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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1524197</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Distinct virulence of the microsporidian parasite in honey bees competing habitat</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Xiuxiu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2027412"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Huang</surname>
<given-names>Qiang</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/217622"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Honeybee Research Institute, Jiangxi Agricultural University</institution>, <addr-line>Nanchang</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Sudhir Kumar, Iowa State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Chinmay V. Tikhe, Johns Hopkins University, United States</p>
<p>Oleg Tolstenkov, University of Bergen, Norway</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Qiang Huang, <email xlink:href="mailto:qiang-huang@live.com">qiang-huang@live.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>17</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1524197</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Wei and Huang</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Wei and Huang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>In natural ecosystems, parasites often infect multiple host species, particularly when hosts share habitats, facilitating host-to-host transmission and altering traditional host-parasite coevolution dynamics. This study examines the microsporidian parasite <italic>Nosema ceranae</italic> in Eastern honey bees (<italic>Apis cerana</italic>) and Western honey bees (<italic>Apis mellifera</italic>), assessing its virulence and proliferation dynamics. Using inoculation experiments, we measured bee mortality and parasite spore loads to infer virulence and proliferation. Additionally, time-series transcriptome analysis of both bees and parasites provide insights into host-pathogen interactions. The results reveal that <italic>N. ceranae</italic> produces more spores with lower mortality in <italic>A. mellifera</italic> but causes higher mortality with lower spore production in <italic>A. cerana</italic>. The parasite also suppresses host gene expression, with stronger suppression observed in <italic>A. cerana</italic>. These findings suggest that <italic>N. ceranae</italic> is adapted for low virulence and high proliferation in <italic>A. mellifera</italic> but exhibits high virulence and limited proliferation in <italic>A. cerana</italic>. This study highlights the evolution of distinct trade-offs between virulence and proliferation in a multi-host system, offering valuable insights into parasite-host dynamics and their ecological implications.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Nosema ceranae</italic>
</kwd>
<kwd>host switch</kwd>
<kwd>habitat competition</kwd>
<kwd>selection</kwd>
<kwd>mortality</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="47"/>
<page-count count="7"/>
<word-count count="2798"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Parasite and Host</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Host mortality typically assesses parasite virulence, which is not static but evolves depending on host ecology (<xref ref-type="bibr" rid="B19">Gowler et&#xa0;al., 2023</xref>). Most evolutionary virulence theories connect the trade-off between the parasite and host fitness. For example, high parasite proliferation increases the transmission to other individuals. However, high proliferation may kill the host rapidly and reduce parasite transmission (<xref ref-type="bibr" rid="B7">de Roode et&#xa0;al., 2008</xref>). Thus, balanced transmission and virulence were expected in co-evolved host-parasite (<xref ref-type="bibr" rid="B2">Acevedo et&#xa0;al., 2019</xref>).</p>
<p>In natural ecosystems, parasites migrate and explore alternative host organisms. The phylogenetic relationship and proximity of the host species influence the success of host shifting, where closely related species most likely share parasites (<xref ref-type="bibr" rid="B13">Engelst&#xe4;dter and Fortuna, 2019</xref>). For example, <italic>Nosema ceranae</italic> infects both the Asian honey bee <italic>Apis cerana</italic> and the European honey bee <italic>Apis mellifera</italic> (<xref ref-type="bibr" rid="B16">Fries et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B21">Higes et&#xa0;al., 2007</xref>). The infection starts from ingesting spore-contaminated nectar. The spores germinate in the midgut lumen and inject the sporoplasm into the epithelial cells through the polar tube (<xref ref-type="bibr" rid="B18">Gisder et&#xa0;al., 2011</xref>). The infected honey bees show suppressed apoptosis (<xref ref-type="bibr" rid="B22">Higes et&#xa0;al., 2013</xref>), immature aging (<xref ref-type="bibr" rid="B37">Paris et&#xa0;al., 2018</xref>), shortened life span (<xref ref-type="bibr" rid="B10">Eiri et&#xa0;al., 2015</xref>), and impaired flight (<xref ref-type="bibr" rid="B17">Gage et&#xa0;al., 2018</xref>).</p>
<p>In Asia, the two honey bee species compete for habitats and shelter resources, and the prevalence of the parasite <italic>N. ceranae</italic> has been over 70% in both bee species (<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B47">Yang et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B27">Jack et&#xa0;al., 2016</xref>). Thus, the chance is high that the parasite switches between the two honey bee species back and forth (<xref ref-type="bibr" rid="B20">Graystock et&#xa0;al., 2015</xref>). <italic>N. ceranae</italic> infection changes the global gene expression in both European and Asia honey bees (<xref ref-type="bibr" rid="B24">Holt et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B15">Fan et&#xa0;al., 2022</xref>). The parasite infection causes colony failure in European honey bees (<xref ref-type="bibr" rid="B23">Higes et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B5">Bot&#xed;as et&#xa0;al., 2013</xref>). Comparatively, its virulence in Asia honey bees is unclear. Previously, we found that the host habitat sharing increases the parasite gene flow (<xref ref-type="bibr" rid="B29">Ke et&#xa0;al., 2022</xref>). In this follow-up study, we use two honey bee species and a microsporidian parasite to investigate how host habitat sharing shapes the parasite virulence. We find a distinct trade-off between virulence and proliferation in the two closely related honey bees in a shared habitat.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Ethical statement</title>
<p>The honey bees <italic>Apis mellifera</italic> and <italic>Apis cerana</italic> are neither protected nor endangered species. Ethical approval is not required for this study.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Hosts and parasite sources</title>
<p>We designed a two-by-two factorial experiment to study parasite virulence and proliferation in two honey bee species. We used two parasite sources P<sub>Acer</sub> (Parasite spores purified from the honey bee <italic>Apis cerana</italic>) and P<sub>Amel</sub> (Parasite spores purified from the honey bee <italic>Apis mellifera</italic>), as well as two host species H<sub>Acer</sub> (Host honey bee <italic>Apis cerana</italic>) and H<sub>Amel</sub> (Host honey bees <italic>Apis mellifera</italic>) (<xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S1</bold>
</xref>). We combined bees from different hives for the inoculation, and uninfected bees (H<sub>Acer</sub> and H<sub>Amel</sub>) as controls for this multi-host-parasite experiment. The honey bee colonies are maintained in the experimental apiary at Jiangxi Agricultural University.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Parasite isolation, inoculation, and RNA extraction</title>
<p>Three hundred honey bees of each <italic>A. mellifera</italic> and <italic>A. cerana</italic> were captured near the hive entrance using an insect net. The midgut was dissected and homogenized to isolate <italic>N. ceranae</italic> spores that were further purified using the Percoll gradient (<xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2013</xref>). The spores were counted under the light microscope using a hemacytometer. The sealed brood frames from three hives of H<sub>Amel</sub> and H<sub>Acer</sub> were kept in an incubator to collect newly emerged bees (35&#xb0;C, 75% humidity).</p>
<p>The newly emerged honey bee workers (H<sub>Acer</sub> and H<sub>Amel</sub>) were individually inoculated with 2 &#xb5;L of sugar solution with 10<sup>5</sup> spores. Additional freshly emerged honey bees (&lt; 24 h after emerging) were each fed 2 &#xb5;L of sugar solution without spores as the uninfected control group. One hundred fifty honey bees were inoculated in each treatment group, and the cohorts were divided into 3 rearing cups (50 bees per cup) in an incubator (35&#xb0;C, 75% humidity) (3 replicates, <xref ref-type="supplementary-material" rid="SF2">
<bold>Supplementary Table S1</bold>
</xref>) to investigate the general bee response and parasite proliferation. During the experiment, sucrose (50% w/w) was provided <italic>ad libitum</italic> as the only food. In each rearing cup, three bees were collected at 24 h intervals from 1 to 5 dpi (day post-inoculation) for RNA-seq. The remaining bees were dissected to count spores at 14 dpi.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>RNA extraction and library preparation</title>
<p>As the parasite infects the epithelial cell in the midgut, we dissected midgut tissue for RNA-seq. Three bees per cup per day were dissected and pooled for RNA extraction using Trizol. The library was prepared using the NEBNext Ultra RNA Kit. In total, 90 RNA libraries (5 days * 6 treatments * 3 replicates) were sequenced on the Illumina NovaSeq 6000 platform.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Bioinformatics and statistics</title>
<p>The quality of RNA reads (150bp, paired-end) was first viewed using Fastqc (<xref ref-type="bibr" rid="B4">Andrews, 2010</xref>) and trimmed using the Seqtk package with default parameters (<xref ref-type="bibr" rid="B32">Li, 2022</xref>). The processed reads were aligned to <italic>N. ceranae</italic> (Version Ncer 3.0), <italic>A. cerana</italic> (version CC1.0), and <italic>A. mellifera</italic> (version Hav3.1) genome, respectively, with the Hisat2 package with default parameters (<xref ref-type="bibr" rid="B30">Kim et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B8">Diao et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B46">Wallberg et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B26">Huang et&#xa0;al., 2021</xref>). The read count per gene was retrieved using bedtools (<xref ref-type="bibr" rid="B40">Quinlan and Hall, 2010</xref>). The within-group dispersion was calculated from the three replicates to determine the significantly regulated genes with edgeR package and adjusted for FDR (false discovery rate) (<xref ref-type="bibr" rid="B42">Robinson et&#xa0;al., 2010</xref>). The genes with FDR &lt; 0.05 were defined as significantly regulated ones. Gene Ontology (GO) terms were retrieved using EggNOG-mapper, and the enrichment analysis was performed using the TopGo package with an adjusted weighted ks test (<xref ref-type="bibr" rid="B42">Robinson et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B3">Alexa and Rahnenfuhrer, 2021</xref>). Bee survival was analyzed using the Kaplan-Meier estimate in the survival package, adjusted for FDR (<xref ref-type="bibr" rid="B41">R Core Team, 2013</xref>; <xref ref-type="bibr" rid="B45">Therneau, 2022</xref>). The variance of the spore load among the treatment groups was analyzed with the Wilcoxon rank test, and the p values were adjusted with FDR to reduce false positives. The impact of the spore source and day on the gene expression was analyzed using ANONA, where the day and parasite source were fixed factors, and the replicates were random factors. The number of up and down-regulated genes was analyzed using Pearson&#x2019;s Chi-squared test.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>The parasites show distinct virulence in honey bees</title>
<p>The uninfected H<sub>Amel</sub> shows the highest survival (99.4% survival), followed by H<sub>Amel</sub> infected with P<sub>Acer</sub> (H<sub>Amel</sub>_P<sub>Acer</sub>, 98.5% survival) and the H<sub>Amel</sub>_P<sub>Amel</sub> group (96.9% survival). The bees in the H<sub>Acer</sub>_P<sub>Acer</sub> group show the lowest survival (86.6% survival). The parasite source (P<sub>Amel</sub> and P<sub>Acer</sub>) shows a minor impact on the survival of H<sub>Amel</sub> (H<sub>Amel</sub>_P<sub>Acer</sub> vs H<sub>Amel</sub>_P<sub>Amel</sub>, Kaplan-Meier test, <italic>P</italic> &gt; 0.05) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>, <xref ref-type="supplementary-material" rid="SF3">
<bold>Supplementary Table S2</bold>
</xref>). Comparatively, the parasite P<sub>Acer</sub> causes significantly higher mortality in H<sub>Acer</sub> than P<sub>Amel</sub> (Coxph test, <italic>P</italic> &lt; 0.001). The uninfected H<sub>Amel</sub> survives substantially better than the uninfected H<sub>Acer</sub> (Coxph test, <italic>P</italic> &lt; 0.01). Overall, the parasites cause a higher mortality in H<sub>Acer</sub> than in H<sub>Amel</sub>. Additionally, we normalize the mortality variance between the two honey bee species using uninfected_H<sub>Amel</sub> and uninfected_H<sub>Acer</sub>. Again, the parasites cause higher mortality in H<sub>Acer</sub> than H<sub>Amel</sub> (<italic>P</italic> &lt; 0.001, <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Transmission and virulence of the parasites and the bee responses towards the parasite in a two-parasite and two-host system. <bold>(A)</bold> Cumulative survival of the honey bees. The impact of the parasite source on the survival of bees was minor. The P<sub>Acer</sub> caused substantially higher mortality than P<sub>Amel</sub> in H<sub>Acer</sub>. <bold>(B)</bold> parasite proliferation variance in two honey bee species. The parasite produced more spores in H<sub>Amel</sub> than H<sub>Acer</sub>. Additionally, the impacts of the parasite sources on the spore load were minor in either host. <bold>(C)</bold> The number of expressed parasite genes in two hosts. Fewer parasite genes were expressed in <italic>A</italic>. <italic>cerana</italic> than <italic>A</italic>. <italic>mellifera</italic>, irrespective of the parasite sources. <bold>(D)</bold> Venn diagram of the shared and unique regulated host genes responding to the two parasite isolates. Overall, the bee genes were down-regulated by the infection, and a subset of genes responded to both parasite sources. ** indicates the significance level at <italic>P</italic> &lt; 0.01; *** indicates the significance level at <italic>P</italic> &lt; 0.001. The error bar indicates the standard deviation.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1524197-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>The parasites show substantial proliferation variance</title>
<p>The spores are not found in the uninfected bees. The spore load is not evenly distributed among the four infected honey bee groups (Kruskal-Wallis test, &#x3c7;<sup>2</sup> = 43.1, df=3, <italic>P</italic> &lt; 0.0001, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The parasite produces more spores in H<sub>Amel</sub> than H<sub>Acer</sub>, when infected by either P<sub>Amel</sub> or P<sub>Acer</sub> (Wilcoxon rank sum test, df=1, <italic>P</italic> &lt; 0.001) (<xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Table S3</bold>
</xref>). Thus, host species substantially impact the parasite proliferation (F=32.3, df=2, ANOVA, <italic>P</italic> &lt; 0.0001).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Higher parasite gene expression profile in H<sub>Amel</sub> than H<sub>Acer</sub>
</title>
<p>To investigate the parasite gene expression profile, we quantify the parasite transcriptome in the two host species (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). H<sub>Acer</sub> shows a stronger tendency to suppress the parasite gene expression than H<sub>Amel</sub> (F=77.1, df=1, ANOVA, <italic>P</italic> &lt; 0.0001). A significantly lower number of up-regulated genes are observed in P<sub>Amel</sub> than P<sub>Acer</sub> when infecting the H<sub>Amel</sub> (Pearson&#x2019;s Chi-squared test, &#x3c7;<sup>2</sup> = 20.8, df=2, <italic>P</italic> &lt; 0.0001). The highest variance was at four dpi, and the number of up-regulated genes is threefold higher in P<sub>Acer</sub> (36 genes) than in P<sub>Amel</sub> (12 genes) in H<sub>Amel</sub> (<xref ref-type="supplementary-material" rid="SF4">
<bold>Supplementary Table S4</bold>
</xref>). Thus, the parasites express a higher number of genes and transcript levels in H<sub>Amel</sub> than in H<sub>Acer</sub>.</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Host response variance toward the infection</title>
<p>To infer how strong is the impact of the infection on the host, the honey bee transcriptomes responding to each of the two parasite sources are quantified as well. We find the expression of bee (H<sub>Amel</sub> and H<sub>Acer</sub>) genes is suppressed, where more down-regulated genes than up-regulated ones when infected by either P<sub>Amel</sub> or P<sub>Acer</sub> (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>, Pearson&#x2019;s Chi-squared test, &#x3c7;<sup>2</sup> = 51.0, df=4, <italic>P</italic> &lt; 0.001). Comparatively, more genes were regulated by the infection in H<sub>Acer</sub> than H<sub>Amel</sub>. The bee hosts share a common subset of genes that respond to infection (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). The immune response toward the infection is small in H<sub>Amel</sub>, reflected by only two down-regulated immune genes in Toll pathway involved in pathogen recognition (LOC412536) and melanization (LOC406115). We found both up and down regulated immune genes in H<sub>Acer</sub>. Particularly, the Toll pathway is generally suppressed, including the genes involved in parasite recognition PGRP (APICC_00292), signal transport SPZ (APICC_01852), and antimicrobial peptides defensin and lysozyme (APICC_08301, APICC_03572, APICC_08272). These suppressed genes have previously been confirmed using qPCR (<xref ref-type="bibr" rid="B29">Ke et&#xa0;al., 2022</xref>). A few genes are continuously down-regulated in H<sub>Amel</sub>, reflecting genes inhibited by the infection (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S2</bold>
</xref>). GO enrichment analysis indicates that apoptosis regulation (GO:0043066, FDR&lt; 0.0001), cell cycle phase transition (GO:0044843, FDR &lt; 0.0001), and a few other biological functions are altered in the infected honey bee genes (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The number of significantly regulated honey bee genes between infected and uninfected bees.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="3" align="center"/>
<th valign="middle" colspan="11" align="center">H<sub>Amel</sub>
</th>
<th valign="middle" colspan="11" align="center">H<sub>Acer</sub>
</th>
</tr>
<tr>
<th valign="middle" colspan="2" align="left">1 dpi</th>
<th valign="middle" colspan="2" align="left">2 dpi</th>
<th valign="middle" colspan="2" align="left">3 dpi</th>
<th valign="middle" colspan="2" align="left">4 dpi</th>
<th valign="middle" colspan="2" align="left">5 dpi</th>
<th valign="middle" rowspan="2" align="left">P</th>
<th valign="middle" colspan="2" align="left">1 dpi</th>
<th valign="middle" colspan="2" align="left">2 dpi</th>
<th valign="middle" colspan="2" align="left">3 dpi</th>
<th valign="middle" colspan="2" align="left">4 dpi</th>
<th valign="middle" colspan="2" align="left">5 dpi</th>
<th valign="middle" rowspan="2" align="left">P</th>
</tr>
<tr>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
<th valign="middle" align="left">U</th>
<th valign="middle" align="left">D</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">P<sub>Acer</sub>
</td>
<td valign="middle" align="left">38</td>
<td valign="middle" align="left">60</td>
<td valign="middle" align="left">32</td>
<td valign="middle" align="left">117</td>
<td valign="middle" align="left">30</td>
<td valign="middle" align="left">101</td>
<td valign="middle" align="left">24</td>
<td valign="middle" align="left">130</td>
<td valign="middle" align="left">88</td>
<td valign="middle" align="left">93</td>
<td valign="middle" align="left">&lt; 0.001</td>
<td valign="middle" align="left">143</td>
<td valign="middle" align="left">239</td>
<td valign="middle" align="left">213</td>
<td valign="middle" align="left">394</td>
<td valign="middle" align="left">85</td>
<td valign="middle" align="left">115</td>
<td valign="middle" align="left">325</td>
<td valign="middle" align="left">353</td>
<td valign="middle" align="left">70</td>
<td valign="middle" align="left">196</td>
<td valign="middle" align="left">&lt; 0.001</td>
</tr>
<tr>
<td valign="middle" align="left">P<sub>Amel</sub>
</td>
<td valign="middle" align="left">28</td>
<td valign="middle" align="left">121</td>
<td valign="middle" align="left">32</td>
<td valign="middle" align="left">219</td>
<td valign="middle" align="left">23</td>
<td valign="middle" align="left">213</td>
<td valign="middle" align="left">27</td>
<td valign="middle" align="left">265</td>
<td valign="middle" align="left">105</td>
<td valign="middle" align="left">1320</td>
<td valign="middle" align="left">&lt; 0.001</td>
<td valign="middle" align="left">164</td>
<td valign="middle" align="left">189</td>
<td valign="middle" align="left">84</td>
<td valign="middle" align="left">149</td>
<td valign="middle" align="left">67</td>
<td valign="middle" align="left">173</td>
<td valign="middle" align="left">136</td>
<td valign="middle" align="left">156</td>
<td valign="middle" align="left">87</td>
<td valign="middle" align="left">248</td>
<td valign="middle" align="left">&lt; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>To quantify the impact of the parasite sources on the host species, the gene expression of the infected host was compared with the uninfected ones. The number of down-regulated honey bee genes was substantially larger than the up-regulated ones. U indicates the number of up-regulated genes; D indicates the number of down-regulated genes.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Bubble chart for GO enrichment of differentially expressed genes. The intersection of up-regulated genes at five time points in H<sub>Amel</sub> infected with P<sub>Amel</sub> and P<sub>Acer</sub> <bold>(A)</bold>. The intersection of down-regulated genes at five time points in H<sub>Amel</sub> <bold>(B)</bold>. Up-regulated genes at five time points in H<sub>Acer</sub> <bold>(C)</bold> and down-regulated genes at five time points in H<sub>Acer</sub> <bold>(D)</bold>. Upon parasitic infection, the honey bee enzyme binding and metabolism-related genes were up-regulated, while genes related to the cell cycle and transcriptional regulation were suppressed.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1524197-g002.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>A static environment favors decreased genetic diversity. In contrast, a fluctuating environment favors a high genetic diversity (<xref ref-type="bibr" rid="B1">Abdul-Rahman et&#xa0;al., 2021</xref>). The two bee species in Asia compete for the habitat, and the parasite can shift between them. To adapt to both bees, the parasite may favor a large gene pool to survive. Indeed, a higher diversity in the sympatric population than in the allopatric population was observed (<xref ref-type="bibr" rid="B29">Ke et&#xa0;al., 2022</xref>). Parasites show elevated genetic diversity by infecting diverse host populations, suggesting host diversity shapes parasite diversity (<xref ref-type="bibr" rid="B11">Ekroth et&#xa0;al., 2021</xref>).</p>
<p>Previous studies suggest that <italic>N. ceranae</italic> causes 40% ~ 90% of bee mortality, and the spore load is at 10<sup>6</sup> levels in H<sub>Amel</sub> two weeks post-inoculation (<xref ref-type="bibr" rid="B21">Higes et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B38">Paxton et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B36">Mart&#xed;n-Hern&#xe1;ndez et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B44">Suwannapong et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B10">Eiri et&#xa0;al., 2015</xref>). In our data, low mortality (4.1%) is observed in H<sub>Amel</sub>, and slightly higher mortality (13.4%) is observed in H<sub>Acer</sub>. The parasite shows low virulence in the primary host when the alternative host species are less common (<xref ref-type="bibr" rid="B35">Manzoli et&#xa0;al., 2018</xref>). Historically, the parasite is first described in <italic>A. cerana</italic> and does not necessarily indicate that <italic>A.&#xa0;cerana</italic> is the primary host (<xref ref-type="bibr" rid="B16">Fries et&#xa0;al., 1996</xref>). Subsequently, the parasite is identified in <italic>A. mellifera</italic> (<xref ref-type="bibr" rid="B21">Higes et&#xa0;al., 2007</xref>). The anthropogenic-driven contact enhanced the gene flow of the parasites (<xref ref-type="bibr" rid="B39">Pelin et&#xa0;al., 2015</xref>). If <italic>A. cerana</italic> is the primary host, a balanced transmission and virulence are expected between H<sub>Acer</sub> and P<sub>Acer</sub>. In our data, the parasite shows high virulence and low spore load in H<sub>Acer</sub>, which do not follow the conventional host-parasite evolution. Thus, additional studies are needed to investigate whether H<sub>Amel</sub> or H<sub>Acer</sub> is the primary host of <italic>N. ceranae</italic>.</p>
<p>
<italic>N. ceranae</italic> infection causes global gene expression changes in H<sub>Amel</sub> and H<sub>Acer</sub> (<xref ref-type="bibr" rid="B24">Holt et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B14">Fan et&#xa0;al., 2022</xref>). A few studies suggest the Toll pathway is the primary immune response to the <italic>N. ceranae</italic> infection (<xref ref-type="bibr" rid="B25">Huang and Evans, 2016</xref>; <xref ref-type="bibr" rid="B33">Li et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Ke et&#xa0;al., 2022</xref>). In our data, we find the infection caused minor immune stress in H<sub>Amel</sub>. Comparatively, the infection suppresses the Toll pathway from pathway recognition to the antimicrobial peptides in H<sub>Acer</sub>. Additionally, the infection strongly regulates the transcripts, and more genes are altered by the infection, suggesting intense stress in H<sub>Acer</sub>. Remarkably, the infection causes higher mortality in Asia honey bees, which has been overlooked for decades. Lipid metabolism is important for microsporidians to establish infection (<xref ref-type="bibr" rid="B12">El Alaoui et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B28">Jeon, 2021</xref>). In our data, the up-regulated parasite genes are enriched in lipid metabolism, which might be necessary for <italic>N. ceranae</italic> to establish infection. The apoptosis pathway is also enriched in regulated honey bee genes, confirming apoptosis is an essential defense mechanism in bees against <italic>N. ceranae</italic> infection (<xref ref-type="bibr" rid="B22">Higes et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B31">Kurze et&#xa0;al., 2015</xref>). In bumblebees, the microsporidian parasite <italic>Nosema bombi</italic> shows distinctive virulence toward hosts in a sympatric population (<xref ref-type="bibr" rid="B43">Rutrecht and Brown, 2009</xref>). In <italic>Daphnia</italic>, the microsporidian shows reduced infection intensity with increased geographic distance (<xref ref-type="bibr" rid="B9">Ebert, 1994</xref>). In our case, bee genetics and co-evolutionary status may shape the distinct trade-offs between virulence and proliferation in <italic>N. ceranae</italic>. Future studies to identify the genome diversification of <italic>N. ceranae</italic> may help to determine its primary host. Additional gene functional studies help to understand the host-parasite co-evolution in this multi-host system, also as target genes for this parasite control.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>The microsporidian parasite <italic>N. ceranae</italic> evolves a balanced virulence and transmission with the honey bee <italic>A. mellifera</italic> in Asia. Comparatively, the parasite shows high virulence and low transmission in the honey bee <italic>A. cerana</italic>, supported by the time series transcripts. Thus, additional study is needed to investigate whether <italic>A. cerana</italic> or <italic>A. mellifera</italic> is the primary host of this microsporidian parasite.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Material</bold>
</xref>. The sequencing reads are available in NCBI Bio-project PRJNA822678  and PRJNA784016.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>XW: Writing &#x2013; original draft. QH: Funding acquisition, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work is supported by the National Natural Science Foundation of China #32260862.</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="ai-statement">
<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 id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fcimb.2025.1524197/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2025.1524197/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.docx" id="SF1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table2.xlsx" id="SF2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table3.xlsx" id="SF3" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table4.xlsx" id="SF4" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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