampal et al., 2022</xref>; <xref ref-type="bibr" rid="ref95">Weinhold et al., 2024</xref>). As land use also influences the composition of floral microbiomes associated with these resources (<xref ref-type="bibr" rid="ref31">Gaube et al., 2020</xref>) as well as soil microbial communities (<xref ref-type="bibr" rid="ref82">Sch&#x00F6;ps et al., 2018</xref>), landscapes with altered or reduced access to suitable foraging resources can lead to the dysbiosis of both floral and bee microbiomes or a reduction of bacteria (<xref ref-type="bibr" rid="ref61">Morris et al., 2020</xref>; <xref ref-type="bibr" rid="ref11">Christensen et al., 2021</xref>; <xref ref-type="bibr" rid="ref67">Nguyen and Rehan, 2023</xref>). For instance, studies examining the effects of land use across urban land use gradients have found variations in bee microbial compositions, with an overrepresentation of beneficial plant associated bacteria in areas with low urban development (<xref ref-type="bibr" rid="ref66">Nguyen and Rehan, 2022</xref>). However, it remains unclear how land use effects translate into the microbial composition of nest materials and offspring in solitary bees (<xref ref-type="bibr" rid="ref92">Voulgari-Kokota et al., 2019b</xref>).</p>
<p>In this study, we investigated the nest microbiome of the Megachilid trap-nesting solitary bee, <italic>Osmia bicornis</italic>, using a metabarcoding approach based on the 16S rRNA gene. We conducted our field work along land use intensification gradients in managed grasslands across three different regions in Germany. Firstly, we examined whether there are differences in the bacterial communities present in various types of bee nest samples (larval pollen provisions, soil nest enclosures, larvae, and pupae). We hypothesized that bacterial communities changed over the bee&#x2019;s development from larvae to pupae. Secondly, we tested whether the bacterial communities associated with bee larvae and pupae were influenced by the bacterial communities of the pollen provision and soil nest enclosures. We hypothesized that both larval pollen provision and soil nest enclosure serve as potential bacterial acquisition pathways, affecting the developmental stages of <italic>O. bicornis</italic> (bee larvae and pupae) and consequently shaping the bacterial compositions and community structures. Lastly, we investigated whether bacterial communities in different bee nest sample types were affected by land use intensification. We hypothesized that increased agricultural management intensity, characterized by more frequent or intense mowing, grazing, and fertilization, would result in lower bacterial diversity and altered composition due to the decreasing diversity of foraging resources and environmental bacterial pools.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<sec id="sec3">
<title>Area of sampling and sample type acquisition</title>
<p>The study was conducted in three geographically distinct regions in Germany: the UNESCO Biosphere Reserve area Schorfheide-Chorin (SCH) in the northeast, the National Park Hainich-D&#x00FC;n (HAI) in the center, and the UNESCO Biosphere Reserve Swabian Alb (ALB) in the south. We selected 27 grassland plots (9 per region) as part of the long-term Biodiversity Exploratories project (<xref ref-type="bibr" rid="ref28">Fischer et al., 2010</xref>) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM1</xref>). Each 50&#x202F;m &#x00D7; 50&#x202F;m plot represented different land use intensity types, including meadows, mowed pastures, grazed pastures, and fertilized and unfertilized areas, with management types extending beyond plot borders (<xref ref-type="bibr" rid="ref6">Bl&#x00FC;thgen et al., 2012</xref>) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table SM1</xref>). Detailed framework information is available in <xref ref-type="bibr" rid="ref28">Fischer et al. (2010)</xref>.</p>
<p>Bees were sampled according to legal requirements with permits ALB: AZ: 55-8/8848.02-07, HAI: AZ: 63.02/15.02.11-bio_expl2017.2 &#x0026; AZ: 1011-17-301, SCH:AZ: 4743/128+5#69122/2018. We used vegetation records from BExIS public datasets (IDs 23,586 and 24,247: Vegetation Records for 150 Grassland EPs 2008&#x2013;2018) to assess plot vegetation Shannon diversity (<xref ref-type="bibr" rid="ref81">Sch&#x00E4;fer et al., 2018</xref>; <xref ref-type="bibr" rid="ref7">Bolliger et al., 2020</xref>), as well as data on management and land use intensity (LUI) from dataset IDs 25,086 and 31,514 (<xref ref-type="bibr" rid="ref51">Lorenzen et al., 2023</xref>; <xref ref-type="bibr" rid="ref69">Ostrowski et al., 2023</xref>). Land use intensity was categorized into low (LUI&#x202F;&#x003C;&#x202F;1.5), intermediate (LUI 1.1&#x2013;2.3), and high (LUI&#x202F;&#x003E;&#x202F;2.3). Additionally, we used plant pollen dataset ID 27229 from our previous study on <italic>O. bicornis</italic> larval pollen provisions to analyze the effects of land use intensity on pollen plant diversity (<xref ref-type="bibr" rid="ref71">Peters et al., 2022</xref>).</p>
</sec>
<sec id="sec4">
<title>Sampling of solitary bee nests</title>
<p>To collect various sample types (larval pollen provisions, soil nest enclosures, bee larvae and pupae) of Megachilid solitary bee nests, we used artificial perpendicular trap nests made of plastic tubes with 60&#x2013;80 hollow reed sticks (length&#x202F;~&#x202F;20&#x202F;cm, width 4&#x2013;12&#x202F;mm). In early spring 2017, the trap nests were placed at the fence of a weather station in the center of each grassland plot. From March to July in 2017 and 2018, reed sticks were regularly checked for solitary bee occupation. Sticks with closed entrances were carefully removed and replaced with empty ones. The collected sticks were then transported to the laboratory (see <xref ref-type="bibr" rid="ref71">Peters et al., 2022</xref> for more details).</p>
<p>We classified solitary bee species based on reed nest closures and bee morphology, following the methodology outlined by <xref ref-type="bibr" rid="ref3">Amiet, (2017)</xref>. Reed cane internodes were opened, and solitary bee larvae, pupae, larval pollen provisions and soil nest enclosure materials were collected separately using sterile spatulas and forceps. We specifically focused on nests of <italic>Osmia bicornis</italic>, which was the only species present across all three bioregions and the entire LUI gradient. Well-developed larvae and pupae, as well as pollen provisions, soil nest enclosures from the reed cells were transferred into autoclaved tubes and a total of 144 samples immediately frozen at &#x2212;20&#x00B0;C for preservation. Afterwards reeds were carefully re-closed to allow further larval development of remaining bees to facilitate more detailed classification after enclosure.</p>
</sec>
<sec id="sec5">
<title>Metabarcoding</title>
<p>Genomic DNA extraction for bacterial analysis the ZymoBIOMICS<sup>&#x2122;</sup> 96 DNA Kit (Zymo Research) was utilized following the manufacturer&#x2019;s protocol. To generate a pooled amplicon library for the 16S rRNA V4 region, we employed a dual-indexing strategy following the methods described in <xref ref-type="bibr" rid="ref47">Kozich et al. (2013)</xref> and <xref ref-type="bibr" rid="ref40">Illumina (2017)</xref>. To minimize amplification biases all PCRs were performed in triplicates and with a proofreading Phusion High-Fidelity PCR Master Mix with HF Buffer according to manufacturer&#x2019;s instructions (Thermo Fisher Scientific, Waltham, United States). Negative controls, including (i) DNase/RNase Free Water (Zymo Research) and (ii) DNA/RNA Shield<sup>&#x2122;</sup> (Zymo Research) and a Microbial Community Standard (Zymo Research) as a positive control, were included for quality control purposes. All controls underwent the same workflow as the other samples. To prevent the amplification of chloroplast related sequences in pollen samples, pPNA blocking primer (PNA Bio Inc., Newbury Park, United States) were applied at a final concentration of 0.3&#x202F;&#x03BC;M during the PCR reactions. Following the method described by <xref ref-type="bibr" rid="ref53">Lundberg et al. (2013)</xref>. PCR conditions were as follows: initial denaturation at 95&#x00B0;C for 4&#x202F;min, followed by 30&#x202F;cycles of 95&#x00B0;C for 40&#x202F;s, annealing at 55&#x00B0;C for 30&#x202F;s (including PNA clamping at 75&#x00B0;C for 10&#x202F;s), extension at 72&#x00B0;C for 60&#x202F;s and a final extension step at 72&#x00B0;C for 5&#x202F;min. Triplicates were pooled per sample, checked by gel electrophoresis on 1.5% agarose gels for successful amplification and stored at 4&#x00B0;C. Samples were normalized in DNA amounts using the Invitrogen SequalPrep Plate Normalization Kit (Thermo Fisher Scientific) and purified with AMPure beads (Agilent, Santa Clara, United States). The normalized library was pooled and its fragment length distributions assessed using High Sensitivity DNA Chips on a Bioanalyzer 2200 (Agilent). The final library was quantified using the Qubit II Fluorometer with the dsDNA High-Sensitivity Assay Kit (Thermo Fisher Scientific), diluted to Illumina MiSeq requirements (<xref ref-type="bibr" rid="ref38">Illumina, 2013</xref>, <xref ref-type="bibr" rid="ref39">2016</xref>, <xref ref-type="bibr" rid="ref40">2017</xref>), complemented with 5% of Illumina PhiXv3 and then loaded into a 500&#x202F;cycle Illumina MiSeq cartridge following the manufacturer&#x2019;s protocol (<xref ref-type="bibr" rid="ref38">Illumina, 2013</xref>, <xref ref-type="bibr" rid="ref40">2017</xref>). Sequencing was performed on an Illumina MiSeq device (Illumina Inc., San Diego, United States) at the Department of Human Genetics of the University of W&#x00FC;rzburg, Germany.</p>
</sec>
<sec id="sec6">
<title>Bioinformatics</title>
<p>For sequence analysis we utilized VSEARCH v.2.15.1 (<xref ref-type="bibr" rid="ref77">Rognes et al., 2016</xref>) according to the pipeline available at <ext-link xlink:href="https://github.com/chiras/metabarcoding_pipeline" ext-link-type="uri">https://github.com/chiras/metabarcoding_pipeline</ext-link> (<xref ref-type="bibr" rid="ref50">Leonhardt et al., 2022</xref>). Forward and reverse reads were merged (with a minimum overlap of 10&#x202F;bp), and the sequences were filtered based on length (&#x003E;250&#x202F;bp) and quality (E<sub>max</sub>&#x202F;&#x003C;&#x202F;1, no ambiguous base pairs). Singleton reads were excluded, and <italic>de-novo</italic> chimera filtering was performed (<xref ref-type="bibr" rid="ref23">Edgar and Flyvbjerg, 2015</xref>). Sequences were denoised and dereplicated into amplicon sequence variants (ASVs) using the Unoise3 algorithm (<xref ref-type="bibr" rid="ref22">Edgar, 2016b</xref>). Taxonomy assignment of 16S rRNA gene sequences was conducted using the RDP v18 reference database using SINTAX with a threshold of 0.8 (<xref ref-type="bibr" rid="ref21">Edgar, 2016a</xref>). Additionally, individual ASVs at the species level were double checked against GenBank (<xref ref-type="bibr" rid="ref100">Zhang et al., 2000</xref>) using the NCBI BLASTn (<xref ref-type="bibr" rid="ref1">Altschul et al., 1990</xref>). ASVs were filtered that showed conspicuous distributions in positive and negative controls, as well as sequences related to mitochondria or remaining chloroplasts. Samples with less than 1,000 reads were excluded from further analysis.</p>
</sec>
<sec id="sec7">
<title>Statistical analysis</title>
<p>Data was analyzed in <italic>R</italic> 4.0.2 (R core, 2017) using the packages <italic>phyloseq v1.22.3</italic> (<xref ref-type="bibr" rid="ref58">McMurdie and Holmes, 2013</xref>), <italic>vegan v2.5&#x2013;2</italic> (<xref ref-type="bibr" rid="ref68">Oksanen et al., 2013</xref>), <italic>lme4 v1.1&#x2013;21</italic> (<xref ref-type="bibr" rid="ref5">Bates et al., 2015</xref>), <italic>multcomp v1.4&#x2013;10</italic> (<xref ref-type="bibr" rid="ref37">Hothorn et al., 2008</xref>), corrgram v.1.14 (<xref ref-type="bibr" rid="ref30">Friendly, 2002</xref>) and <italic>ggplot2 v3.0.0</italic> (<xref ref-type="bibr" rid="ref98">Wilkinson, 2011</xref>).</p>
<sec id="sec8">
<title>Differences in <italic>Osmia bicornis</italic> bee nest microbiome between different sample types</title>
<p>To compare the differences in bacterial diversity among various sample types of <italic>O. bicornis</italic> bee nests (larval pollen provision, soil nest enclosure, bee larvae and pupae), we assessed alpha-diversity measures such as Shannon diversity, (numbers of observed ASV) richness, and (Simpson&#x2019;s) evenness. These were supplemented with alpha diversity measures of plot plant diversity and pollen diversity in the same nest chambers as used here available from <xref ref-type="bibr" rid="ref71">Peters et al. (2022)</xref>. We used an analysis of variance (ANOVA) to test for significant differences between sample types, followed by Tukey post-hoc tests (using the multcomp package) to identify specific variations. To analyze variations in the microbial composition, we calculated bacterial taxonomic beta diversity using the Bray&#x2013;Curtis dissimilarity and performed permutation tests (PERMANOVAs). Non-metrical multi-dimensional scaling (NMDS) was used for visualization. We additionally examined interspecific within-group variances in microbiomes of <italic>O. bicornis</italic> bee nest sample types, to understand consistency or heterogeneity of microbiomes between different bee nest sample types. This involved calculating the distance of each data point from the centroid of its respective group (sample type) and conducting Kruskal-Wallis tests and Dunn tests for post-hoc analysis.</p>
</sec>
<sec id="sec9">
<title>Effects of different bacterial acquisition pathways on <italic>Osmia bicornis</italic> larvae and pupae</title>
<p>To assess whether bacterial communities associated with bee larvae and pupae were exclusive or influenced by pollen or soil bacterial communities, we conducted the following analyses: (1) We employed Venn diagrams to visualize and compare the overlap or uniqueness of microbial taxa across sample types. This graphical approach allowed us to gain insights into the degree of similarity or dissimilarity in microbial composition between these sample types. (2) We determined the relative abundances of the 20 most abundant bacterial taxa in larval pollen provisions, soil nest enclosures, bee larvae and pupae to identify overlaps or differences in bacterial community composition across different sample types. (3) We conducted Mantel tests and partial Mantel tests using Pearson&#x2019;s correlation between soil and pollen with larval and pupal communities from the same nest cells to investigate potential microbial transmission dynamics within bee nests. For partial Mantel tests, we examined three dimensions of distance matrices, comparing the bacterial compositions of bee larvae or pupae with those of pollen provisions together with soil nest enclosures.</p>
</sec>
<sec id="sec10">
<title>Effects of land use on different sample types of <italic>Osmia bicornis</italic> bee nest microbiome</title>
<p>Lastly, we investigated the impact of land use on the microbiome of <italic>O. bicornis</italic> solitary bee nest sample types. Initially, we evaluated the direct impact of land use intensity, quantified by the continuous land use index (LUI) (<xref ref-type="bibr" rid="ref6">Bl&#x00FC;thgen et al., 2012</xref>) and separately by mowing, grazing and fertilization intensities, on the bacterial Shannon alpha diversity within bee nest sample types of <italic>O. bicornis</italic> (larval pollen provisions, soil nest enclosure, bee larvae and pupae) using generalized mixed-effect models (GLMMs) with Bioregion and Plot-ID as random factors. Additionally, we investigated how LUI affected the bacterial taxonomic composition using Bray&#x2013;Curtis dissimilarity with NMDS for visualization purposes and permutational analysis of variance (PERMANOVA) tests based on distances of samples to centroids for each sample types.</p>
<p>To investigate the potential effects of land use intensity on bacterial communities across different sample types, we analyzed differences between the relative abundances of the 20 most abundant bacterial taxa in all sample types. This analysis was conducted across various land use categories, to identify overlaps or shifts in bacterial community composition associated with different land use practices. Subsequently, we performed Mantel tests (Pearson) to compare the bacterial community distances of larval pollen provisions and soil nest enclosures across different land use categories (low, intermediate, high) with the microbiome composition distances of bee larvae and pupae. Furthermore, we tested whether <italic>O. bicornis</italic> had comparable microbiome variance with increasing land use intensity by examining within-group (LUI) variance differences between land use categories based on the distance to the group centroid.</p>
</sec>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<title>Results</title>
<sec id="sec12">
<title>Differences in <italic>Osmia bicornis</italic> bee nest microbiome between different nest sample types</title>
<p>Sequencing and bioinformatics yielded an average of 10,062 filtered reads per sample (range from 1,412 to 55,183, <italic>SD</italic>&#x202F;=&#x202F;9122.183). Bacterial alpha diversity in terms of Shannon, richness and evenness varied between sample types, except the Larvae &#x2013; Pupae comparison (<xref ref-type="table" rid="tab1">Table 1</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Table SM3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM2</xref>). We observed the highest ASV richness and Shannon diversity in soil nest enclosures compared to all other sample types (larval pollen provisions, larvae and pupae) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table SM3</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM2</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Tukey&#x2019;s HSD <italic>post hoc</italic> test results for differences in means of ASV (Shannon) diversity, (observed) richness and (Simpson&#x2019;s) evenness between all <italic>Osmia bicornis</italic> bee nest sample types (bee larvae and pupae, larval pollen provision (=Pollen) and soil nest enclosures (=Soil)).</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top" colspan="4">ASV richness</th>
<th align="center" valign="top" colspan="4">ASV Shannon</th>
<th align="center" valign="top" colspan="4">ASV evenness</th>
</tr>
<tr>
<th/>
<th align="center" valign="top">Larvae</th>
<th align="center" valign="top">Pollen</th>
<th align="center" valign="top">Soil</th>
<th/>
<th align="center" valign="top">Larvae</th>
<th align="center" valign="top">Pollen</th>
<th align="center" valign="top">Soil</th>
<th/>
<th align="center" valign="top">Larvae</th>
<th align="center" valign="top">Pollen</th>
<th align="center" valign="top">Soil</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Pupae</td>
<td align="center" valign="top">0.97</td>
<td align="center" valign="top">0.88</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="left" valign="top">Pupae</td>
<td align="center" valign="top">0.66</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="left" valign="top">Pupae</td>
<td align="center" valign="top">0.23</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top"><bold>0.19</bold></td>
</tr>
<tr>
<td align="left" valign="top">Soil</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top"><bold>&#x003C;0.01</bold></td>
<td/>
<td align="left" valign="top">Soil</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td/>
<td align="left" valign="top">Soil</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td/>
</tr>
<tr>
<td align="left" valign="top">Pollen</td>
<td align="center" valign="top">0.99</td>
<td/>
<td/>
<td align="left" valign="top">Pollen</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td/>
<td/>
<td align="left" valign="top">Pollen</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td/>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>Bold values indicate significant differences between sample types.</p>
</table-wrap-foot>
</table-wrap>
<p>The bacterial community composition within the microbiome of <italic>O. bicornis</italic> bee nests exhibited significant differences across samples types (PERMANOVA: <italic>F</italic>&#x202F;=&#x202F;9.98, df&#x202F;=&#x202F;3, <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.17, <italic>p&#x202F;&#x003C;</italic> 0.001, <xref ref-type="fig" rid="fig1">Figure 1A</xref>), resulting in sample type-specific microbiome compositions (<xref ref-type="fig" rid="fig1">Figure 1A</xref>, PERMANOVA between all sample type pairs: <italic>p</italic>&#x202F;=&#x202F;0.001). Furthermore, NMDS analysis at the ASV-level revealed a higher similarity in microbiome composition between <italic>O. bicornis</italic> bee pupae and bee larvae compared to larval pollen provisions and soil nest enclosure microbiomes (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). Moreover, the variability in microbiome composition, quantified as the distance to the sample type centroid, and reflecting microbiome variations within sample types, varied among sample types (Kruskal Wallis test: &#x03C7;<sup>2</sup>&#x202F;=&#x202F;10.46, df&#x202F;=&#x202F;3, <italic>p</italic>-value &#x003C; 0.01, <xref ref-type="fig" rid="fig1">Figure 1B</xref>), with less variable microbiomes observed in <italic>O. bicornis</italic> bee pupae (distance to centroid&#x202F;=&#x202F;0.41&#x202F;&#x00B1;&#x202F;0.15) and soil nest enclosures (distance to centroid&#x202F;=&#x202F;0.40&#x202F;&#x00B1;&#x202F;0.08) compared to bee larvae (distance to centroid&#x202F;=&#x202F;0.44&#x202F;&#x00B1;&#x202F;0.15) and larval pollen provisions (distance to centroid&#x202F;=&#x202F;0.47&#x202F;&#x00B1;&#x202F;0.11) (<xref ref-type="fig" rid="fig1">Figure 1B</xref>). Between sample type comparisons revealed significant differences in microbiome variation between groups (Dunn-Test: bee_larvae &#x2013; larval pollen provisions: <italic>p&#x202F;&#x003C;</italic> 0.05, bee_pupae &#x2013; larval pollen provisions: <italic>p&#x202F;&#x003C;</italic> 0.01, and larval pollen provisions - soil nest enclosures: <italic>p&#x202F;&#x003C;</italic> 0.01).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p><bold>(A)</bold> Differences in bacterial compositions of <italic>O. bicornis</italic> sample types (larval pollen provisions, soil nest enclosures, bee larvae &#x0026; bee pupae) (represented by different colors) by non-metrical multi-dimensional scaling (NMDS, stress&#x202F;=&#x202F;0.102) based on Bray-Curtis distances using transformed relative abundances data of ASV (amplicon sequent variants). ASVs were plotted for all bee nest specimens for all 27 plots. Each dot represents one sample of one nest (<italic>n</italic>&#x202F;=&#x202F;144) <bold>(A)</bold>. Variabilities in community structures of different bee species and specimen types. <bold>(B)</bold> The analysis of Bray-Curtis distances as distances to group centroids of each community. Differences between sample types were assessed by multivariate analysis of group dispersions (betadisper/adonis).</p>
</caption>
<graphic xlink:href="fmicb-15-1513096-g001.tif"/>
</fig>
</sec>
<sec id="sec13">
<title>Effects of different bacterial acquisition on <italic>Osmia bicornis</italic> larvae and pupae</title>
<p>We found significant overlaps in bacterial communities between larval pollen provisions and soil nest enclosures with those of bee larvae and pupae (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figures SM3, SM4</xref>, 75 omnipresent ASVs), however also as well unique elements (pollen: 1,096, soil: 445, larvae: 314, pupae: 220 exclusive ASVs). Regarding potential bacterial acquisition pathways from soil and pollen toward bee larvae and pupae, bacterial genera, such as <italic>Pseudomonas</italic>, <italic>Streptomyces</italic>, <italic>Acinetobacter</italic>, <italic>and Halomonas,</italic> were abundant across bee larvae, pupae, and larval pollen provisions, while they were less abundant in soil nest enclosures. Higher abundances of <italic>Bacillus</italic> genera were found in bee larvae (19.78%) and soil nest enclosures (8.4%), contrasting with lower abundances in larval pollen provisions (3.5%) and bee pupae (1.4%) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM4</xref>).</p>
<p>Pairwise comparisons between bacterial distance matrices across various sample types of <italic>O. bicornis</italic> nests using Mantel tests revealed a significant positive correlation exclusively between larval pollen provisions and soil nest enclosures (<xref ref-type="table" rid="tab2">Table 2</xref>). Furthermore, bacterial distances between bee larvae and larval pollen provisions, including soil nest enclosures as a covariate via partial mantel tests, also showed a significant positive correlation, while no significant correlations were found for bee pupae (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Summary statistics of Mantel and Partial mantel tests of distances comparisons between bacterial compositions of different sample type (bee larvae&#x202F;=&#x202F;Larvae, bee pupae&#x202F;=&#x202F;Pupae, larval pollen provisions&#x202F;=&#x202F;Pollen and soil nest enclosures&#x202F;=&#x202F;Soil) of <italic>Osmia bicornis</italic> bee nests.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Test type</th>
<th align="left" valign="top">Sample types</th>
<th align="center" valign="top" colspan="2">Bray Curtis</th>
</tr>
<tr>
<th/>
<th/>
<th align="center" valign="top"><italic>r</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Mantel</td>
<td align="left" valign="top">Larvae ~ Pollen</td>
<td align="char" valign="top" char=".">0.18</td>
<td align="char" valign="top" char=".">0.13</td>
</tr>
<tr>
<td align="left" valign="top">Mantel</td>
<td align="left" valign="top">Larvae ~ Soil</td>
<td align="char" valign="top" char=".">0.10</td>
<td align="char" valign="top" char=".">0.23</td>
</tr>
<tr>
<td align="left" valign="top">Mantel</td>
<td align="left" valign="top">Pupae ~ Pollen</td>
<td align="char" valign="top" char=".">0.04</td>
<td align="char" valign="top" char=".">0.40</td>
</tr>
<tr>
<td align="left" valign="top">Mantel</td>
<td align="left" valign="top">Pupae ~ Soil</td>
<td align="char" valign="top" char=".">0.02</td>
<td align="char" valign="top" char=".">0.42</td>
</tr>
<tr>
<td align="left" valign="top">Mantel</td>
<td align="left" valign="top">Larvae ~ Pupae</td>
<td align="char" valign="top" char=".">&#x2212;0.18</td>
<td align="char" valign="top" char=".">0.78</td>
</tr>
<tr>
<td align="left" valign="top">Mantel</td>
<td align="left" valign="top">Pollen ~ Soil</td>
<td align="char" valign="top" char=".">0.27</td>
<td align="char" valign="top" char=".">0.01</td>
</tr>
<tr>
<td align="left" valign="top">Partial Mantel</td>
<td align="left" valign="top">Larvae ~ Pollen + Soil</td>
<td align="char" valign="top" char=".">0.31</td>
<td align="char" valign="top" char=".">0.05</td>
</tr>
<tr>
<td align="left" valign="top">Partial Mantel</td>
<td align="left" valign="top">Pupae ~ Pollen + Soil</td>
<td align="char" valign="top" char=".">&#x2212;0.09</td>
<td align="char" valign="top" char=".">0.58</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec14">
<title>Effects of land use on different sample types of <italic>Osmia bicornis</italic> bee nest microbiome</title>
<p>Within <italic>O. bicornis</italic> bee nests, we found negative effects of LUI on the Shannon diversity of microbiomes of pollen (<italic>p&#x202F;&#x003C;</italic> 0.001), soil nest closings (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01) and bee larvae (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05), however not on pupae (<xref ref-type="fig" rid="fig2">Figure 2</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM5</xref>). We additionally tested for the separate effects of mowing, grazing, and fertilization intensities at plot sites, which are all integrated in the LUI index, and found significant decreases in bacterial diversity particularly with increasing mowing intensities and fertilization (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM6</xref>; <xref ref-type="table" rid="tab3">Table 3</xref>). Notably, no significant impact of any land-use variable on bacterial diversity was observed for bee pupae (<xref ref-type="fig" rid="fig2">Figure 2</xref>). Moreover, we observed a very high relative increase in the relative abundance of <italic>Bacillus</italic> sp. in <italic>O. bicornis</italic> larvae samples and soil enclosures (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure SM5</xref>), respectively from low [4.25% (larvae), 4.31% (soil)] to high land use intensity field sites [37.81% (larvae), 12.02% (soil)], which represents an increase of approximately 8 times for larvae and an increase 3 times for soil enclosures.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Effects of land use intensity (LUI) on <bold>(A)</bold> the Shannon plant diversity of plot vegetation and <bold>(B)</bold> pollen larval provisions, as well as Shannon bacterial diversity of <bold>(C)</bold> larvae, <bold>(D)</bold> pupae, <bold>(E)</bold> pollen larval provisions and <bold>(F)</bold> soil nest closings of <italic>Osmia bicornis</italic> sampled from trap nests installed at plots differing in land use intensity (LUI) in three biogeographical regions in Germany (Exploratories: Swabian Alb, Hainich-D&#x00FC;n and Schorfheide-Chorin). Shannon diversity is based on revealed ASVs (Amplicon sequent variants) per bee nest. Data for <bold>(A,B)</bold> was obtained through <xref ref-type="bibr" rid="ref71">Peters et al. (2022)</xref> for comparison.</p>
</caption>
<graphic xlink:href="fmicb-15-1513096-g002.tif"/>
</fig>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Summary statistics of individual LUI components based on generalized mixed-effect models with Bioregion and Plot-ID as random factors.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="left" valign="top">Pollen provisions</th>
<th align="left" valign="top">Soil enclosures</th>
<th align="left" valign="top">Larvae</th>
<th align="left" valign="top">Pupae</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Mowing</td>
<td align="left" valign="top">Significant decrease (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01)</td>
<td align="left" valign="top">Significant decrease (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05)</td>
<td align="left" valign="top">Significant decrease (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001)</td>
<td align="left" valign="top">No significant impact</td>
</tr>
<tr>
<td align="left" valign="top">Grazing</td>
<td align="left" valign="top">No significant impact</td>
<td align="left" valign="top">No significant impact</td>
<td align="left" valign="top">Significant increase (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01)</td>
<td align="left" valign="top">No significant impact</td>
</tr>
<tr>
<td align="left" valign="top">Fertilization</td>
<td align="left" valign="top">Significant decrease (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01)</td>
<td align="left" valign="top">Significant decrease (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01)</td>
<td align="left" valign="top">Significant decrease (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.01)</td>
<td align="left" valign="top">No significant impact</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Bray-Curtis dissimilarities (multivariate homogeneity of group dispersions, <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.15, <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) showed significant changes in the variability of bacterial communities in pollen provisions, increasing from low (distance to centroid&#x202F;=&#x202F;0.40&#x202F;&#x00B1;&#x202F;0.11), intermediate (0.48&#x202F;&#x00B1;&#x202F;0.11) to high intensity field sites (0.50&#x202F;&#x00B1;&#x202F;0.09) (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Variability in <italic>O. bicornis</italic> bacterial larval communities also tended to increase (<italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.18, <italic>p</italic>&#x202F;=&#x202F;0.068) from low to high intensity field sites (distance to centroid; low: 0.29&#x202F;&#x00B1;&#x202F;0.09, intermediate: 0.45&#x202F;&#x00B1;&#x202F;0.08, high: 0.41&#x202F;&#x00B1;&#x202F;0.12) (<xref ref-type="fig" rid="fig3">Figure 3</xref>). We observe neither for soil enclosures nor pupae bacterial communities significant variability differences between low and high land use intensities (multivariate homogeneity of group dispersions, soil: <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.13, <italic>p&#x202F;=</italic> 0.14, pupae: <italic>R</italic><sup>2</sup>&#x202F;=&#x202F;0.18, <italic>p&#x202F;=</italic> 0.91).</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Variabilities in community structures of different land-use intensities (LUI categories: low-high) and <italic>O. bicornis</italic> bacterial microbiomes. The analysis of Bray-Curtis distances represents the beta-diversity as distances to group centroids of each community. Differences between land-use categories within a specimen group <bold>(A&#x2013;D)</bold> were assessed by multivariate analysis of group dispersions (betadisper/adonis).</p>
</caption>
<graphic xlink:href="fmicb-15-1513096-g003.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<title>Discussion</title>
<p>Microbiomes of Megachilid solitary bees have previously been reported to be mostly distinct and species-specific, but also highly variable on an individual scale depending on environmental factors, transmission routes or bee developmental stages (<xref ref-type="bibr" rid="ref33">Gilliam et al., 1990</xref>; <xref ref-type="bibr" rid="ref41">Inglis et al., 1998</xref>; <xref ref-type="bibr" rid="ref73">Potts et al., 2005</xref>; <xref ref-type="bibr" rid="ref60">Mohr and Tebbe, 2006</xref>; <xref ref-type="bibr" rid="ref45">Keller et al., 2013</xref>; <xref ref-type="bibr" rid="ref56">McFrederick et al., 2017</xref>; <xref ref-type="bibr" rid="ref55">McFrederick and Rehan, 2019</xref>; <xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>). In this study, we investigated the bacterial diversity and composition in the Megachilid trap-nesting polylectic solitary bee <italic>Osmia bicornis</italic> at different developmental stages (larvae, pupae) and in different nesting compartments (larval pollen provisions and soil nest enclosure). The latter two were considered as potential bacterial acquisition pathways. Finally, we assessed how land use intensity, management practices (mowing, grazing and fertilization), as well as flower availability influenced bacterial composition and diversity of bee and nest samples.</p>
<sec id="sec16">
<title>Differences in <italic>Osmia bicornis</italic> bee nest microbiome between different nest sample types</title>
<p>When assessing microbial richness and diversity across various <italic>O. bicornis</italic> sample types, we observed significant differences in bacterial community composition across sample types, suggesting a sample type-specific microbiome of <italic>O. bicornis</italic> bee nests which aligns with previous studies (<xref ref-type="bibr" rid="ref91">Voulgari-Kokota et al., 2018</xref>). Moreover, we could show that soil samples, used for the segregation of individual nest chambers, demonstrated the highest bacterial diversity among all the examined nest materials (<xref ref-type="bibr" rid="ref45">Keller et al., 2013</xref>; <xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>). This is in contrast to honey bee nest walls, which are built of waxes and propolis as a protective measure against microbial colonization and proliferation, and show little bacterial diversity (<xref ref-type="bibr" rid="ref4">Anderson et al., 2011</xref>). The high soil-derived bacterial diversity in <italic>O. bicornis</italic> nests contrasts the antimicrobial environments typically found in managed hives where honey bee pupae develop (<xref ref-type="bibr" rid="ref32">Gilliam, 1971</xref>).</p>
</sec>
<sec id="sec17">
<title>Effects of different bacterial acquisition on <italic>Osmia bicornis</italic> larvae and pupae</title>
<p>Bacterial communities within solitary bee nests can be influenced by pollen used to provision solitary bee larvae (<xref ref-type="bibr" rid="ref56">McFrederick et al., 2017</xref>) and thus the spectrum of allocated plant sources (<xref ref-type="bibr" rid="ref90">Voulgari-Kokota et al., 2019a</xref>; <xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>). We also found ASV overlaps and positive correlations between the bacterial communities between the pollen and soil microbiomes with those of the larvae. This suggests that environmentally introduced microbiomes from both pollen and soil influenced the bacterial communities of our larvae (<xref ref-type="bibr" rid="ref91">Voulgari-Kokota et al., 2018</xref>; <xref ref-type="bibr" rid="ref14">Cohen et al., 2020</xref>; <xref ref-type="bibr" rid="ref85">Steffan et al., 2024</xref>). Certain bacterial genera, such as <italic>Pseudomonas, Streptomyces, Acinetobacter</italic>, and <italic>Halomonas</italic>, were shared between and enriched in bee larvae, pupae, and larval pollen provisions, while <italic>Acidobacteria</italic> and <italic>Bacillus</italic> exhibited higher abundances in soil nest enclosures and larvae as also reported in other studies (<xref ref-type="bibr" rid="ref45">Keller et al., 2013</xref>; <xref ref-type="bibr" rid="ref52">Lozo et al., 2015</xref>; <xref ref-type="bibr" rid="ref54">McFrederick and Rehan, 2016</xref>; <xref ref-type="bibr" rid="ref91">Voulgari-Kokota et al., 2018</xref>; <xref ref-type="bibr" rid="ref27">Fernandez De Landa et al., 2023</xref>). While the role of <italic>Pseudomonas</italic> for bees is not quite understood (<xref ref-type="bibr" rid="ref27">Fernandez De Landa et al., 2023</xref>), it is known for its diversity and prevalence on plant surfaces and in floral microbiomes (<xref ref-type="bibr" rid="ref75">Roberson and Firestone, 1992</xref>; <xref ref-type="bibr" rid="ref10">Chang et al., 2007</xref>; <xref ref-type="bibr" rid="ref91">Voulgari-Kokota et al., 2018</xref>; <xref ref-type="bibr" rid="ref31">Gaube et al., 2020</xref>; <xref ref-type="bibr" rid="ref85">Steffan et al., 2024</xref>). Similarly, Acinetobacter is commonly found in nectar and associated with wild bees and has been shown to contribute to pollen germination and nutrient uptake within the protoplasm (<xref ref-type="bibr" rid="ref2">Alvarez-P&#x00E9;rez et al., 2012</xref>; <xref ref-type="bibr" rid="ref29">Fridman et al., 2012</xref>; <xref ref-type="bibr" rid="ref13">Christensen et al., 2024</xref>). Soil poses an potential alternative bacterial transmission pathway, as shown by other studies for mud/soil nest enclosures (<xref ref-type="bibr" rid="ref43">Keller et al., 2018</xref>; <xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>) or cut leaves (<xref ref-type="bibr" rid="ref78">Rothman et al., 2019</xref>). Bacterial hubs or reservoirs are especially relevant during the early stages of bee development (<xref ref-type="bibr" rid="ref43">Keller et al., 2018</xref>; <xref ref-type="bibr" rid="ref55">McFrederick and Rehan, 2019</xref>; <xref ref-type="bibr" rid="ref17">Dew et al., 2020</xref>; <xref ref-type="bibr" rid="ref12">Christensen et al., 2023</xref>). For example, the bacterial community of pollen/nectar provisions in <italic>O. cornifrons</italic> brood cells initially exhibits a diverse bacterial composition, which is gradually reduced and altered over time by larval feeding (<xref ref-type="bibr" rid="ref48">Kueneman et al., 2023</xref>). This process involves the suppression or elimination of less common taxa, while bacterial endosymbionts typically associated with insects and a range of plant pathogens proliferate (<xref ref-type="bibr" rid="ref48">Kueneman et al., 2023</xref>).</p>
<p>Despite the observed overlaps with environmental materials, we still observed that the microbiomes of bee pupae and larvae were more similar to each other than to those from larval pollen provisions and soil nest enclosures. The overlap between pupae and larvae indicates a strong potential for bacterial proliferation and transmission from before to after metamorphosis (<xref ref-type="bibr" rid="ref92">Voulgari-Kokota et al., 2019b</xref>). Bee pupae (and soil nest) enclosures exhibited lower variability compared to bee larvae and larval pollen provisions, indicating greater microbiome stability in these sample types. Furthermore, pupal microbiomes did not correlate with such of pollen nor soil in their composition as a potential result of environmental bacteria reduction over time in the nest (<xref ref-type="bibr" rid="ref48">Kueneman et al., 2023</xref>). This suggests that while transgenerational passthrough is managed by some bacteria, there is likely a potential filter in the transfer of the microbiome from larvae to pupae. How emerging solitary bees recover their microbiome remains unclear. Proposed routes include inoculation by chewing through remaining nest materials or from flower hubs (<xref ref-type="bibr" rid="ref46">Keller et al., 2021</xref>), which can however be excluded here as pupae did not emerge yet. Unlike social bees, solitary bee species lack adult nursing, which aids in establishing stable transgenerational microbial communities (<xref ref-type="bibr" rid="ref87">Turnbaugh and Gordon, 2009</xref>; <xref ref-type="bibr" rid="ref16">Danforth et al., 2019</xref>). Rather than maintaining a similarly consistent or conserved microbiome across individuals, adult solitary bees appear to exhibit microbial compositions that are more influenced by the environments and collected materials of previous generations, in line with our results here (<xref ref-type="bibr" rid="ref57">McFrederick et al., 2012</xref>; <xref ref-type="bibr" rid="ref56">McFrederick et al., 2017</xref>; <xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>; <xref ref-type="bibr" rid="ref42">Kapheim et al., 2021</xref>; <xref ref-type="bibr" rid="ref67">Nguyen and Rehan, 2023</xref>). Interestingly, a recent investigation conducted within the brood cells of the solitary bee <italic>Anthophora bomboides</italic> also revealed the presence of individually consistent microbiomes persisted throughout multiple life stages, suggesting a certain degree of individual microbiome stability (<xref ref-type="bibr" rid="ref12">Christensen et al., 2023</xref>).</p>
</sec>
<sec id="sec18">
<title>Effects of land use on different sample types of <italic>Osmia bicornis</italic> bee nest microbiome</title>
<p>We found strong negative effects of land use intensity (LUI) on the bacterial diversity of larval pollen provisions, bee larvae and soil nest enclosures, more in detail with increasing mowing and fertilization intensities, but not on the Shannon bacterial diversity nor composition of bee pupae. The negative correlation is likely an indirect effect, since the diversity of flowering plant species on plots also correlated positively with bacterial Shannon diversity of larval pollen provision, soil nest enclosures and bee larvae. The direct link here is likely between the available spectrum of flowering plants and the microbiome associated with <italic>O. bicornis</italic> bee nests. A study conducted by <xref ref-type="bibr" rid="ref66">Nguyen and Rehan (2022)</xref> demonstrated that microbial composition in the small carpenter bee, <italic>Ceratina calcarata</italic>, varies across different urban land use gradients. Specifically, microbes like <italic>Acinetobacter</italic> and <italic>Apilactobacillus</italic> are more common in less urbanized areas, while the fungus <italic>Penicillium</italic> is more prevalent in developed urban areas. Interestingly, in the study of <xref ref-type="bibr" rid="ref27">Fernandez De Landa et al. (2023)</xref>, no connection was found between the overall gut microbiome composition and land use intensity for the solitary bees <italic>Xylocopa augusti</italic>, <italic>Eucera fervens</italic>, and <italic>Lasioglossum</italic>. However, changes were observed for the bacterial symbionts <italic>Snodgrassella</italic> and <italic>Nocardioides</italic>, which displayed higher abundances in less anthropogenically impacted sites. Similarly, higher land use intensity also led to flower bacterial communities that were less phylogenetically diverse and more uniform in composition, and to a reduced floral bacterial species pool at high land-use intensity plots (<xref ref-type="bibr" rid="ref31">Gaube et al., 2020</xref>). This supports the idea that LUI indirectly impacts the microbiome associated with pollen collected by solitary bees and consequently bee offspring via the food and nest resources allocated in nests (<xref ref-type="fig" rid="fig4">Figure 4</xref>).</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Schematic overview about the influence of land use intensity on bacterial microbiome diversity of different bee nest components, especially bee larvae.</p>
</caption>
<graphic xlink:href="fmicb-15-1513096-g004.tif"/>
</fig>
<p>Moreover, we found the variability and heterogeneity of bacterial microbiomes in larval pollen provisions and bee larvae to increase with land use intensification, which might indicate more erratic microbiomes or alternative floral sources used in intensively used areas. The stage-specific vulnerability of developing bees to environmental stressors (<xref ref-type="bibr" rid="ref26">Ferguson et al., 2018</xref>; <xref ref-type="bibr" rid="ref13">Christensen et al., 2024</xref>) combined with the lack of microbiome consistency in bee larvae growing up in areas of differing land use intensity (<xref ref-type="bibr" rid="ref24">Engel et al., 2016</xref>) might increase the risk of the bees&#x2019; microbiome being more susceptible to and thus invaded by pathogenic environmental bacteria (<xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>; <xref ref-type="bibr" rid="ref27">Fernandez De Landa et al., 2023</xref>). Interestingly, we also observed higher variability in the bacterial compositions of soil nest enclosures in high and intermediate than low land use intensity sites, which have been described as barriers for pathogen spillover in solitary bee nests (<xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>). In fact, certain bacteria, e.g., <italic>Bacillus</italic> sp., were present in higher abundances in <italic>O. bicornis</italic> bee larvae and soil nest closings at highly intensified areas. This genus was the major suspect in causing mortality in <italic>O. bicornis</italic> larvae in the study of <xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al. (2020)</xref>. These findings underscore the necessity for in-depth investigations of microbial acquisition routes of certain bacterial genera of the distinct developmental stages of various bee species over time (<xref ref-type="bibr" rid="ref95">Weinhold et al., 2024</xref>). Interestingly, land use intensity did not affect the bacterial composition of <italic>O. bicornis</italic> bee pupae. This could mean that either such bacteria cannot pass transgenerational filters or that only those larvae that are capable of maintaining or establishing a healthy microbiome, despite external influences, can develop properly and survive metamorphosis (<xref ref-type="bibr" rid="ref89">Voulgari-Kokota et al., 2020</xref>; <xref ref-type="bibr" rid="ref9">Brar et al., 2023</xref>). This may also explain (at least partially) why the number of vital larvae and nesting cells of <italic>O. bicornis</italic> decreased with increasing land use intensity in a previous study at the same sites (<xref ref-type="bibr" rid="ref71">Peters et al., 2022</xref>).</p>
<p>As proposed here, land use indirectly affects pollen bacterial communities via alterations in plant spectra and collections of environmental microbes via pollen provisions (<xref ref-type="bibr" rid="ref50">Leonhardt et al., 2022</xref>; <xref ref-type="bibr" rid="ref71">Peters et al., 2022</xref>). The resulting decrease in bacterial diversity and shifts in community composition can directly affect the invasion potential of pathogenic bacteria or indirectly the larvae&#x2019;s ability to effectively uptake nutrients. Thus, microbiome shifts at high land use intensity likely result in less healthy larvae and increasing larval mortality. This highlights the complex interaction between land use practices, microbial communities, and bee health, underscoring the importance of considering microbiome dynamics in agriculturally managed landscapes. Untangeling these connections can in turn provide deeper insights into potential mitigation strategies to reduce the negative impacts of agricultural intensification on pollinator populations and ecosystem health.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec19">
<title>Conclusion</title>
<p>Human activities and land use intensity contribute to solitary bee population declines, shifts in wild bee community compositions, and adverse impacts on bee species and health. These effects may be mediated or enhanced by changes in the structure, composition, and diversity of bee microbiomes. Our research highlights the complex interplay of direct and indirect environmental factors shaping solitary bee microbiomes, emphasizing the need for further investigation into the functions of bacterial communities. Specifically, our study revealed that the microbiome of <italic>Osmia bicornis</italic> shows sample type-specific variations influenced by environmental conditions, transmission pathways, and developmental stages. We also observed that increasing land use intensity significantly decreased bacterial diversity in larval pollen provisions, soil nest enclosures, and larval microbiota, while increasing the abundance of potentially pathogenic <italic>Bacillus</italic> spp. in bee larvae and soil nest enclosures. These findings underscore the urgency of researching the multifaceted environmental stressors affecting solitary bee microbiomes to enhance our understanding of bee health and ecosystem stability.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec21">
<title>Data availability statement</title>
<p>Sequencing data of bacterial composition based on 16S metabarcoding is deposited at the NCBI sequence read archive (<ext-link xlink:href="https://www.ncbi.nlm.nih.gov" ext-link-type="uri">https://www.ncbi.nlm.nih.gov</ext-link>) under BioProject: PRJNA763907. The following data sets are available at BEXIS (<ext-link xlink:href="https://www.bexis.uni-jena.de" ext-link-type="uri">https://www.bexis.uni-jena.de</ext-link>): Dataset IDs 23586 and 24247 Vegetation Records for 150 Grassland EPs (2008&#x2013;2018). Dataset IDs 25086 and 31514 data on management and land use intensity and Dataset IDs 27229 Plant species diversity based on rDNA gene sequences (ITS2) of trap nesting solitary bee species 2017&#x2013;2018.</p>
</sec>
<sec sec-type="ethics-statement" id="sec22">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because fieldwork and bee sampling permits were issued by the responsible state environmental offices of Baden-Wuerttemberg, Thueringen and Brandenburg. The corresponding permit numbers are: Schwaebische Alb: AZ: 55-8/8848.02-07, Hainich: AZ: 63.02/15.02.11-bio_expl2017.2 and AZ:1011-17-301, Schorfheide: AZ: 4743/128+5#69122/2018.</p>
</sec>
<sec sec-type="author-contributions" id="sec23">
<title>Author contributions</title>
<p>BP: Data curation, Formal analysis, Investigation, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. SL: Conceptualization, Formal analysis, Funding acquisition, Project administration, Resources, Supervision, Writing &#x2013; review &#x0026; editing. MS: Funding acquisition, Project administration, Resources, Validation, Writing &#x2013; review &#x0026; editing. AK: Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec24">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. Funding was provided by the Deutsche Forschungsgemeinschaft (DFG project: LE 2750/6-1 to S.D.L. and KE 1743/6-1 to A.K.).</p>
</sec>
<ack>
<p>We thank the managers of the three Exploratories, Kirsten Reichel-Jung, Iris Steitz and Sandra Weithmann (Swabian Alb), Katrin Lorenzen and Juliane Vogt (Hainich) and Miriam Teuscher (Schorfheide); all former managers for their work in maintaining the plot and project infrastructure; Christiane Fischer, Anja Hoeck and Cornelia Weist for giving support through the central office; Andreas Ostrowski for managing the central database; and Markus Fischer, Eduard Linsenmair, Dominik Hessenm&#x00F6;ller, Daniel Prati, Ingo Sch&#x00F6;ning, Fran&#x00E7;ois Buscot, Ernst-Detlef Schulze, Wolfgang W. Weisser and the late Elisabeth Kalko for their role in setting up the Biodiversity Exploratories project. We thank Gudrun Grimmer and Anna Voulgari-Kokota for support with sequencing technologies. Fieldwork permits were issued by the responsible state environmental offices of Baden-W&#x00FC;rttemberg, Th&#x00FC;ringen and Brandenburg.</p>
</ack>
<sec sec-type="COI-statement" id="sec25">
<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="ai-statement" id="sec20">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec sec-type="disclaimer" id="sec26">
<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 sec-type="supplementary-material" id="sec27">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2024.1513096/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1513096/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Altschul</surname> <given-names>S. F.</given-names></name> <name><surname>Gish</surname> <given-names>W.</given-names></name> <name><surname>Miller</surname> <given-names>W.</given-names></name> <name><surname>Myers</surname> <given-names>E. W.</given-names></name> <name><surname>Lipman</surname> <given-names>D. J.</given-names></name></person-group> (<year>1990</year>). <article-title>Basic local alignment search tool</article-title>. <source>J. Mol. Biol.</source> <volume>215</volume>, <fpage>403</fpage>&#x2013;<lpage>410</lpage>. doi: <pub-id pub-id-type="doi">10.1016/S0022-2836(05)80360-2</pub-id>, PMID: <pub-id pub-id-type="pmid">2231712</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alvarez-P&#x00E9;rez</surname> <given-names>S.</given-names></name> <name><surname>Lievens</surname> <given-names>B.</given-names></name> <name><surname>Jacquemyn</surname> <given-names>H.</given-names></name> <name><surname>Herrera</surname> <given-names>C.</given-names></name></person-group> (<year>2012</year>). <article-title><italic>Acinetobacter nectaris</italic> sp. nov. and <italic>Acinetobacter boissieri</italic> sp. nov., isolated from floral nectar of wild Mediterranean insect-pollinated plants</article-title>. <source>Int. J. Syst. Evol. Microbiol.</source> <volume>63</volume>, <fpage>1532</fpage>&#x2013;<lpage>1539</lpage>. doi: <pub-id pub-id-type="doi">10.1099/ijs.0.043489-0</pub-id>, PMID: <pub-id pub-id-type="pmid">22904213</pub-id></citation></ref>
<ref id="ref3"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Amiet</surname> <given-names>F.</given-names></name></person-group> (<year>2017</year>). <article-title>Hymenoptera Apidae, 1. Teil &#x2013; Allgemeiner Teil, Gattungsschl&#x00FC;ssel, Die Gattungen Apis, Bombus und Psithyrus</article-title>. <publisher-loc>SEG, Lausanne</publisher-loc>: <publisher-name>Fauna Helvetica, Band</publisher-name> 29.</citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anderson</surname> <given-names>K.</given-names></name> <name><surname>Sheehan</surname> <given-names>T. H.</given-names></name> <name><surname>Eckholm</surname> <given-names>B.</given-names></name> <name><surname>Mott</surname> <given-names>B. M.</given-names></name> <name><surname>Degrandi-Hoffman</surname> <given-names>G.</given-names></name></person-group> (<year>2011</year>). <article-title>An emerging paradigm of colony health: microbial balance of the honey bee and hive (<italic>Apis mellifera</italic>)</article-title>. <source>Insect. Soc.</source> <volume>58</volume>, <fpage>431</fpage>&#x2013;<lpage>444</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00040-011-0194-6</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Bates</surname> <given-names>D.</given-names></name> <name><surname>Maechler</surname> <given-names>M.</given-names></name> <name><surname>Bolker</surname> <given-names>B.</given-names></name> <name><surname>Walker</surname> <given-names>S.</given-names></name></person-group> (<year>2015</year>). <source>lme4: Linear mixed-effects models using Eigen and S4</source>.</citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bl&#x00FC;thgen</surname> <given-names>N.</given-names></name> <name><surname>Dormann</surname> <given-names>C.</given-names></name> <name><surname>Prati</surname> <given-names>D.</given-names></name> <name><surname>Klaus</surname> <given-names>V.</given-names></name> <name><surname>Kleinebecker</surname> <given-names>T.</given-names></name> <name><surname>H&#x00F6;lzel</surname> <given-names>N.</given-names></name> <etal/></person-group>. (<year>2012</year>). <article-title>A quantitative index of land-use intensity in grasslands: integrating mowing, grazing and fertilization</article-title>. <source>Basic Appl. Ecol.</source> <volume>13</volume>, <fpage>207</fpage>&#x2013;<lpage>220</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.baae.2012.04.001</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Bolliger</surname> <given-names>R.</given-names></name> <name><surname>Prati</surname> <given-names>D.</given-names></name> <name><surname>Fischer</surname> <given-names>M.</given-names></name> <name><surname>H&#x00F6;lzel</surname> <given-names>N.</given-names></name> <name><surname>Busch</surname> <given-names>V.</given-names></name></person-group> (<year>2020</year>). <article-title>Vegetation Records for Grassland EPs, 2008&#x2013;2018, Biodiversity Exploratories Information System</article-title>. Available at: <ext-link xlink:href="https://www.bexis.uni-jena.de/ddm/data/Showdata/23586" ext-link-type="uri">https://www.bexis.uni-jena.de/ddm/data/Showdata/23586</ext-link></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brar</surname> <given-names>G.</given-names></name> <name><surname>Floden</surname> <given-names>M.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q.</given-names></name> <name><surname>Rajamohan</surname> <given-names>A.</given-names></name> <name><surname>Yocum</surname> <given-names>G.</given-names></name> <name><surname>Bowsher</surname> <given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Environmentally acquired gut-associated bacteria are not critical for growth and survival in a solitary bee, <italic>Megachile rotundata</italic></article-title>. <source>Appl. Environ. Microbiol.</source> <volume>90</volume>:<fpage>e0207623</fpage>. doi: <pub-id pub-id-type="doi">10.1128/aem.02076-23</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chang</surname> <given-names>W.-S.</given-names></name> <name><surname>Mortel</surname> <given-names>M. V. D.</given-names></name> <name><surname>Nielsen</surname> <given-names>L.</given-names></name> <name><surname>Guzman</surname> <given-names>G. N. D.</given-names></name> <name><surname>Li</surname> <given-names>X.</given-names></name> <name><surname>Halverson</surname> <given-names>L. J.</given-names></name></person-group> (<year>2007</year>). <article-title>Alginate production by <italic>Pseudomonas putida</italic> creates a hydrated microenvironment and contributes to biofilm architecture and stress tolerance under water-limiting conditions</article-title>. <source>J. Bacteriol.</source> <volume>189</volume>, <fpage>8290</fpage>&#x2013;<lpage>8299</lpage>. doi: <pub-id pub-id-type="doi">10.1128/JB.00727-07</pub-id>, PMID: <pub-id pub-id-type="pmid">17601783</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Christensen</surname> <given-names>S. M.</given-names></name> <name><surname>Munkres</surname> <given-names>I.</given-names></name> <name><surname>Vannette</surname> <given-names>R. L.</given-names></name></person-group> (<year>2021</year>). <article-title>Nectar bacteria stimulate pollen germination and bursting to enhance microbial fitness</article-title>. <source>Curr. Biol.</source> <volume>31</volume>, <fpage>4373</fpage>&#x2013;<lpage>4380.e6</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cub.2021.07.016</pub-id>, PMID: <pub-id pub-id-type="pmid">34324834</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Christensen</surname> <given-names>S. M.</given-names></name> <name><surname>Srinivas</surname> <given-names>S.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q.</given-names></name> <name><surname>Danforth</surname> <given-names>B.</given-names></name> <name><surname>Buchmann</surname> <given-names>S. L.</given-names></name> <name><surname>Vannette</surname> <given-names>R. L.</given-names></name></person-group> (<year>2023</year>). <article-title>Microbial metamorphosis: symbiotic bacteria and fungi proliferate during diapause and may enhance overwintering survival in a solitary bee</article-title>. <source>bio Rxiv 2023.2011.2002.565352</source>. doi: <pub-id pub-id-type="doi">10.1101/2023.11.02.565352</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Christensen</surname> <given-names>S. M.</given-names></name> <name><surname>Srinivas</surname> <given-names>S.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Danforth</surname> <given-names>B. N.</given-names></name> <name><surname>Buchmann</surname> <given-names>S. L.</given-names></name> <name><surname>Vannette</surname> <given-names>R. L.</given-names></name></person-group> (<year>2024</year>). <article-title>Symbiotic bacteria and fungi proliferate in diapause and may enhance overwintering survival in a solitary bee</article-title>. <source>ISME J.</source> <volume>18</volume>:<fpage>wrae089</fpage>. doi: <pub-id pub-id-type="doi">10.1093/ismejo/wrae089</pub-id>, PMID: <pub-id pub-id-type="pmid">38767866</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cohen</surname> <given-names>H.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Philpott</surname> <given-names>S. M.</given-names></name></person-group> (<year>2020</year>). <article-title>Environment shapes the microbiome of the blue orchard bee, <italic>Osmia lignaria</italic></article-title>. <source>Microb. Ecol.</source> <volume>80</volume>, <fpage>897</fpage>&#x2013;<lpage>907</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-020-01549-y</pub-id>, PMID: <pub-id pub-id-type="pmid">32572535</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cohen</surname> <given-names>H.</given-names></name> <name><surname>Ponisio</surname> <given-names>L. C.</given-names></name> <name><surname>Russell</surname> <given-names>K. A.</given-names></name> <name><surname>Philpott</surname> <given-names>S. M.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name></person-group> (<year>2022</year>). <article-title>Floral resources shape parasite and pathogen dynamics in bees facing urbanization</article-title>. <source>Mol. Ecol.</source> <volume>31</volume>, <fpage>2157</fpage>&#x2013;<lpage>2171</lpage>. doi: <pub-id pub-id-type="doi">10.1111/mec.16374</pub-id>, PMID: <pub-id pub-id-type="pmid">35114032</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Danforth</surname> <given-names>B.</given-names></name> <name><surname>Minckley</surname> <given-names>R.</given-names></name> <name><surname>Neff</surname> <given-names>J.</given-names></name></person-group> (<year>2019</year>). <source>The Solitary Bees: Biology, Evolution, Conservation</source>. <publisher-loc>Princeton, Woodstock</publisher-loc>: <publisher-name>Princeton University Press</publisher-name>. doi: <pub-id pub-id-type="doi">10.2307/j.ctvd1c929</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dew</surname> <given-names>R. M.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Rehan</surname> <given-names>S. M.</given-names></name></person-group> (<year>2020</year>). <article-title>Diverse diets with consistent Core microbiome in wild bee pollen provisions</article-title>. <source>Insects</source> <volume>11</volume>:<fpage>499</fpage>. doi: <pub-id pub-id-type="doi">10.3390/insects11080499</pub-id>, PMID: <pub-id pub-id-type="pmid">32759653</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dharampal</surname> <given-names>P. S.</given-names></name> <name><surname>Carlson</surname> <given-names>C.</given-names></name> <name><surname>Currie</surname> <given-names>C. R.</given-names></name> <name><surname>Steffan</surname> <given-names>S. A.</given-names></name></person-group> (<year>2019</year>). <article-title>Pollen-borne microbes shape bee fitness</article-title>. <source>Proc. Biol. Sci.</source> <volume>286</volume>:<fpage>20182894</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rspb.2018.2894</pub-id>, PMID: <pub-id pub-id-type="pmid">31185869</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dharampal</surname> <given-names>P.</given-names></name> <name><surname>Danforth</surname> <given-names>B.</given-names></name> <name><surname>Steffan</surname> <given-names>S.</given-names></name></person-group> (<year>2022</year>). <article-title>Exosymbiotic microbes within fermented pollen provisions are as important for the development of solitary bees as the pollen itself</article-title>. <source>Ecol. Evol.</source> <volume>12</volume>:<fpage>e8788</fpage>. doi: <pub-id pub-id-type="doi">10.1002/ece3.8788</pub-id>, PMID: <pub-id pub-id-type="pmid">35414891</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dharampal</surname> <given-names>P.</given-names></name> <name><surname>Hetherington</surname> <given-names>M.</given-names></name> <name><surname>Steffan</surname> <given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Microbes make the meal: oligolectic bees require microbes within their host pollen to thrive</article-title>. <source>Ecol. Entomol.</source> <volume>45</volume>, <fpage>1418</fpage>&#x2013;<lpage>1427</lpage>. doi: <pub-id pub-id-type="doi">10.1111/een.12926</pub-id></citation></ref>
<ref id="ref21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Edgar</surname> <given-names>R. C.</given-names></name></person-group> (<year>2016a</year>). <article-title>SINTAX: a simple non-Bayesian taxonomy classifier for 16S and ITS sequences</article-title>. <source>bio Rxiv</source>. doi: <pub-id pub-id-type="doi">10.1101/074161</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Edgar</surname> <given-names>R. C.</given-names></name></person-group> (<year>2016b</year>). <article-title>UNOISE2: improved error-correction for Illumina 16S and ITS amplicon sequencing</article-title>. <source>bio Rxiv</source>. doi: <pub-id pub-id-type="doi">10.1101/081257</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Edgar</surname> <given-names>R. C.</given-names></name> <name><surname>Flyvbjerg</surname> <given-names>H.</given-names></name></person-group> (<year>2015</year>). <article-title>Error filtering, pair assembly and error correction for next-generation sequencing reads</article-title>. <source>Bioinformatics</source> <volume>31</volume>, <fpage>3476</fpage>&#x2013;<lpage>3482</lpage>. doi: <pub-id pub-id-type="doi">10.1093/bioinformatics/btv401</pub-id>, PMID: <pub-id pub-id-type="pmid">26139637</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Engel</surname> <given-names>P.</given-names></name> <name><surname>Kwong</surname> <given-names>W. K.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q.</given-names></name> <name><surname>Anderson</surname> <given-names>K. E.</given-names></name> <name><surname>Barribeau</surname> <given-names>S. M.</given-names></name> <name><surname>Chandler</surname> <given-names>J. A.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>The bee microbiome: impact on bee health and model for evolution and ecology of host-microbe interactions</article-title>. <source>MBio</source> <volume>7</volume>:<fpage>e02164</fpage>. doi: <pub-id pub-id-type="doi">10.1128/mBio.02164-15</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Engel</surname> <given-names>P.</given-names></name> <name><surname>Martinson</surname> <given-names>V. G.</given-names></name> <name><surname>Moran</surname> <given-names>N. A.</given-names></name></person-group> (<year>2012</year>). <article-title>Functional diversity within the simple gut microbiota of the honey bee</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>109</volume>, <fpage>11002</fpage>&#x2013;<lpage>11007</lpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.1202970109</pub-id>, PMID: <pub-id pub-id-type="pmid">22711827</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferguson</surname> <given-names>L. V.</given-names></name> <name><surname>Dhakal</surname> <given-names>P.</given-names></name> <name><surname>Lebenzon</surname> <given-names>J. E.</given-names></name> <name><surname>Heinrichs</surname> <given-names>D. E.</given-names></name> <name><surname>Bucking</surname> <given-names>C.</given-names></name> <name><surname>Sinclair</surname> <given-names>B. J.</given-names></name></person-group> (<year>2018</year>). <article-title>Seasonal shifts in the insect gut microbiome are concurrent with changes in cold tolerance and immunity</article-title>. <source>Funct. Ecol.</source> <volume>32</volume>, <fpage>2357</fpage>&#x2013;<lpage>2368</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1365-2435.13153</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fernandez De Landa</surname> <given-names>G.</given-names></name> <name><surname>Alberoni</surname> <given-names>D.</given-names></name> <name><surname>Baffoni</surname> <given-names>L.</given-names></name> <name><surname>Fernandez De Landa</surname> <given-names>M.</given-names></name> <name><surname>Revainera</surname> <given-names>P. D.</given-names></name> <name><surname>Porrini</surname> <given-names>L. P.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>The gut microbiome of solitary bees is mainly affected by pathogen assemblage and partially by land use</article-title>. <source>Environ. Microb.</source> <volume>18</volume>:<fpage>38</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40793-023-00494-w</pub-id>, PMID: <pub-id pub-id-type="pmid">37098635</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fischer</surname> <given-names>M.</given-names></name> <name><surname>Bossdorf</surname> <given-names>O.</given-names></name> <name><surname>Gockel</surname> <given-names>S.</given-names></name> <name><surname>H&#x00E4;nsel</surname> <given-names>F.</given-names></name> <name><surname>Hemp</surname> <given-names>A.</given-names></name> <name><surname>Hessenm&#x00F6;ller</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2010</year>). <article-title>Implementing large-scale and long-term functional biodiversity research: the biodiversity Exploratories</article-title>. <source>Basic Appl. Ecol.</source> <volume>11</volume>, <fpage>473</fpage>&#x2013;<lpage>485</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.baae.2010.07.009</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fridman</surname> <given-names>S.</given-names></name> <name><surname>Izhaki</surname> <given-names>I.</given-names></name> <name><surname>Gerchman</surname> <given-names>Y.</given-names></name> <name><surname>Halpern</surname> <given-names>M.</given-names></name></person-group> (<year>2012</year>). <article-title>Bacterial communities in floral nectar</article-title>. <source>Environ. Microbiol. Rep.</source> <volume>4</volume>, <fpage>97</fpage>&#x2013;<lpage>104</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1758-2229.2011.00309.x</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Friendly</surname> <given-names>M.</given-names></name></person-group> (<year>2002</year>). <article-title>Corrgrams</article-title>. <source>Am. Stat.</source> <volume>56</volume>, <fpage>316</fpage>&#x2013;<lpage>324</lpage>. doi: <pub-id pub-id-type="doi">10.1198/000313002533</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaube</surname> <given-names>P.</given-names></name> <name><surname>Junker</surname> <given-names>R.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Changes amid constancy: flower and leaf microbiomes along land use gradients and between bioregions</article-title>. <source>Basic Appl. Ecol.</source> <volume>50</volume>, <fpage>1</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.baae.2020.10.003</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gilliam</surname> <given-names>M.</given-names></name></person-group> (<year>1971</year>). <article-title>Microbial sterility of the intestinal content of the immature honey bee, <italic>Apis mellifera</italic></article-title>. <source>Ann. Entomol. Soc. Am.</source> <volume>64</volume>, <fpage>315</fpage>&#x2013;<lpage>316</lpage>. doi: <pub-id pub-id-type="doi">10.1093/aesa/64.1.315</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gilliam</surname> <given-names>M.</given-names></name> <name><surname>Buchmann</surname> <given-names>S.</given-names></name> <name><surname>Lorenz</surname> <given-names>B.</given-names></name> <name><surname>Schmalzel</surname> <given-names>R.</given-names></name></person-group> (<year>1990</year>). <article-title>Bacteria belonging to the genus Bacillus associated with three species of solitary bees</article-title>. <source>Apidologie</source> <volume>21</volume>, <fpage>99</fpage>&#x2013;<lpage>105</lpage>. doi: <pub-id pub-id-type="doi">10.1051/apido:19900202</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Graystock</surname> <given-names>P.</given-names></name> <name><surname>Rehan</surname> <given-names>S. M.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name></person-group> (<year>2017</year>). <article-title>Hunting for healthy microbiomes: determining the core microbiomes of Ceratina, Megalopta, and Apis bees and how they associate with microbes in bee collected pollen</article-title>. <source>Conserv. Genet.</source> <volume>18</volume>, <fpage>701</fpage>&#x2013;<lpage>711</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10592-017-0937-7</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hammer</surname> <given-names>T. J.</given-names></name> <name><surname>Kueneman</surname> <given-names>J.</given-names></name> <name><surname>Argueta-Guzm&#x00E1;n</surname> <given-names>M.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Grant</surname> <given-names>L.</given-names></name> <name><surname>Wcislo</surname> <given-names>W.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Bee breweries: the unusually fermentative, lactobacilli-dominated brood cell microbiomes of cellophane bees</article-title>. <source>Front. Microbiol.</source> <volume>14</volume>:<fpage>1114849</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2023.1114849</pub-id>, PMID: <pub-id pub-id-type="pmid">37089560</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hothorn</surname> <given-names>T.</given-names></name> <name><surname>Bretz</surname> <given-names>F.</given-names></name> <name><surname>Westfall</surname> <given-names>P.</given-names></name></person-group> (<year>2008</year>). <article-title>Simultaneous inference in general parametric models</article-title>. <source>Biom. J.</source> <volume>50</volume>, <fpage>346</fpage>&#x2013;<lpage>363</lpage>. doi: <pub-id pub-id-type="doi">10.1002/bimj.200810425</pub-id>, PMID: <pub-id pub-id-type="pmid">18481363</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll1">Illumina</collab></person-group> (<year>2013</year>). <source>16S metagenomic sequencing library preparation</source>.</citation></ref>
<ref id="ref39"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll2">Illumina</collab></person-group> (<year>2016</year>). <source>Illumina adapter sequences</source>.</citation></ref>
<ref id="ref40"><citation citation-type="other"><person-group person-group-type="author"><collab id="coll3">Illumina</collab></person-group> (<year>2017</year>). <source>Indexed sequencing overview guide</source>.</citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Inglis</surname> <given-names>G.</given-names></name> <name><surname>Yanke</surname> <given-names>L.</given-names></name> <name><surname>Goettel</surname> <given-names>M.</given-names></name></person-group> (<year>1998</year>). <article-title>Anaerobic bacteria isolated from the alimentary canals of alfalfa leafcutting bee larvae</article-title>. <source>Apidologie</source> <volume>29</volume>, <fpage>327</fpage>&#x2013;<lpage>332</lpage>. doi: <pub-id pub-id-type="doi">10.1051/apido:19980403</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kapheim</surname> <given-names>K.</given-names></name> <name><surname>Johnson</surname> <given-names>M.</given-names></name> <name><surname>Jolley</surname> <given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Composition and acquisition of the microbiome in solitary, ground-nesting alkali bees</article-title>. <source>Sci. Rep.</source> <volume>11</volume>:<fpage>2993</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-021-82573-x</pub-id>, PMID: <pub-id pub-id-type="pmid">33542351</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keller</surname> <given-names>A.</given-names></name> <name><surname>Brandel</surname> <given-names>A.</given-names></name> <name><surname>Becker</surname> <given-names>M. C.</given-names></name> <name><surname>Balles</surname> <given-names>R.</given-names></name> <name><surname>Abdelmohsen</surname> <given-names>U. R.</given-names></name> <name><surname>Ankenbrand</surname> <given-names>M. J.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Wild bees and their nests host Paenibacillus bacteria with functional potential of avail</article-title>. <source>Microbiome</source> <volume>6</volume>:<fpage>229</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40168-018-0614-1</pub-id>, PMID: <pub-id pub-id-type="pmid">30579360</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keller</surname> <given-names>A.</given-names></name> <name><surname>Grimmer</surname> <given-names>G.</given-names></name> <name><surname>Steffan-Dewenter</surname> <given-names>I.</given-names></name></person-group> (<year>2013</year>). <article-title>Diverse microbiota identified in whole intact Nest chambers of the red Mason bee <italic>Osmia bicornis</italic> (Linnaeus 1758)</article-title>. <source>PLoS One</source> <volume>8</volume>:<fpage>e78296</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0078296</pub-id>, PMID: <pub-id pub-id-type="pmid">24205188</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keller</surname> <given-names>A.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Dharampal</surname> <given-names>P.</given-names></name> <name><surname>Steffan</surname> <given-names>S.</given-names></name> <name><surname>Danforth</surname> <given-names>B. N.</given-names></name> <name><surname>Leonhardt</surname> <given-names>S. D.</given-names></name></person-group> (<year>2021</year>). <article-title>(more than) hitchhikers through the network: the shared microbiome of bees and flowers</article-title>. <source>Curr. Opin. Insect Sci.</source> <volume>44</volume>, <fpage>8</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.cois.2020.09.007</pub-id>, PMID: <pub-id pub-id-type="pmid">32992041</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kozich</surname> <given-names>J. J.</given-names></name> <name><surname>Westcott</surname> <given-names>S. L.</given-names></name> <name><surname>Baxter</surname> <given-names>N. T.</given-names></name> <name><surname>Highlander</surname> <given-names>S. K.</given-names></name> <name><surname>Schloss</surname> <given-names>P. D.</given-names></name></person-group> (<year>2013</year>). <article-title>Development of a dual-index sequencing strategy and curation pipeline for analyzing amplicon sequence data on the MiSeq Illumina sequencing platform</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>79</volume>, <fpage>5112</fpage>&#x2013;<lpage>5120</lpage>. doi: <pub-id pub-id-type="doi">10.1128/AEM.01043-13</pub-id>, PMID: <pub-id pub-id-type="pmid">23793624</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kueneman</surname> <given-names>J. G.</given-names></name> <name><surname>Gillung</surname> <given-names>J.</given-names></name> <name><surname>Van Dyke</surname> <given-names>M. T.</given-names></name> <name><surname>Fordyce</surname> <given-names>R. F.</given-names></name> <name><surname>Danforth</surname> <given-names>B. N.</given-names></name></person-group> (<year>2023</year>). <article-title>Solitary bee larvae modify bacterial diversity of pollen provisions in the stem-nesting bee, <italic>Osmia cornifrons</italic> (Megachilidae)</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>:<fpage>1057626</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.1057626</pub-id>, PMID: <pub-id pub-id-type="pmid">36699601</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname> <given-names>F. J.</given-names></name> <name><surname>Rusch</surname> <given-names>D. B.</given-names></name> <name><surname>Stewart</surname> <given-names>F. J.</given-names></name> <name><surname>Mattila</surname> <given-names>H. R.</given-names></name> <name><surname>Newton</surname> <given-names>I. L. G.</given-names></name></person-group> (<year>2015</year>). <article-title>Saccharide breakdown and fermentation by the honey bee gut microbiome</article-title>. <source>Environ. Microbiol.</source> <volume>17</volume>, <fpage>796</fpage>&#x2013;<lpage>815</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1462-2920.12526</pub-id>, PMID: <pub-id pub-id-type="pmid">24905222</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leonhardt</surname> <given-names>S. D.</given-names></name> <name><surname>Peters</surname> <given-names>B.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Do amino and fatty acid profiles of pollen provisions correlate with bacterial microbiomes in the mason bee <italic>Osmia bicornis</italic>?</article-title> <source>Philos. Trans. R. Soc. B Biol. Sci.</source> <volume>377</volume>:<fpage>20210171</fpage>. doi: <pub-id pub-id-type="doi">10.1098/rstb.2021.0171</pub-id>, PMID: <pub-id pub-id-type="pmid">35491605</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Lorenzen</surname> <given-names>K.</given-names></name> <name><surname>Vogt</surname> <given-names>J.</given-names></name> <name><surname>Teuscher</surname> <given-names>M.</given-names></name> <name><surname>Ostrowski</surname> <given-names>A.</given-names></name> <name><surname>Thiele</surname> <given-names>J.</given-names></name></person-group> (<year>2023</year>). <article-title>Input data for LUI calculation tool of all grassland plots since 2006- revised 2019, Biodiversity Exploratories Information System</article-title>. Available at: <ext-link xlink:href="https://www.bexis.uni-jena.de/ddm/data/Showdata/25086?version=11" ext-link-type="uri">https://www.bexis.uni-jena.de/ddm/data/Showdata/25086?version=11</ext-link></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lozo</surname> <given-names>J.</given-names></name> <name><surname>Beri&#x0107;</surname> <given-names>T.</given-names></name> <name><surname>Terzi&#x0107;-Vidojevi&#x0107;</surname> <given-names>A.</given-names></name> <name><surname>Stankovi&#x0107;</surname> <given-names>S.</given-names></name> <name><surname>Fira</surname> <given-names>D.</given-names></name> <name><surname>Stanisavljevi&#x0107;</surname> <given-names>L.</given-names></name></person-group> (<year>2015</year>). <article-title>Microbiota associated with pollen, bee bread, larvae and adults of solitary bee <italic>Osmia cornuta</italic> (Hymenoptera: Megachilidae)</article-title>. <source>Bull. Entomol. Res.</source> <volume>105</volume>, <fpage>470</fpage>&#x2013;<lpage>476</lpage>. doi: <pub-id pub-id-type="doi">10.1017/S0007485315000292</pub-id>, PMID: <pub-id pub-id-type="pmid">25895542</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lundberg</surname> <given-names>D. S.</given-names></name> <name><surname>Yourstone</surname> <given-names>S.</given-names></name> <name><surname>Mieczkowski</surname> <given-names>P.</given-names></name> <name><surname>Jones</surname> <given-names>C. D.</given-names></name> <name><surname>Dangl</surname> <given-names>J. L.</given-names></name></person-group> (<year>2013</year>). <article-title>Practical innovations for high-throughput amplicon sequencing</article-title>. <source>Nat. Methods</source> <volume>10</volume>, <fpage>999</fpage>&#x2013;<lpage>1002</lpage>. doi: <pub-id pub-id-type="doi">10.1038/nmeth.2634</pub-id>, PMID: <pub-id pub-id-type="pmid">23995388</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Rehan</surname> <given-names>S. M.</given-names></name></person-group> (<year>2016</year>). <article-title>Characterization of pollen and bacterial community composition in brood provisions of a small carpenter bee</article-title>. <source>Mol. Ecol.</source> <volume>25</volume>, <fpage>2302</fpage>&#x2013;<lpage>2311</lpage>. doi: <pub-id pub-id-type="doi">10.1111/mec.13608</pub-id>, PMID: <pub-id pub-id-type="pmid">26945527</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Rehan</surname> <given-names>S. M.</given-names></name></person-group> (<year>2019</year>). <article-title>Wild bee pollen usage and microbial communities co-vary across landscapes</article-title>. <source>Microb. Ecol.</source> <volume>77</volume>, <fpage>513</fpage>&#x2013;<lpage>522</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-018-1232-y</pub-id>, PMID: <pub-id pub-id-type="pmid">30069710</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Thomas</surname> <given-names>J. M.</given-names></name> <name><surname>Neff</surname> <given-names>J. L.</given-names></name> <name><surname>Vuong</surname> <given-names>H. Q.</given-names></name> <name><surname>Russell</surname> <given-names>K. A.</given-names></name> <name><surname>Hale</surname> <given-names>A. R.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Flowers and wild Megachilid bees share microbes</article-title>. <source>Microb. Ecol.</source> <volume>73</volume>, <fpage>188</fpage>&#x2013;<lpage>200</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-016-0838-1</pub-id>, PMID: <pub-id pub-id-type="pmid">27592345</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Wcislo</surname> <given-names>W. T.</given-names></name> <name><surname>Taylor</surname> <given-names>D. R.</given-names></name> <name><surname>Ishak</surname> <given-names>H. D.</given-names></name> <name><surname>Dowd</surname> <given-names>S. E.</given-names></name> <name><surname>Mueller</surname> <given-names>U. G.</given-names></name></person-group> (<year>2012</year>). <article-title>Environment or kin: whence do bees obtain acidophilic bacteria?</article-title> <source>Mol. Ecol.</source> <volume>21</volume>, <fpage>1754</fpage>&#x2013;<lpage>1768</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1365-294X.2012.05496.x</pub-id>, PMID: <pub-id pub-id-type="pmid">22340254</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McMurdie</surname> <given-names>P. J.</given-names></name> <name><surname>Holmes</surname> <given-names>S.</given-names></name></person-group> (<year>2013</year>). <article-title>Phyloseq: an R package for reproducible interactive analysis and graphics of microbiome census data</article-title>. <source>PLoS One</source> <volume>8</volume>:<fpage>e61217</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0061217</pub-id>, PMID: <pub-id pub-id-type="pmid">23630581</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Michener</surname> <given-names>C. J.</given-names></name></person-group> (<year>2007</year>). <source>The bees of the world</source>. <edition>2nd</edition> Edn. <publisher-loc>Baltimore</publisher-loc>: <publisher-name>Johns Hopkins University</publisher-name>.</citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mohr</surname> <given-names>K.</given-names></name> <name><surname>Tebbe</surname> <given-names>C.</given-names></name></person-group> (<year>2006</year>). <article-title>Diversity and phylotype consistency of bacteria in the guts of three bee species (Apoidea) at an oilseed rape field</article-title>. <source>Environ. Microbiol.</source> <volume>8</volume>, <fpage>258</fpage>&#x2013;<lpage>272</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1462-2920.2005.00893.x</pub-id>, PMID: <pub-id pub-id-type="pmid">16423014</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morris</surname> <given-names>M. M.</given-names></name> <name><surname>Frixione</surname> <given-names>N. J.</given-names></name> <name><surname>Burkert</surname> <given-names>A. C.</given-names></name> <name><surname>Dinsdale</surname> <given-names>E. A.</given-names></name> <name><surname>Vannette</surname> <given-names>R. L.</given-names></name></person-group> (<year>2020</year>). <article-title>Microbial abundance, composition, and function in nectar are shaped by flower visitor identity</article-title>. <source>FEMS Microbiol. Ecol.</source> <volume>96</volume>:<fpage>fiaa003</fpage>. doi: <pub-id pub-id-type="doi">10.1093/femsec/fiaa003</pub-id>, PMID: <pub-id pub-id-type="pmid">31922546</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mu&#x00F1;oz-Colmenero</surname> <given-names>M.</given-names></name> <name><surname>Baroja-Careaga</surname> <given-names>I.</given-names></name> <name><surname>Kova&#x010D;i&#x0107;</surname> <given-names>M.</given-names></name> <name><surname>Filipi</surname> <given-names>J.</given-names></name> <name><surname>Pu&#x0161;kadija</surname> <given-names>Z.</given-names></name> <name><surname>Kezi&#x0107;</surname> <given-names>N.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Differences in honey bee bacterial diversity and composition in agricultural and pristine environments &#x2013; a field study</article-title>. <source>Apidologie</source> <volume>51</volume>, <fpage>1018</fpage>&#x2013;<lpage>1037</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s13592-020-00779-w</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Murphy</surname> <given-names>G. E. P.</given-names></name> <name><surname>Romanuk</surname> <given-names>T. N.</given-names></name></person-group> (<year>2014</year>). <article-title>A meta-analysis of declines in local species richness from human disturbances</article-title>. <source>Ecol. Evol.</source> <volume>4</volume>, <fpage>91</fpage>&#x2013;<lpage>103</lpage>. doi: <pub-id pub-id-type="doi">10.1002/ece3.909</pub-id>, PMID: <pub-id pub-id-type="pmid">24455164</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nguyen</surname> <given-names>P. N.</given-names></name> <name><surname>Rehan</surname> <given-names>S. M.</given-names></name></person-group> (<year>2022</year>). <article-title>The effects of urban land use gradients on wild bee microbiomes</article-title>. <source>Front. Microbiol.</source> <volume>13</volume>:<fpage>992660</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2022.992660</pub-id>, PMID: <pub-id pub-id-type="pmid">36466654</pub-id></citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nguyen</surname> <given-names>P.</given-names></name> <name><surname>Rehan</surname> <given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>Environmental effects on bee microbiota</article-title>. <source>Microb. Ecol.</source> <volume>86</volume>, <fpage>1487</fpage>&#x2013;<lpage>1498</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-023-02226-6</pub-id>, PMID: <pub-id pub-id-type="pmid">37099156</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Oksanen</surname> <given-names>J.</given-names></name> <name><surname>Blanchet</surname> <given-names>F. G.</given-names></name> <name><surname>Kindt</surname> <given-names>R.</given-names></name> <name><surname>Legendre</surname> <given-names>P.</given-names></name> <name><surname>Minchin</surname> <given-names>P. R.</given-names></name> <name><surname>O&#x2019;hara</surname> <given-names>R.</given-names></name> <etal/></person-group>. (<year>2013</year>). <source>Vegan: Community ecology package</source>. <comment>2, 1-295</comment>.</citation></ref>
<ref id="ref69"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Ostrowski</surname> <given-names>A.</given-names></name> <name><surname>Lorenzen</surname> <given-names>K.</given-names></name> <name><surname>Petzold</surname> <given-names>E.</given-names></name></person-group> (<year>2023</year>). <article-title>Land-use intensity index (LUI) calculation tool of the biodiversity Exploratories project for grassland survey data from three different regions in Germany since 2006, Biodiversity Exploratories Information System</article-title>. Available at: <ext-link xlink:href="https://www.bexis.uni-jena.deddm/data/Showdata/31514?version=3" ext-link-type="uri">https://www.bexis.uni-jena.deddm/data/Showdata/31514?version=3</ext-link></citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parre&#x00F1;o</surname> <given-names>M. A.</given-names></name> <name><surname>Alaux</surname> <given-names>C.</given-names></name> <name><surname>Brunet</surname> <given-names>J. L.</given-names></name> <name><surname>Buydens</surname> <given-names>L.</given-names></name> <name><surname>Filipiak</surname> <given-names>M.</given-names></name> <name><surname>Henry</surname> <given-names>M.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Critical links between biodiversity and health in wild bee conservation</article-title>. <source>Trends Ecol. Evol.</source> <volume>37</volume>, <fpage>309</fpage>&#x2013;<lpage>321</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tree.2021.11.013</pub-id>, PMID: <pub-id pub-id-type="pmid">34955328</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Peters</surname> <given-names>B.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name> <name><surname>Leonhardt</surname> <given-names>S. D.</given-names></name></person-group> (<year>2022</year>). <article-title>Diets maintained in a changing world: does land-use intensification alter wild bee communities by selecting for flexible generalists?</article-title> <source>Ecol. Evol.</source> <volume>12</volume>:<fpage>e8919</fpage>. doi: <pub-id pub-id-type="doi">10.1002/ece3.8919</pub-id>, PMID: <pub-id pub-id-type="pmid">35600696</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Potts</surname> <given-names>S. G.</given-names></name> <name><surname>Biesmeijer</surname> <given-names>J. C.</given-names></name> <name><surname>Kremen</surname> <given-names>C.</given-names></name> <name><surname>Neumann</surname> <given-names>P.</given-names></name> <name><surname>Schweiger</surname> <given-names>O.</given-names></name> <name><surname>Kunin</surname> <given-names>W. E.</given-names></name></person-group> (<year>2010</year>). <article-title>Global pollinator declines: trends, impacts and drivers</article-title>. <source>Trends Ecol. Evol.</source> <volume>25</volume>, <fpage>345</fpage>&#x2013;<lpage>353</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tree.2010.01.007</pub-id>, PMID: <pub-id pub-id-type="pmid">20188434</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Potts</surname> <given-names>S.</given-names></name> <name><surname>Vulliamy</surname> <given-names>B.</given-names></name> <name><surname>Roberts</surname> <given-names>S.</given-names></name> <name><surname>O'Toole</surname> <given-names>C.</given-names></name> <name><surname>Dafni</surname> <given-names>A.</given-names></name> <name><surname>Ne&#x2019;eman</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2005</year>). <article-title>Role of nesting resources in organising diverse bee communities in a Mediterranean landscape</article-title>. <source>Ecol. Entomol.</source> <volume>30</volume>, <fpage>78</fpage>&#x2013;<lpage>85</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.0307-6946.2005.00662.x</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ricketts</surname> <given-names>T. H.</given-names></name> <name><surname>Watson</surname> <given-names>K. B.</given-names></name> <name><surname>Koh</surname> <given-names>I.</given-names></name> <name><surname>Ellis</surname> <given-names>A. M.</given-names></name> <name><surname>Nicholson</surname> <given-names>C. C.</given-names></name> <name><surname>Posner</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>Disaggregating the evidence linking biodiversity and ecosystem services</article-title>. <source>Nat. Commun.</source> <volume>7</volume>:<fpage>13106</fpage>. doi: <pub-id pub-id-type="doi">10.1038/ncomms13106</pub-id>, PMID: <pub-id pub-id-type="pmid">27713429</pub-id></citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roberson</surname> <given-names>E. B.</given-names></name> <name><surname>Firestone</surname> <given-names>M. K.</given-names></name></person-group> (<year>1992</year>). <article-title>Relationship between desiccation and exopolysaccharide production in a soil <italic>Pseudomonas</italic> sp</article-title>. <source>Appl. Environ. Microbiol.</source> <volume>58</volume>, <fpage>1284</fpage>&#x2013;<lpage>1291</lpage>. doi: <pub-id pub-id-type="doi">10.1128/aem.58.4.1284-1291.1992</pub-id>, PMID: <pub-id pub-id-type="pmid">16348695</pub-id></citation></ref>
<ref id="ref76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roger</surname> <given-names>N.</given-names></name> <name><surname>Michez</surname> <given-names>D.</given-names></name> <name><surname>Ruddy</surname> <given-names>W.</given-names></name> <name><surname>Sheridan</surname> <given-names>C.</given-names></name> <name><surname>Vanderplanck</surname> <given-names>M.</given-names></name></person-group> (<year>2016</year>). <article-title>Diet effects on bumblebee health</article-title>. <source>J. Insect Physiol.</source> <volume>96</volume>, <fpage>128</fpage>&#x2013;<lpage>133</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.jinsphys.2016.11.002</pub-id></citation></ref>
<ref id="ref77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rognes</surname> <given-names>T.</given-names></name> <name><surname>Flouri</surname> <given-names>T.</given-names></name> <name><surname>Nichols</surname> <given-names>B.</given-names></name> <name><surname>Quince</surname> <given-names>C.</given-names></name> <name><surname>Mah&#x00E9;</surname> <given-names>F.</given-names></name></person-group> (<year>2016</year>). <article-title>VSEARCH: a versatile open source tool for metagenomics</article-title>. <source>PeerJ</source> <volume>4</volume>:<fpage>e2584</fpage>. doi: <pub-id pub-id-type="doi">10.7717/peerj.2584</pub-id>, PMID: <pub-id pub-id-type="pmid">27781170</pub-id></citation></ref>
<ref id="ref78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rothman</surname> <given-names>J. A.</given-names></name> <name><surname>Andrikopoulos</surname> <given-names>C.</given-names></name> <name><surname>Cox-Foster</surname> <given-names>D.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name></person-group> (<year>2019</year>). <article-title>Floral and foliar source affect the bee Nest microbial community</article-title>. <source>Microb. Ecol.</source> <volume>78</volume>, <fpage>506</fpage>&#x2013;<lpage>516</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-018-1300-3</pub-id>, PMID: <pub-id pub-id-type="pmid">30552443</pub-id></citation></ref>
<ref id="ref79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roulston</surname> <given-names>T. A.</given-names></name> <name><surname>Cane</surname> <given-names>J.</given-names></name></person-group> (<year>2002</year>). <article-title>The effect of pollen protein concentration on body size in the sweat bee <italic>Lasioglossum zephyrum</italic> (Hymenoptera: Apiformes)</article-title>. <source>Evol. Ecol.</source> <volume>16</volume>, <fpage>49</fpage>&#x2013;<lpage>65</lpage>. doi: <pub-id pub-id-type="doi">10.1023/A:1016048526475</pub-id></citation></ref>
<ref id="ref80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roulston</surname> <given-names>T. A.</given-names></name> <name><surname>Goodell</surname> <given-names>K.</given-names></name></person-group> (<year>2011</year>). <article-title>The role of resources and risks in regulating wild bee populations</article-title>. <source>Annu. Rev. Entomol.</source> <volume>56</volume>, <fpage>293</fpage>&#x2013;<lpage>312</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-ento-120709-144802</pub-id>, PMID: <pub-id pub-id-type="pmid">20822447</pub-id></citation></ref>
<ref id="ref81"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Sch&#x00E4;fer</surname> <given-names>D.</given-names></name> <name><surname>Prati</surname> <given-names>D.</given-names></name> <name><surname>Fischer</surname> <given-names>M.</given-names></name> <name><surname>H&#x00F6;lzel</surname> <given-names>N.</given-names></name></person-group> (<year>2018</year>). <article-title>Vegetation records for 150 grassland EPs, 2008&#x2013;2017, Biodiversity Exploratories Information System</article-title>. Available at: <ext-link xlink:href="https://www.bexis.uni-jena.deddm/data/Showdata/23586?version=2" ext-link-type="uri">https://www.bexis.uni-jena.deddm/data/Showdata/23586?version=2</ext-link></citation></ref>
<ref id="ref82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sch&#x00F6;ps</surname> <given-names>R.</given-names></name> <name><surname>Goldmann</surname> <given-names>K.</given-names></name> <name><surname>Herz</surname> <given-names>K.</given-names></name> <name><surname>Lentendu</surname> <given-names>G.</given-names></name> <name><surname>Sch&#x00F6;ning</surname> <given-names>I.</given-names></name> <name><surname>Bruelheide</surname> <given-names>H.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Land-use intensity rather than Plant functional identity shapes bacterial and fungal rhizosphere communities</article-title>. <source>Front. Microbiol.</source> <volume>9</volume>:<fpage>2711</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fmicb.2018.02711</pub-id>, PMID: <pub-id pub-id-type="pmid">30515138</pub-id></citation></ref>
<ref id="ref83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seibold</surname> <given-names>S.</given-names></name> <name><surname>Gossner</surname> <given-names>M. M.</given-names></name> <name><surname>Simons</surname> <given-names>N. K.</given-names></name> <name><surname>Bl&#x00FC;thgen</surname> <given-names>N.</given-names></name> <name><surname>M&#x00FC;ller</surname> <given-names>J.</given-names></name> <name><surname>Ambarl&#x0131;</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Arthropod decline in grasslands and forests is associated with landscape-level drivers</article-title>. <source>Nature</source> <volume>574</volume>, <fpage>671</fpage>&#x2013;<lpage>674</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-019-1684-3</pub-id>, PMID: <pub-id pub-id-type="pmid">31666721</pub-id></citation></ref>
<ref id="ref84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Shell</surname> <given-names>W. A.</given-names></name> <name><surname>Rehan</surname> <given-names>S. M.</given-names></name></person-group> (<year>2022</year>). <article-title>Comparative metagenomics reveals expanded insights into intra-and interspecific variation among wild bee microbiomes</article-title>. <source>Commun. Biol.</source> <volume>5</volume>:<fpage>603</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s42003-022-03535-1</pub-id>, PMID: <pub-id pub-id-type="pmid">35715496</pub-id></citation></ref>
<ref id="ref85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Steffan</surname> <given-names>S.</given-names></name> <name><surname>Dharampal</surname> <given-names>P.</given-names></name> <name><surname>Kueneman</surname> <given-names>J.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name> <name><surname>Argueta-Guzm&#x00E1;n</surname> <given-names>M.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Microbes, the &#x2018;silent third partners&#x2019; of bee&#x2013;angiosperm mutualisms</article-title>. <source>Trends Ecol. Evol.</source> <volume>39</volume>, <fpage>65</fpage>&#x2013;<lpage>77</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tree.2023.09.001</pub-id>, PMID: <pub-id pub-id-type="pmid">37940503</pub-id></citation></ref>
<ref id="ref86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tasei</surname> <given-names>J.-N.</given-names></name> <name><surname>Aupinel</surname> <given-names>P.</given-names></name></person-group> (<year>2008</year>). <article-title>Nutritive value of 15 single pollens and pollen mixes tested on larvae produced by bumblebee workers (<italic>Bombus terrestris</italic>, Hymenoptera: Apidae)</article-title>. <source>Apidologie</source> <volume>39</volume>, <fpage>397</fpage>&#x2013;<lpage>409</lpage>. doi: <pub-id pub-id-type="doi">10.1051/apido:2008017</pub-id></citation></ref>
<ref id="ref87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turnbaugh</surname> <given-names>P. J.</given-names></name> <name><surname>Gordon</surname> <given-names>J. I.</given-names></name></person-group> (<year>2009</year>). <article-title>The core gut microbiome, energy balance and obesity</article-title>. <source>J. Physiol.</source> <volume>587</volume>, <fpage>4153</fpage>&#x2013;<lpage>4158</lpage>. doi: <pub-id pub-id-type="doi">10.1113/jphysiol.2009.174136</pub-id>, PMID: <pub-id pub-id-type="pmid">19491241</pub-id></citation></ref>
<ref id="ref88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>van Klink</surname> <given-names>R.</given-names></name> <name><surname>Bowler</surname> <given-names>D. E.</given-names></name> <name><surname>Gongalsky</surname> <given-names>K. B.</given-names></name> <name><surname>Swengel</surname> <given-names>A. B.</given-names></name> <name><surname>Gentile</surname> <given-names>A.</given-names></name> <name><surname>Chase</surname> <given-names>J. M.</given-names></name></person-group> (<year>2020</year>). <article-title>Meta-analysis reveals declines in terrestrial but increases in freshwater insect abundances</article-title>. <source>Science</source> <volume>368</volume>, <fpage>417</fpage>&#x2013;<lpage>420</lpage>. doi: <pub-id pub-id-type="doi">10.1126/science.aax9931</pub-id>, PMID: <pub-id pub-id-type="pmid">32327596</pub-id></citation></ref>
<ref id="ref89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Voulgari-Kokota</surname> <given-names>A.</given-names></name> <name><surname>Steffan-Dewenter</surname> <given-names>I.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Susceptibility of red Mason bee larvae to bacterial threats due to microbiome exchange with imported pollen provisions</article-title>. <source>Insects</source> <volume>11</volume>:<fpage>373</fpage>. doi: <pub-id pub-id-type="doi">10.3390/insects11060373</pub-id>, PMID: <pub-id pub-id-type="pmid">32549328</pub-id></citation></ref>
<ref id="ref90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Voulgari-Kokota</surname> <given-names>A.</given-names></name> <name><surname>Ankenbrand</surname> <given-names>M. J.</given-names></name> <name><surname>Grimmer</surname> <given-names>G.</given-names></name> <name><surname>Steffan-Dewenter</surname> <given-names>I.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2019a</year>). <article-title>Linking pollen foraging of megachilid bees to their nest bacterial microbiota</article-title>. <source>Ecol. Evol.</source> <volume>9</volume>, <fpage>10788</fpage>&#x2013;<lpage>10800</lpage>. doi: <pub-id pub-id-type="doi">10.1002/ece3.5599</pub-id>, PMID: <pub-id pub-id-type="pmid">31624582</pub-id></citation></ref>
<ref id="ref91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Voulgari-Kokota</surname> <given-names>A.</given-names></name> <name><surname>Grimmer</surname> <given-names>G.</given-names></name> <name><surname>Steffan-Dewenter</surname> <given-names>I.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2018</year>). <article-title>Bacterial community structure and succession in nests of two megachilid bee genera</article-title>. <source>FEMS Microbiol. Ecol.</source> <volume>95</volume>:<fpage>fiy218</fpage>. doi: <pub-id pub-id-type="doi">10.1093/femsec/fiy218</pub-id></citation></ref>
<ref id="ref92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Voulgari-Kokota</surname> <given-names>A.</given-names></name> <name><surname>McFrederick</surname> <given-names>Q. S.</given-names></name> <name><surname>Steffan-Dewenter</surname> <given-names>I.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2019b</year>). <article-title>Drivers, diversity, and functions of the solitary-bee microbiota</article-title>. <source>Trends Microbiol.</source> <volume>27</volume>, <fpage>1034</fpage>&#x2013;<lpage>1044</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.tim.2019.07.011</pub-id>, PMID: <pub-id pub-id-type="pmid">31451346</pub-id></citation></ref>
<ref id="ref93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wagner</surname> <given-names>D. L.</given-names></name></person-group> (<year>2020</year>). <article-title>Insect declines in the Anthropocene</article-title>. <source>Annu. Rev. Entomol.</source> <volume>65</volume>, <fpage>457</fpage>&#x2013;<lpage>480</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-ento-011019-025151</pub-id>, PMID: <pub-id pub-id-type="pmid">31610138</pub-id></citation></ref>
<ref id="ref94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wagner</surname> <given-names>D. L.</given-names></name> <name><surname>Fox</surname> <given-names>R.</given-names></name> <name><surname>Salcido</surname> <given-names>D. M.</given-names></name> <name><surname>Dyer</surname> <given-names>L. A.</given-names></name></person-group> (<year>2021</year>). <article-title>A window to the world of global insect declines: moth biodiversity trends are complex and heterogeneous</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>118</volume>:<fpage>e2002549117</fpage>. doi: <pub-id pub-id-type="doi">10.1073/pnas.2002549117</pub-id>, PMID: <pub-id pub-id-type="pmid">33431565</pub-id></citation></ref>
<ref id="ref95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Weinhold</surname> <given-names>A.</given-names></name> <name><surname>Gr&#x00FC;ner</surname> <given-names>E.</given-names></name> <name><surname>Keller</surname> <given-names>A.</given-names></name></person-group> (<year>2024</year>). <article-title>Bumble bee microbiota shows temporal succession and increase of lactic acid bacteria when exposed to outdoor environments</article-title>. <source>Front. Cell. Infect. Microbiol.</source> <volume>14</volume>:<fpage>1342781</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fcimb.2024.1342781</pub-id></citation></ref>
<ref id="ref96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Westreich</surname> <given-names>L. R.</given-names></name> <name><surname>Westreich</surname> <given-names>S. T.</given-names></name> <name><surname>Tobin</surname> <given-names>P. C.</given-names></name></person-group> (<year>2023</year>). <article-title>Bacterial and fungal symbionts in pollen provisions of a native solitary bee in urban and rural environments</article-title>. <source>Microb. Ecol.</source> <volume>86</volume>, <fpage>1416</fpage>&#x2013;<lpage>1427</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00248-022-02164-9</pub-id></citation></ref>
<ref id="ref97"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Westrich</surname> <given-names>P.</given-names></name></person-group> (<year>2019</year>). <source>Die Wildbienen Deutschlands</source>. <edition>2nd</edition> Edn. <publisher-loc>Stuttgart</publisher-loc>: <publisher-name>Eugen Ulmer</publisher-name>.</citation></ref>
<ref id="ref98"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilkinson</surname> <given-names>L.</given-names></name></person-group> (<year>2011</year>). <article-title>ggplot2: elegant graphics for data analysis by H. WICKHAM</article-title>. <source>Biometrics</source> <volume>67</volume>, <fpage>678</fpage>&#x2013;<lpage>679</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1541-0420.2011.01616.x</pub-id></citation></ref>
<ref id="ref99"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zemenick</surname> <given-names>A. T.</given-names></name> <name><surname>Vannette</surname> <given-names>R. L.</given-names></name> <name><surname>Rosenheim</surname> <given-names>J. A.</given-names></name></person-group> (<year>2019</year>). <article-title>Linked networks reveal dual roles of insect dispersal and species sorting for bacterial communities in flowers</article-title>. <source>bio Rxiv</source>. doi: <pub-id pub-id-type="doi">10.1101/847376</pub-id></citation></ref>
<ref id="ref100"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Schwartz</surname> <given-names>S.</given-names></name> <name><surname>Wagner</surname> <given-names>L.</given-names></name> <name><surname>Miller</surname> <given-names>W.</given-names></name></person-group> (<year>2000</year>). <article-title>A greedy algorithm for aligning DNA sequences</article-title>. <source>J. Comput. Biol.</source> <volume>7</volume>, <fpage>203</fpage>&#x2013;<lpage>214</lpage>. doi: <pub-id pub-id-type="doi">10.1089/10665270050081478</pub-id>, PMID: <pub-id pub-id-type="pmid">10890397</pub-id></citation></ref>
</ref-list>
</back>
</article>