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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.2021.715998</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Co-Occurrence of Viruses, Plant Pathogens, and Symbionts in an Underexplored Hemipteran Clade</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Salazar</surname>
<given-names>McKinlee M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1392915"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pupo</surname>
<given-names>M&#xf4;nica T.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/311953"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Brown</surname>
<given-names>Amanda M. V.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/588714"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Biological Sciences, Texas Tech University</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Pharmaceutical Sciences of Ribeir&#xe3;o Preto, University of S&#xe3;o Paulo</institution>, <addr-line>Ribeir&#xe3;o Preto</addr-line>, <country>Brazil</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Benjamin Makepeace, University of Liverpool, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Davide Sassera, University of Pavia, Italy; Alison Ravenscraft, University of Texas at Arlington, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Amanda M. V. Brown, <email xlink:href="mailto:amanda.mv.brown@ttu.edu">amanda.mv.brown@ttu.edu</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Parasite and Host, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>715998</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>05</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>30</day>
<month>07</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Salazar, Pupo and Brown</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Salazar, Pupo and Brown</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>Interactions between insect symbionts and plant pathogens are dynamic and complex, sometimes involving direct antagonism or synergy and sometimes involving ecological and evolutionary leaps, as insect symbionts transmit through plant tissues or plant pathogens transition to become insect symbionts. Hemipterans such as aphids, whiteflies, psyllids, leafhoppers, and planthoppers are well-studied plant pests that host diverse symbionts and vector plant pathogens. The related hemipteran treehoppers (family Membracidae) are less well-studied but offer a potentially new and diverse array of symbionts and plant pathogenic interactions through their distinct woody plant hosts and ecological interactions with diverse tending hymenopteran taxa. To explore membracid symbiont&#x2013;pathogen diversity and co-occurrence, this study performed shotgun metagenomic sequencing on 20 samples (16 species) of treehopper, and characterized putative symbionts and pathogens using a combination of rapid blast database searches and phylogenetic analysis of assembled scaffolds and correlation analysis. Among the 8.7 billion base pairs of scaffolds assembled were matches to 9 potential plant pathogens, 12 potential primary and secondary insect endosymbionts, numerous bacteriophages, and other viruses, entomopathogens, and fungi. Notable discoveries include a divergent <italic>Brenneria</italic> plant pathogen-like organism, several bee-like <italic>Bombella</italic> and <italic>Asaia</italic> strains, novel strains of <italic>Arsenophonus</italic>-like and <italic>Sodalis</italic>-like symbionts, <italic>Ralstonia</italic> sp. and <italic>Ralstonia</italic>-type phages, <italic>Serratia</italic> sp., and APSE-type phages and bracoviruses. There were several short <italic>Phytoplasma</italic> and <italic>Spiroplasma</italic> matches, but there was no indication of plant viruses in these data. Clusters of positively correlated microbes such as yeast-like symbionts and <italic>Ralstonia</italic>, viruses and <italic>Serratia</italic>, and APSE phage with parasitoid-type bracoviruses suggest directions for future analyses. Together, results indicate membracids offer a rich palette for future study of symbiont&#x2013;plant pathogen interactions.</p>
</abstract>
<kwd-group>
<kwd>membracid</kwd>
<kwd>treehopper</kwd>
<kwd>endosymbiont</kwd>
<kwd>plant pathogen</kwd>
<kwd>phage</kwd>
<kwd>metagenomics</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="107"/>
<page-count count="18"/>
<word-count count="8828"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Many insects that host microbial symbionts can also vector significant plant pathogens (<xref ref-type="bibr" rid="B47">Hogenhout et&#xa0;al., 2008a</xref>; <xref ref-type="bibr" rid="B48">Hogenhout et&#xa0;al., 2008b</xref>; <xref ref-type="bibr" rid="B86">Scholthof et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B64">Mansfield et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B103">Weintraub et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B88">Shafiq et&#xa0;al., 2020</xref>), but investigating the co-occurrence and forces underlying insect symbiont and plant pathogen infection presents a challenge. Some data suggest there could be an energetic cost of hosting symbionts, which might reduce an insect&#x2019;s plant pathogen vectoring ability, while conversely, the benefits of symbionts might provide energy or metabolic advantages that increase plant pathogen transmission (<xref ref-type="bibr" rid="B45">Heck, 2018</xref>; <xref ref-type="bibr" rid="B39">Gonella et&#xa0;al., 2019</xref>). In developing a theory to predict the outcomes of these interactions, part of the challenge is their complexity. Insect symbioses tend to be richly multipartite, including many species of bacteria and fungi along with their phages and viruses. This complexity involves many insect body sites (gut, salivary glands, fat body, hemolymph, bacteriomes) and external ecological interactions that mediate symbiont and pathogen exchange. As a final surprising dimension of complexity in the dynamics of insect symbionts and plant pathogens, several studies show that insect symbionts can transfer through plant tissues and plant pathogens can evolve readily into insect symbionts (<xref ref-type="bibr" rid="B21">Chrostek et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B66">Martinson et&#xa0;al., 2020</xref>).</p>
<p>Hemipterans&#x2014;especially aphids, whiteflies, psyllids, leafhoppers (Cicadellidae), and planthoppers (Fulgoromorpha)&#x2014;are the most well-studied vectors of plant pathogens, but few studies have investigated treehoppers (Membracidae). Whereas related Auchenorrhyncha hemipterans typically host two bacteria in their symbiont organs (bacteriomes) that cooperatively synthesize missing essential amino acids not present in their plant-sap diet (<xref ref-type="bibr" rid="B106">Wu et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B8">Bennett and Moran, 2013</xref>; <xref ref-type="bibr" rid="B33">Douglas, 2016</xref>; <xref ref-type="bibr" rid="B65">Mao et&#xa0;al., 2017</xref>), there are exceptions. Some species have lost one of the obligate symbionts and gained a replacement symbiont (<xref ref-type="bibr" rid="B95">Sudakaran et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Matsuura et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B6">Bell-Roberts et&#xa0;al., 2019</xref>). Other Hemiptera may have gained numerous symbionts. For example, light microscopy studies show Brazilian membracids host at least 28 diverse symbiotic microbes with up to six microbial species cohabiting a bacteriome (<xref ref-type="bibr" rid="B81">Rau, 1943</xref>; <xref ref-type="bibr" rid="B72">M&#xfc;ller, 1962</xref>; <xref ref-type="bibr" rid="B12">Buchner, 1965</xref>). It is unclear which of these microbes are primary or obligate from the host&#x2019;s perspective, or secondary (facultative), functioning to enable their hosts to survive biotic or abiotic stresses or thrive in particular niches (<xref ref-type="bibr" rid="B77">Oliver et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B104">White et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B78">Oliver et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B42">Guidolin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B85">Santos-Garcia et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B58">Lemoine et&#xa0;al., 2020</xref>). Many membracids further depend on additional behavioral symbioses with ants, bees, and wasps (<xref ref-type="bibr" rid="B29">Delabie, 2001</xref>; <xref ref-type="bibr" rid="B38">Godoy et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B51">Ibarra-Isassi and Oliveira, 2018</xref>; <xref ref-type="bibr" rid="B55">Klimes et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B16">Canedo-J&#xfa;nior et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B32">dos Santos et&#xa0;al., 2019</xref>), which feed on the membracids&#x2019; secreted honeydew which, in turn, contains additional symbiotic microbes (<xref ref-type="bibr" rid="B59">Leroy et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B36">Fischer et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B14">Calcagnile et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B89">Shamim et&#xa0;al., 2019</xref>). However, there are few molecular studies of membracid symbioses. To date, there is one genomic study of a dual-symbiosis in a membracid (<xref ref-type="bibr" rid="B65">Mao et&#xa0;al., 2017</xref>) and one 16S rRNA and microscopy-based study showing three or four&#xa0;interacting microbial symbionts in two membracids (<xref ref-type="bibr" rid="B56">Kobia&#x142;ka et&#xa0;al., 2019</xref>). Both studies, however, focused on membracids from the temperate climates, whereas membracid taxonomy, ecology, and microbiota are richest in the neotropics (<xref ref-type="bibr" rid="B12">Buchner, 1965</xref>; <xref ref-type="bibr" rid="B26">Cryan et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B27">Cryan et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B28">Deitz and Wallace, 2012</xref>; <xref ref-type="bibr" rid="B50">Hu et&#xa0;al., 2019</xref>).</p>
<p>A few membracids in North America are considered significant crop pests&#x2014;specifically members of tribe Ceresini, such as <italic>Spissistilus</italic>, <italic>Ceresa</italic>, and <italic>Stictocephala</italic> (alfalfa and buffalo treehoppers) which cause swelling on stems or cuts that can facilitate infections in soybean and alfalfa (<xref ref-type="bibr" rid="B69">Meisch and Randolph, 1965</xref>; <xref ref-type="bibr" rid="B3">Bailey, 1975</xref>); however, in the neotropics, an estimated 18 genera of treehoppers are found as crop pests (<xref ref-type="bibr" rid="B38">Godoy et&#xa0;al., 2006</xref>). One study suggests <italic>Ceresa</italic> in Argentina may vector &#xfeff;the witches&#x2019; broom phytoplasma (ArAWB) (<xref ref-type="bibr" rid="B41">Grosso et&#xa0;al., 2014</xref>). Further studies suggest membracids vector significant plant viruses: <italic>Micrutalis</italic> (tribe Micrutalini) vectors the viral pseudo-curly top disease (TPCTV) of tomatoes (<xref ref-type="bibr" rid="B68">Mead, 1986</xref>; <xref ref-type="bibr" rid="B10">Briddon et&#xa0;al., 1996</xref>) and <italic>Spissistilus</italic> vectors a closely related DNA virus, &#xfeff;Grapevine red blotch-associated virus (GRBaV) (<xref ref-type="bibr" rid="B2">Bahder et&#xa0;al., 2016</xref>). Membracids&#x2019; roles as vectors of plant pathogens are not as well-studied as those of aphids, psyllids, and leafhoppers, which are more commonly found as crop pests. However, their predominance on woody plants makes membracids prime candidates worth investigating as possible vectors for phytoplasmas specific to woody plants such as 16SrIII, 16SrX (apple proliferation), or ESFY (European stone fruit yellows) (<xref ref-type="bibr" rid="B105">Wilson and Weintraub, 2007</xref>). Some studies suggest hemipteran secondary symbionts may travel between insects by passage through plants (<xref ref-type="bibr" rid="B21">Chrostek et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B60">Li et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B80">Pons et&#xa0;al., 2019</xref>), including <italic>Wolbachia</italic>, <italic>Rickettsia</italic>, <italic>Candidatus</italic> Cardinium, <italic>Serratia</italic>, and <italic>Symbiopectobacterium</italic> (formerly BEV), but these plant&#x2013;insect&#x2013;microbe exchanges have not been studied in membracids.</p>
<p>The current study sought to characterize symbionts and potential plant pathogens in membracids, including neotropical species, examining co-occurrence and correlations in abundance as an initial survey of this underexamined group. Our approach used shotgun metagenomics of the membracid bacteriome and surrounding tissues and hemolymph, searched for matches to major bacterial plant pathogens (<xref ref-type="bibr" rid="B64">Mansfield et&#xa0;al., 2012</xref>) including phytoplasmas (<xref ref-type="bibr" rid="B48">Hogenhout et&#xa0;al., 2008b</xref>), and DNA plant viruses (<xref ref-type="bibr" rid="B88">Shafiq et&#xa0;al., 2020</xref>), and an array of bacteriophage (<xref ref-type="bibr" rid="B34">Duron, 2014</xref>; <xref ref-type="bibr" rid="B83">Rou&#xef;l et&#xa0;al., 2020</xref>). Results showed our set of membracids hosted at least nine types of potential plant pathogens, in addition to 12 primary and secondary endosymbionts, along with numerous bacteriophages, and other viruses and parasites. Although our study focused on bacteriomes and surrounding hemolymph, we detected traces of phytoplasmas and spiroplasmas with no indication of plant viruses and we detected significant correlation between subsets of microbes present. Furthermore, we identified divergent <italic>Brenneria</italic> plant pathogen-like organisms, potential transitional strains of <italic>Arsenophonus</italic>-like symbionts, <italic>Ralstonia</italic> and <italic>Ralstonia</italic>-type phages, <italic>Serratia</italic>, and APSE-type phages and bracoviruses, indicating membracids may be host to a rich array of symbiont&#x2013;plant pathogen interactions.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Insect Collection and Bacteriome Dissection</title>
<p>To obtain a phylogenetically diverse collection of membracids, sampling was performed over several years in the US and Brazil (permits and registration: SISBIO 46555-6; SisGen A350676 and R848FAD). Adult insects were collected by sweep net or by inspection of branches with capture in large plastic zip-closure bags. Sample collection site details are shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>. Insects were preserved at -80&#xb0;C prior to dissection in Brazil or the U.S. Insects were photographed and identified morphologically to genus or species prior to dissection. Microdissection to extract bacteriomes was performed on insects, one at a time, on ice trays with forceps and micron pins washed with bleach and 70&#x2013;95% ethanol between each insect. For dissections, insects were placed in 100 &#xb5;l of sterile phosphate buffered saline. Under 20&#x2013;60X magnification, the posterior portion of the abdomen (~last three segments) was removed with forceps and a dissection needle, then tissue containing the bacteriomes was removed with micron pins and placed in labeled tubes, pooling several individuals collected at a single site together, to increase DNA yield (number of pooled individuals per sample: BM11 = 6, BM13-1 = 8, BM13-2 = 4, BM4 = 8, BM43 = 5, BM44 = 8, BM50 = 3, BM51 = 2, BM53 = 4, BM56 = 8, BM59 = 5, BM65 = 1, BM69 = 4, Cer = 4, Ent = 2, Gar&#xa0;= 8, MemA = 10, MemE = 12, MemM =16, Pub = 3). Due to the small size of bacteriomes, dissection was performed conservatively, allowing the inclusion of small amounts of surrounding abdominal hemolymph and host tissues including fat body cells.</p>
</sec>
<sec id="s2_2">
<title>DNA Extraction and Illumina Library Preparation and Sequencing</title>
<p>To isolate and sequence DNA from pooled bacteriome tissues, we used either the Qiagen DNeasy Blood &amp; Tissue Kit (Valencia, CA) or the Qiagen AllPrep DNA/RNA/miRNA Kit (Valencia, CA) following the manufacturer&#x2019;s directions. DNA quantity and quality were assessed on the Nanodrop spectrophotometer. Library preparation for samples &#x2018;Cer&#x2019;, &#x2018;Ent&#x2019;, &#x2018;Gar&#x2019;, and &#x2018;Pub&#x2019; was performed as described previously (<xref ref-type="bibr" rid="B11">Brown et&#xa0;al., 2014</xref>). For all other samples, libraries were prepared as follows: approximately 0.2 to 1&#xa0;&#xb5;g of DNA was used with the QIAseq FX DNA Library Kit (Valencia, CA) following the manufacturer&#x2019;s directions except with modified fragmentation times and AMPure bead concentrations optimized to target 450&#x2013;550 bp inserts. Library quality and quantity was assessed on the Agilent 2200 TapeStation. Libraries were normalized and pooled before sequencing on Illumina HiSeq, with 150 PE cycles performed at Genewiz, Inc (NJ).</p>
</sec>
<sec id="s2_3">
<title>Sequence Assembly</title>
<p>To assemble reads for analysis, reads were filtered and trimmed using Trimmomatic v.0.38 (<xref ref-type="bibr" rid="B9">Bolger et&#xa0;al., 2014</xref>) and overlaps in paired reads were identified and joined together using Pear v0.9.11 (<xref ref-type="bibr" rid="B107">Zhang et&#xa0;al., 2014</xref>). Filtered paired and merged reads were <italic>de novo</italic> assembled with metaSPAdes v.3.13.0 (<xref ref-type="bibr" rid="B5">Bankevich et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B75">Nurk et&#xa0;al., 2017</xref>) using error correction and kmers (-k 25,33,43,53,65,87,101,115). Assembly quality and basic statistics were evaluated using Quast v5.0.1 (<xref ref-type="bibr" rid="B43">Gurevich et&#xa0;al., 2013</xref>).</p>
</sec>
<sec id="s2_4">
<title>Database Searches</title>
<p>To identify microbes within the samples and confirm insect taxonomic identification, assembled scaffolds were processed by a three-step blast pipeline, using custom scripts. Briefly, to increase the speed of large blastn searches, scaffolds were first subjected to blastn in BLAST+ v2.10.1 (<xref ref-type="bibr" rid="B15">Camacho et&#xa0;al., 2009</xref>) against small custom target databases: a database of cytochrome oxidase (COI) genes from hemipterans, a database of 16S rRNA sequences from select bacteria including a wide range of endosymbionts, a database of 18S rRNA genes from fungi including a wide range of yeast-like symbionts, a database of phytoplasma/mycoplasma genomes downloaded from GenBank (NCBI; National Center for Biotechnology Information), and a virus and phage genome database compiled from the widest possible range of viral and phage genomes from NCBI. Samtools (<xref ref-type="bibr" rid="B61">Li et&#xa0;al., 2009</xref>) faidx was then used to extract the blast hit regions matching each custom database. These hit regions were then subjected to a second blastn search against all sequences in the nt database, extracting taxonomic data with the resulting hits. These hits were then filtered for the top blast match per scaffold, using a simple grep, to extract separately the full-length scaffolds corresponding to the desired hits matching taxonomic groups of interest (e.g., &#x2018;bacteria&#x2019;, &#x2018;fungi&#x2019;, &#x2018;viruses&#x2019;, &#x2018;bugs&#x2019;, &#x2018;eukaryotes&#x2019;, and &#x2018;mycoplasmas&#x2019;). Finally, the full scaffolds extracted above were subjected to a final blastn against the nt database to confirm that each scaffold matched the organismal clade previously identified.</p>
</sec>
<sec id="s2_5">
<title>Abundance and Correlation Analysis</title>
<p>To assess the relative abundance and correlation between symbionts, plant pathogens, and other microbes within the membracids, we performed several filtering and analysis steps. First, we selected only scaffolds with top blastn hit to bacteria, fungi, insects, or viruses, removing any contaminants with high blastn sequence identity to common human microbiota or viruses. Next, we selected only scaffolds with blast hit length &gt;40 bp and evalue &gt;0.03 and bitscore &gt;52. We then removed hits below 83% hit identity to the target (except with virus hits, for which we set a lower threshold of &gt;70%). We also removed hits &lt;48 bp length, except for phytoplasma and viruses, which we kept at the &gt;40 bp threshold. To estimate and normalize coverage, kmer coverage was converted to absolute coverage with the equation C = (C<sub>K</sub> R)/(R-K+1), where C is total coverage, C<sub>K</sub> is kmer coverage, K is the length of kmers, and R is read length. For hits to the same species within a sample, coverages were added (i.e., combining variants) to assess total abundance. Final absolute coverages for all relevant hits were normalized based on the host insect&#x2019;s COI gene coverage. Abundance and presence/absence were calculated, normalizing for within-sample abundance after COI normalization, plotting results using the function &#x2018;heatmap&#x2019; in R. Spearman rank correlation was calculated for a matrix including all blastn hits, organized by taxa. Spearman rho values and p-values were calculated and plotted using several R packages: &#x2018;Hmisc&#x2019; v4.5-0 (Harrell Miscellaneous) program &#x2018;rcorr&#x2019; which calculates a matrix of Spearman&#x2019;s rho rank correlation coefficients for all pairs of columns for non-missing elements, using midranks for ties, specifying method = &#x201c;spearman&#x201d;, corrplot with order = &#x201c;hclust&#x201d;, hclust.method = &#x201c;average&#x201d;, and for plotting, using packages &#x2018;tidyr&#x2019;, &#x2018;tibble&#x2019;, &#x2018;ggplots2&#x2019;, &#x2018;corrplot&#x2019;. P-value were corrected for multiple testing using the <xref ref-type="bibr" rid="B94">Benjamini and Hochberg (1995)</xref> method (FDR) in R with &#x2018;p.adjust&#x2019; &#x201c;BH&#x201d;. Matching hits were classified into predicted categories (primary or secondary symbionts, entomopathogens or viruses, or potential pathogenic or beneficial plant associated microbes) based on metadata with matching references in NCBI (e.g., host insect or plant source and keywords indicating its role) combined with literature surveys on matching species or strains. Because some matches, such as <italic>Pantoea</italic>, <italic>Enterobacter</italic>, and <italic>Serratia</italic> can be potentially insect-associated, but are most often studied and reported as plant-associated, for the purposes of this study, we classified these as putative or potential plant pathogens. Similarly, those matching strains with possible beneficial functions or more rarely, other functions, were classified for this study as &#x201c;potentially beneficial&#x201d; plant-associated bacteria. These classifications are by no means definitive, but instead serve as a tentative best assessment of potential functional class.</p>
</sec>
<sec id="s2_6">
<title>Phylogenetic Analysis</title>
<p>To confirm the taxonomic identity and evolutionary place of the membracids sampled, we extracted partial cytochrome oxidase I (COI) sequences from our scaffolds and performed phylogenetic analyses with other membracid and outgroup sequences downloaded from GenBank. While the COI mitochondrial locus is not ideal for inferring deep phylogenetic relationships in the Membracidae, it is useful as an abundant marker likely to produce sufficient coverage for samples with lower sequencing depth and provides databases of additional species for comparison. Resolving deep relationships among major membracid clades was not the primary goal of this study. COI sequences were aligned with Mafft v1.0.4 (<xref ref-type="bibr" rid="B54">Katoh and Standley, 2013</xref>) within the Geneious Prime v2020.0.4 (Biomatters, Ltd) suite. Maximum likelihood phylogenetic analysis was performed using RAxML v4.0 (<xref ref-type="bibr" rid="B94">Stamatakis, 2014</xref>) with the GTR Gamma nucleotide model, with rate heterogeneity alpha estimated, and with rapid bootstrapping and search for the best-scoring ML tree (-f a -x 1) with 100 replicates. Bayesian inference phylogenetic analysis was also performed on the same alignment block using MrBayes v2.2.4 (<xref ref-type="bibr" rid="B49">Huelsenbeck and Ronquist, 2001</xref>; <xref ref-type="bibr" rid="B82">Ronquist et&#xa0;al., 2012</xref>) with substitution model GTR+G with 4 categories, and Markov chain Monte Carlo settings of: chain length 1,100,000, 4&#xa0;heated chains, heated chain temp 0.2, subsampling frequency 200, Burn-in length 100,000, with random seed 31,569, and priors with unconstrained branch lengths GammaDir (1,0.1,1,1), checking for convergence with minESS &gt;200. Phylogenies were displayed using FigTree v1.4.4 (<uri xlink:href="http://tree.bio.ed.ac.uk/software/">http://tree.bio.ed.ac.uk/software/</uri>), and image annotations were added in Adobe Illustrator.</p>
<p>To confirm microbial (bacterial and fungal) sequence identities and relationships, phylogenetic analyses were performed on 16S and 18S/28S rRNA regions extracted from our scaffolds, combined with the top 250 to 500 blastn hits from GenBank. Alignments and phylogenetic analyses were performed as described above for the COI region.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Membracid Microbiota Diversity and Abundance</title>
<p>In total, from the 20 sequenced treehopper samples comprising 8,609,965 scaffolds of &gt;500 bp length adding to 8,708,441,348 bp of assembled sequence of which 5,539 scaffolds were over 10,000 bp and 189 scaffolds were over 50,000 bp with largest scaffold length 642,820 bp (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>), blastn top matches revealed over 133 potential strains or variants of bacteria, fungi, viruses, and parasites. There were 12 major groups of primary or secondary symbionts, with <italic>Arsenophonus</italic>, <italic>Candidatus</italic> Sulcia and <italic>Candidatus</italic> Nasuia (hereafter denoted simply <italic>Sulcia</italic> and <italic>Nasuia</italic>), <italic>Rickettsia</italic>, <italic>Candidatus</italic> Sodalis (hereafter denoted <italic>Sodalis</italic>), and <italic>Bombella</italic> sp. being the most abundant, based on 16S rRNA gene hits, in this order (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Much less abundant symbionts included <italic>Burkholderia</italic>, <italic>Wolbachia</italic>, Yeast-like symbionts/<italic>Ophiocordyceps</italic>, <italic>Candidatus</italic> Hamiltonella (hereafter denoted <italic>Hamiltonella</italic>), <italic>Candidatus</italic> Gullanella (hereafter denoted <italic>Gullanella</italic>), and <italic>Sulfuriferula</italic> sp. There were 11 groups of potential entomopathogens including putative endogenous nudivirus, with the latter being most relatively abundant, based on viral genome hits, followed by Iridovirus Liz-CrlV, and entomopoxviruses (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). There were nine groups of bacteriophages, with <italic>Wolbachia</italic> phage WO and <italic>Hamiltonella</italic>-type APSE phages being most common, followed by <italic>Sodalis</italic> phage and <italic>Ralstonia</italic> phage (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). There were trace levels of parasitoid wasps, but relatively high levels of the <italic>Cotesia</italic>-type bracovirus (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Among potential plant pathogens and plant-associated microbes, the most abundant groups were <italic>Brenneria</italic>-like and <italic>Pectobacterium</italic>-like strains, followed by <italic>Pantoea agglomerans</italic>, <italic>Spiroplasma</italic> spp., <italic>Candidatus</italic> Phytoplasma species (hereafter denoted <italic>Phytoplasma</italic> spp.), and <italic>Serratia</italic> sp. However, the <italic>Spiroplasma</italic> and <italic>Phytoplasma</italic> abundances were calculated based on genome-wide hits, because we did not find significant long 16S rRNA hits to either of these mycoplasma groups (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Additional notable plant pathogens found include a distant match to the pathogenic fungi <italic>Claviceps africana</italic> and a highly similar match to the plant pathogen <italic>Ralstonia solanacearum</italic>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Relative abundance of primary and secondary membracid symbionts, entomopathogens, bacteriophages, parasitoids and their viruses, and potential plant pathogens (classified based on predominant function of closest blast hit), combined for all membracids, expressed as percentage of read coverage per each group shown in the figure, after normalizing between samples based on membracid cytochrome oxidase I (COI) gene coverage, calculated as a percentage of the read coverage for assembly scaffolds with blast hits to 16S rRNA genes (for bacteria), 18S rRNA genes (for fungi), or genomes for viruses and mycoplasmas or spiroplasmas.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-715998-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Relative Abundance of Potential Primary and Secondary Symbionts in Membracids</title>
<p>Based on morphological identification, combined with COI blastn searches and phylogenetic analysis, our sampled treehoppers included 19 samples within family Membracidae, and one sample in a sister-family Aetalionidae, together comprising 8 tribes, 13 genera, and 16 species. The membracids sampled fell within subfamilies Centrotinae, Smiliinae, and Membracinae, in tribes Gargarini, Ceresini, Polyglyptini, Amastrini, Micrutalini, Aconophorini, and Membracini, most of which were supported clades in both Bayesian and Maximum Likelihood analyses (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Presence/absence and abundance of microbes and pathogens within these samples shows a varied pattern of primary or secondary symbionts, entomopathogens, entomoviruses, bacteriophages, parasitoids and viruses, and possible plant pathogens (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). All species hosted the primary symbiont, <italic>Sulcia</italic>, with the average coverage of 282X, but with <italic>Sulcia</italic> occurring at varying abundances relative to other organisms (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Phylogenetic analyses suggested these <italic>Sulcia</italic> symbionts formed a strongly supported monophyletic clade with similar phylogenetic topology to that of their hosts (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S1</bold>
</xref>). The second primary symbiont, betaproteobacteria <italic>Nasuia</italic>, appeared to be missing entirely for four species (<italic>Aetalion reticulatum</italic>, <italic>Micrutalis calva</italic>, <italic>Guyaquila tenuicornis</italic>, and <italic>Calloconophora</italic> sp.) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Remaining membracid <italic>Nasuia</italic> strains formed a well-supported monophyly with relationships that appear similar to those of the host (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Phylogenetic tree and abundance plot of symbionts and plant pathogens of membracids in this study. Phylogeny is based on 956 aligned positions of the partial cytochrome oxidase I (COI) gene, generated using Bayesian 50% majority rule in MrBayes with GTR+G with 4 rate categories model, and showing posterior probabilities on branches (a similar topology with similar support was generated by RAxML GTR+Gamma with 100 bootstrap replicates). Specimens included in this study are shown in bold font. The presence and abundance plot is based on blastn hits to assembly scaffolds of symbionts, microbes, and pathogens, is depicted in the abundance heatmap as read coverage normalized as a percentage of the read coverage per scaffolds with blast hits from each sample, shown in color legend. Categories in abundance plot were classified based on predominant function of closest blast hit, and include putative primary and secondary membracid symbionts (bacterial and fungal); putative entomopathogens (including bacteria and fungi) and entomoviruses; bacteriophages, parasitoid wasps, and their viruses; potential fungal and bacterial plant pathogens; other bacteria and fungi.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-715998-g002.tif"/>
</fig>
<p>Common or abundant secondary or perhaps primary replacement symbionts included <italic>Arsenophonus</italic>, <italic>Sodalis</italic>, <italic>Rickettsia</italic>, <italic>Wolbachia</italic>, and <italic>Bombella</italic> sp. Rarer or occasional symbionts were <italic>Burkholderia</italic>, <italic>Hamiltonella</italic>, <italic>Gullanella</italic>, Acetobacteraceae/<italic>Saccharibacter</italic>, and <italic>Sulfuriferula</italic> sp. Phylogenetic analysis of <italic>Arsenophonus</italic> 16S rRNA (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>) showed most of these isolates clustered within a supported clade, with no monophyletic sub-clade for those strains from membracids; however, many samples contained more than one distinct sequence of the 16S rRNA gene. None of our sequences clustered with either of the two plant pathogenic groups of <italic>Arsenophonus</italic>-like organisms, <italic>Candidatus</italic> Phlomobacter fragariae and the &#x2018;SMC proteobacterium isolates&#x2019;, renamed <italic>Ca.</italic> Arsenophonus phytopathogenicus (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Similarly, our sequences did not group with the <italic>Aschnera</italic> or &#x2018;ALO-3&#x2019; clades comprising proposed obligate endosymbionts. One sample (BM59 <italic>Calloconophora</italic> sp.) included a more distantly placed <italic>Arsenophonus</italic>-like variant that clustered close to the adelgid endosymbiont clade <italic>Candidatus</italic> Hartigia pinicola. Fewer samples hosted <italic>Sodalis</italic>-like 16S rRNA sequences, but these formed no clear monophyly for strains from membracids, and several sequence variants were found within some samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S4</bold>
</xref>). <italic>Rickettsia</italic> formed two distinct clades: one clustered exclusively with hemipteran-host <italic>Rickettsia</italic>, and the other clade having polytomy with widely diverged insect hosts (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S5</bold>
</xref>). The <italic>Wolbachia</italic> sequences in these samples fell into supergroups A and B, widespread in insects (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S6</bold>
</xref>). Acetobacteraceae, including <italic>Bombella</italic> sp., <italic>Asaia</italic> sp., and <italic>Saccharibacter</italic> sp. were found in several samples at high abundances. Phylogenetic analyses of representative 16S rRNA gene sequences showed <italic>Asaia</italic> sp. in <italic>Aetalion reticulatum</italic> and a distinct clade of <italic>Bombella</italic> sp. in six membracid samples (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S7</bold>
</xref>). Five samples hosted yeast-like symbionts or potentially entomopathogenic fungi in the <italic>Ophiocordyceps</italic>-like groups, forming four distinct clusters, phylogenetically (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures S8, S9</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Phylogeny of <italic>Arsenophonus</italic>-like sequence based on 1,562 aligned positions of the 16S rRNA gene for sequences from GenBank and membracid samples in this study (bold blue font). Maximum likelihood phylogeny reconstruction was performed in RAxML GTR+Gamma with 100 bootstrap replicates. Supported nodes that were obtained from Bayesian 50% majority rule analysis in MrBayes with GTR+G with 4 rate categories are shown as values on branches as ML bootstrap/Bayesian posterior, with the latter values in bold font. Various <italic>Arsenophonus</italic>-like groups organisms are highlighted with color shading (yellow &#x2013; most secondary symbiont <italic>Arsenophonus</italic>, red &#x2013; clade with adelgid symbionts, blue &#x2013; plant pathogenic organisms). The position of the obligate symbiont <italic>Aschnera</italic> and ALO-3 clade is indicated in orange font. A phylogeny including additional shorter scaffolds is shown in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure S3</bold>
</xref>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-715998-g003.tif"/>
</fig>
<p>Closely related samples (i.e., in the same species or same genus) shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> generally had more similar symbiont patterns, e.g., <italic>Harmonides</italic> sp., <italic>Enchenopa</italic> spp., and <italic>Membracis</italic> spp. This&#xa0;pattern was similar for bacteriophages, but not for entomopathogens and entomoviruses, except endogenous nudiviruses. Among bacteriophages, <italic>Wolbachia</italic> phage WO and the <italic>Hamiltonella</italic>-derived bacteriophage APSE were highly abundant in many samples, followed by <italic>Sodalis</italic> phage phiSG1. Parasitoid wasp-like reads were rare and at low abundance, but wasp bracoviruses (<italic>Cotesia</italic>-like and <italic>Diolcogaster</italic>-like) were common, occurring in all but four samples, and the <italic>Cotesia</italic>-like bracovirus was highly abundant in many samples.</p>
</sec>
<sec id="s3_3">
<title>Presence of Potential Plant-Pathogenic Microbes and Viruses, and Plant-Beneficial Microbes</title>
<p>Possible plant pathogens were identified at relatively low levels (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). One sample (<italic>Guyaquila tenuicornis</italic>) carried a fungal isolate distantly matched to the fungal plant pathogen <italic>Claviceps africana</italic>. Eleven samples carried one or more hits to <italic>Phytoplasma</italic> spp. or <italic>Spiroplasma</italic> spp. (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). However, despite these scaffolds&#x2019; top blastn similarity to these mycoplasmas or spiroplasmas, many of the hits were short, and no 16S rRNA matches to either <italic>Phytoplasma</italic> spp. or <italic>Spiroplasma</italic> spp. were found. Several other putative plant pathogens were detected, based on 16S matches: <italic>Pectobacterium</italic> sp., <italic>Brenneria</italic> sp., <italic>Pantoea agglomerans</italic>, <italic>Enterobacter</italic> sp., <italic>Serratia rubidaea</italic>, and <italic>Ralstonia solanacearum</italic>. While many of the Pectobacteriaceae hits were low-coverage or consisted of short 16S rRNA matches, two samples (BM44 &amp; BM43 <italic>Harmonides</italic> sp.) had high coverage scaffolds (&gt;100X) that clustered consistently with <italic>Brenneria</italic> sp. in both maximum likelihood and Bayesian phylogenetic analysis (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), although with low bootstrap support and Bayesian posterior values. None of the Pectobacteriaceae hits in our samples clustered with the <italic>Candidatus</italic> Symbiopectobacterium group.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>
<italic>Phytoplasma</italic> and <italic>Spiroplasma</italic> species and strains to which our membracid samples&#x2019; assembly scaffolds had top highest blastn matches, sorted in alphabetical order of strain names.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Phytoplasma or Sprioplasma strain</th>
<th valign="top" align="center">Sample name</th>
<th valign="top" align="center">Cov.</th>
<th valign="top" align="center">GenBank accession</th>
<th valign="top" align="center">E-value</th>
<th valign="top" align="center">Bit score</th>
<th valign="top" align="center">% Identity</th>
<th valign="top" align="center">Hit length</th>
<th valign="top" align="center">Scaffoldname</th>
<th valign="top" align="center">Scaffold length</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma australiense</italic>
</td>
<td valign="top" align="left">MemA</td>
<td valign="top" align="center">8.05</td>
<td valign="top" align="center">AM422018.1</td>
<td valign="top" align="center">0.005</td>
<td valign="top" align="center">56.5</td>
<td valign="top" align="center">86.8</td>
<td valign="top" align="center">53</td>
<td valign="top" align="center">NODE_136302</td>
<td valign="top" align="center">1433</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma mali</italic> AT</td>
<td valign="top" align="left">BM13-1</td>
<td valign="top" align="center">4.04</td>
<td valign="top" align="center">CU469464.1</td>
<td valign="top" align="center">3.53E-04</td>
<td valign="top" align="center">58.4</td>
<td valign="top" align="center">90.9</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">NODE_909647</td>
<td valign="top" align="center">424</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma mali</italic> AT</td>
<td valign="top" align="left">BM13-1</td>
<td valign="top" align="center">3.97</td>
<td valign="top" align="center">CU469464.1</td>
<td valign="top" align="center">1.04E-04</td>
<td valign="top" align="center">60.2</td>
<td valign="top" align="center">92.9</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">NODE_818945</td>
<td valign="top" align="center">446</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma mali</italic> AT</td>
<td valign="top" align="left">BM13-1</td>
<td valign="top" align="center">4.95</td>
<td valign="top" align="center">CU469464.1</td>
<td valign="top" align="center">0.028</td>
<td valign="top" align="center">54.7</td>
<td valign="top" align="center">90.2</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">NODE_9454</td>
<td valign="top" align="center">2406</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma mali</italic> AT</td>
<td valign="top" align="left">MemE</td>
<td valign="top" align="center">6.28</td>
<td valign="top" align="center">CU469464.1</td>
<td valign="top" align="center">0.007</td>
<td valign="top" align="center">56.5</td>
<td valign="top" align="center">89.1</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">NODE_106190</td>
<td valign="top" align="center">2145</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma mali</italic> AT</td>
<td valign="top" align="left">MemM</td>
<td valign="top" align="center">4.91</td>
<td valign="top" align="center">CU469464.1</td>
<td valign="top" align="center">5.66E-17</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">89.9</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">NODE_2525275</td>
<td valign="top" align="center">416</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma ziziphi</italic> Jwb-nky</td>
<td valign="top" align="left">BM4</td>
<td valign="top" align="center">2.82</td>
<td valign="top" align="center">CP025121.1</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">56.5</td>
<td valign="top" align="center">89.1</td>
<td valign="top" align="center">46</td>
<td valign="top" align="center">NODE_572066</td>
<td valign="top" align="center">413</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma ziziphi</italic> Jwb-nky</td>
<td valign="top" align="left">BM51</td>
<td valign="top" align="center">2.16</td>
<td valign="top" align="center">CP025121.1</td>
<td valign="top" align="center">0.025</td>
<td valign="top" align="center">52.8</td>
<td valign="top" align="center">90.2</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">NODE_50151</td>
<td valign="top" align="center">622</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma ziziphi</italic> Jwb-nky</td>
<td valign="top" align="left">BM56</td>
<td valign="top" align="center">11.25</td>
<td valign="top" align="center">CP025121.1</td>
<td valign="top" align="center">0.007</td>
<td valign="top" align="center">56.5</td>
<td valign="top" align="center">92.5</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">NODE_41289</td>
<td valign="top" align="center">2143</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Phytoplasma ziziphi</italic> Jwb-nky</td>
<td valign="top" align="left">MemA</td>
<td valign="top" align="center">6.68</td>
<td valign="top" align="center">CP025121.1</td>
<td valign="top" align="center">0.023</td>
<td valign="top" align="center">54.7</td>
<td valign="top" align="center">90.5</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">NODE_65599</td>
<td valign="top" align="center">2038</td>
</tr>
<tr>
<td valign="top" align="left">Maize bushy stunt phytoplasma M3</td>
<td valign="top" align="left">BM44</td>
<td valign="top" align="center">2.91</td>
<td valign="top" align="center">CP015149.1</td>
<td valign="top" align="center">3.74E-04</td>
<td valign="top" align="center">58.4</td>
<td valign="top" align="center">92.7</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">NODE_256331</td>
<td valign="top" align="center">447</td>
</tr>
<tr>
<td valign="top" align="left">Onion yellows phytoplasma OY-M</td>
<td valign="top" align="left">MemM</td>
<td valign="top" align="center">4.87</td>
<td valign="top" align="center">AP006628.2</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">54.7</td>
<td valign="top" align="center">83.1</td>
<td valign="top" align="center">65</td>
<td valign="top" align="center">NODE_735674</td>
<td valign="top" align="center">1159</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Parthenium hysterophorus</italic> phyllody phytoplasma PR08</td>
<td valign="top" align="left">MemE</td>
<td valign="top" align="center">7.30</td>
<td valign="top" align="center">CP060385.1</td>
<td valign="top" align="center">2.94E-04</td>
<td valign="top" align="center">60.2</td>
<td valign="top" align="center">91.1</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center">NODE_238898</td>
<td valign="top" align="center">1202</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Parthenium hysterophorus</italic> phyllody phytoplasma PR08</td>
<td valign="top" align="left">MemM</td>
<td valign="top" align="center">4.00</td>
<td valign="top" align="center">CP060385.1</td>
<td valign="top" align="center">4.06E-04</td>
<td valign="top" align="center">60.2</td>
<td valign="top" align="center">92.9</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">NODE_429229</td>
<td valign="top" align="center">1647</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma citri</italic> strain C189</td>
<td valign="top" align="left">BM65</td>
<td valign="top" align="center">6.63</td>
<td valign="top" align="center">CP047426.1</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">58.4</td>
<td valign="top" align="center">86.2</td>
<td valign="top" align="center">58</td>
<td valign="top" align="center">NODE_13324</td>
<td valign="top" align="center">2620</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma citri</italic> strain C5</td>
<td valign="top" align="left">BM53</td>
<td valign="top" align="center">5.64</td>
<td valign="top" align="center">CP053304.1</td>
<td valign="top" align="center">0.021</td>
<td valign="top" align="center">54.7</td>
<td valign="top" align="center">90.5</td>
<td valign="top" align="center">42</td>
<td valign="top" align="center">NODE_14244</td>
<td valign="top" align="center">1856</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma citri</italic> strain C5</td>
<td valign="top" align="left">BM56</td>
<td valign="top" align="center">6.17</td>
<td valign="top" align="center">CP053304.1</td>
<td valign="top" align="center">6.38E-04</td>
<td valign="top" align="center">58.4</td>
<td valign="top" align="center">90.9</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">NODE_408898</td>
<td valign="top" align="center">738</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma citri</italic> strain C5</td>
<td valign="top" align="left">BM56</td>
<td valign="top" align="center">9.68</td>
<td valign="top" align="center">CP053304.1</td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">58.4</td>
<td valign="top" align="center">90.9</td>
<td valign="top" align="center">44</td>
<td valign="top" align="center">NODE_9283</td>
<td valign="top" align="center">3393</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma citri</italic> strain C5</td>
<td valign="top" align="left">MemE</td>
<td valign="top" align="center">5.27</td>
<td valign="top" align="center">CP053304.1</td>
<td valign="top" align="center">1.26E-08</td>
<td valign="top" align="center">73.1</td>
<td valign="top" align="center">76.4</td>
<td valign="top" align="center">148</td>
<td valign="top" align="center">NODE_603041</td>
<td valign="top" align="center">423</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma citri</italic> strain C5</td>
<td valign="top" align="left">MemE</td>
<td valign="top" align="center">5.23</td>
<td valign="top" align="center">CP053304.1</td>
<td valign="top" align="center">3.89E-05</td>
<td valign="top" align="center">62.1</td>
<td valign="top" align="center">82.3</td>
<td valign="top" align="center">79</td>
<td valign="top" align="center">NODE_467958</td>
<td valign="top" align="center">590</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Spiroplasma floricola</italic> 23-6</td>
<td valign="top" align="left">Cer</td>
<td valign="top" align="center">4.20</td>
<td valign="top" align="center">CP025057.1</td>
<td valign="top" align="center">1.69E-11</td>
<td valign="top" align="center">82.4</td>
<td valign="top" align="center">76.8</td>
<td valign="top" align="center">155</td>
<td valign="top" align="center">NODE_33357</td>
<td valign="top" align="center">348</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Stolbur phytoplasma</italic> 284/09</td>
<td valign="top" align="left">MemA</td>
<td valign="top" align="center">2.67</td>
<td valign="top" align="center">FO393427.1</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">56.5</td>
<td valign="top" align="center">92.5</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">NODE_341204</td>
<td valign="top" align="center">742</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x201c;Cov.&#x201d; = scaffold read coverage. Hit and scaffold lengths are in base pairs.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Phylogeny of Enterobacteriales including Pectobacteriaceae and <italic>Brenneria</italic>-like sequences based on 1,556 aligned positions of the 16S rRNA gene for sequences from GenBank and two membracid samples in this study with highest coverage (bold blue font). Maximum likelihood phylogeny reconstruction was performed in RAxML GTR+Gamma with 100 bootstrap replicates. Supported nodes that were obtained from Bayesian 50% majority rule analysis in MrBayes with GTR+G with 4 rate categories are shown as values on branches as ML bootstrap/Bayesian posterior, with the latter values in bold font. Various Pectobacteriaceae groups are highlighted with color gradient shading. The position of the <italic>Candidatus</italic> Symbiopectobacterium clade, comprising members with independent secondary endosymbiosis in insects and nematodes, is indicated in orange font.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-715998-g004.tif"/>
</fig>
<p>Several of the bacteriophages detected in these data (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) appeared to be specific to these plant pathogens&#x2014;particularly <italic>Ralstonia</italic> phages DU RP II and RpY1, and <italic>Enterobacter</italic> phage Tyrion. Many samples (12) were found to host other bacteria and fungi, based on 16S rRNA and 18S rRNA matches, for example, we found several hits matching typically plant-protective or plant-beneficial bacteria (e.g., in the groups <italic>Proteus</italic> spp., <italic>Acinetobacter</italic>, <italic>Pseudomonas</italic>, and Rhizobiales). Specific <italic>Pseudomonas</italic> matches were to strains naturally associated with potato, corn, and grass. In several samples, these unidentified (i.e., low blast similarity to named species) microbes were highly abundant. No plant viruses were found despite explicit searches against numerous DNA virus groups in our databases, including the Geminiviruses which are transmitted by a wide range of hemipterans and are often circulative in the insect.</p>
</sec>
<sec id="s3_4">
<title>Correlations in Abundances of Possible Plant-Pathogens, Symbionts, Other Organisms, and Viruses</title>
<p>Correlation analyses showed a range of positive and negative Spearman rho values for relative abundances of symbionts, plant pathogens, and other organisms and viruses within our membracids (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). The correlation plot of the rho values shows clusters of positively associated taxa (boxes in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), with larger clusters having putative plant pathogen taxa (dark orange font in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>) for the <italic>Pectobacterium</italic> sp. + <italic>Wolbachia/Arsenophonus</italic>, <italic>Phytoplasma</italic> spp. +<italic>Bombella/Burholderia/Hamiltonella</italic>, <italic>Enterobacter</italic> sp. + <italic>Gullanella</italic>, and <italic>Ralstonia</italic> sp. + Aphid yeast-like symbiont. Within these groups, numerous entomopathogens and entomovirus taxa and phage were clustered.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Spearman correlation heatmap of symbionts, plant pathogens, and other microbes and viruses in membracids. Abundances were normalized to the membracid&#x2019;s cytochrome oxidase (COI) gene coverage before analysis of correlation. Spearman&#x2019;s rho R-values are depicted with blue to orange shading, from negative to positive. Statistically significant p-values after FDR correction using the <xref ref-type="bibr" rid="B94">Benjamini and Hochberg (1995)</xref> method, showing values &lt;0.05 are represented with dark orange dots. Putative plant pathogen names are depicted in dark orange bold font, and putative primary or secondary membracid symbiont names are depicted in black font.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-715998-g005.tif"/>
</fig>
<p>Statistical support for Spearman rho, after <xref ref-type="bibr" rid="B94">Benjamini and Hochberg (1995)</xref> correction, produced several strongly positively associated taxa (high R-values) with p-values &lt; 0.05 (<xref ref-type="table" rid="T2">
<bold>Tables&#xa0;2</bold>
</xref>, <xref ref-type="table" rid="T3">
<bold>3</bold>
</xref>). Among correlations with putative plant-pathogenic taxa (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>), <italic>Brenneria</italic> sp. was significantly correlated with insect microvirus and a parasitoid, <italic>Enterobacter</italic> sp. was significantly associated with <italic>Gullanella</italic> and various phage and bracoviruses, <italic>Ralstonia</italic> sp. was associated with Aphid yeast-like symbionts and <italic>Ralstonia</italic>-type phages, <italic>Serratia</italic> sp. was associated with Indivirus and parasitoids, and <italic>Phytoplasma</italic> spp. was associated with <italic>Hamiltonella</italic>, <italic>Burkholderia</italic>, and several phages.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Statistically significant correlations between relative abundances of putative plant-pathogens (classified based on predominant function of closest blast hit) and other organisms and viruses in membracids.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Possible plant pathogen</th>
<th valign="top" align="center">Correlated with</th>
<th valign="top" align="center">R-values</th>
<th valign="top" align="center">p-values</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Brenneria</italic> sp.</td>
<td valign="top" align="left">Blackfly microvirus SF02</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ralstonia solanacearum</italic>
</td>
<td valign="top" align="left">Aphid yeast-like symbiont</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="left">
<italic>Hamiltonella</italic> phage APSE8</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Serratia rubidaea</italic>
</td>
<td valign="top" align="left">Indivirus ILV1 Indivirus</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Serratia rubidaea</italic>
</td>
<td valign="top" align="left">
<italic>Lysiphlebia japonica</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="left">Plant-beneficial bacteria</td>
<td valign="top" align="center">0.999775138</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="left">
<italic>Diolcogaster facetosa</italic> bracovirus</td>
<td valign="top" align="center">0.99966794</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="left">
<italic>Cotesia sesamiae</italic> bracovirus</td>
<td valign="top" align="center">0.99586849</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ralstonia solanacearum</italic>
</td>
<td valign="top" align="left">
<italic>Ralstonia</italic> phage RpY1</td>
<td valign="top" align="center">0.98284616</td>
<td valign="top" align="center">3.47E-13</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ralstonia solanacearum</italic>
</td>
<td valign="top" align="left">
<italic>Ralstonia</italic> phage DU RP II</td>
<td valign="top" align="center">0.958970237</td>
<td valign="top" align="center">7.30E-10</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="left">Bacteriophage APSE</td>
<td valign="top" align="center">0.923562133</td>
<td valign="top" align="center">1.46E-07</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Pectobacterium odoriferum</italic>
</td>
<td valign="top" align="left">Sulfuriferula sp. SGTM</td>
<td valign="top" align="center">0.873963533</td>
<td valign="top" align="center">1.02E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Brenneria</italic> sp.</td>
<td valign="top" align="left">
<italic>Nasonia vitripennis</italic>
</td>
<td valign="top" align="center">0.863438078</td>
<td valign="top" align="center">1.97E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Serratia rubidaea</italic>
</td>
<td valign="top" align="left">Other Bacteria/Fungi</td>
<td valign="top" align="center">0.766561734</td>
<td valign="top" align="center">0.001457883</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="center">0.725382699</td>
<td valign="top" align="center">0.004946463</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">Acinetobacter phage Bphi</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">Burkholderia phage phi6</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">
<italic>Rhabdochlamydia crassificans</italic>
</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">Enterobacter phage Tyrion</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="left">Endogenous nudivirus</td>
<td valign="top" align="center">0.640134401</td>
<td valign="top" align="center">0.035908217</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Spearman&#x2019;s &#x2018;rho&#x2019; R-values and BH-FDR corrected p-values (&lt;0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Statistically significant correlations between relative abundances of primary and secondary symbionts of membracids and other organisms and viruses in the samples.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Possible primary or secondary symbiont</th>
<th valign="top" align="center">Correlated with</th>
<th valign="top" align="center">R-values</th>
<th valign="top" align="center">p-values</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Aphid yeast-like symbiont</td>
<td valign="top" align="left">
<italic>Ralstonia solanacearum</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Asaia</italic> sp.</td>
<td valign="top" align="left">
<italic>Escherichia</italic> phage ST20</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Asaia</italic> sp.</td>
<td valign="top" align="left">
<italic>Saccharibacter floricola</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Asaia</italic> sp.</td>
<td valign="top" align="left">Scale drop disease virus</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Acinetobacter</italic> phage Bphi</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Burkholderia</italic> phage phi6</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Enterobacter</italic> phage Tyrion</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Enterobacter</italic> phage Tyrion</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Rhabdochlamydia crassificans</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="left">
<italic>Enterobacter</italic> sp.</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="left">
<italic>Hamiltonella</italic> phage APSE8</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="left">
<italic>Acinetobacter</italic> phage Bphi</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="left">
<italic>Burkholderia</italic> phage phi6</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="left">
<italic>Enterobacter</italic> phage Tyrion</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="left">
<italic>Rhabdochlamydia crassificans</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Saccharibacter floricola</italic>
</td>
<td valign="top" align="left">
<italic>Escherichia</italic> phage ST20</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Saccharibacter floricola</italic>
</td>
<td valign="top" align="left">Scale drop disease virus</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="left">Plant-beneficial bacteria</td>
<td valign="top" align="center">0.999775138</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="left">
<italic>Diolcogaster facetosa</italic> bracovirus</td>
<td valign="top" align="center">0.99966794</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="left">
<italic>Cotesia sesamiae</italic> bracovirus</td>
<td valign="top" align="center">0.99586849</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">Aphid yeast-like symbiont</td>
<td valign="top" align="left">
<italic>Ralstonia</italic> phage RpY1</td>
<td valign="top" align="center">0.98284616</td>
<td valign="top" align="center">3.47E-13</td>
</tr>
<tr>
<td valign="top" align="left">Aphid yeast-like symbiont</td>
<td valign="top" align="left">
<italic>Ralstonia</italic> phage DU RP II</td>
<td valign="top" align="center">0.958970237</td>
<td valign="top" align="center">7.30E-10</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Asaia</italic> sp.</td>
<td valign="top" align="left">
<italic>Ophiocordyceps/Hirsutella</italic>
</td>
<td valign="top" align="center">0.924240111</td>
<td valign="top" align="center">1.41E-07</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Saccharibacter floricola</italic>
</td>
<td valign="top" align="left">
<italic>Ophiocordyceps/Hirsutella</italic>
</td>
<td valign="top" align="center">0.924240111</td>
<td valign="top" align="center">1.41E-07</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ca. Gullanella endobia</italic>
</td>
<td valign="top" align="left">Bacteriophage APSE</td>
<td valign="top" align="center">0.923562133</td>
<td valign="top" align="center">1.46E-07</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Wolbachia</italic>
</td>
<td valign="top" align="left">
<italic>Wolbachia</italic> phage WO</td>
<td valign="top" align="center">0.888277599</td>
<td valign="top" align="center">3.69E-06</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sulfuriferula</italic> sp. SGTM</td>
<td valign="top" align="left">
<italic>Pectobacterium odoriferum</italic>
</td>
<td valign="top" align="center">0.873963533</td>
<td valign="top" align="center">1.02E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="center">0.840735118</td>
<td valign="top" align="center">6.69E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="center">0.840735118</td>
<td valign="top" align="center">6.69E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="left">
<italic>Acinetobacter</italic> phage Bphi</td>
<td valign="top" align="center">0.840735118</td>
<td valign="top" align="center">6.69E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="left">
<italic>Burkholderia</italic> phage phi6</td>
<td valign="top" align="center">0.840735118</td>
<td valign="top" align="center">6.69E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="left">
<italic>Enterobacter</italic> phage Tyrion</td>
<td valign="top" align="center">0.840735118</td>
<td valign="top" align="center">6.69E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="left">
<italic>Rhabdochlamydia crassificans</italic>
</td>
<td valign="top" align="center">0.840735118</td>
<td valign="top" align="center">6.69E-05</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Rickettsia</italic>
</td>
<td valign="top" align="left">
<italic>Sodalis</italic> phage phiSG1</td>
<td valign="top" align="center">0.78471752</td>
<td valign="top" align="center">0.000791184</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Acinetobacter</italic> phage Bphi</td>
<td valign="top" align="center">0.738623268</td>
<td valign="top" align="center">0.003379958</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Burkholderia</italic> phage phi6</td>
<td valign="top" align="center">0.738623268</td>
<td valign="top" align="center">0.003379958</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="center">0.738623268</td>
<td valign="top" align="center">0.003379958</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Enterobacter</italic> phage Tyrion</td>
<td valign="top" align="center">0.738623268</td>
<td valign="top" align="center">0.003379958</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="center">0.738623268</td>
<td valign="top" align="center">0.003379958</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Rhabdochlamydia crassificans</italic>
</td>
<td valign="top" align="center">0.738623268</td>
<td valign="top" align="center">0.003379958</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="center">0.725382699</td>
<td valign="top" align="center">0.004946463</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Endogenous nudivirus</italic>
</td>
<td valign="top" align="center">0.684129279</td>
<td valign="top" align="center">0.014570816</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Arsenophonus</italic>
</td>
<td valign="top" align="left">
<italic>Wolbachia</italic>
</td>
<td valign="top" align="center">0.676898466</td>
<td valign="top" align="center">0.017160695</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Sodalis</italic> phage phiSG1</td>
<td valign="top" align="center">0.650415481</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Burkholderia</italic> sp.</td>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Hamiltonella defensa</italic>
</td>
<td valign="top" align="left">
<italic>Phytoplasma</italic> spp.</td>
<td valign="top" align="center">0.64893415</td>
<td valign="top" align="center">0.030102282</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Bombella</italic> sp.</td>
<td valign="top" align="left">
<italic>Nasuia</italic>
</td>
<td valign="top" align="center">0.633747909</td>
<td valign="top" align="center">0.040568676</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Spearman&#x2019;s &#x2018;rho&#x2019; R-values and BH-FDR corrected p-values (&lt;0.05). (several rows in this table are also shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Among positively correlated primary and secondary symbionts and other taxa (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>), many of these associations were between bacterial symbionts and their presumptive phages. Other associations with symbionts were described previously, in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> and in clustered boxes described for <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>.</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>As a step toward discovering how symbionts impact vectoring of plant pathogens in an underexplored group of phloem-feeding insects, we performed this metagenomic sequencing study on membracids. We found, as expected based on historical studies of membracids from Brazil (<xref ref-type="bibr" rid="B81">Rau, 1943</xref>; <xref ref-type="bibr" rid="B12">Buchner, 1965</xref>), that these insects host a rich collection of primary and putative secondary symbionts, suggesting this group may be a model group for studying complex microbial interactions. Furthermore, from just 16 insect species using community metagenomics and a rapid blast pipeline, we found 12 potential symbiont clades, 9 groups of bacteriophages, 9 putative plant pathogen groups, and many other viruses and parasites, suggesting our approach could be promising if applied on a broader scale. We included membracid root taxa (<italic>Aetalion</italic>) (<xref ref-type="bibr" rid="B26">Cryan et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B27">Cryan et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B23">Costa, 2009</xref>; <xref ref-type="bibr" rid="B30">Dietrich et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B35">Evangelista et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B91">Skinner et&#xa0;al., 2020</xref>), taxa reported previously as symbiont-rich (<italic>Enchophyllum</italic>) (<xref ref-type="bibr" rid="B81">Rau, 1943</xref>), known virus-vectoring taxa (<italic>Micrutalis</italic>), and major crop pests (<italic>Spissistilus</italic> and <italic>Ceresa</italic>).</p>
<p>Putative plant pathogens included the &#x2018;soft rot&#x2019; group of Enterobacteriales, <italic>Brenneria</italic> sp. and <italic>Pectobacterium</italic> sp., as well as other gammaproteobacteria such as <italic>Enterobacter</italic> sp., <italic>Pantoea agglomerans</italic>, and <italic>Serratia</italic> sp. Amongst these, <italic>Brenneria</italic> was most remarkable: <italic>Brenneria</italic> spp. are not previously known to be transmitted by insects, yet we found sequence matches that occurred at high coverage in two samples (<italic>Harmonides</italic> sp. membracids). Despite solid phylogenetic placement next to plant pathogenic <italic>Brenneria</italic> strains, the membracid <italic>Brenneria</italic>-like 16S rRNA gene sequences were highly divergent, suggesting an increased evolutionary rate, as is common in endosymbionts. However, without further study, we can only speculate on the features of this new <italic>Brenneria</italic> variant based on the group in which it is found. Importantly, <italic>Brenneria</italic> are relatives to three of the &#x2018;top 10&#x2019; ranked plant pathogens <italic>Erwinia</italic>, <italic>Dickeya</italic>, and <italic>Pectobacterium</italic> (<xref ref-type="bibr" rid="B64">Mansfield et&#xa0;al., 2012</xref>) and are pathogens causing numerous diseases (cankers) of woody plants, including the deep bark canker of walnut (<italic>Brenneria rubrifasciens</italic>) and acute oak decline (<italic>Brenneria goodwinii</italic>) (<xref ref-type="bibr" rid="B44">Hauben et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B4">Bakhshi Ganje et&#xa0;al., 2021</xref>). They are noted for producing several unique compounds, such as the red pigment rubrifacine that may contribute to its virulence by inhibiting electron transport in mitochondria. <italic>Brenneria</italic> species also use sucrose to synthesize levan-type fructans for storage and defense (<xref ref-type="bibr" rid="B62">Liu et&#xa0;al., 2017</xref>), which may be of interest in hemipterans whose phloem diet is dominated by sucrose (<xref ref-type="bibr" rid="B87">Shaaban et&#xa0;al., 2020</xref>). The <italic>Brenneria</italic> strain did not, however, closely group with the broadly symbiotic group, <italic>Symbiopectobacterium</italic>, which includes recently evolved symbionts that independently colonized tissues of various arthropods and nematodes from plant pathogenic ancestors (<xref ref-type="bibr" rid="B66">Martinson et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B100">Vallino et&#xa0;al., 2021</xref>). Thus, the <italic>Brenneria</italic>-like sequences may reflect another independent case of a transition from plant pathogen to insect symbiont. Conversely, these sequences could simply be plant pathogens vectored by membracids.</p>
<p>Correlation analyses showed positive associations between the <italic>Brenneria</italic> and <italic>Pectobacterium</italic> strains and an insect microvirus, <italic>Sulfuriferula</italic>, and a parasitoid, but there was no other statistically supported association, suggesting no obvious interaction between primary or secondary symbionts and these Pectobacteriaceae. The <italic>Serratia</italic> strain found in this study was also correlated with a virus (Indivirus) and parasitoids. In contrast to the <italic>Brenneria</italic> strains, the <italic>Serratia</italic> strain showed high similarity (98% 16S rRNA) to <italic>Serratia rubidaea</italic>, a widespread plant pathogen. Notably, some <italic>Serratia</italic> species seem to circulate in both plants and hemipterans (<xref ref-type="bibr" rid="B80">Pons et&#xa0;al., 2019</xref>), for example, <italic>Serratia symbiotica</italic>, which likely helps its host digest plant proteins by secreting proteases (<xref ref-type="bibr" rid="B90">Skaljac et&#xa0;al., 2019</xref>). However, the <italic>Serratia</italic> strain occurred in one sample as a short scaffold and so any further analysis would require more data. <italic>Pantoea</italic>, a different enterobacterial plant pathogen that can be found in various settings including in insects (<xref ref-type="bibr" rid="B102">Walterson and Stavrinides, 2015</xref>), was found here only at very low coverage as a short ~85 bp match; therefore, it was not analyzed further. Similarly, while we found a sequence with 98.3% 16S identity to <italic>Ralstonia solanacearum</italic>, one of the top 10 plant pathogens, we found this in only a single sample (MemA <italic>Micrutalis calva</italic> from Texas). This <italic>Ralstonia</italic> was positively correlated with <italic>Ralstonia</italic>-type phages, as might be expected; however, Ralstonia-type phages were also found in two other U.S. samples (MemE <italic>Enchenopa binotata</italic> from Illinois and MemM <italic>Spissistilus festinus</italic> 2 from California), suggesting possible undetected <italic>Ralstonia</italic> in these samples. Phages of plant pathogens are increasingly becoming of interest for possible biocontrol of bacterial plant disease (<xref ref-type="bibr" rid="B13">Buttimer et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B1">&#xc1;lvarez et&#xa0;al., 2019</xref>).</p>
<p>
<italic>Phytoplasma</italic> species are wall-less phloem-infecting plant pathogenic bacteria that require both hemipteran insects and plants in their life cycles and occur in a wide range of woody plants; as such, they might be expected to occur in membracids. Their transmission and life cycle traits, and interactions with existing symbiont have been characterized in leafhoppers (Cicadellidae) and planthoppers (<xref ref-type="bibr" rid="B48">Hogenhout et&#xa0;al., 2008b</xref>; <xref ref-type="bibr" rid="B52">Ishii et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B103">Weintraub et&#xa0;al., 2019</xref>). Because Membracidae is a clade nested within the polyphyletic Cicadellidae (<xref ref-type="bibr" rid="B91">Skinner et&#xa0;al., 2020</xref>), authors have speculated that membracids might be expected to be important phytoplasma vectors (<xref ref-type="bibr" rid="B105">Wilson and Weintraub, 2007</xref>). Phytoplasmas appear most abundant in tropical and subtropical regions and one study from South America indicated a phytoplasma occurred in the membracid <italic>Ceresa</italic> (<xref ref-type="bibr" rid="B41">Grosso et&#xa0;al., 2014</xref>). Thus, it was surprising to find no 16S rRNA matches to <italic>Phytoplasma</italic> in these membracids, despite an initial search database of &gt;5000 Phytoplasma 16S genes. Although we found eight samples with scaffolds having short matches to the large <italic>Phytoplasma</italic> genomic databases (including 1820 genomes), these are not strongly convincing that these membracids vector phytoplasmas. Although the path of these bacteria is through the stylet, intestine, hemolymph, and salivary glands (<xref ref-type="bibr" rid="B103">Weintraub et&#xa0;al., 2019</xref>), we expected that our bacteriome-focused dissections and sequencing depth would incidentally include phytoplasmas if they are present. With the caution that <italic>Phytoplasma</italic> vector status is ambiguous in these data, we note that there were some significantly positive associations in abundance between phytoplasmas and <italic>Bombella</italic> sp., phage, and other symbionts, suggesting perhaps ecologically common sources of these bacteria or bacterial fragments. Within order Hemiptera, <italic>Spiroplasma</italic> species reported thus far only from leafhoppers (<xref ref-type="bibr" rid="B103">Weintraub et&#xa0;al., 2019</xref>) where they can be either plant pathogens or be vertically transmitted as secondary symbionts, but we found short and low-similarity genome matches to this group as we did for phytoplasmas.</p>
<p>Whereas most viruses of plants have single-stranded RNA genomes and therefore would not be detected in this DNA sequence-based study, we searched for a wide range of DNA plant viruses, expecting to potentially discover some of these, especially those vectored by hemipterans including treehoppers (<xref ref-type="bibr" rid="B68">Mead, 1986</xref>; <xref ref-type="bibr" rid="B10">Briddon et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B2">Bahder et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B101">Varsani et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B88">Shafiq et&#xa0;al., 2020</xref>). We did not find any geminiviruses, including those related to <italic>Topocurvirus</italic> which includes the <italic>Micrutalis</italic>-vectored pseudo-curly top virus, TPCTV, or <italic>Grablovirus</italic> which includes the <italic>Spissistilus</italic>-vectored Grapevine red blotch-associated, GRBaV. Although most Geminiviridae are persistent or semipersistent and circulative in their hosts (<xref ref-type="bibr" rid="B88">Shafiq et&#xa0;al., 2020</xref>), therefore potentially found in the hemolymph or tissue surrounding the bacteriomes in this study, these are ssDNA viruses that form a dsDNA intermediate in the plant host but may not form a dsDNA phage in the insect, unless they are propagative. For most geminiviruses, it is not clear if they are propagative in the host. We also did not detect Caulimoviridae, which are dsDNA reverse transcribing viruses mostly transmitted by a range of hemipterans (<xref ref-type="bibr" rid="B88">Shafiq et&#xa0;al., 2020</xref>), although it is unclear how many of these viruses are circulating and propagative in the insects, suggesting perhaps these plant viruses could be vectored by these treehoppers but not easily detected by these methods.</p>
<p>Among the most abundant presumed secondary symbionts, we found these membracids to be dominated by the genera <italic>Arsenophonus</italic>, <italic>Rickettsia</italic>, <italic>Sodalis</italic>, and <italic>Bombella</italic>, each of which has members that can be found within plants or causing pathogenicity to plants (<xref ref-type="bibr" rid="B24">Crotti et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B21">Chrostek et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B39">Gonella et&#xa0;al., 2019</xref>). In general, secondary symbionts are diverse functionally, often enabling their hosts to survive a wide range of biotic or abiotic stresses (<xref ref-type="bibr" rid="B40">Gottlieb et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B77">Oliver&#xa0;et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B104">White et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B78">Oliver et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B98">Su&#xa0;et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B96">Sudakaran et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B42">Guidolin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B85">Santos-Garcia&#xa0;et&#xa0;al.,&#xa0;2018</xref>; <xref ref-type="bibr" rid="B58">Lemoine et&#xa0;al., 2020</xref>). The prevalence, abundance, and phylogenetic analyses presented herein provide some hints, and many open questions, about how these bacteria function in these samples. The high abundance of <italic>Arsenophonus</italic> in these data has several possible explanations: its 16S rRNA gene occurs in multiple copies per genome (<xref ref-type="bibr" rid="B93">Sorfov&#xe1; et&#xa0;al., 2008</xref>) rather than as a single copy as for many endosymbionts including primary symbionts <italic>Sulcia</italic> and <italic>Nasuia</italic>, and remarkably <italic>Arsenophonus</italic> might occur as an abundant hypersymbiont living nested within the cells of the primary symbiont <italic>Sulcia</italic> (<xref ref-type="bibr" rid="B57">Kobia&#x142;ka et&#xa0;al., 2016</xref>), in which case it could occur at high copy number. Regardless, the abundant and phylogenetically dispersed place of most of these <italic>Arsenophonus</italic>-like sequences suggest the pattern typical of facultative symbionts (<xref ref-type="bibr" rid="B74">Nov&#xe1;kov&#xe1; et&#xa0;al., 2009</xref>). The lack of similarity to plant-pathogenic <italic>Arsenophonus</italic>-like organisms (<italic>P. fragariae</italic> and Ca. Arsenophonus phytopathogenicus, formerly &#x2018;SMC proteobacteria&#x2019;) suggests it is unlikely that these strains play this role. Similarly, the lack of similarity to the two probable obligate <italic>Arsenophonus</italic>-like organisms, <italic>Aschnera</italic> and ALO-3 (<xref ref-type="bibr" rid="B34">Duron, 2014</xref>; <xref ref-type="bibr" rid="B85">Santos-Garcia et&#xa0;al., 2018</xref>), suggests no evidence for this role in the sampled membracids. However, the discovery of one variant that clusters at the root of the adelgid symbiont clade (<italic>Ca.</italic> Hartigia pinicola) as sister to outgroup pathogens suggests a potentially distinct or perhaps parasite-to-commensal transitional function in this organism. Additionally, the typical <italic>Arsenophonus</italic> strains appear to have at the root of the tree a variant (accession KF751212.1) symbiotic in <italic>Stomaphis</italic> spp., which are hemipterans specializing on stems and roots of trees, raising the question of this diet as ancient in the <italic>Arsenophonus</italic> hosts. Ultimately, multi-locus <italic>Arsenophonus</italic> phylogenomics will be important in uncovering these relationships more accurately, particularly because the 16S rRNA tends to multi-copy in this group (<xref ref-type="bibr" rid="B93">Sorfov&#xe1; et&#xa0;al., 2008</xref>) along with comparative omics analysis and detailed microscopy to understand these symbionts, particularly given the observation that <italic>Arsenophonus</italic> can live within the cells of the primary symbiont <italic>Sulcia</italic> (<xref ref-type="bibr" rid="B57">Kobia&#x142;ka et&#xa0;al., 2016</xref>).</p>
<p>Our finding of distinct strains of the symbiotic acetic acid bacteria (Acetobacteraceae).</p>
<p>
<italic>Bombella</italic> (formerly <italic>Candidatus</italic> Parasaccharibacter apium)<italic>, Asaia</italic>, and <italic>Saccharibacter floricola</italic>, is a novel finding and of special interest in the sugar metabolism of these insects which secrete sugary honeydew to engage trophobiosis with ants and bees. <italic>Saccharibacter floricola</italic> (<xref ref-type="bibr" rid="B53">Jojima et&#xa0;al., 2004</xref>) specifically is bee-associated (<xref ref-type="bibr" rid="B92">Smith et&#xa0;al., 2020</xref>). <italic>Asaia</italic> and <italic>Bombella</italic> spp. occur in tropical plants and can be plant growth promoters (<xref ref-type="bibr" rid="B24">Crotti et&#xa0;al., 2016</xref>), whereas in insects they can stimulate the innate immune system, increase the rate of larval development, and provide insecticide resistance (<xref ref-type="bibr" rid="B20">Chouaia et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B19">Chouaia et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B71">Mitraka et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B22">Comandatore et&#xa0;al., 2021</xref>). They can transmit horizontally and vertically, crossing from the gut to the hemolymph and eggs. As symbionts, they likely play a major role in metabolizing sugars to acids (<xref ref-type="bibr" rid="B31">Dong and Zhang, 2006</xref>; <xref ref-type="bibr" rid="B25">Crotti et&#xa0;al., 2010</xref>); thus, we hypothesize this group to be potentially very important in the observed strong associations between ants and bees and the seven samples of membracids in which we found them. Based on the level of sequence divergence between the membracid <italic>Bombella</italic> isolates and other <italic>Bombella</italic> sp. together with the fact that most of the <italic>Bombella</italic> sequences were similar or identical, we speculate that there may be horizontal transfer of <italic>Bombella</italic> either between these membracids and their tending hymenopteran insects, or with plants.</p>
<p>Other symbionts exhibited patterns typical for their respective groups, as they occur in other Hemiptera. For example, <italic>Rickettsia</italic> was dispersed amongst samples and the phylogenetic tree as a typical facultative, partially vertically transferred symbiont, with similar sequences within a host-species. In most cases, <italic>Rickettsia</italic> is considered parasitic, but there is also evidence that some strains may confer survival benefits (<xref ref-type="bibr" rid="B46">Hendry et&#xa0;al., 2014</xref>). <italic>Sodalis</italic> showed a similar pattern in these data, with phylogenetically dispersed strains, consistent with multiple environmental to secondary symbiont transitions. However, two 16S rRNA gene sequences matching <italic>Sodalis</italic>, both from the membracid <italic>Membracis tectigera</italic> (BM13-2), displayed significant sequence divergence, which could suggest a transition in these strains from secondary to primary endosymbiont (<xref ref-type="bibr" rid="B99">Toju et&#xa0;al., 2010</xref>), or possibly pseudogenization of 16S rRNA gene copies. Although we found several matches to other&#xa0;symbionts (<italic>Wolbachia</italic>, <italic>Burkholderia</italic>, <italic>Hamiltonella</italic>, <italic>Gullanella</italic>, and&#xa0;<italic>Sulfuriferula</italic> sp.), the most notable of these was a&#xa0;high coverage 99.02% 16S rRNA match to a <italic>Burkholderia</italic> strain&#xa0;that&#xa0;is&#xa0;endophytic, living within the tissues of palm leaves.&#xa0;The&#xa0;strain,&#xa0;initially named <italic>Burkholderia</italic> sp. JS23, was re-named&#xa0;<italic>Chitinasiproducens palmae</italic> (<xref ref-type="bibr" rid="B63">Madhaiyan et&#xa0;al., 2020</xref>). Its occurrence at high coverage in this membracid sample is a mystery, but interestingly, this same Burkholderiaceae clade includes the <italic>Mycoavidus</italic> bacteria, which are endohyphal bacteria of the fungus <italic>Mortierella elongata</italic> (<xref ref-type="bibr" rid="B76">Ohshima et&#xa0;al., 2016</xref>).</p>
<p>As expected, all sampled membracids hosted <italic>Sulcia</italic>, which almost certainly serves to synthesize amino acids missing from the bugs&#x2019; phloem diet, but four samples were missing the betaproteobacteria co-symbiont <italic>Nasuia</italic>, that normally cooperatively synthesizes the remaining amino acids (<xref ref-type="bibr" rid="B8">Bennett and Moran, 2013</xref>; <xref ref-type="bibr" rid="B33">Douglas, 2016</xref>; <xref ref-type="bibr" rid="B65">Mao et&#xa0;al., 2017</xref>). Given the scope of the present study, it remains unclear whether other bacteria or yeast have become replacement symbionts in samples that are missing <italic>Nasuia</italic>. However, it is noteworthy that we discovered four distinct sequences matching <italic>Ophiocordyceps/Hamiltonaphis</italic>-like symbionts, three of which occurred in species that were missing <italic>Nasuia</italic> (BM11 <italic>Aetalion reticulum</italic>, MemA <italic>Micrutalis calva</italic>, and BM53 <italic>Guyaquila tenuicornis</italic>). Numerous studies from aphids, leafhoppers, and other hemipterans suggest that yeast-like symbionts are common and can emerge as co-symbionts or replacement symbionts (<xref ref-type="bibr" rid="B37">Fukatsu and Ishikawa, 1996</xref>; <xref ref-type="bibr" rid="B97">Suh et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B84">Sacchi et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B73">Nishino et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B70">Meseguer et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Matsuura et&#xa0;al., 2018</xref>).</p>
<p>In addition to the <italic>Ralstonia</italic> phage discussed previously, two other groups of phages were highly abundant: the <italic>Hamiltonella</italic>-type APSE phages and <italic>Wolbachia</italic> phage WO, and in general, we found correlation in abundances between bacteria and their presumptive phages, as expected. The APSE phage, well-studied for its parasitoid-protective toxin in <italic>Hamiltonella defensa</italic> (<xref ref-type="bibr" rid="B77">Oliver et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B78">Oliver et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B98">Su et&#xa0;al., 2015</xref>), particularly in aphids and whiteflies (<xref ref-type="bibr" rid="B83">Rou&#xef;l et&#xa0;al., 2020</xref>), is commonly integrated into <italic>Arsenophonus</italic> through lateral gene transfer (<xref ref-type="bibr" rid="B34">Duron, 2014</xref>). The infrequency of <italic>Hamiltonella</italic> and widespread occurrence of APSE in these membracids suggest perhaps <italic>Arsenophonus</italic> serves as the APSE host in these species. Despite this potential protection from parasitoids conferred by the APSE phage, these membracids showed signs of parasitoid infection, particularly in the level of wasp-specific bracoviruses, especially <italic>Cotesia</italic>-type bracovirus. These dsDNA viruses act as mutualists for their wasp hosts, contributing to immune suppression of the parasitized insect once injected along with the wasp&#x2019;s eggs. While bracoviruses are best-known from braconid wasps specifically parasitizing Lepidoptera, discoveries of these virus sequences in Hemiptera previously (<xref ref-type="bibr" rid="B79">Peng et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B17">Cheng et&#xa0;al., 2014</xref>) and in the present study raise interest in further study of these viruses and related Polydnaviridae in Hemiptera. The high bracovirus levels in these data could also arise from bracovirus horizontal gene transfers into the membracids, as has been observed in other hosts (<xref ref-type="bibr" rid="B17">Cheng et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B18">Chevignon et&#xa0;al., 2018</xref>). The low levels of parasitoid DNA compared with parasitoid virus DNA in these data could also be explained by our focus on bacteriome tissue, from which most parasitoid wasp DNA, if present, would likely be missed. Finally, despite the opposite biological effects of these two abundant viruses, APSE and bracoviruses, in our data, rather than being negatively correlated, they were significantly positively correlated.</p>
<p>In conclusion, genomic sequence analysis of this kind cannot directly predict insect vector capacity nor microbe pathogenicity; however, these genomic analyses can be invaluable for uncovering previously overlooked microbial associations. Although membracids have been long studied for their exceptional morphological traits, such as the elaborate pronotum, there is scant data on their microbial associations and vectoring potential. These results showed a rich array of microbes and viruses, including plant pathogens and potential allies, painting a preliminary picture of some critical taxa and interactions worth further research. Furthermore, this study generated a large amount of assembled genomic data with thousands scaffolds that are long enough for future in-depth analysis of gene content. We suggest future studies should investigate the prevalence, function, and mechanisms of these potentially interacting microbes, and potential vectored microbes identified here, such as the <italic>Brenneria</italic>-like bacteria, <italic>Serratia</italic>, <italic>Ralstonia</italic>, mycoplasmas or spiroplasmas, and various associated phages. Specifically, co-occurrence patterns leave uncertainty as to role and function of these microbes which should be addressed with phylogenomic analyses, FISH and TEM microscopy, comparative genomics and studies to assess possible HGTs and pseudogenes, and of course wherever possible also controlled infection experiments.</p>
</sec>
<sec id="s5" 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 below: NCBI accession: PRJNA733715, SAMN19458266-SAMN19458285.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>AB led the design of the study, developed bioinformatics code and pipelines, and drafted the manuscript. MP led the work and field collection in Brazil and assisted with student and laboratory infrastructure and specimen cataloging. MS led the library preparation on Brazilian specimens and assisted in writing the manuscript. All authors contributed to the article and approved the submitted version</p>
</sec>
<sec id="s7" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s8" 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>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We thank Stephen Saltus and other undergraduates in the Brown lab for assistance with membracid field collection, dissection, DNA isolation, and library preparation. We thank John McCutcheon for assistance and support in sequencing of several membracid samples in Montana. Graduate funding support to MS was provided through TTU&#x2019;s Distinguished Graduate Student Assistantship. We acknowledge undergraduate research support from TTU&#x2019;s Undergraduate Research Scholars program for various undergraduates who assisted with the project. Support for sequencing, experiments, and analysis to AB were through startup funding from the Department of Biological Sciences at Texas Tech. Travel to Brazil was supported by a SPRINT-FAPESP award to AB and MP at Texas Tech University and University of S&#xe3;o Paulo Ribeir&#xe3;o Preto (FAPESP #2016/50492-5). MP also acknowledges Conselho Nacional de Desenvolvimento Cient&#xed;fico e Tecnol&#xf3;gico (CNPq) and Coordena&#xe7;&#xe3;o de Aperfei&#xe7;oamento de Pessoal de N&#xed;vel Superior - Brasil (CAPES) - Finance Code 001.</p>
</ack>
<sec id="s9" 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.2021.715998/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2021.715998/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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