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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2024.1364009</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>Cross-validation of chemical and genetic disruption approaches to inform host cellular effects on <italic>Wolbachia</italic> abundance in <italic>Drosophila</italic></article-title>
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<name><surname>Sharmin</surname> <given-names>Zinat</given-names></name>
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<name><surname>Samarah</surname> <given-names>Hani</given-names></name>
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<name><surname>Aldaya Bourricaudy</surname> <given-names>Rafael</given-names></name>
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<name><surname>Ochoa</surname> <given-names>Laura</given-names></name>
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<name><surname>Serbus</surname> <given-names>Laura Renee</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<aff id="aff1"><sup>1</sup><institution>Department of Biological Sciences, Florida International University</institution>, <addr-line>Miami, FL</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Biomolecular Sciences Institute, Florida International University</institution>, <addr-line>Miami, FL</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Chemistry and Biochemistry, Florida International University</institution>, <addr-line>Miami, FL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0002"><p>Edited by: Takema Fukatsu, National Institute of Advanced Industrial Science and Technology (AIST), Japan</p></fn>
<fn fn-type="edited-by" id="fn0003"><p>Reviewed by: Xiao-Li Bing, Nanjing Agricultural University, China</p><p>Habib Ali, Khwaja Fareed University of Engineering and Information Technology (KFUEIT), Pakistan</p></fn>
<corresp id="c001">&#x002A;Correspondence: Laura Renee Serbus, <email>Lserbus@fiu.edu</email></corresp>
<fn fn-type="equal" id="fn0001"><p><sup>&#x2020;</sup>These authors have contributed equally to this work</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>03</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1364009</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Sharmin, Samarah, Aldaya Bourricaudy, Ochoa and Serbus.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Sharmin, Samarah, Aldaya Bourricaudy, Ochoa and Serbus</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>
<title>Introduction</title>
<p>Endosymbiotic <italic>Wolbachia</italic> bacteria are widespread in nature, present in half of all insect species. The success of <italic>Wolbachia</italic> is supported by a commensal lifestyle. Unlike bacterial pathogens that overreplicate and harm host cells, <italic>Wolbachia</italic> infections have a relatively innocuous intracellular lifestyle. This raises important questions about how <italic>Wolbachia</italic> infection is regulated. Little is known about how <italic>Wolbachia</italic> abundance is controlled at an organismal scale.</p>
</sec>
<sec>
<title>Methods</title>
<p>This study demonstrates methodology for rigorous identification of cellular processes that affect whole-body <italic>Wolbachia</italic> abundance, as indicated by absolute counts of the <italic>Wolbachia surface protein</italic> (<italic>wsp</italic>) gene.</p>
</sec>
<sec>
<title>Results</title>
<p>Candidate pathways, associated with well-described infection scenarios, were identified. <italic>Wolbachia</italic>-infected fruit flies were exposed to small molecule inhibitors known for targeting those same pathways. Sequential tests in <italic>D. melanogaster</italic> and <italic>D. simulans</italic> yielded a subset of chemical inhibitors that significantly affected whole-body <italic>Wolbachia</italic> abundance, including the Wnt pathway disruptor, IWR-1 and the mTOR pathway inhibitor, Rapamycin. The implicated pathways were genetically retested for effects in <italic>D. melanogaster</italic>, using inducible RNAi expression driven by constitutive as well as chemically-induced somatic GAL4 expression. Genetic disruptions of <italic>armadillo</italic>, <italic>tor,</italic> and <italic>ATG6</italic> significantly affected whole-body <italic>Wolbachia</italic> abundance.</p>
</sec>
<sec>
<title>Discussion</title>
<p>As such, the data corroborate reagent targeting and pathway relevance to whole-body <italic>Wolbachia</italic> infection. The results also implicate Wnt and mTOR regulation of autophagy as important for regulation of <italic>Wolbachia</italic> titer.</p>
</sec>
</abstract>
<kwd-group>
<kwd><italic>Wolbachia</italic></kwd>
<kwd><italic>Drosophila</italic></kwd>
<kwd>titer</kwd>
<kwd>Wnt</kwd>
<kwd>mTOR</kwd>
<kwd>autophagy</kwd>
<kwd>endosymbiosis</kwd>
<kwd>commensalism</kwd>
</kwd-group>
<contract-num rid="cn1">IOS-1656811</contract-num>
<contract-sponsor id="cn1">Florida International University (Academic Affairs)<named-content content-type="fundref-id">10.13039/100007681</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="13"/>
<word-count count="8749"/>
</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>Resident intracellular microbes, referred to as endosymbionts, are widespread in nature. Endosymbiotic microbes are commonly thought of as mutualists, in which the interaction between host and microbe benefits both partners of the symbiosis. However, endosymbionts can also exhibit relatively inert (commensal) or detrimental (parasitic) interactions with a host organism. Evidence suggests that some commensal and/or mutualistic microbes are descendants of formerly parasitic ancestors (<xref ref-type="bibr" rid="ref47">Sachs et al., 2014</xref>). Other endosymbionts have been found to exhibit context-dependent plasticity in their symbiotic interactions, as seen in <italic>Salmonella</italic>, which is carried innocuously by chickens, but causes severe infection in humans (<xref ref-type="bibr" rid="ref14">Foley et al., 2013</xref>). To account for this diversity, intracellular bacteria are now described in terms of a symbiotic spectrum, ranging from mutualistic to parasitic (<xref ref-type="bibr" rid="ref29">Lewis, 1985</xref>).</p>
<p>For any endosymbiont, high infection prevalence in host populations is the mark of success. Members of the <italic>Wolbachia</italic> genus are naturally widespread bacterial endosymbionts, carried in certain lineages of mites, crustaceans, nematodes and in about 50% of all insect species (<xref ref-type="bibr" rid="ref48">Sazama et al., 2019</xref>). <italic>Wolbachia</italic> are often described as reproductive parasites because some strains induce parthenogenesis, male-killing, feminization or cytoplasmic incompatibility, which ultimately favor the success of infected females (<xref ref-type="bibr" rid="ref60">Werren et al., 2008</xref>). In other instances, <italic>Wolbachia</italic> have been found to serve as mutualists, by sustaining host viability and reproduction (<xref ref-type="bibr" rid="ref55">Taylor et al., 2005</xref>; <xref ref-type="bibr" rid="ref37">Pannebakker et al., 2007</xref>; <xref ref-type="bibr" rid="ref27">Landmann et al., 2011</xref>), as well as by repelling harmful viral infections in the host (<xref ref-type="bibr" rid="ref19">Hedges et al., 2008</xref>; <xref ref-type="bibr" rid="ref56">Teixeira et al., 2008</xref>; <xref ref-type="bibr" rid="ref10">Cogni et al., 2021</xref>). Due to absence of evident benefits or detriments, <italic>Wolbachia</italic> infections can often be described as commensal. The <italic>Wolbachia-</italic>host symbiosis thus provides a new and valuable perspective for investigating, defining, and understanding the cellular basis of commensalism.</p>
<p>To date, <italic>Wolbachia</italic> studies have shared an interest in understanding how endosymbiont amount (titer) is specified within tissue culture cells, dissected host tissues, and whole organisms. <italic>Wolbachia</italic> titer has been assessed as a function of various host/strain combinations as well as in response to host age, crowding, temperature, diet, genetic background, microbiota, and chemical exposure (<xref ref-type="bibr" rid="ref21">Hoffmann et al., 1998</xref>; <xref ref-type="bibr" rid="ref58">Veneti et al., 2004</xref>; <xref ref-type="bibr" rid="ref57">Unckless et al., 2009</xref>; <xref ref-type="bibr" rid="ref63">Wiwatanaratanabutr and Kittayapong, 2009</xref>; <xref ref-type="bibr" rid="ref59">Voronin et al., 2012</xref>; <xref ref-type="bibr" rid="ref2">Ali et al., 2019</xref>; <xref ref-type="bibr" rid="ref30">L&#x00F3;pez-Madrigal and Duarte, 2019</xref>). A patchwork of cytological and qPCR-based methods have been used across assessments of <italic>Wolbachia</italic> abundance <italic>in vivo</italic>, with shared recognition that cellular processes interacting with <italic>Wolbachia</italic> may also affect <italic>Wolbachia</italic> abundance within the host (<xref ref-type="bibr" rid="ref30">L&#x00F3;pez-Madrigal and Duarte, 2019</xref>). The field is now in a position to investigate more broadly how <italic>Wolbachia-</italic>host interactions inform mechanisms of infection.</p>
<p>Fundamental questions remain regarding the involvement of host cellular processes in endosymbiotic infection. It is not clear whether signaling pathways relevant to <italic>Wolbachia</italic> infection have been fully identified, nor which relays of those relays affect <italic>in vivo Wolbachia</italic> titer most strongly. It also remains unclear what mechanistic attributes distinguish commensal infections from detrimental scenarios. To this end, this study asked whether <italic>Wolbachia</italic> titer is affected by the same host cellular pathways as commonly studied bacterial infections. 14 candidate host pathways and processes were tested, using complementary chemical and genetic tools. Whole-body <italic>Wolbachia</italic> abundance was assessed by real-time qPCR, to determine absolute counts of the <italic>Wolbachia surface protein</italic> (<italic>wsp</italic>) gene. This work yielded a subset of host functions for further pursuit, with implications for the basis of commensalism.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<title>Materials and methods</title>
<sec id="sec3">
<title><italic>Drosophila</italic> stocks and maintenance</title>
<p>Two fly strains were used in this study. Preliminary screening was performed using <italic>Drosophila melanogaster</italic> of the genotype <italic>w</italic>; <italic>Sp/Cyo</italic>; <italic>Sb/TM6B</italic> carrying the endogenous <italic>w</italic>Mel <italic>Wolbachia</italic> strain (<xref ref-type="bibr" rid="ref50">Serbus and Sullivan, 2007</xref>; <xref ref-type="bibr" rid="ref9">Christensen et al., 2016</xref>). <italic>Drosophila simulans (D. sim)</italic> infected with the endogenous <italic>Wolbachia riverside</italic> (<italic>w</italic>Ri) strain were used for further analyses (<xref ref-type="bibr" rid="ref22">Hoffmann et al., 1990</xref>; <xref ref-type="bibr" rid="ref50">Serbus and Sullivan, 2007</xref>). GAL4 lines sourced from the Bloomington Drosophila Stock Center (BDSC) were also used to drive RNAi expression. Constitutive somatic expression was driven by the Actin5C-GAL4 driver <italic>w; P{Act5C-GAL4-w}E1/Cyo</italic> (BDSC# 25374) and the daughterless-GAL4 driver <italic>w; P{w+, GMR12B08-GAL4}attP2</italic> (BDSC# 48489). Mifepristone-induced gene expression was driven by the GeneSwitch-GAL4 driver <italic>yw {hs-FLP}; {w+, UAS-GFP}; {w+, Act5C-GS-GAL4}/TM6B, Tb</italic> (BDSC #9431).</p>
<p>Fruit flies were maintained in plastic bottles/vials containing standard fly food media. The recipe was derived from Bloomington Drosophila Stock Center as described previously (<xref ref-type="bibr" rid="ref9">Christensen et al., 2016</xref>). The flies were raised in an Invictus <italic>Drosophila</italic> incubator at 25&#x00B0;C, under standard 12:12&#x2009;h light&#x2013;dark cycle. For the experiments, &#x201C;0-day old&#x201D; flies were collected and kept on standard fly food medium for 2&#x2009;days. The flies were then used for drug treatments in vials or within a plate assay format as described previously (<xref ref-type="bibr" rid="ref8">Christensen et al., 2019</xref>). Only female flies were used for the plate-based screening experiments, to reduce possible variation in population behavior per well.</p>
</sec>
<sec id="sec4">
<title>Chemical food preparation</title>
<p>Two or more chemicals were used to alter the functionality of each of the candidate host processes pursued in this study. Where possible, compounds with opposite effects on the process of interest were included, such as the microtubule-depolymerizing drug, colchicine, and the microtubule-stabilizing drug, taxol, as well as the phospholipase C (PLC) inhibitor, U73122, and the PLC activator, 3-M3MFBS. The final list included a total of 37 candidate compounds (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>). All the drugs were dissolved in DMSO. Most stock solutions, including rifampicin, were prepared in advance as 10&#x2009;mM solutions, aliquoted, and stored at &#x2212;20&#x00B0;C. Rapamycin was ordered as a 5&#x2009;mM solution in DMSO, also stored at &#x2212;20&#x00B0;C. Light-sensitive drugs were stored in the dark.</p>
<p>Immediately before use, chemical stocks were thawed and diluted 100X into fly food that had been re-melted, then cooled. Control vials, prepared in parallel with the chemical treatment vials, were treated with equivalent amounts of DMSO alone. In all cases, the final concentration of DMSO in food was capped at 1%. For the chemical screen, a minimum of 10&#x2009;mL drug food was prepared per condition, to be further dispensed in approximately 1&#x2009;mL amounts per treatment well. For drug lethality tests and <italic>GS-GAL4</italic> induction experiments that were carried out in vials, food containing control DMSO and DMSO-solubilized compounds was prepared in larger volumes, to be dispensed into vials as 5&#x2009;mL final amounts. After pouring, plates and vials were cooled and solidified in the fume hood, with foil wrappings used to protect light-sensitive compounds. Treatment vials were stored in Ziplock bags at 4&#x00B0;C as needed.</p>
<p>For the chemical screen,10 female flies were transferred to each treatment well. A DMSO-solubilized rifampicin control was also run on every qPCR plate to confirm the ongoing capacity of <italic>Wolbachia</italic> to respond to compound treatments. After 3&#x2009;days of chemical feeding, pools of 5 female flies were removed from each treatment well and processed as a group for <italic>wsp</italic> quantification using real-time qPCR. For the vial-based experiments that assessed drug lethality, flies were incubated in groups of 12, 6 females and 6 males per vial, with viability scored every 3 days. Flies were transferred to new treatment vials at day 6, using vials from the 4&#x00B0;C fridge that had been re-warmed. For vial-based experiments using DMSO and mifepristone, flies were incubated on treatment food in groups of 15 females and 5 males. Flies were transferred to new treatment vials every 3&#x2009;days, using DMSO and mifepristone vials from the 4&#x00B0;C fridge that had been re-warmed. After 14&#x2009;days of feeding were completed (<xref ref-type="bibr" rid="ref17">Haselton et al., 2010</xref>; <xref ref-type="bibr" rid="ref51">Serbus et al., 2015</xref>), pools of 5 female flies were removed from each vial and processed as a group for <italic>wsp</italic> quantification using real-time qPCR.</p>
</sec>
<sec id="sec5">
<title>Genetic manipulations</title>
<p>To incorporate <italic>Wolbachia</italic> into GAL4 driver lines, the driver males were crossed to virgin females of the genotype <italic>w</italic>; <italic>Sp/Cyo</italic>; <italic>Sb/TM6B,</italic> carrying the <italic>w</italic>Mel <italic>Wolbachia</italic> strain (<xref ref-type="bibr" rid="ref9">Christensen et al., 2016</xref>), which in this study is referred to as DB <italic>w</italic>Mel. F1 progeny were backcrossed to the parental lines to establish <italic>Wolbachia-</italic>infected driver stocks, with the same genotypes as the originally uninfected lines.</p>
<p>Genetic disruptions were achieved using VALIUM20 transgenic RNAi lines which depend on short hairpin RNA, also known as artificial microRNAs, to trigger gene silencing in both somatic and germline cells (<xref ref-type="bibr" rid="ref35">Ni et al., 2011</xref>). Each host pathway was tested by two different UAS-shRNA responder lines (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S2</xref>), selected in accord with pathways targeted by &#x201C;hit&#x201D; compounds from the chemical screen. To generate RNAi-expressing flies, <italic>w</italic>Mel-infected virgin females were selected from freshly emerging bottles of each GAL4 driver stock. These females were crossed to males that carried responder UAS (upstream activating sequence) elements adjacent to a promoter that drives shRNA production (<xref ref-type="bibr" rid="ref35">Ni et al., 2011</xref>). The parent flies were removed from the vials after 3&#x2013;4&#x2009;days of mating. Emerging F1 flies were collected in daily cohorts and aged for 5&#x2009;days. The F1s that carried the GAL4 driver and the UAS responder were identified by phenotypic markers and separated within each cohort. Control siblings that contained either the GAL4 or UAS responder, but not both, were collected when available. In some cases, a separate control set was also generated in parallel by outcrossing <italic>Wolbachia-</italic>infected driver females to Oregon R (OreR) males. In all cases, control and treatment groups were generated and processed in parallel for <italic>wsp</italic> quantification.</p>
</sec>
<sec id="sec6">
<title>DNA extraction and qPCR for whole-body <italic>Wolbachia</italic> quantification</title>
<p>Real-time qPCR was used to assess whole-body <italic>Wolbachia</italic> abundance, using the candidate gene <italic>wsp</italic> as a proxy for <italic>Wolbachia</italic> genomes per sample. Because <italic>Wolbachia</italic> reportedly carry one genome per bacterial cell (<xref ref-type="bibr" rid="ref32">McGarry et al., 2004</xref>), resulting genome counts are expected to represent <italic>Wolbachia</italic> abundance per sample. DNA was extracted from pools of 5 female flies as per established methods (<xref ref-type="bibr" rid="ref8">Christensen et al., 2019</xref>). Absolute measurements of the <italic>wsp</italic> gene from the extracted DNA samples were compared against reference plasmid standards, specifically a PGEM-T vector carrying a 160&#x2009;bp PCR-amplified fragment of the <italic>wsp</italic> gene (<xref ref-type="bibr" rid="ref9">Christensen et al., 2016</xref>). Real-time qPCR was carried out on a Bio-Rad CFX96 Connect Optics Module Real-Time System. Absolute <italic>wsp</italic> copy numbers were obtained by comparing cycle threshold (Ct) values to the standard curve generated from the plasmid standard. The <italic>wsp</italic> amplification primers were: Fwd 5&#x2019; CATTGGTGTTGGTGTTGGTG 3&#x2032; and Rev. 5&#x2019; ACCGAAATAACGAGCTCCAG 3&#x2032;, used at 5&#x2009;&#x03BC;M (<xref ref-type="bibr" rid="ref9">Christensen et al., 2016</xref>).</p>
</sec>
<sec id="sec7">
<title>Data display and analyses</title>
<p>Graphical displays showing &#x201C;normalized&#x201D; <italic>wsp</italic> counts as a scatter plot were created for display purposes only. To generate such graphs, median <italic>wsp</italic> counts for the DMSO controls per replicate were identified, then compared to the median <italic>wsp</italic> count of the entire dataset. A scaling factor was then identified and applied to each replicate, to normalize the median <italic>wsp</italic> value for the DMSO control and all associated experimental data. The raw absolute count data are available for review as needed (<xref ref-type="supplementary-material" rid="SM1">Supplementary material S1</xref>). Statistical analyses were conducted on raw (non-normalized) data within each experimental replicate for all experiments. Statistics appropriate to data normality and homogeneity were identified and applied as previously (<xref ref-type="bibr" rid="ref8">Christensen et al., 2019</xref>). Power analysis was performed with an alpha set at 0.05 using a MATLAB-based data sub-sampling program, designed by Dr. Philip K. Stoddard. This program has the advantage that analyses can be customized to the statistical test appropriate to each dataset (<xref ref-type="bibr" rid="ref8">Christensen et al., 2019</xref>). All statistical analysis worksheets for each experiment performed are also available (<xref ref-type="supplementary-material" rid="SM1">Supplementary material S1</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="sec8">
<title>Results</title>
<sec id="sec9">
<title>Identifying and targeting candidate host processes relevant to bacterial infection</title>
<p>A literature search was first conducted to assess how intracellular bacterial abundance is regulated in commonly studied bacterial infections. After assessing 52 species from 17 genera, 26 bacterial species were identified, for which host gene/pathway effects on density regulation had been discussed (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S3</xref>). Of these, the literature highlighted 14 host mechanisms that altered the intracellular abundance of multiple bacterial classes (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary material S2</xref>). Because these mechanisms were identified as more commonly involved in host&#x2013;microbe interactions, they were prioritized for testing in the <italic>Wolbachia-Drosophila</italic> endosymbiosis model. Candidate compounds known to target each process were selected, with two or more compounds identified for testing each of the 14 classes of host targets. This culminated in the selection of 37 total candidate compounds to test for effects on whole-body <italic>Wolbachia</italic> titer (<xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Screening targets and chemical tools.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Candidate host processes</th>
<th align="left" valign="top">Drug name</th>
<th align="left" valign="top">Drug effect</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="3">Cell cycle modulation</td>
<td align="left" valign="middle">Flavopiridol</td>
<td align="left" valign="middle">CDK inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Roscovitine</td>
<td align="left" valign="middle">CDK inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Sodium butyrate</td>
<td align="left" valign="middle">HDAC inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Cytoskeleton-based transport</td>
<td align="left" valign="middle">Colchicine</td>
<td align="left" valign="middle">Microtubule destabilizer</td>
</tr>
<tr>
<td align="left" valign="middle">Cytochalasin D</td>
<td align="left" valign="middle">F-actin destabilizer</td>
</tr>
<tr>
<td align="left" valign="middle">Taxol</td>
<td align="left" valign="middle">Microtubule stabilizer</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Ubiquitin-proteasome system</td>
<td align="left" valign="middle">Bortezomib</td>
<td align="left" valign="middle">Proteasome inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Epoxomicin</td>
<td align="left" valign="middle">Proteasome inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5">Mitochondrial/ Antioxidant</td>
<td align="left" valign="middle">Butylated hydroxytoluene</td>
<td align="left" valign="middle">Antioxidant</td>
</tr>
<tr>
<td align="left" valign="middle">L-Glutathione</td>
<td align="left" valign="middle">Antioxidant</td>
</tr>
<tr>
<td align="left" valign="middle">MitoBloCK-6</td>
<td align="left" valign="middle">Mitochondrial import inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Niclosamide</td>
<td align="left" valign="middle">Pink1 activator</td>
</tr>
<tr>
<td align="left" valign="middle">Resveratrol</td>
<td align="left" valign="middle">Cox-1 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Apoptotic pathway</td>
<td align="left" valign="middle">ABT-199</td>
<td align="left" valign="middle">Bcl-2 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Apoptosis inhibitor</td>
<td align="left" valign="middle">Caspase 3 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Caspase 8 inhibitor</td>
<td align="left" valign="middle">Caspase 8 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Imd pathway</td>
<td align="left" valign="middle">CAY10512</td>
<td align="left" valign="middle">NF &#x03BA; B inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">SC76741</td>
<td align="left" valign="middle">NF &#x03BA; B inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">GPCR signaling</td>
<td align="left" valign="middle">Caffeine</td>
<td align="left" valign="middle">cAMP phosphodiesterase inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">SQ22536</td>
<td align="left" valign="middle">Adenylyl cyclase inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Phospholipase-related</td>
<td align="left" valign="middle">M-3M3FBS</td>
<td align="left" valign="middle">Phospholipase C activator</td>
</tr>
<tr>
<td align="left" valign="middle">U73122</td>
<td align="left" valign="middle">Phospholipase C inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Calcium signaling</td>
<td align="left" valign="middle">Nicardipine HCl</td>
<td align="left" valign="middle">L-type voltage-dependent calcium channel inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Verapamil</td>
<td align="left" valign="middle">L-type calcium channel blocker</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Ras/mTOR pathway</td>
<td align="left" valign="middle">Erlotinib HCl</td>
<td align="left" valign="middle">EGFR inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Trametinib</td>
<td align="left" valign="middle">MEK inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Rapamycin</td>
<td align="left" valign="middle">mTOR inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Wortmanin</td>
<td align="left" valign="middle">PI3 kinase inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Nitric oxide synthase</td>
<td align="left" valign="middle">L-NAME</td>
<td align="left" valign="middle">Nitric oxide synthetase inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Methylxanthine</td>
<td align="left" valign="middle">cAMP and cGMP phosphodiesterase inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Sildenafil citrate</td>
<td align="left" valign="middle">cGMP phosphodiesterase inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Jak&#x2013;Stat signaling</td>
<td align="left" valign="middle">Ruxolitinib</td>
<td align="left" valign="middle">JAK 1/2 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">SH-4-54</td>
<td align="left" valign="middle">STAT2 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Wnt pathway</td>
<td align="left" valign="middle">IWR-1</td>
<td align="left" valign="middle">AXIN inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Ly090314</td>
<td align="left" valign="middle">GSK-3 inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Kinase modulator</td>
<td align="left" valign="middle">Pyrvinium pamoate</td>
<td align="left" valign="middle">Akt inhibitor</td>
</tr>
<tr>
<td align="left" valign="middle">Staurosporine</td>
<td align="left" valign="middle">PKC inhibitor</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec10">
<title>Host-directed small molecules alter <italic>wsp</italic> abundance in adult <italic>Drosophila</italic> hosts</title>
<p>The impact of the candidate compounds on whole-body <italic>Wolbachia</italic> titer was screened by absolute quantification of <italic>wsp</italic> by real-time qPCR (<xref ref-type="bibr" rid="ref9006">Kim et al., 2008</xref>; <xref ref-type="bibr" rid="ref9004">Serbus et al., 2012</xref>; <xref ref-type="bibr" rid="ref9009">Markstein et al., 2014</xref>; <xref ref-type="bibr" rid="ref8">Christensen et al., 2019</xref>). <italic>D. melanogaster</italic> flies, carrying the endogenous <italic>w</italic>Mel <italic>Wolbachia</italic> strain, termed DB <italic>w</italic>Mel, were exposed for 3&#x2009;days to food supplemented with DMSO-solubilized drugs or DMSO alone as a control. Treatments were initially tested for impact on whole-body <italic>wsp</italic> across two independent plate replicates. Those treatments which significantly changed <italic>wsp</italic> abundance in both plates were identified as preliminary hits. Of 37 chemicals tested, the primary screen identified 16 compounds were identified as meeting this criterion. These preliminary hit compounds were re-tested for reproducibility in a third plate replicate. 11 compounds were reconfirmed as hits, implicating a total of 9 host pathways and processes (<xref ref-type="fig" rid="fig1">Figure 1A</xref>). Most &#x201C;hit&#x201D; compounds elicited an increase in whole-body <italic>wsp</italic> abundance, with median values ranging 6&#x2013;57% higher than the control (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001&#x2013;0.036, <italic>n</italic>&#x2009;=&#x2009;6 per plate replicate). The only exception was bortezomib, which reduced <italic>wsp</italic> to 48&#x2013;71% of the DMSO control (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, <italic>n</italic>&#x2009;=&#x2009;6 amplifications per plate replicate) (<xref ref-type="fig" rid="fig1">Figure 1A</xref>; <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Whole body <italic>wsp</italic> abundance in response to chemical treatments. Display shows DMSO controls normalized across replicates, and the corresponding drug treatment data scaled accordingly. <bold>(A)</bold> Chemical treatment effects on whole-body <italic>wsp</italic> abundance in Dmel <italic>w</italic>Mel. <bold>(B)</bold> Chemical treatment effects on whole-body <italic>wsp</italic> abundance in Dsim <italic>w</italic>Ri. Significance was set at &#x002A; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, and is displayed only for conditions where all replicates met this standard.</p>
</caption>
<graphic xlink:href="fmicb-15-1364009-g001.tif"/>
</fig>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Chemical screen outcomes: comparing Dmel <italic>w</italic> Mel hits to Dsim <italic>w</italic> Ri results.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Host cellular process</th>
<th align="left" valign="top">Drug name</th>
<th align="center" valign="top"><italic>p</italic>-value range for Dmel <italic>w</italic>Mel</th>
<th align="center" valign="top"><italic>p</italic>-value range for Dsim <italic>w</italic>Ri</th>
<th align="center" valign="top">Hit in both systems?</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Cell cycle modulation</td>
<td align="left" valign="middle">Roscovitine</td>
<td align="center" valign="middle">0.003&#x2013;0.009</td>
<td align="center" valign="middle">0.006&#x2013;0.283</td>
<td align="center" valign="middle">No</td>
</tr>
<tr>
<td align="left" valign="middle">Ubiquitin-proteasome system</td>
<td align="left" valign="middle">Bortezomib</td>
<td align="center" valign="middle">&#x003C;0.001 (all)</td>
<td align="center" valign="middle">&#x003C;0.001 (all)</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Imd pathway</td>
<td align="left" valign="middle">CAY10512</td>
<td align="center" valign="middle">0.001&#x2013;0.036</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.001</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">SC76741</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.022</td>
<td align="center" valign="middle">0.171&#x2013;0.936</td>
<td align="center" valign="middle">No</td>
</tr>
<tr>
<td align="left" valign="middle">Phospholipase-related</td>
<td align="left" valign="middle">M-3M3FBS</td>
<td align="center" valign="middle">0.002&#x2013;0.004</td>
<td align="center" valign="middle">0.009&#x2013;0.840</td>
<td align="center" valign="middle">No</td>
</tr>
<tr>
<td align="left" valign="middle">Calcium signaling</td>
<td align="left" valign="middle">Nicardipine HCl</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.016</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.006</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="2">Ras/mTOR pathway</td>
<td align="left" valign="middle">Erlotinib HCl</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.002</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.024</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Rapamycin</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.001</td>
<td align="center" valign="middle">&#x003C;0.001 (all)</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Nitric oxide synthase</td>
<td align="left" valign="middle">L-NAME</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.002</td>
<td align="center" valign="middle">0.001&#x2013;0.056</td>
<td align="center" valign="middle">No</td>
</tr>
<tr>
<td align="left" valign="middle">Wnt pathway</td>
<td align="left" valign="middle">IWR-1</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.001</td>
<td align="center" valign="middle">&#x003C;0.001&#x2013;0.041</td>
<td align="center" valign="middle">Yes</td>
</tr>
<tr>
<td align="left" valign="middle">Kinase modulator</td>
<td align="left" valign="middle">Staurosprine</td>
<td align="center" valign="middle">0.002&#x2013;0.006</td>
<td align="center" valign="middle">0.003&#x2013;0.061</td>
<td align="center" valign="middle">No</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>To investigate a role for candidate processes across systems, the hits from DB <italic>w</italic>Mel were retested against the <italic>D. simulans</italic> (Dsim) model, which naturally carries the <italic>w</italic>Ri <italic>Wolbachia</italic> strain. The Dsim <italic>w</italic>Ri re-screen identified a subset of 6 compounds that significantly affected whole-body <italic>wsp</italic> counts across 3 plate replicates (<xref ref-type="fig" rid="fig1">Figure 1B</xref>). 5 compounds increased whole-body <italic>wsp</italic> abundance to 15&#x2013;52% higher than the DMSO control (<italic>p</italic>-value range: &#x003C;0.001&#x2013;0.041, <italic>n</italic>&#x2009;=&#x2009;6 per plate replicate). These hits were associated with host Imd signaling, Calcium signaling, Ras/mTOR signaling, and Wnt signaling functions. By contrast, the proteasome inhibitor bortezomib continued to reduce <italic>wsp</italic> counts to 56&#x2013;69% of the DMSO control (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, <italic>n</italic>&#x2009;=&#x2009;6 amplifications per plate replicate) (<xref ref-type="fig" rid="fig1">Figure 1B</xref>; <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<p>To further investigate why some chemical treatments increase <italic>wsp</italic> counts, but others suppress <italic>wsp,</italic> a lethality assay was conducted. Flies were exposed to each of the &#x201C;hit&#x201D; compounds for a 12-day period. Bortezomib induced high lethality by the 6-day exposure timepoint for both DB <italic>w</italic>Mel and Dsim <italic>w</italic>Ri (<xref ref-type="fig" rid="fig2">Figures 2A</xref>,<xref ref-type="fig" rid="fig2">C</xref>). Thus, it is possible that <italic>wsp</italic> reductions by bortezomib reflect a <italic>Wolbachia</italic> response to toxic host conditions. However, flies exposed to all other &#x201C;hit&#x201D; compounds exhibited viability profiles comparable to DMSO controls, as per the example of IWR-1 (<xref ref-type="fig" rid="fig2">Figures 2B</xref>,<xref ref-type="fig" rid="fig2">D</xref>) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S1</xref>). Because the non-lethal &#x201C;hit&#x201D; compounds were all shown to elevate <italic>wsp</italic> counts, these results suggest that functions of multiple host pathways normally reduce whole-body <italic>Wolbachia</italic> loads.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Example figure showing lethality data for bortezomib and IWR-1 compounds in <italic>D. melanogaster</italic> and <italic>D. simulans</italic>. <bold>(A&#x2013;D)</bold> Depict the lethality effects two representative compounds, bortezomib <bold>(A,C)</bold> and IWR-1 <bold>(B,D)</bold>, on <italic>D. melanogaster</italic> and <italic>D. simulans</italic>. Each panel shows the number of dead flies at different time points (days) following exposure across two independent replicates. Circles: Control groups treated with 1% DMSO vehicle only. Diamonds: Experimental groups treated with bortezomib <bold>(A,C)</bold> or IWR-1 <bold>(B,D)</bold>.</p>
</caption>
<graphic xlink:href="fmicb-15-1364009-g002.tif"/>
</fig>
</sec>
<sec id="sec11">
<title>Constitutive RNAi disruptions corroborate a subset of host pathway effects on <italic>wsp</italic></title>
<p>To confirm the basis for host cellular effects on whole-body <italic>Wolbachia</italic> titer, genetic disruption experiments were performed, focusing on the pathways dually implicated by chemical screening of DB <italic>w</italic>Mel and Dsim <italic>w</italic>Ri. We used the GAL4::UAS system in <italic>D. melanogaster</italic>, which enables directed manipulation of gene expression (<xref ref-type="bibr" rid="ref7">Brand and Perrimon, 1993</xref>; <xref ref-type="bibr" rid="ref12">Duffy, 2002</xref>). In this case, the GAL4::UAS system was set to drive expression of short hairpin RNAi suppress the corresponding gene product (<xref ref-type="bibr" rid="ref41">Perrimon et al., 2010</xref>; <xref ref-type="bibr" rid="ref35">Ni et al., 2011</xref>; <xref ref-type="bibr" rid="ref40">Perkins et al., 2015</xref>). The <italic>w</italic>Mel strain was crossed into well-established GAL4 driver lines that drive constitutive whole-body expression, including the reputedly &#x201C;strong&#x201D; Actin5C-GAL4 driver (<italic>Act-5C</italic>), and the &#x201C;milder&#x201D; daughterless-GAL4 driver (<italic>da-GAL4</italic>) (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S5</xref>). Few to no F1 progeny were recovered that carried <italic>Act5C-GAL4</italic> as well as <italic>UAS-shRNA</italic> chromosomes, indicating lethality for such genetic combinations. However, crossing the <italic>UAS-shRNA</italic> lines to <italic>da-GAL4</italic> (<xref ref-type="bibr" rid="ref51">Serbus et al., 2015</xref>) yielded ample RNAi-expressing F1 progeny for analysis.</p>
<p>No changes in <italic>wsp</italic> abundance were detected in response to constitutive shRNA disruption of Calcium signaling by knockdown of L-type calcium channels encoded by <italic>Ca-alpha1D</italic> and <italic>Cac</italic>. Inconsistent effects on <italic>wsp</italic> abundance were associated with disruptions to the Imd pathway by knockdown of NF-kappa-B/<italic>Rel</italic>, and the Rel activator, <italic>Tak1</italic>. Similar inconsistencies were observed for knockdown of the Wnt pathway gene, <italic>shaggy (sgg)</italic> gene (<xref ref-type="supplementary-material" rid="SM1">Supplementary material S1</xref>).</p>
<p>Constitutive shRNA disruption of the Wnt pathway gene <italic>armadillo (arm)</italic> yielded positive effects, increasing median whole-body <italic>wsp</italic> counts to 9&#x2013;15% above the OreR-outcrossed control (<italic>p</italic>-value range: &#x003C;0.001&#x2013;0.034, <italic>n</italic>&#x2009;=&#x2009;6 per plate replicate) (<xref ref-type="fig" rid="fig3">Figure 3</xref>). A significant <italic>wsp</italic> increase was also detected for the Ras/mTOR pathway, with <italic>tor</italic> disruption flies exhibiting higher whole-body <italic>wsp</italic> counts at 23&#x2013;31% above both sibling controls and OreR-outcrossed controls (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, <italic>n</italic>&#x2009;=&#x2009;6 per plate replicate) (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Ras/mTOR signaling was also retested by knockdown of the <italic>Epidermal Growth Factor Receptor (EGFR)</italic>. Compared to OreR-outcrossed controls, <italic>EGFR</italic> knockdowns did not consistently affect <italic>wsp</italic> abundance measurements. However, in comparison to sibling controls, EGFR disruption yielded a 35&#x2013;44% increase in median <italic>wsp</italic> counts (<italic>p</italic>-value range: &#x003C;0.001&#x2013;0.002, <italic>n</italic>&#x2009;=&#x2009;6 per plate replicate) (<xref ref-type="fig" rid="fig3">Figure 3</xref>). Thus, detection of <italic>wsp</italic> responses to EGFR disruption may be context-dependent.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Whole body <italic>wsp</italic> abundance in control vs. <italic>da-GALA</italic>:<italic>UAS-RNAi</italic> knockdown flies. Oregon-R outcross controls are included throughout, and non-expressing sibling controls are shown where available. Display shows OreR controls normalized across replicates, and the corresponding conditions scaled accordingly. Panel shows data from 2 independent biological replicates. RNAi-expressing conditions shown from left to right are: <italic>armadillo</italic>, <italic>tor</italic>, and <italic>EGFR</italic> Significance was set at &#x002A; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, and is displayed only for conditions where all replicates met this standard.</p>
</caption>
<graphic xlink:href="fmicb-15-1364009-g003.tif"/>
</fig>
<p>To confirm an effect of Wnt and Ras/mTOR pathways on <italic>Wolbachia,</italic> the most consistent outcomes from the <italic>da-GAL4::UAS-shRNA</italic> experiments were retested. <italic>Arm</italic> RNAi elicited a 16&#x2013;50% increase in median <italic>wsp</italic> abundance over the OreR-outcrossed control (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, <italic>n</italic>&#x2009;=&#x2009;18) (<xref ref-type="fig" rid="fig4">Figure 4A</xref>). Power analysis indicated the <italic>arm</italic> RNAi outcome to be robust (&#x03B2;&#x2009;&#x003C;&#x2009;0.003 at <italic>n</italic> <inline-formula><mml:math id="M1"><mml:mo>&#x2265;</mml:mo></mml:math></inline-formula> 12; total <italic>n</italic>&#x2009;=&#x2009;18) (<xref ref-type="fig" rid="fig4">Figure 4B</xref>). <italic>tor</italic> RNAi triggered a 38&#x2013;39% increase in <italic>wsp</italic> abundance as compared to OreR-outcrossed controls (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.001, <italic>n</italic>&#x2009;=&#x2009;18) (<xref ref-type="fig" rid="fig4">Figure 4C</xref>), a finding also well-supported by power analysis (&#x03B2;&#x2009;&#x003C;&#x2009;0.002 at <italic>n</italic> <inline-formula><mml:math id="M2"><mml:mo>&#x2265;</mml:mo></mml:math></inline-formula> 4; total <italic>n</italic>&#x2009;=&#x2009;18) (<xref ref-type="fig" rid="fig4">Figure 4D</xref>). Taken together, these data indicate that constitutive RNAi disruption of Wnt and Ras/mTOR signaling increases whole-body <italic>Wolbachia</italic> titer.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Whole body <italic>wsp</italic> abundance in control vs. <italic>da-GAL4</italic>::<italic>UAS-RNAi</italic> knockdown fies. Panels show data from 2 independent biological replicates. <bold>(A)</bold> Whole-body <italic>wsp</italic> abundance in <italic>arm</italic>-RNAi conditions. <bold>(B)</bold> Power analysis, testing the likelihood of significance as a function of sample size in <bold>(A)</bold>. <bold>(C)</bold> Whole-body <italic>wsp</italic> abundance in <italic>tor</italic>-RNAi conditions. <bold>(D)</bold> Power analysis, testing the likelihood of significance in <bold>(C)</bold>. Significance was set at &#x002A; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05.</p>
</caption>
<graphic xlink:href="fmicb-15-1364009-g004.tif"/>
</fig>
</sec>
<sec id="sec12">
<title>Adult-induced RNAi disruptions provide further context for host effects on <italic>wsp</italic></title>
<p>An intrinsic limitation of certain genetic disruption approaches, like constitutive RNAi induction, is that cumulative disruption effects could occur. To confirm ongoing Wnt and mTOR pathway effects on whole-body <italic>wsp</italic> abundance, &#x201C;Gene-switch&#x201D; GAL4 driver flies were used to induce GAL4 activity in adult flies. The Gene-switch version of GAL4 carries an inhibitory domain that blocks GAL4 function, until a de-repressor compound, mifepristone, is added (<xref ref-type="bibr" rid="ref45">Roman et al., 2001</xref>). Because trial experiments on mifepristone identified low-power but potentially significant effects on <italic>wsp</italic> (<xref ref-type="supplementary-material" rid="SM1">Supplementary Figure S2</xref>), all <italic>GS-GAL4</italic> experiments were carried out with multiple controls. Flies carrying <italic>GS-GAL4::UAS-shRNA</italic> genotypes were always compared to non-expressing siblings, with half of the flies DMSO-treated, and the other half exposed to DMSO-solubilized mifepristone.</p>
<p>In tests of <italic>arm</italic> and <italic>tor</italic> RNAi knockdowns, no significant <italic>wsp</italic> abundance differences were observed between the DMSO-treated flies and mifepristone-treated flies that were incapable of RNAi expression (<xref ref-type="fig" rid="fig5">Figures 5A</xref>,<xref ref-type="fig" rid="fig5">B</xref>). However, mifepristone-fed flies that were capable of shRNA expression did show significant differences in their <italic>wsp</italic> counts. In the case of <italic>GS-GAL4::arm-shRNA,</italic> the mifepristone-treated flies exhibited reduced <italic>wsp</italic> counts, down to 45&#x2013;71% of all other conditions tested in parallel (<italic>p</italic>-value range: &#x003C;0.001&#x2013;0.033, <italic>n</italic>&#x2009;=&#x2009;9) (<xref ref-type="fig" rid="fig5">Figure 5A</xref>). By contrast, mifepristone-treated <italic>GS-GAL4::tor-shRNA</italic> flies carried 81&#x2013;184% more <italic>wsp</italic> than all other conditions run in parallel (<italic>p</italic>-value range: &#x003C;0.001&#x2013;0.031, <italic>n</italic>&#x2009;=&#x2009;9) (<xref ref-type="fig" rid="fig5">Figure 5B</xref>). These results confirm ongoing <italic>Wolbachia</italic> sensitivity to Wnt and mTOR disruption in adult hosts. Unlike the da-GAL4 data, the GS-GAL4 results notably show that Wnt and mTOR exert opposing effects on <italic>Wolbachia</italic> titer. This highlights a functional difference between constitutive and adult-specific disruptions of the Wnt pathway with respect to regulation of <italic>Wolbachia</italic> titer in adult insects.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Whole body <italic>wsp</italic> abundance in control vs. <italic>GS-GAL4</italic>::<italic>UAS-RNAi</italic> knockdown flies. Flies capable of dsRNA expression were compared against non- expressing siblings, in the presence of DMSO or Mifepristone dissolved into DMSO. Genetic disruptions tested: <bold>(A)</bold> <italic>arm</italic> RNAi, <bold>(B)</bold> <italic>tor</italic> RNAi, <bold>(C)</bold> <italic>ATG6</italic> RNAi. Data out of range for <bold>(C)</bold>: 3 outliers for the Non-expressing DMSO condition at 2.01&#x00D7;10<sup>7</sup>, 2.54&#x00D7;10<sup>7</sup>, 2.064&#x00D7;10<sup>7</sup>, and 1 outlier for the ATG6 RNAi DMSO condition at 2.28&#x00D7;10<sup>7</sup>. Significance was set at &#x002A; <italic>p</italic>&#x2009;&#x003C;&#x2009;0.05, and is displayed only for conditions where all replicates met this standard.</p>
</caption>
<graphic xlink:href="fmicb-15-1364009-g005.tif"/>
</fig>
<p>One way to reconcile effects of <italic>arm</italic> and <italic>tor</italic> disruptions on <italic>wsp</italic> abundance is to consider the possibility that both may affect a consensus target relevant to <italic>Wolbachia</italic>. Literature indicates that Wnt signaling can suppress autophagy onset via multiple routes (<xref ref-type="bibr" rid="ref39">P&#x00E9;rez-Plasencia et al., 2020</xref>), including through down-regulation of <italic>Beclin-1</italic>, also known as <italic>ATG6</italic> (<xref ref-type="bibr" rid="ref54">Tao et al., 2017</xref>). mTORC1 is also known to inhibit ATG6 by suppressing the ATG6 activator, ULK1 (<xref ref-type="bibr" rid="ref20">Hill et al., 2019</xref>). To test the effect of <italic>ATG6</italic> on whole-body <italic>Wolbachia</italic> titer, the <italic>GS-GAL4::ATG6-shRNA</italic> flies were generated. The mifepristone-fed, RNAi-expressing condition exhibit 67&#x2013;173% higher <italic>wsp</italic> levels than non-expressing mifepristone-fed siblings and DMSO-fed flies of equivalent genotype (<italic>p</italic>-value range: &#x003C;0.001&#x2013;0.045, <italic>n</italic>&#x2009;=&#x2009;9) (<xref ref-type="fig" rid="fig5">Figure 5C</xref>). These data suggest that <italic>ATG6</italic> normally suppresses whole-body <italic>wsp</italic> abundance, consistent with autophagy as a general suppressor of <italic>Wolbachia</italic> titer (<xref ref-type="bibr" rid="ref59">Voronin et al., 2012</xref>; <xref ref-type="bibr" rid="ref53">Strunov et al., 2022</xref>). Implications for Wnt and mTORC1 pathway interaction with autophagy are discussed below.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec13">
<title>Discussion</title>
<p>This study explored the basis for endosymbiosis by inipvestigating the effect of candidate host processes on <italic>Wolbachia</italic> titer in two different host-strain combinations. To identify consensus cellular effects on whole-body <italic>wsp</italic> counts, candidate compounds were screened against DB <italic>w</italic>Mel and Dsim <italic>w</italic>Ri systems. This was followed by constitutive as well as inducible genetic disruptions in DB <italic>w</italic>Mel to further verify effects of the drug-implicated pathways on <italic>wsp</italic> abundance. The amenability of <italic>Drosophila</italic> to mechanistic cross-validation in this rigorous capacity has opened a series of questions and opportunities, while also informing on the mechanisms of endosymbiont titer control.</p>
<p>After identifying infection-related pathways of potential interest from the literature, a candidate drug screen was performed to test these pathways. <italic>Wolbachia</italic> titer responses were assessed via absolute quantification of the <italic>wsp</italic> gene from whole insect samples. This is a targeted approach, relative to prior comprehensive screens of <italic>Wolbachia-</italic>host interactions in <italic>Drosophila</italic> tissue culture cells (<xref ref-type="bibr" rid="ref62">White et al., 2017</xref>; <xref ref-type="bibr" rid="ref16">Grobler et al., 2018</xref>). The organism-centered approach provides a unique advantage in detecting system-level, endogenous responses, with measurements inclusive of bacterial relocation events within the organism (<xref ref-type="bibr" rid="ref26">Landmann et al., 2012</xref>; <xref ref-type="bibr" rid="ref61">White et al., 2017</xref>). Detection of an organismal titer change is also a stringent requirement because <italic>Wolbachia</italic> infection is carried in a variety of tissues (<xref ref-type="bibr" rid="ref18">Heddi et al., 1999</xref>; <xref ref-type="bibr" rid="ref5">Bian et al., 2013</xref>; <xref ref-type="bibr" rid="ref1">Ali et al., 2018</xref>; <xref ref-type="bibr" rid="ref49">Schneider et al., 2018</xref>; <xref ref-type="bibr" rid="ref24">Kaur et al., 2020</xref>), and it cannot be assumed that host manipulation will elicit uniform titer change across all tissues. Treatments yielding mild or contradictory outcomes at the tissue level will not be detected as hits by this method. Starting with a chemical screen provides an additional advantage in helping to narrow down the range of pathways for follow-up genetic testing, which as shown here, requires calibration at the level of tool selection, sample size, experiment duration, and controls required. Absolute counts by real-time qPCR are indispensible for the success of such analyses, to mitigate artifacts attributable to variable host ploidy, which may not always be foreseeable across tissues, systems, organism age, and nutritional conditions (<xref ref-type="bibr" rid="ref8">Christensen et al., 2019</xref>; <xref ref-type="bibr" rid="ref44">Ren et al., 2020</xref>).</p>
<p>This study emphasized pursuit of host pathways that are associated with commonly studied bacterial infections, as a springboard to delve deeper into processes which may also be involved in commensal <italic>Wolbachia</italic> infection. The cellular microbiology literature yielded a range of interesting host-side effects on bacterial genera such as <italic>Coxiella, Legionella, Brucella, Rickettsia</italic>, <italic>Ehrlichia, Chlamydia</italic>, and <italic>Ehrlichia</italic> (<xref ref-type="bibr" rid="ref9003">Rikihisa et al., 1995</xref>; <xref ref-type="bibr" rid="ref9005">Kessler et al., 2012</xref>; <xref ref-type="bibr" rid="ref9001">Czy&#x017C; et al., 2014</xref>; <xref ref-type="bibr" rid="ref9008">Luo et al., 2016</xref>), for which host Calcium and Wnt signaling promotes bacterial proliferation. Another example is the Epidermal Growth Factor Receptor (EGFR) signaling pathway, which has been implicated in promoting host cell invasion by pathogens like <italic>Salmonella</italic> and <italic>Neisseria</italic> (<xref ref-type="bibr" rid="ref15">Gal&#x00E1;n et al., 1992</xref>; <xref ref-type="bibr" rid="ref52">Slanina et al., 2014</xref>). Other processes, such as the mTOR/autophagy pathway, have been shown to exert differential density effects depending on the bacterial strain. For example, mTOR signaling disruptions reduce intracellular loads for <italic>Ehrlichia</italic> (<xref ref-type="bibr" rid="ref31">Luo et al., 2017</xref>), <italic>Chlamydia, Listeria</italic> (<xref ref-type="bibr" rid="ref11">Derr&#x00E9; et al., 2007</xref>), and <italic>Salmonella</italic> (<xref ref-type="bibr" rid="ref6">Birmingham et al., 2006</xref>), but increase titers for <italic>Anaplasma</italic> and <italic>Rickettsia</italic> (<xref ref-type="bibr" rid="ref36">Niu et al., 2008</xref>; <xref ref-type="bibr" rid="ref4">Bechelli et al., 2018</xref>). Recurrent titer-related effects for host cellular processes on unrelated bacterial taxa invoke the possibility of generalized infection roles for host cellular pathways, and thus of potential interest in endosymbiosis as well (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S4</xref>) (<xref ref-type="bibr" rid="ref43">Porter and Sullivan, 2023</xref>).</p>
<p>The candidate chemical screen yielded 11 compounds that consistently altered whole-body <italic>wsp</italic> levels in DB <italic>w</italic>Mel, 6 of which repeated the effect in Dsim <italic>w</italic>Ri. The &#x201C;hit&#x201D; compounds that were identified reflect roles for the Imd pathway, Calcium signaling, the Ras/mTOR pathway, and the Wnt pathway (<xref ref-type="table" rid="tab2">Table 2</xref>), prioritizing these pathways for genetic follow-up experiments. The basis for a reduction in compound &#x201C;hits&#x201D; between DB <italic>w</italic>Mel to Dsim <italic>w</italic>Ri is inconclusive at this time. Some of the compounds may also have differential bioavailability, bioactivity and perdurance across systems, among other possibilities.</p>
<p>A notable aspect of the consensus, non-lethal hit compounds in both systems is that they all significantly increased <italic>wsp</italic> counts. Elevated <italic>Wolbachia</italic> titer has previously been observed in response to ribosome disruption, for example (<xref ref-type="bibr" rid="ref16">Grobler et al., 2018</xref>). Perhaps <italic>Wolbachia</italic> suppression by a suite of host cellular processes is relieved by disruption to host functional networks, allowing a favorable shift in <italic>Wolbachia</italic> life cycle dynamics. It is reasonable to consider commensalism as an artifact of endosymbiont genome reduction, with virulence factors eliminated over time (<xref ref-type="bibr" rid="ref33">Metcalf et al., 2014</xref>; <xref ref-type="bibr" rid="ref47">Sachs et al., 2014</xref>; <xref ref-type="bibr" rid="ref28">Latorre and Manzano-Mar&#x00ED;n, 2017</xref>). The findings of this study suggest that for <italic>Wolbachia,</italic> commensalism is further supported by ongoing containment of endosymbiont population by the host, consistent with a view that commensalism is not necessarily free of conflict (<xref ref-type="bibr" rid="ref25">Keeling and McCutcheon, 2017</xref>).</p>
<p>This study used complementary genetic approaches to cross-validate pathways implicated as <italic>Wolbachia</italic>-related by the chemical screen. Genetic corroboration of the host pathway functions is not always possible, as internal redundancies may render certain knockdowns ineffective. Developmental tolerance limits may also preclude analysis of the strongest knockdown effects, as when Actin5C-GAL4 was used in this study. Regardless of this, RNAi disruptions to host <italic>arm</italic> and <italic>tor</italic> genes affected whole-body <italic>wsp</italic> levels consistently and significantly. Dual effects of Wnt and mTOR disruptions on <italic>Wolbachia</italic> titer are consistent with literature connecting these signaling inputs to regulation of autophagy (<xref ref-type="fig" rid="fig6">Figure 6</xref>). There is a robust literature on antimicrobial functions of autophagy (<xref ref-type="bibr" rid="ref34">Moy and Cherry, 2013</xref>), with reports of insects succumbing to pathogen infection when genes like ATG6 have been disrupted (<xref ref-type="bibr" rid="ref13">Edosa et al., 2020</xref>).</p>
<fig position="float" id="fig6">
<label>Figure 6</label>
<caption>
<p>Models of host effects on whole-body <italic>Wolbachia</italic> titer. Pathway functions are displayed as per field literature. Boxes: host functions. Grey ovals: <italic>Wolbachia</italic> bacteria.</p>
</caption>
<graphic xlink:href="fmicb-15-1364009-g006.tif"/>
</fig>
<p>Autophagy has been discussed previously as a regulator of endosymbiont titer, with functional effects dependent on the system used (<xref ref-type="supplementary-material" rid="SM1">Supplementary Table S6</xref>). Of the factors analyzed in this study, the one most immediate to the process of autophagy is ATG6 (<xref ref-type="bibr" rid="ref9007">Su et al., 2020</xref>). Thus, ATG6 suppression by RNAi would be expected to down-regulate autophagy. RNAi knockdowns of ATG6 yielded <italic>Wolbachia</italic> titer elevation, suggesting a model in which autophagy normally suppresses <italic>Wolbachia</italic> titer (<xref ref-type="fig" rid="fig6">Figure 6</xref>). This outcome is consistent with past results from others reporting that somatic autophagy antagonizes somatic <italic>Wolbachia</italic> titer (<xref ref-type="bibr" rid="ref59">Voronin et al., 2012</xref>; <xref ref-type="bibr" rid="ref53">Strunov et al., 2022</xref>).</p>
<p>The literature has also shown that the Wnt pathway affects autophagy regulation. In the absence of Wnt ligand, GSK-3 promotes autophagy activity by activating ULK1 (<xref ref-type="bibr" rid="ref46">Ryu et al., 2021</xref>) as well as by suppressing Arm (<xref ref-type="bibr" rid="ref3">Aros et al., 2021</xref>), which is a negative regulator of autophagy (<xref ref-type="bibr" rid="ref42">Petherick et al., 2013</xref>; <xref ref-type="bibr" rid="ref9002">Feng et al., 2023</xref>) (<xref ref-type="fig" rid="fig6">Figure 6</xref>). Notably, GSK-3 works in a complex together with AXIN to suppress Arm (<xref ref-type="bibr" rid="ref23">Ikeda et al., 1998</xref>), therefore AXIN disruption by IWR-1 should disrupt that function, with an indirect consequence of down-regulating autophagy, and allowing <italic>Wolbachia</italic> titer to increase. Tests of IWR-1 in this study yielded consistent <italic>Wolbachia</italic> titer elevation in both <italic>D. melanogaster</italic> and <italic>D. simulans.</italic> This finding is in accord with autophagy as a suppressor of whole-body <italic>Wolbachia</italic> abundance.</p>
<p>There is at least some complexity in Wnt pathway effects on whole-body <italic>Wolbachia</italic> titer. Because the GSK-3/AXIN complex antagonizes Arm in the Wnt pathway (<xref ref-type="bibr" rid="ref3">Aros et al., 2021</xref>), Arm disruption would be expected to show the opposite results from an AXIN disruption. Meaning, since IWR-1 caused a titer increase, genetic disruptions in <italic>arm</italic> would be expected to prompt a titer decrease. From a mechanistic standpoint, this scenario would also make sense. It has been shown that Arm can suppress autophagy (<xref ref-type="bibr" rid="ref42">Petherick et al., 2013</xref>; <xref ref-type="bibr" rid="ref9002">Feng et al., 2023</xref>) (<xref ref-type="fig" rid="fig6">Figure 6</xref>), so autophagy functions should increase when Arm RNAi is expressed, resulting in <italic>Wolbachia</italic> titer reduction. In this study, <italic>Wolbachia</italic> titer decreased in the induced <italic>GS-GAL4:: Arm-shRNA</italic> conditions. However, the constitutive <italic>da-GAL4:: Arm-shRNA</italic> treatment yielded a titer increase, not decrease. This disparity may be due to constitutive da-GAL4 disruption eliciting a cumulative, lifelong effect, with the possibility of involvement by other compensatory pathways. By contrast, the induction of GS-GAL4 in adults is uncoupled from earlier developmental events and may provide a more focused view of host pathway effects on <italic>Wolbachia</italic> titer in adult insects.</p>
<p>The mTOR pathway is well-known for regulation of autophagy. The mTORC1 complex has been shown to down-regulate autophagy through suppression of ULK1 (<xref ref-type="bibr" rid="ref64">Yamamoto et al., 2023</xref>), as well as through suppression of GSK3 (<xref ref-type="bibr" rid="ref38">Papadopoli et al., 2021</xref>) which would otherwise promote ULK1 function (<xref ref-type="bibr" rid="ref46">Ryu et al., 2021</xref>) (<xref ref-type="fig" rid="fig6">Figure 6</xref>). In an alternate scenario, mTORC1 has the opposite regulatory effect, by inhibiting Wnt signaling at the level of the receptor, shutting down its function (<xref ref-type="bibr" rid="ref65">Zeng et al., 2018</xref>). In that case, GSK3 would remain free to perform the complementary functions of activating ULK1 (<xref ref-type="bibr" rid="ref46">Ryu et al., 2021</xref>) while also preventing Arm from suppressing ULK1 function (<xref ref-type="bibr" rid="ref42">Petherick et al., 2013</xref>; <xref ref-type="bibr" rid="ref9002">Feng et al., 2023</xref>) (<xref ref-type="fig" rid="fig6">Figure 6</xref>). With this range of possibility, mTOR effects on autophagy function could go either way.</p>
<p>All mTORC1 disruptions in this study yielded a whole-body <italic>Wolbachia</italic> titer increase, regardless of the experimental system or type of manipulation tool used. This robust set of results is also compatible with the possibility of autophagy suppression of <italic>Wolbachia</italic>. If true, the implication would be that under normal conditions, mTORC1 function emphasizes suppression of Wnt receptor activity relative to other autophagy-related targets, to promoting autophagy and indirectly, <italic>Wolbachia</italic> titer suppression. This model comes with a grain of salt, as signaling processes can be complex. The reported finding that autophagy can down-regulate Wnt signaling (<xref ref-type="bibr" rid="ref39">P&#x00E9;rez-Plasencia et al., 2020</xref>) is just one example of the nuance that may be involved (<xref ref-type="fig" rid="fig6">Figure 6</xref>). Future studies will be needed to elucidate how signaling and autophagy initiation affect <italic>Wolbachia</italic> and other microbial endosymbionts.</p>
</sec>
<sec sec-type="data-availability" id="sec14">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec15">
<title>Ethics statement</title>
<p>The animal study was approved by FIU Institutional Biosafety Committee (IBC). The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="sec16">
<title>Author contributions</title>
<p>ZS: Conceptualization, Data curation, Methodology, Supervision, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Formal analysis, Investigation. HS: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Supervision, Validation, Visualization, Writing &#x2013; review &#x0026; editing. RB: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing &#x2013; review &#x0026; editing. LO: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Validation, Visualization, Writing &#x2013; review &#x0026; editing. LS: Conceptualization, Data curation, Methodology, Validation, Visualization, Writing &#x2013; review &#x0026; editing, Funding acquisition, Project administration, Resources, Software, Supervision, Writing &#x2013; original draft.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="sec17">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. Support for this project was provided by startup funds from Florida International University (Academic Affairs) and a research grant awarded by the National Science Foundation (IOS-1656811).</p>
</sec>
<ack>
<p>Funding for this project came from FIU Academic Affairs and the NSF Division of Integrated Organismal Systems (#1656811). We thank Steen Christensen, Moises Camacho, Anthony Bellantuono, AJM Zehadee Momtaz, Erasmo Perera and FIU Biological Sciences for helpful discussions and logistical support. We also thank the University Graduate School, the College of Arts, Sciences and Education, the Biological Sciences Graduate program, the Transdisciplinary Biomolecular and Biomedical Sciences program, the Honors College and the Biology Honors Program at FIU for supporting our students.</p>
</ack>
<sec sec-type="COI-statement" id="sec18">
<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 id="sec100" 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 sec-type="supplementary-material" id="sec19">
<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.2024.1364009/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fmicb.2024.1364009/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.zip" id="SM1" mimetype="application/zip" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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