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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Microbiol.</journal-id>
<journal-title>Frontiers in Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">1664-302X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmicb.2022.867392</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Discovery of Early-Branching <italic>Wolbachia</italic> Reveals Functional Enrichment on Horizontally Transferred Genes</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Weyandt</surname> <given-names>Nicholas</given-names></name>
</contrib>
<contrib contrib-type="author">
<name><surname>Aghdam</surname> <given-names>Shiva A.</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1759594/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Brown</surname> <given-names>Amanda M. V.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/588714/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Biological Sciences, Texas Tech University</institution>, <addr-line>Lubbock, TX</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Alex C. C. Wilson, University of Miami, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Rosario Gil, University of Valencia, Spain; Beatriz Sabater-Munoz, Polytechnic University of Valencia, Spain</p></fn>
<corresp id="c001">&#x002A;Correspondence: Amanda M. V. Brown, <email>amanda.mv.brown@ttu.edu</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Microbial Symbioses, a section of the journal Frontiers in Microbiology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>867392</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Weyandt, Aghdam and Brown.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Weyandt, Aghdam 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><italic>Wolbachia</italic> is a widespread endosymbiont of insects and filarial nematodes that profoundly influences host biology. <italic>Wolbachia</italic> has also been reported in rhizosphere hosts, where its diversity and function remain poorly characterized. The discovery that plant-parasitic nematodes (PPNs) host <italic>Wolbachia</italic> strains with unknown roles is of interest evolutionarily, ecologically, and for agriculture as a potential target for developing new biological controls. The goal of this study was to screen communities for PPN endosymbionts and analyze genes and genomic patterns that might indicate their role. Genome assemblies revealed 1 out of 16 sampled sites had nematode communities hosting a <italic>Wolbachia</italic> strain, designated <italic>w</italic>Tex, that has highly diverged as one of the early supergroup L strains. Genome features, gene repertoires, and absence of known genes for cytoplasmic incompatibility, riboflavin, biotin, and other biosynthetic functions placed <italic>w</italic>Tex between mutualist C + D strains and reproductive parasite A + B strains. Functional terms enriched in group L included protoporphyrinogen IX, thiamine, lysine, fatty acid, and cellular amino acid biosynthesis, while dN/dS analysis suggested the strongest purifying selection on arginine and lysine metabolism, and vitamin B6, heme, and zinc ion binding, suggesting these as candidate roles in PPN <italic>Wolbachia</italic>. Higher dN/dS pathways between group L, <italic>w</italic>Pni from aphids, <italic>w</italic>Fol from springtails, and <italic>w</italic>CfeT from cat fleas suggested distinct functional changes characterizing these early <italic>Wolbachia</italic> host transitions. PPN <italic>Wolbachia</italic> had several putative horizontally transferred genes, including a lysine biosynthesis operon like that of the mitochondrial symbiont <italic>Midichloria</italic>, a spirochete-like thiamine synthesis operon shared only with <italic>w</italic>CfeT, an ATP/ADP carrier important in <italic>Rickettsia</italic>, and a eukaryote-like gene that may mediate plant systemic acquired resistance through the lysine-to-pipecolic acid system. The Discovery of group L-like variants from global rhizosphere databases suggests diverse PPN <italic>Wolbachia</italic> strains remain to be discovered. These findings support the hypothesis of plant-specialization as key to shaping early <italic>Wolbachia</italic> evolution and present new functional hypotheses, demonstrating promise for future genomics-based rhizosphere screens.</p>
</abstract>
<kwd-group>
<kwd>plant-parasitic nematode</kwd>
<kwd><italic>Wolbachia</italic></kwd>
<kwd>enrichment</kwd>
<kwd>phylogenomics</kwd>
<kwd>endosymbiont</kwd>
<kwd>metagenomics</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Science Foundation<named-content content-type="fundref-id">10.13039/100000001</named-content></contract-sponsor>
<contract-sponsor id="cn002">National Institute of Food and Agriculture<named-content content-type="fundref-id">10.13039/100005825</named-content></contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="121"/>
<page-count count="22"/>
<word-count count="16402"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Host-associated microbes may play significant roles in the rhizosphere, but the complexity of these environments can make them challenging to study. Diverse microbiota has been detected in nematodes, whose communities number in the millions per m<sup>2</sup> in the rhizosphere (<xref ref-type="bibr" rid="B11">Bongers and Ferris, 1999</xref>; <xref ref-type="bibr" rid="B1">Adam et al., 2014</xref>; <xref ref-type="bibr" rid="B37">Ferris and Tuomisto, 2015</xref>; <xref ref-type="bibr" rid="B35">Elhady et al., 2017</xref>; <xref ref-type="bibr" rid="B120">Zheng et al., 2020</xref>; <xref ref-type="bibr" rid="B102">Topalovi&#x0107; and Vesterg&#x00E5;rd, 2021</xref>). Such microbes may facilitate plant-feeding in rhizosphere organisms, as has been observed in above-ground plant-feeders, in which symbionts supplement essential nutrients (<xref ref-type="bibr" rid="B71">Moran et al., 2008</xref>; <xref ref-type="bibr" rid="B9">Bennett and Moran, 2013</xref>) or synthesize protective toxins or plant toxin-degrading enzymes (<xref ref-type="bibr" rid="B24">Cheng et al., 2013</xref>; <xref ref-type="bibr" rid="B32">Douglas, 2015</xref>; <xref ref-type="bibr" rid="B43">Gressel, 2018</xref>). Microbes could play significant roles in the biology of plant-parasitic nematodes (PPNs), which cause up to 25% of global crop yield loss and cost &#x223C;&#x0024;100 billion annually (<xref ref-type="bibr" rid="B77">Nicol et al., 2011</xref>). Recent findings suggest PPNs can harbor mutualist symbionts, like <italic>Xiphinematobacter</italic> (Verrucomicrobia) (<xref ref-type="bibr" rid="B104">Vandekerckhove et al., 2000</xref>; <xref ref-type="bibr" rid="B15">Brown et al., 2015</xref>) and <italic>Xiphinematincola</italic> (Burkholderiales) (<xref ref-type="bibr" rid="B83">Palomares-Rius et al., 2016</xref>, <xref ref-type="bibr" rid="B84">2021</xref>), or symbionts with unknown phenotypes, including <italic>Cardinium</italic> (Bacteroidetes) (<xref ref-type="bibr" rid="B79">Noel and Atibalentja, 2006</xref>; <xref ref-type="bibr" rid="B17">Brown et al., 2018</xref>) and <italic>Wolbachia</italic> (Alphaproteobacteria) (<xref ref-type="bibr" rid="B45">Haegeman et al., 2009</xref>; <xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>), but current studies on the diversity and roles of such microbes are limited.</p>
<p>Genus <italic>Wolbachia</italic> includes the most remarkable and widespread symbionts, which can act as obligate mutualists (<xref ref-type="bibr" rid="B38">Foster et al., 2005</xref>; <xref ref-type="bibr" rid="B101">Taylor et al., 2012</xref>; <xref ref-type="bibr" rid="B78">Nikoh et al., 2014</xref>) or parasites that manipulate host reproduction to promote transmission through the female germline using a wide array of phenotypes. Reproductive manipulating <italic>Wolbachia</italic> phenotypes include male-killing, parthenogenesis induction, feminization, or cytoplasmic incompatibility (CI), wherein infected males mating with uninfected females fail to produce progeny (<xref ref-type="bibr" rid="B109">Werren, 1997</xref>; <xref ref-type="bibr" rid="B100">Taylor and Hoerauf, 1999</xref>; <xref ref-type="bibr" rid="B110">Werren et al., 2008</xref>). Whereas <italic>Wolbachia</italic> is widespread in insects, its discovery in PPNs has significant implications, given the ecological importance of PPNs: if these <italic>Wolbachia</italic> are obligate mutualists like filarial nematode <italic>Wolbachia</italic>, then disruption of the symbiosis could reduce the PPN burden on plants, whereas if they are reproductive parasites conferring CI as in many insects, this phenotype could be harnessed for biocontrol analogous to <italic>Wolbachia</italic>-based control programs in mosquitoes (<xref ref-type="bibr" rid="B21">Caragata et al., 2016</xref>; <xref ref-type="bibr" rid="B22">Carey, 2018</xref>).</p>
<p>However, to date, the role of PPN-type <italic>Wolbachia</italic> remains ambiguous. For example, based on an analysis of the available genome derived from strain <italic>w</italic>Ppe from the root-lesion nematode, <italic>Pratylenchus penetrans</italic>, comparative genomics could not fully resolve <italic>Wolbachia</italic>&#x2019;s role (<xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>). Phylogenomic analyses placed them at the root of the <italic>Wolbachia</italic> clade, supporting the early emergence of <italic>Wolbachia</italic> in ecdysozoan plant-diet specialists, perhaps supporting this diet. However, the genomic analysis suggested <italic>w</italic>Ppe was devoid of most pathways typically seen in diet-supplementing <italic>Wolbachia</italic> such as riboflavin, biotin, thiamine (<xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>). Alternatively, it may serve as a facultative nutritional mutualist synthesizing heme or mediating host iron homeostasis (<xref ref-type="bibr" rid="B42">Gill et al., 2014</xref>; <xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>, <xref ref-type="bibr" rid="B17">2018</xref>), or perhaps co-synthesizing fatty acids or methionine when in the presence of dual infection with <italic>Cardinium</italic> (<xref ref-type="bibr" rid="B17">Brown et al., 2018</xref>). Conversely, <italic>Wolbachia</italic>&#x2019;s variable prevalence and correlation with female-biased populations in its PPN host <italic>P. penetrans</italic> (<xref ref-type="bibr" rid="B108">Wasala et al., 2019</xref>) hint at reproductive manipulation, while the high prevalence of its most closely related strain, <italic>w</italic>Rad in the burrowing nematode, <italic>Radopholus similis</italic> (<xref ref-type="bibr" rid="B45">Haegeman et al., 2009</xref>), hints at possible mutualism. Unfortunately, to date, only one <italic>Wolbachia</italic> genome has been sequenced from a PPN (<xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>).</p>
<p>Despite this limited genomic data and just three strains confirmed in three hosts (<xref ref-type="bibr" rid="B45">Haegeman et al., 2009</xref>; <xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>; <xref ref-type="bibr" rid="B18">Brown, 2018</xref>; <xref ref-type="bibr" rid="B108">Wasala et al., 2019</xref>), PPN <italic>Wolbachia</italic> may be widespread. The evidence that PPN <italic>Wolbachia</italic> may be widespread derives from the evidence of <italic>Wolbachia</italic>-like horizontal gene transfers both recently and deeper in the nematode phylogeny (<xref ref-type="bibr" rid="B68">McNulty et al., 2010</xref>; <xref ref-type="bibr" rid="B33">Dunning Hotopp, 2011</xref>; <xref ref-type="bibr" rid="B54">Koutsovoulos et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Husnik and McCutcheon, 2018</xref>), suggesting ancestral <italic>Wolbachia</italic> symbiosis even in lineages without current evidence of <italic>Wolbachia</italic>. Adding to this argument, current surveys of <italic>Wolbachia</italic> distribution may include false negatives, due to low titer infections, or PCR-screens with primers having mismatches to PPN-type <italic>Wolbachia</italic> (supergroup L) (<xref ref-type="bibr" rid="B12">Bordenstein et al., 2003</xref>; <xref ref-type="bibr" rid="B5">Augustinos et al., 2011</xref>), or inadvertent clearing of the symbiont resulting from routine antibiotic during culturing or processing of PPNs.</p>
<p>Therefore, to broaden our understanding of the early-branching <italic>Wolbachia</italic> in PPNs, this study screened rhizosphere nematode communities for <italic>Wolbachia</italic>. We performed phylogenomics and comparative genomics from metagenomic assembled genomes (MAGs), which has previously proven successful to gain insights into unculturable taxa (<xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>; <xref ref-type="bibr" rid="B93">Scholz et al., 2020</xref>). We took advantage of genome skimming approaches (<xref ref-type="bibr" rid="B30">Denver et al., 2016</xref>; <xref ref-type="bibr" rid="B73">Myers et al., 2021</xref>) to simultaneously characterize PPNs, and also screened public databases. Mirroring recent work (<xref ref-type="bibr" rid="B8">Bennett et al., 2021</xref>; <xref ref-type="bibr" rid="B73">Myers et al., 2021</xref>), we also analyzed functional enrichment and signatures of selection to investigate <italic>Wolbachia</italic>&#x2019;s role and transitions in function during evolution. The outcomes supported previous hypotheses about <italic>Wolbachia</italic>&#x2019;s origin in plant-feeding nematodes and generated new hypotheses about specific core metabolic functions and horizontally transferred genes for symbiont-mediated nutrient pathways such as heme, lysine, and thiamine.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Field Sample Collection and Nematode Isolation From Soil and Roots</title>
<p>As part of a field survey seeking to uncover new nematode-associated endosymbionts, approximately 100&#x2013;500 g of soil and roots were collected using a soil auger or serrated shovel, collecting from the top 15 cm of soil at a 30 cm to 1 m distance from the base of various plants at different sites (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>). All handling and processing of samples were performed in compliance with USDA APHIS permits to A.M.V.B. Samples were kept cool (&#x003C;10&#x00B0;C) until processed to isolate nematodes as described previously (<xref ref-type="bibr" rid="B73">Myers et al., 2021</xref>). Briefly, soil and roots were placed in Baermann funnels for 3&#x2013;5 days, allowing nematodes to be collected. Nematodes were further separated from soil by sucrose flotation following (<xref ref-type="bibr" rid="B49">Jenkins, 1964</xref>) to remove remaining soil particles, and finally further washed to remove further contaminants by mixing in 40 mL distilled water, centrifuging, and discarding the supernatant.</p>
</sec>
<sec id="S2.SS2">
<title>DNA Extraction, PCR Pre-screening, and Illumina Library Preparation and Sequencing</title>
<p>To characterize nematode community and <italic>Wolbachia</italic>-like DNA, total nematode community DNA was isolated from each sample. After a brief examination under an inverted microscope, about 800 to 1,400 nematodes from each sample were exposed to five cycles of freeze-thaw to break cuticles. DNA was isolated using the Qiagen DNeasy Blood &#x0026; Tissue Kit (Valencia, CA, United States) following the manufacturer&#x2019;s directions. DNA quantity and quality were assessed on the Nanodrop spectrophotometer. An initial sample was prepared for sequencing and analysis without pre-screening as follows: approximately 0.6&#x2013;1 &#x03BC;g of DNA was used for genomic library preparation with the QIAseq FX 96 DNA Library Kit (Valencia, CA, United States) following the manufacturer&#x2019;s directions with fragmentation times and AMPure bead size selection steps optimized for 450&#x2013;550 bp fragments. Library quality and quantity were assessed on the TapeStation 2200 (Agilent, USDA). Libraries were normalized and pooled before sequencing on Illumina HiSeq, with 150 PE cycles performed at Genewiz, Inc. (NJ). After positive results for a plant-parasitic nematode-associated <italic>Wolbachia</italic> strain were obtained from one sample (following bioinformatics analysis described below), subsequent samples from the same farm were pre-screened for the presence of <italic>Wolbachia</italic> prior to sequencing with custom primers designed based on published qPCR assay primers (<xref ref-type="bibr" rid="B69">Mee et al., 2015</xref>) that showed a high sensitivity for low-titer infections. However, as these primers had mismatches to 16S rRNA gene sequences from plant-parasitic nematode-associated <italic>Wolbachia</italic> strains, we modified the primer sequences to increase specificity to our targets using aligned sequences. The resulting new primers were: forward Wol-mee-F 5&#x2032;-CTC ACA GAA AAA GTC CT-3&#x2032; and reverse Wol-mee-R 5&#x2032;-CGC CTT TAC GCC CAA T-3&#x2032;, with thermal cycle conditions: 95&#x00B0;C for 2 min, 35 cycles of 95&#x00B0;C for 30 s, 59&#x00B0;C for 30 s, 72&#x00B0;C for 1 min, and one cycle of 72&#x00B0;C for 10 min.</p>
</sec>
<sec id="S2.SS3">
<title>Draft Genome Assembly</title>
<p>To recover nematode and symbiont genomes, reads were <italic>de novo</italic> assembled (see details in <xref ref-type="supplementary-material" rid="DS1">Supplementary Material</xref>), then <italic>Wolbachia</italic>-like contigs were annotated. First, reads for each sample were filtered and trimmed using Trimmomatic version 0.38 (<xref ref-type="bibr" rid="B10">Bolger et al., 2014</xref>), and overlaps in paired reads were detected and merged in Pear version 9.11 (<xref ref-type="bibr" rid="B118">Zhang et al., 2014</xref>). Filtered paired reads and merged reads were <italic>de novo</italic> assembled with metaSPAdes version 3.13 (<xref ref-type="bibr" rid="B6">Bankevich et al., 2012</xref>; <xref ref-type="bibr" rid="B81">Nurk et al., 2017</xref>) using low kmers (25, 33, and 45). Assembly quality was assessed using Quast version 5.0.1 (<xref ref-type="bibr" rid="B44">Gurevich et al., 2013</xref>). Assemblies were screened for <italic>Wolbachia</italic>-like 16S rRNA using a two-step analysis with blastn in Blast + version 2.10.1 (<xref ref-type="bibr" rid="B20">Camacho et al., 2009</xref>) (&#x2212;evalue 10) first to a custom database of <italic>Wolbachia</italic> 16S rRNA sequences, and then a second blastn to the complete NCBI nt database. Any samples with top blastn hits to PPN <italic>Wolbachia</italic> from this read-based blast were also considered &#x201C;positive.&#x201D; For PPN <italic>Wolbachia</italic>-positive samples, full genomes were extracted using similar two-step blastn searches, first to <italic>Wolbachia</italic> genome databases, then to the full nt database.</p>
<p>Based on the high sequence similarity among samples, and their origin from the same farm, we combined these samples for further analysis, to improve coverage and assembly quality. We used an iterative map-assemble approach using bwa version 1.17 (<xref ref-type="bibr" rid="B57">Li and Durbin, 2009</xref>) and a subtractive mapping approach as follows. First, we identified non-<italic>Wolbachia</italic> contigs in the initial assembles using both blastn results and a%GC filter using prinseq-lite.pl in the BRAbB software (<xref ref-type="bibr" rid="B13">Brankovics et al., 2016</xref>), then we used bwa mem to map each sample&#x2019;s reads to this non-<italic>Wolbachia</italic> data specific to our samples, then we used samtools version 1.9 (<xref ref-type="bibr" rid="B58">Li et al., 2009</xref>) and custom scripts to extract unmapped (i.e., <italic>Wolbachia</italic>-enriched) reads. These enriched reads were concatenated for all samples and assembled in metaSPAdes with a kmers (25, 45, 65, and 99). The resulting assemblies were combined with <italic>Wolbachia</italic>-like contigs from the individual samples with the new strain. The process of bwa-based subtractive mapping was repeated from the original reads with this new, improved database. The new <italic>Wolbachia</italic>-enriched reads were again concatenated and <italic>de novo</italic> assembled again with metaSPAdes. This approach was repeated three times and stopped once the sum of the length of the resulting new strain <italic>Wolbachia</italic>-like contigs ceased to increase between cycles and inspecting genome contamination and completeness metrics using CheckM v1.0.18 (<xref ref-type="bibr" rid="B85">Parks et al., 2015</xref>) at intermediate steps.</p>
<p>The resulting contigs were assessed by several quality controls to reduce the likelihood of spurious bioinformatic contamination with non-<italic>Wolbachia</italic> data. To filter out contigs with potential short horizontally transferred <italic>Wolbachia</italic>-like DNA regions (HGTs), long contigs (&#x003E;5,000 bp) were removed if coverage was &#x003E;2 times the average coverage of the longest contigs, using coverage analysis in the pileup.sh in BBMap version 38.9 (<xref ref-type="bibr" rid="B19">Bushnell, 2014</xref>). To filter out possible HGTs, contigs were imported into Geneious Prime version 2020.0.4 (Biomatters, Ltd.) and inspected, with contigs &#x003E;1,000 bp removed if GC content was below 24% or above 42%. Quality was assessed by annotating contigs using Prokka version 1.14.6 (<xref ref-type="bibr" rid="B95">Seemann, 2014</xref>) which uses Prodigal for <italic>ab initio</italic> gene prediction, HMMER3 for protein family profiles, BLAST+ for comparative annotation, Barrnap<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> for rRNAs, Aragorn (<xref ref-type="bibr" rid="B55">Laslett and Canback, 2004</xref>) for tRNAs. The resulting genes were then analyzed with blastn to the nt database and with DIAMOND blastx to the full nr database to keep only contigs with the highest similarity to PPN <italic>Wolbachia</italic>. Finally, to check for regions of possible bifurcating misassembly due to mutational differences in the field sampled specimens, contigs were aligned and checked for blocks of near identity and synteny using Geneious Prime plugins ProgressiveMauve v1.1.1 (<xref ref-type="bibr" rid="B27">Darling et al., 2010</xref>) and LASTZ alignment v7.0.2 (Biomatters, Ltd.).</p>
</sec>
<sec id="S2.SS4">
<title>Gene and Pathway Annotation</title>
<p>The final assembly quality was analyzed in Quast version 5.0.1 (<xref ref-type="bibr" rid="B44">Gurevich et al., 2013</xref>) and re-annotated in Prokka. Completeness and contamination were assessed in CheckM and by evaluating the genome presence of housekeeping genes and tRNAs. Pathways were assessed by gene presence-absence comparisons with other <italic>Wolbachia</italic> and outgroups Anaplasmataceae using Roary version 3.13 (<xref ref-type="bibr" rid="B82">Page et al., 2015</xref>), and using ModelSEED version 2.6.1 (<xref ref-type="bibr" rid="B94">Seaver et al., 2021</xref>) which assesses metabolic models in the KEGG and MetaCyc databases. ModelSEED was run with &#x201C;complete&#x201D; supplemented <italic>in silico</italic> media.</p>
</sec>
<sec id="S2.SS5">
<title>Nematode Community Analysis and Nematode-<italic>Wolbachia</italic> Abundance Correlation</title>
<p>To assess possible nematode hosts for the <italic>Wolbachia</italic> from our sampled nematode communities, we compared 21 sampled nematode communities (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>) that were extracted and sequenced as described above, as part of a broader study. All partial cytochrome oxidase I (COI) sequences with top blastn match to nematodes were extracted from our scaffolds using blastn and custom scripts. The relative abundance of nematodes in each sampled community was then estimated based on kmer coverage with the equation <italic>C</italic> = (<italic>C</italic><sub>K</sub>.<italic>R</italic>)/(<italic>R</italic> &#x2212; <italic>K</italic> + 1), where <italic>C</italic> is total coverage, <italic>C</italic><sub>K</sub> is kmer coverage, <italic>K</italic> is the length of kmers, and <italic>R</italic> is read length and normalization to the total number of reads sequenced for each sample. To this matrix of COI hits, we added a column with the normalized coverage of <italic>Wolbachia</italic> 16S rRNA for the <italic>Wolbachia</italic>-positive samples. We then calculated and plotted Spearman rank correlation (rho) values and <italic>p</italic>-values using the R package Hmisc version 4.5-0 &#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, with method &#x201C;spearman,&#x201D; order &#x201C;hclust,&#x201D; hclust.method &#x201C;average&#x201D; and plotting using &#x2018;corrplot&#x2019;. Multiple testing correction was performed using the <xref ref-type="bibr" rid="B7">Benjamini and Hochberg (1995)</xref> method in R with p.adjust &#x201C;BH.&#x201D;</p>
</sec>
<sec id="S2.SS6">
<title>Sequence Read Archive Screening</title>
<p>To survey publicly available sequencing projects for potential PPN <italic>Wolbachia</italic>-like sequences, we developed scripts that take input queries such as geographic locality, sample type, sequencing strategy, and access the NCBI Sequence Read Archive (SRA) data, then analyze downloaded datasets to screen for <italic>Wolbachia.</italic> Keywords include &#x201C;rhizosphere,&#x201D; &#x201C;soil,&#x201D; &#x201C;grassland,&#x201D; &#x201C;forest,&#x201D; &#x201C;agriculture,&#x201D; &#x201C;nematode,&#x201D; and strategies/platforms such as &#x201C;MiSeq,&#x201D; &#x201C;HiSeq,&#x201D; &#x201C;Illumina,&#x201D; &#x201C;Amplicon,&#x201D; or &#x201C;wgs,&#x201D; and combinations of these terms. Briefly, these scripts use the E-utilities public API from NCBI to obtain and analyze serially tabular sets of raw read data for SRA projects <italic>via</italic> concatenated SRR, ERR, and DRR run data, subjecting them to raw read 16S rRNA gene two-step blastn, as described above, using for the custom blastn all PPN <italic>Wolbachia</italic>, including the new <italic>Wolbachia</italic> 16S rRNA gene from the present study. For SRA experiments with positive results, reads were further assessed after adapter and quality trimming and filtering using Trimmomatic and merging using Pear as described above. The resulting <italic>Wolbachia</italic>-like sequences were then analyzed using phylogenetic analysis approaches described below.</p>
</sec>
<sec id="S2.SS7">
<title>Phylogenetic and Phylogenomic Analysis</title>
<p>To understand the evolutionary relationships among candidate PPN hosts, candidate PPN-type <italic>Wolbachia</italic> strains from SRA data mining, and the new <italic>Wolbachia</italic> strain compared to other strains, various phylogenetic analyses were performed. In most cases, the general approach involved first blastn searches of our sequences of interest to the nt database at NCBI to find &#x223C;100&#x2013;500 most closely related sequences. We then download and aligned these using either Mafft version 1.0.4 (<xref ref-type="bibr" rid="B52">Katoh and Standley, 2013</xref>) or Clustal Omega 1.2.3 (<xref ref-type="bibr" rid="B96">Sievers et al., 2011</xref>), and trimming and removing duplicates or highly similar sequences within the Geneious Prime version 2020.0.4 (Biomatters, Ltd.) suite, prior to phylogenetic analysis using both maximum likelihood (ML) phylogeny reconstruction was performed in RAxML version 4 (<xref ref-type="bibr" rid="B99">Stamatakis, 2014</xref>), assessing bootstrap support from 500 replicates and Bayesian phylogeny estimation with MrBayes version 2.2.4 (<xref ref-type="bibr" rid="B47">Huelsenbeck and Ronquist, 2001</xref>; <xref ref-type="bibr" rid="B91">Ronquist et al., 2012</xref>) with final phylogenetic trees visualized in FigTree version 1.4.4<sup><xref ref-type="fn" rid="footnote2">2</xref></sup> with labels and color added in Adobe Illustrator. Specific phylogenetic analysis approaches are as follows.</p>
<p>For inferring relationships among candidate PPN hosts predicted from community correlation analyses (described above), partial nematode cytochrome oxidase 1 (COI) genes that were significantly correlated with <italic>Wolbachia</italic>-positive samples were aligned and analyzed with the ML 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) and Bayesian analysis with the GTR + G model with 4 categories, and Markov chain Monte Carlo settings of chain length 1,100,000, 4 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 &#x003E; 200.</p>
<p>For inferring relationships among candidate PPN-type <italic>Wolbachia</italic> strains from SRA data mining, an initial set of thousands of trimmed and merged reads with top blastn similarity to PPN-type <italic>Wolbachia</italic> were aligned to reference 16S rRNA genes, then identical sequences were removed. Preliminary phylogenetic analyses in FastTree v2.1.11 (<xref ref-type="bibr" rid="B87">Price et al., 2010</xref>) with the GTR model were used to generate a preliminary tree to remove large numbers of sequences from the alignment that displayed exceptionally long branches, similar to the distance separating <italic>Ehrlichia</italic>/<italic>Anaplasma</italic> and <italic>Wolbachia</italic> clades, on the basis that these sequences may reflect either non-<italic>Wolbachia</italic> alphaproteobacterial, or possibly degrading 16S rRNA pseudogenes or degrading horizontally transferred 16S rRNA fragments. The resulting subset of SRA sequences was analyzed in three separate alignments for the sub-region of the 16S rRNA gene in which they occur, and then together in a larger alignment to include all sequences together. RaxML and MrBayes phylogenies were reconstructed as described above.</p>
<p>For inferring relationships among the new <italic>Wolbachia</italic> strain and other <italic>Wolbachia</italic> strains, we focused on three sets of analyses: two which included strain <italic>w</italic>Rad which was the only other strain to date from a PPN, and one which included a larger number of genes even though <italic>w</italic>Rad could not be included. For strain <italic>w</italic>Rad, only 3 gene regions have been sequenced. The first analysis was able to include additional early-branching <italic>Wolbachia</italic> isolates for which only the 16S rRNA gene sequence was available, and this analysis included additional outgroups <italic>Candidatus</italic> Neowolbachia serbia and <italic>Candidatus</italic> Mesenet longicola (GenBank Accessions <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MH618374.1">MH618374.1</ext-link> and <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="BNGT01000041.1">BNGT01000041.1</ext-link>, respectively) and related bacteria from <italic>Harpalus pennsylvanicus</italic>, as well as additional Rickettsiales and outgroup alphaproteobacterial. The second analysis included more gene regions available for strain <italic>w</italic>Rad, including 16S rRNA, partial CTP synthase and ftsZ, and partial groES and groEL (GenBank Accessions <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="EU833482.1">EU833482.1</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="EU833483.1">EU833483.1</ext-link> <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="EU833484.1">EU833484.1</ext-link>, respectively) and corresponding gene regions for other <italic>Wolbachia</italic> and outgroups with gene regions with blastn matches to these from the NCBI nt and genome databases. Once aligned, the sequence block was concatenated for strains with all regions covered, and the final alignment was stripped of sites with gaps or ambiguities. We produced additional reduced-length alignments from this full gap-stripped alignment to test for potential long-branch attraction artifacts. These reduced alignments were generated by successively stripping sites with the highest evolutionary rates identified using TIGER v2.0 (<xref ref-type="bibr" rid="B25">Cummins and McInerney, 2011</xref>). Phylogenetic analyses on resulting blocks were performed as described above.</p>
<p>For a more robust phylogenomic analysis of PPN-type <italic>Wolbachia</italic> with their outgroups, we prepared an alignment of a larger number of core genes from full <italic>Wolbachia</italic> and outgroup genomes downloaded from NCBI. We used Roary to generate a codon-based alignment (core_gene_alignment.aln) block for analysis. As for the previous analyses, to control for potential alignment artifacts, we removed all positions with ambiguities or gaps and performed TIGER analysis to create additional shorter alignments with high evolutionary rate sites progressively removed, to potentially reduce the effects of long-branch attraction. ML and Bayesian analyses were performed as described above for each alternative alignment. Finally, using the initial codon-based alignment, we performed <italic>in silico</italic> translation, removed gaps and ambiguities, and performed ML analysis of amino acid sequences was performed with RaxML using the PROTGAMMAGTR substitution model with empirical base frequencies and 500 bootstrap replicates.</p>
</sec>
<sec id="S2.SS8">
<title>Gene Repertoire Comparisons <italic>via</italic> Gene Ontology Enrichment Analysis</title>
<p>To evaluate gene repertoire differences among <italic>Wolbachia</italic> strains and outgroups and analyze functional gene ontology (GO) enrichment, we first performed gene annotation on our new <italic>Wolbachia</italic> strain assembly as well as 200 other draft Anaplasmataceae genomes from NCBI using Prokka with identical parameters for all assemblies. We then created ortholog sets using Roary v3.13.0 (<xref ref-type="bibr" rid="B82">Page et al., 2015</xref>) which performed blastp on gff files from Prokka, with parameters -e for codon-aware alignment in PRANK (<xref ref-type="bibr" rid="B61">L&#x00F6;ytynoja, 2014</xref>) and -i 60 to allow for detection of distant orthologs with outgroups. Initial Roary results suggested some draft genomes were potentially incomplete (too few genes) or contaminated (too many genes), so this genome set was reduced to the best genomes, comprising 93 draft genomes from <italic>Wolbachia</italic> strains plus 9 outgroup draft genomes. Roary gene clusters without clear gene annotations, listed as &#x201C;group_#,&#x201D; were re-examined and if possible assigned gene names by cross-referencing Prokka gene calls to gene and GO annotations for <italic>Wolbachia</italic> strains downloaded from UniProtKB database and other databases (MetaCyc, KEGG). These databases were also used to create a master GO annotation file for Anaplasmataceae for downstream enrichment analyses. Pangenome and core genome comparisons based on Roary gene_presence_absence.csv outputs were depicted with the online Venn drawing tool <ext-link ext-link-type="uri" xlink:href="http://bioinformatics.psb.ugent.be/webtools/Venn/">http://bioinformatics.psb.ugent.be/webtools/Venn/</ext-link>. Functional GO enrichment was assessed using topGO version 2.4.0 (<xref ref-type="bibr" rid="B2">Alexa and Rahnenfuhrer, 2020</xref>) which assesses GO-term graph topology ad creates test statistics using the algorithm &#x2018;weight01.fisher&#x2019; which returns corrected p-values not affected by multiple testing. TopGO was implemented in R using the script aip_topgo_usage.consider_universe.R<sup><xref ref-type="fn" rid="footnote3">3</xref></sup> for multiple gene subsets (depicted in Venn diagrams) using &#x2018;diff&#x2019; and &#x2018;universe&#x2019; gene sets.</p>
</sec>
<sec id="S2.SS9">
<title>Analysis of Functional Enrichment for Gene Classes With Different dN/dS</title>
<p>To assess genes and gene regions that may be important functionally, through signatures of increased or decreased purifying or directional selection, we applied an analysis approach that assessed pairwise dN/dS followed by GO enrichment tests on various high and low dN/dS gene sets. These analyses involved first generating new pairwise codon-based nucleotide alignments of orthologs generated in Roary, for each pair of <italic>Wolbachia</italic> strains. We then generated sliding window blocks using the function split.java in KaKs Calculator 2.0 (<xref ref-type="bibr" rid="B119">Zhang et al., 2006</xref>) to create 1,200 bp length windows with overlaps of 600 bp, preserving codon positions. We then used KaKs Calculator to assess dN/dS on all windows, specifying genetic code 11. This program assesses Ka/Ks (or dN/dS) while controlling for multiple substitutions per site and using a maximum likelihood framework for model selection and AICc for model averaging (<xref ref-type="bibr" rid="B119">Zhang et al., 2006</xref>). In addition to multiple substitution corrections performed by this software, we also set a maximum Ks cutoff for our output data of 2 for <italic>Wolbachia</italic> pairs in the major supergroups, and 2.5 for <italic>Wolbachia</italic> in the PPN supergroup. Annotated genes were matched and counted as within windows if they occurred across at least 300 bp of a given window. Output dN/dS values were grouped into subsets for topGO functional enrichment analysis, partitioning genes into sets with values into top 10%, top 25%, the bottom 10%, and bottom 25% of each pairwise comparison.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Nematode Communities Were Screened and Found Positive for <italic>Wolbachia</italic></title>
<p>Screening for PPN-type <italic>Wolbachia</italic> was initially performed on 16 samples (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>) with the initial screening of raw reads showing 10 out of 16 samples with reads mapping to the <italic>Wolbachia</italic> 16S rRNA gene. However, blastn analysis of these reads showed that most of these read hits were more similar to non-PPN <italic>Wolbachia</italic> strains than to PPN strains, with only one sample (P3-11) showing high similarity to <italic>w</italic>Ppe from the plant-parasitic nematode <italic>P. penetrans</italic> and <italic>w</italic>Rad <italic>Wolbachia</italic> from <italic>R. similis.</italic> This sample was from a fruit tree farm in Los Fresnos, Texas (26.1585 N 97.3844 W) consisting of pooled soils from the following fruit trees: mango (<italic>Mangifera indica</italic>; Sapindales: Anacardiaceae), guava (<italic>Psidium guajava</italic>; Myrtales: Myrtaceae), pomello (<italic>Citrus maxima</italic>; Sapindales: Rutaceae), sugar-apple (<italic>Annona squamosa</italic>; Magnoliales: Annonaceae), and sapodilla (<italic>Manilkara zapota</italic>; Ericales: Sapotaceae). After the discovery of this initial positive result, separate samples were collected from 14 individual fruit trees at the same farm, from which the following five fruit tree samples were found to be PCR-positive and were processed for community shotgun sequencing: sugar-apple, avocado (<italic>Persea americana</italic>; Laurales: Lauraceae), plantain (<italic>Musa</italic> &#x00D7; <italic>paradisiaca</italic> AAB; Zingiberales: Musaceae), guava, and &#x201C;Rosetta fruit&#x201D; (<italic>Malus pumila</italic> &#x201C;Niedzwetzkyana&#x201D;; Rosales: Rosaceae) (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 1</xref>).</p>
</sec>
<sec id="S3.SS2">
<title>Genome Assembly and General Features of <italic>Wolbachia</italic> Strain <italic>w</italic>Tex</title>
<p>Based on initial alignments of contigs from six <italic>Wolbachia</italic>-positive samples which originated from the same farm, inter-sample divergence was found to be low, therefore, to increase coverage, final genome assembly was performed for the six samples with reads pooled together. The final assembly (NCBI GenBank accession <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="JAIXMJ000000000">JAIXMJ000000000</ext-link>) of the new <italic>Wolbachia</italic> strain, hereafter, designated <italic>w</italic>Tex (named for its location in southern Texas), consisted of 192 scaffolds with a total length of 1,013,022 bp, maximum scaffold length of 57,862 bp, N50 of 10,082, with 33.49% GC, coding density 0.809, with 989 predicted genes, and a full set of rRNA and tRNA genes (3 and 38, respectively), and average coverage of 15.96X (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 2</xref>). CheckM-based genome completeness was 84.37% based on 368 markers from 63 Rickettsiales genomes, with a contamination score of 0.64 CheckM. Prior to this final assembly, during iterative steps to improve the assembly CheckM completeness scores decreased as contamination scores decreased. Comparative genome features across similar <italic>Wolbachia</italic> strains are shown in <xref ref-type="table" rid="T1">Table 1</xref>. Among the predicted genes, 398 (40.2%) had no known function. GC content (<xref ref-type="fig" rid="F1">Figure 1</xref>) was intermediate between that of clades C and D <italic>Wolbachia</italic> strains from filarial nematodes and clades A and B from arthropods, whereas assembly length was shorter than that of the majority of clades A and B <italic>Wolbachia</italic> strains and was more similar to that of clades C and D <italic>Wolbachia</italic>.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Comparative gene and genome features for whole-genome shotgun assemblies for the new <italic>Wolbachia</italic> strain, designated <italic>w</italic>Tex, and its closest relatives, <italic>w</italic>Ppe from the plant-parasitic nematode <italic>Pratylenchus penetrans</italic>, <italic>w</italic>Pni from the banana aphid <italic>Pentalonia nigronervosa</italic>, <italic>w</italic>Fol from the springtail <italic>Folsomia candida</italic>, <italic>w</italic>CfeT from the cat flea <italic>Ctenocephalides felis</italic>, <italic>w</italic>Chem from the bedbug <italic>Cimex hemipterus</italic>.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"><italic>Wolbachia</italic> strain name</td>
<td valign="top" align="center">Genome assembly length</td>
<td valign="top" align="center">%GC</td>
<td valign="top" align="center">Genes</td>
<td valign="top" align="center">rRNAs, tRNAs</td>
<td valign="top" align="center">Pseudo-genes</td>
<td valign="top" align="center">Contigs</td>
<td valign="top" align="center">NCBI accession</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><italic>w</italic>Tex</td>
<td valign="top" align="center">1,013,022</td>
<td valign="top" align="center">33.49</td>
<td valign="top" align="center">989</td>
<td valign="top" align="center">3, 38</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">192</td>
<td valign="top" align="center"><ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="JAIXMJ000000000">JAIXMJ000000000</ext-link></td>
</tr>
<tr>
<td valign="top" align="left"><italic>w</italic>Ppe</td>
<td valign="top" align="center">975,127</td>
<td valign="top" align="center">32.16</td>
<td valign="top" align="center">962</td>
<td valign="top" align="center">3, 36</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center"><ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="NZ_MJMG01000001.1">NZ_MJMG01000001.1</ext-link></td>
</tr>
<tr>
<td valign="top" align="left"><italic>w</italic>Pni</td>
<td valign="top" align="center">1,457,187</td>
<td valign="top" align="center">34.09</td>
<td valign="top" align="center">1314</td>
<td valign="top" align="center">3, 37</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">182</td>
<td valign="top" align="center"><ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="JACVWV010000040.1">JACVWV010000040.1</ext-link></td>
</tr>
<tr>
<td valign="top" align="left"><italic>w</italic>Fol</td>
<td valign="top" align="center">1,801,626</td>
<td valign="top" align="center">34.35</td>
<td valign="top" align="center">1601</td>
<td valign="top" align="center">3, 36</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"><ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="NZ_CP015510.2">NZ_CP015510.2</ext-link></td>
</tr>
<tr>
<td valign="top" align="left"><italic>w</italic>CfeT</td>
<td valign="top" align="center">1,495,538</td>
<td valign="top" align="center">35.18</td>
<td valign="top" align="center">1519</td>
<td valign="top" align="center">3, 35</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"><ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="NZ_CP051156.1">NZ_CP051156.1</ext-link></td>
</tr>
<tr>
<td valign="top" align="left"><italic>w</italic>Chem</td>
<td valign="top" align="center">1,291,339</td>
<td valign="top" align="center">35.37</td>
<td valign="top" align="center">1266</td>
<td valign="top" align="center">3, 33</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center"><ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="NZ_CP061738.1">NZ_CP061738.1</ext-link></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Gene prediction was performed using the same parameters in Prokka to obtain comparable gene predictions among all draft genomes.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Plot of estimated genome sizes (total assembly lengths) versus proportion G + C content for Anaplasmataceae including <italic>Wolbachia</italic> and outgroups, showing PPN-type strains <italic>w</italic>Tex and <italic>w</italic>Ppe and early-branching clades <italic>w</italic>Pni and <italic>w</italic>Fol, and others.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-867392-g001.tif"/>
</fig>
</sec>
<sec id="S3.SS3">
<title>Correlation Between Nematodes and <italic>Wolbachia</italic>-Positive Samples and Cytochrome Oxidase I Phylogeny of Candidate <italic>w</italic>Tex Hosts</title>
<p>Correlation analyses (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 1</xref>) showed <italic>Wolbachia w</italic>Tex was positively associated with nematode hits to the partial COI gene of Heteroderidae sp. CD2526 (GenBank accession <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="MK033155.1">MK033155.1</ext-link>) (rho 0.659044735, BH-corrected <italic>p</italic>-value 0.02339631) and <italic>Ptycholaimellus</italic> sp. M1 (GenBank accession <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="KX951909.1">KX951909.1</ext-link>) (rho 0.713184097, BH-corrected <italic>p</italic>-value 0.006335523), however, hits matching the latter were very short and these scaffolds were at very low coverage. Scaffolds identified as matches to the COI of Heteroderidae sp. CD2526 were generally longer &#x003E; than 1,000 bp with longer blast matches and were therefore extracted for further analysis. This produced 9 scaffolds with similarities to this COI hit. Similar sequences from GenBank were downloaded and aligned and analyzed by ML and Bayesian methods, which showed 7 sequences clustered with support in a clade together with <italic>Helicotylenchus</italic> spp. while 2 sequences clustered in a sister-clade with <italic>Rotylenchus</italic> spp. (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures 2</xref>, <xref ref-type="supplementary-material" rid="DS1">3</xref>).</p>
</sec>
<sec id="S3.SS4">
<title>Phylogenetic Analysis of <italic>w</italic>Tex With Other <italic>Wolbachia</italic> Strains and Outgroups</title>
<p>Phylogenetic analyses for the 16S rRNA gene alone (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 4</xref>) which included the broadest array of outgroups and additional early-branching <italic>Wolbachia</italic> in this study and an alignment block length of 1,573 nucleotide positions, resulted in a strongly supported clade for PPN <italic>Wolbachia</italic> strains <italic>w</italic>Tex, <italic>w</italic>Ppe, and <italic>w</italic>Rad, in a basal position in the <italic>Wolbachia</italic> phylogeny. The closest early-branding sister taxa to this PPN <italic>Wolbachia</italic> clade included a well-supported cluster from various aphids including <italic>Pentalonia nigronervosa w</italic>Pni-like strains (accessions <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="NZ_JACVWV01000005.1">NZ_JACVWV01000005.1</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="KJ786949.1">KJ786949.1</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="KJ786950.1">KJ786950.1</ext-link>) along with strains from the conifer aphid <italic>Cinara cedri</italic> (AY620430.1) and the trunk-feeding aphid <italic>Stomaphis sinisalicis</italic> (KF751211.1), and strains <italic>w</italic>Bta from the whitefly <italic>Bemisia tabaci</italic> (KF454771.1) and <italic>w</italic>Bry from the spider mite <italic>Bryobia</italic> spec. V (EU499316.1). The largest sequence difference in the 16S rRNA region among PPN-type <italic>Wolbachia</italic> strains was 4.211%, whereas the average difference between the PPN-clade and <italic>w</italic>Pni-like strains was 3.934%. A separate early-branching sister clade consisted of closely related isolates of a <italic>Wolbachia</italic> from the fungal-feeding mold mite, <italic>Tyrophagus putrescentiae</italic> (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 4</xref>).</p>
<p>Phylogenetic analyses for the concatenation of 3 gene regions (16S rRNA, ftsZ, and groEL) to better resolve the phylogeny including all three PPN-type strains <italic>w</italic>Tex, <italic>w</italic>Ppe, and <italic>w</italic>Rad resulted in a strongly supported clade for PPN <italic>Wolbachia</italic> strains (<xref ref-type="fig" rid="F2">Figure 2</xref>). The supported clade was obtained for both ML and Bayesian analyses, which produced similar tree topologies, and for all alternative alignments including the full sequence alignment, the gap-stripped alignment, and alignments with progressive stripping of high evolutionary rate sites resulting in alignment lengths of 2,368 to 4,674 nucleotide positions. Bootstrap support for the PPN <italic>Wolbachia</italic> clade was 85&#x2013;100%, with support of 100% for the majority of the alternate alignments. The PPN <italic>Wolbachia</italic> clade formed a strongly supported earliest branch for the genus <italic>Wolbachia</italic> (supergroup L in <xref ref-type="fig" rid="F2">Figure 2</xref>) for alignments with full data, gap-stripped data, and data with high evolutionary rate sites stripped that included over 68% of the original alignment length, however, progressive stripping of such high-rate sites placed strain <italic>w</italic>Pni at the root of the tree with or without &#x003E;50% bootstrap support and reduced support for other basal branches.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Phylogeny of three gene regions (16S rRNA, CTP synthase/ftsZ, and groES/groEL) for <italic>Wolbachia</italic> and outgroups based on 3,656 aligned positions of the concatenated nucleotides with gaps and ambiguities and the most variable 1/10th of positions removed. Maximum likelihood phylogeny reconstruction was performed in RAxML GTR + Gamma with bootstrap support &#x003E;50% from 500 replicates shown on branches. Most supported nodes were obtained with high support in Bayesian 50% majority rule in MrBayes with GTR + G with 4 rate categories model. Bayesian posteriors are shown next to bootstrap values, in bold. Sequences obtained in this study are indicated in bold orange font.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmicb-13-867392-g002.tif"/>
</fig>
<p>Phylogenomic analyses of 100 genome-wide protein-coding genes (orthologs from Roary), resulted in similar results to the 3-region results (above), producing a strongly supported clade for PPN <italic>Wolbachia</italic> strains <italic>w</italic>Tex and <italic>w</italic>Ppe (<xref ref-type="fig" rid="F3">Figure 3</xref>). ML bootstrap support and Bayesian posterior probabilities were largely similar for these analyses, showing support for this clade of 100% bootstrap and posterior of 1. These results were consistent for alternative alignments including the full sequence alignment, the gap-stripped alignment, an alignment with 3<sup>rd</sup> codon positions removed, a translated alignment, and alignments with progressive stripping of high evolutionary rate sites resulting in alignment lengths of 17,382 to 87,628 nucleotide positions. The exception to this high support was alignments stripped to less than 20% of the original positions, in which there was very little support for any <italic>Wolbachia</italic> clade. As with the 3-region phylogenetic analysis, the 100-gene phylogenetic analyses produced a strongly supported earliest branch position for the PPN <italic>Wolbachia</italic> clade (supergroup L in <xref ref-type="fig" rid="F3">Figure 3</xref>) in some, but not all alternative alignments. For example, for alignments with full data, full data with gaps and ambiguities stripped, and full data with 3rd codon positions stripped, there was 100% bootstrap support for the PPN <italic>Wolbachia</italic> clade forming the earliest branch for <italic>Wolbachia</italic>. However, for alignments with high evolutionary rate sites stripped such that the alignment was 25&#x2013;43% of its original length, the earliest branch of genus <italic>Wolbachia</italic> varied, sometimes placing <italic>w</italic>Pni at the root of the tree just before PPN <italic>Wolbachia</italic>, and sometimes placing strains <italic>w</italic>Fol and <italic>w</italic>CfeT as sisters to PPN <italic>Wolbachia</italic>, together forming the earliest branch. However, one alignment with high-rate sites stripped, with 22% of the original length, produced 91% bootstrap support for PPN <italic>Wolbachia</italic> at the root of the genus. Phylogenies based on amino acid alignments, however, also placed strain <italic>w</italic>Pni at the root with 82% bootstrap support.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p>Phylogeny of 100 core protein-coding genes for <italic>Wolbachia</italic> and outgroups based on 29,264 aligned nucleotide positions identified from assemblies using Roary software, with gaps and ambiguous states and 3rd positions of codons removed. Maximum likelihood phylogeny reconstruction was performed in RAxML GTR + Gamma with bootstrap support &#x003E;50% from 500 replicates shown on branches. Most supported nodes were obtained with high support in Bayesian 50% majority rule in MrBayes with GTR + G with 4 rate categories model. Bayesian posteriors are shown next to bootstrap values, in bold. Sequences obtained in this study are indicated in bold orange font.</p></caption>
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</fig>
</sec>
<sec id="S3.SS5">
<title>Screening of <italic>Wolbachia</italic> From Global Soil and Rhizosphere Sequence Read Archive Databases</title>
<p>Sequence read archive (SRA) database screening of 3,400 amplicon experiments from soils and rhizospheres produced 81 sequence runs (i.e., SRR/ERR/DRR files) with the highest blastn similarity to the 16S rRNA gene from PPN-type <italic>Wolbachia w</italic>Tex, <italic>w</italic>Ppe, or <italic>w</italic>Rad. Following read-merging, there was 4,535 top sequences read blastn matches to PPN-type <italic>Wolbachia</italic> among these runs. After removal of identical sequence reads and sequences leading to exceptionally long branches in phylogenies and sequences placed ambiguously between the <italic>Ehrlichia</italic>/<italic>Anaplasma</italic> and <italic>Wolbachia</italic> clades, there were 61 unique sequences unambiguously grouped with the <italic>Wolbachia</italic> clade. These sequences were from 24 separate SRA runs originating from the United States, France, Germany, Sweden, Switzerland, Japan, India, and Malaysia. Although phylogenetic analyses with these short sequences produced generally low bootstrap support and low posterior probabilities, tree topologies suggest several clades (<xref ref-type="fig" rid="F4">Figure 4</xref>). Group 1 comprised 19 sequences clustered at the root of the <italic>Wolbachia</italic> tree along with <italic>Wolbachia</italic> from PPNs with broad geographic origins (France, Germany, Sweden, Switzerland, Japan, Malaysia, and in the United States, from Florida, Michigan, California, Appalachia) from diverse ecosystems. Groups 2 and 3, from Malaysia and India, clustered near the root of the <italic>Wolbachia</italic> CDF supergroups. Groups 4 through 8, comprising 28 sequences, were all from a beech forest in Germany and sequences clustered mostly with various <italic>Wolbachia</italic> strains from Collembola. Group 9 was a distinct cluster of 6 sequences from the same beech forest with similarity to <italic>Wolbachia</italic> from quill mites, while Group 10 formed a cluster of 6 sequences allied with <italic>Wolbachia</italic> from <italic>Curculio</italic> sp. (weevils) from Minnesota. Phylogenetic trees for separate sub-regions produced similar results (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures 5</xref>&#x2013;<xref ref-type="supplementary-material" rid="DS1">7</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p>Phylogeny of plant-parasitic nematode-type <italic>Wolbachia</italic>-like matches from the SRA database hits 1,047 bp aligned positions of the 16S rRNA gene. Maximum likelihood phylogeny reconstruction was performed in RAxML GTR + Gamma. Bootstrap support &#x003E;50% from 500 replicates is shown on branches along with posterior probabilities from Bayesian 50% majority rule in MrBayes with GTR + G with 4 rate categories model, shown for several SRA nodes. Sequences from the SRA are indicated in bold blue font and sequences from PPN <italic>Wolbachia</italic> are indicated in orange bold font. Highlights show clades with <italic>Wolbachia</italic>-like hits.</p></caption>
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</fig>
</sec>
<sec id="S3.SS6">
<title>Predicted Genes and Pathways Present, Absent, or Unique to Plant-Parasitic Nematode-Type <italic>Wolbachia</italic></title>
<p>Specific predicted pathways and genes of interest based on known or hypothesized functions were searched for in the <italic>w</italic>Tex assembly. The <italic>w</italic>Tex genome was similar to <italic>w</italic>Ppe and other <italic>Wolbachia</italic> in having conserved pathways for glycolysis and the tricarboxylic acid cycle and pathways for biosynthesis of nucleotides including the pentose phosphate pathway, and peptidoglycan and fatty acids, but lacking genes for key steps or most steps of other biosynthetic processes including amino acid, vitamin and co-factor, and carbohydrate synthesis, suggesting incomplete pathways. Both PPN-type <italic>Wolbachia</italic> strains <italic>w</italic>Tex and <italic>w</italic>Ppe had full-length predicted genes for heme synthesis that were also conserved across outgroups and other <italic>Wolbachia</italic>, including <italic>hemA</italic> (encoding 5-aminolevulinate synthase EC 2.3.1.37), <italic>hemB</italic> (encoding delta-aminolevulinic acid dehydratase EC 4.2.1.24), <italic>hemC</italic> (encoding porphobilinogen deaminase EC 2.5.1.61), <italic>hemE</italic> (encoding uroporphyrinogen decarboxylase EC 4.1.1.37), <italic>ctaB</italic> (encoding protoheme IX farnesyltransferase EC 2.5.1.141), <italic>hemF</italic> (encoding oxygen-dependent coproporphyrinogen-III oxidase), and <italic>hemH</italic> (encoding ferrochelatase EC 1.3.3.3).</p>
<p>Riboflavin synthesis and transport genes were notably absent in <italic>w</italic>Tex and <italic>w</italic>Ppe, except for <italic>ribB</italic> (encoding 3,4-dihydroxy-2-butanone 4-phosphate synthase EC 4.1.99.12) and one outstanding gene annotated as <italic>ribN</italic> (riboflavin transporter) in <italic>w</italic>Ppe that was not present in any <italic>Wolbachia</italic> or outgroup strains. Similarly, biotin synthesis genes were absent in <italic>w</italic>Tex and <italic>w</italic>Ppe, with no homologs found matching either outgroup Anaplasmataceae-type biotin genes or the frequently horizontally transferred &#x2018;BOOM&#x2019; (biotin synthesis operon of obligate intracellular microbes) operon genes, <italic>bioA</italic> (encoding adenosylmethionine-8-amino-7-oxononanoate aminotransferase EC 2.6.1.62), <italic>bioB</italic> (encoding biotin synthase EC 2.8.1.6), <italic>bioC</italic> (encoding malonyl-[acyl-carrier protein] <italic>O</italic>-methyltransferase EC 2.1.1.197), <italic>bioD</italic> (encoding ATP-dependent dethiobiotin synthetase EC 2.6.1.62), <italic>bioF</italic> (encoding 8-amino-7-oxononanoate synthase 2 EC 2.3.1.47), and <italic>bioH</italic> (encoding pimeloyl-[acyl-carrier protein] methyl ester esterase EC 3.1.1.85). However, both <italic>w</italic>Tex and <italic>w</italic>Ppe assemblies had a predicted <italic>bioY</italic> gene (encoding a biotin importing transporter protein), and <italic>birA</italic> (encoding the biotin ligation protein bifunctional ligase/repressor EC 6.3.4.15), and diverged variants of the biotin utilization genes <italic>pccB</italic> (encoding propionyl-CoA carboxylase beta chain EC 2.1.3.-) and <italic>fabD</italic> (encoding malonyl CoA-acyl carrier protein transacylase EC 2.3.1.39). The latter two genes had such low sequence similarity to other <italic>Wolbachia</italic> strains and outgroups that they were not clustered as homologs to similarly annotated copies in Roary.</p>
<p>Additional predicted genes in <italic>w</italic>Tex that were shared between PPN-type <italic>Wolbachia w</italic>Tex and <italic>w</italic>Ppe, but unique to these strains (i.e., not found in other <italic>Wolbachia</italic>) included a 1,350 nt gene <italic>lysC</italic> (encoding lysine-sensitive aspartokinase 3 EC 2.7.2.4, involved in the first step of the lysine biosynthesis <italic>via</italic> diaminopimelate &#x2018;DAP&#x2019; pathway (see <xref ref-type="fig" rid="F5">Figure 5</xref>) which also leads to methionine biosynthesis <italic>via de novo</italic> pathway, and threonine biosynthesis). This gene had the closest blastn and blastx similarity to genes from the alphaproteobacteria <italic>Candidatus</italic> Midichloria mitochondrii (hereafter <italic>Midichloria</italic>) (accession <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="NC_015722.1">NC_015722.1</ext-link>), or distant genera of Vibrionales (<italic>Photobacterium</italic>, <italic>Vibrio</italic>), but no homologs to the standard <italic>Wolbachia</italic> or Anaplasmataceae variants of the <italic>lysC</italic> gene. Directly adjacent to this predicted <italic>lysC</italic> gene was a unique 987 nt PPN-type <italic>Wolbachia</italic> variant of <italic>asd2</italic> (encoding aspartate-semialdehyde dehydrogenase 2 EC 1.2.1.11, which catalyzes the second step in lysine biosynthesis <italic>via</italic> the DAP pathway), with closest blast matches to genes from <italic>Midichloria</italic> and next to distantly related bacteria <italic>Photobacterium</italic>, and <italic>Vibrio</italic>. Although <italic>w</italic>Ppe had both variants of <italic>asd2</italic>, <italic>w</italic>Tex had only the <italic>Midichloria</italic>-like variant. These <italic>Midichloria</italic>-like <italic>asd2</italic> and <italic>lysC</italic> genes were located adjacent to <italic>Wolbachia</italic>-like <italic>carA</italic> (encoding carbamoyl-phosphate synthase small chain EC 6.3.5.5, the first step of pyrimidine and arginine synthesis) and <italic>dapA</italic> (encoding 4-hydroxy-tetrahydrodipicolinate synthase EC 4.3.3.7, catalyzing the third step in the lysine biosynthesis pathway). The <italic>asd2</italic> and <italic>lysC</italic> gene operon was syntenic, with the same gene order and orientation as that of <italic>Midichloria</italic>, although the latter had a branched-chain amino acid transaminase (BCAT EC 2.6.1.42) in the place of the <italic>dapA</italic> in PPN-type <italic>Wolbachia</italic>, whereas the distantly related versions of <italic>asd2</italic> and <italic>lysC</italic> in other <italic>Wolbachia</italic> strains and outgroup Anaplasmataceae were not located together in tandem (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 8</xref>). Phylogenetic analyses of all <italic>asd2</italic> and <italic>lysC</italic> variants showed that the PPN-type <italic>Wolbachia</italic> and <italic>Midichloria</italic> versions of these genes have phylogenetically diverged from all other Anaplasmataceae/<italic>Wolbachia</italic> variants with high bootstrap support for a sister-clade to <italic>Midichloria</italic> for both genes (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figures 9</xref>, <xref ref-type="supplementary-material" rid="DS1">10</xref>). Nucleotide identity between <italic>Midichloria</italic>-like and PPN-type <italic>asd2</italic> and <italic>lysC</italic> genes was &#x223C;63 and 60%, respectively, while identity between <italic>w</italic>Tex and <italic>w</italic>Ppe homologs were &#x223C;79 and 81%, respectively. Given the finding of these lysine biosynthesis pathway genes (<xref ref-type="fig" rid="F5">Figure 5</xref>), and the observation that the missing final gene required for lysine synthesis <italic>lysA</italic> (encoding diaminopimelate decarboxylase EC 4.1.1.20) was previously predicted as a bacteria-to-eukaryote HGT in whiteflies (<xref ref-type="bibr" rid="B62">Luan et al., 2015</xref>) we searched the complete metagenome assemblies comprising mostly nematode contigs using blastn and blastp to see if we could detect <italic>lysA</italic> in a contig matching nematodes, but no such match was found. However, coverage was low, leaving some uncertainty about missing genes.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Lysine biosynthesis pathway (diaminopimelate or DAP pathway) and lysine catabolism to pipecolic acid (Pip) showing predicted enzymes that are conserved among plant-parasitic nematode (PPN) <italic>Wolbachia</italic>, with predicted horizontally transferred genes (HGTs) in red. The genes for LysC and Asd2 genes reflect a putative <italic>Midichloria</italic>-like HGT, whereas the gene for SDH reflects a putative eukaryote-like HGT to PPN-<italic>Wolbachia</italic> and also the related early-branching strain <italic>w</italic>Pni. Gray boxes show missing steps likely filled by plant-to-nematode-to-<italic>Wolbachia</italic> supplementation and gray arrows point to intermediates that could be secreted by PPN-<italic>Wolbachia</italic> to the host.</p></caption>
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</fig>
<p>Another predicted lysine metabolism gene, shared only among PPN-type <italic>Wolbachia</italic> (wTex_00187) and <italic>w</italic>Pni, was most similar (67% amino acid identity) to a saccharopine dehydrogenase (SDH) gene (EC 1.5.1.9) in the conifer aphid (<italic>Cinara cedri</italic>), involved in lysine catabolism (<xref ref-type="fig" rid="F5">Figure 5</xref>). There was also synteny conservation in <italic>w</italic>Tex and <italic>w</italic>Ppe for a 1,308 nt predicted gene (wTex_00248) which had no blastn or blastx matches in the nt/nr databases, which was adjacent to <italic>hemA</italic>, which catalyzes the first step of heme synthesis. Another unique gene in <italic>w</italic>Tex and <italic>w</italic>Ppe was a 1,494 nt predicted gene <italic>tlcA</italic> (encoding ADP, ATP carrier protein 1) with its closest match being 70% nucleotide similarity to homologs in <italic>Rickettsia</italic>. There was a 729 nt predicted gene with partial blastn similarity to a squalene/phytoene synthase/isoprenoid synthase gene (potentially involved in carotenoid synthesis) from the conifer aphid <italic>C. cedri</italic> and a <italic>Wolbachia</italic> strain from the gall mite <italic>Fragariocoptes setiger</italic>. The latter was adjacent to <italic>dxr</italic> (encoding 1-deoxy-<sc>D</sc>-xylulose 5-phosphate reductoisomerase EC 1.1.1.267). Two other shared genes predicted in <italic>w</italic>Tex and <italic>w</italic>Ppe were arrayed in synteny: a 663 nt gene annotated as <italic>deoC</italic> (a gene involved in carbohydrate degradation EC 4.1.2.4) with high blastx similarity to BON (bacterial OsmY and nodulation) domain-containing protein genes in unrelated bacteria such as <italic>Flavobacteria</italic>, <italic>Holosporaceae</italic>, <italic>Cardinium</italic>, and <italic>Rickettsia</italic>; and an adjacent 246 nt predicted gene with DUF2188 domain and no matches in either blastn or blastx to the nt/nr databases. The first of these two genes had partial length homology (69&#x2013;80% amino acid identity) to genes from two <italic>Wolbachia</italic> strains, <italic>w</italic>CfeT from cat fleas and a strain from the gall mite <italic>F. setiger</italic>. There were also predicted <italic>def</italic> (encoding peptide deformylase EC 3.5.1.88) and pterin-4-alpha-carbinolamine dehydratase genes (PCBD1 EC 4.2.1.96) involved in phenylalanine metabolism to tyrosine through tetrahydrobiopterin with distinct homologs in PPN-type <italic>Wolbachia</italic> that more closely matched non-<italic>Wolbachia</italic>, including eukaryotes (<italic>Culicoides</italic> midges) and distantly related bacteria (<italic>Francisella</italic>), or <italic>Rickettsia</italic> and an ameba endosymbiont (<italic>Candidatus</italic> Nucleicultrix amoebiphilia), respectively.</p>
<p>We searched for cytoplasmic incompatibility factor genes, <italic>cifA</italic> and <italic>cifB.</italic> From the 92 <italic>Wolbachia</italic> genomes analyzed in Roary, there were 152 <italic>cifA</italic> and <italic>cifB</italic>-like genes identified, yet these shared no homology with any predicted genes in <italic>w</italic>Tex or <italic>w</italic>Ppe or clade C or D <italic>Wolbachia</italic>. Next, we searched for WO prophage-like or plasmid-associated genes. Strain <italic>w</italic>Tex showed no homology to the more than 2,000 phage or prophage-type genes detected in these 92 <italic>Wolbachia</italic> genomes analyzed. Nor did <italic>w</italic>Tex have any detected homologs to the 84 plasmid-type genes or in this set of genomes. Other enriched features of PPN-type <italic>Wolbachia</italic> are described in the section below.</p>
</sec>
<sec id="S3.SS7">
<title>Comparative Genome Repertoires and Gene Ontology Enrichment Analysis</title>
<p>Analysis of gene repertoire overlap between PPN-type <italic>Wolbachia</italic> strains <italic>w</italic>Tex and <italic>w</italic>Ppe showed 501 predicted shared genes between these strains with an additional 400 and 437 genes only found in <italic>w</italic>Tex and <italic>w</italic>Ppe, respectively. Compared to <italic>w</italic>Ppe, strain <italic>w</italic>Tex was enriched for GO processes DNA-transposition, thiamine biosynthesis, and thiamine diphosphate biosynthesis (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 3</xref>), whereas the <italic>w</italic>Ppe strain was enriched for GO processes mismatch repair and one-carbon metabolism (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 4</xref>). The thiamine enrichment in <italic>w</italic>Tex arises from three genes, <italic>thiE</italic> (encoding thiamine-phosphate synthase EC 2.5.1.3), <italic>thiM</italic> (encoding hydroxyethylthiazole kinase EC 2.7.1.50), and <italic>thiD</italic> (encoding hydroxymethylpyrimidine/phosphomethylpyrimidine kinase EC 2.7.1.49 EC 2.7.4.7) which occurred as duplication in two scaffolds. Of these genes, only <italic>thiM</italic> was present in <italic>w</italic>Ppe, whereas the variants of these genes in <italic>w</italic>Tex had close matches only to one <italic>Wolbachia</italic> strain (<italic>w</italic>CfeT) and otherwise were most similar to these genes in the spirochete <italic>Brachyspira</italic>.</p>
<p>Comparison of the shared predicted genes between these two strains (i.e., core genes) compared to the four most closely related strains with complete genome assemblies (namely, <italic>w</italic>Pni from the banana aphid <italic>Pentalonia nigronervosa</italic>, <italic>w</italic>Fol from the springtail <italic>Folsomia candida</italic>, <italic>w</italic>CfeT from the cat flea <italic>Ctenocephalides felis</italic>, <italic>w</italic>Chem from the bedbug <italic>Cimex hemipterus</italic>), not counting the 290 universally shared genes among these strains, showed the core PPN-type <italic>Wolbachia</italic> gene repertoire was most similar to that of <italic>w</italic>Pni, followed by <italic>w</italic>Fol, then <italic>w</italic>CfeT, and <italic>w</italic>Chem (<xref ref-type="fig" rid="F6">Figure 6A</xref>). This mirrored their phylogenetic places described above, with the four strains having 132, 104, 86, and 66 shared genes, respectively, not counting the 290 universally shared genes between all these strains. GO enrichment for the set of shared core PPN-type <italic>Wolbachia</italic> genes not shared with these other strains or shared with at most two other strains (<xref ref-type="fig" rid="F6">Figure 6A</xref>) showed enrichment for biological processes diaminopimelate, pseudouridine, and chorismite biosynthesis, gluconeogenesis, and lysine biosynthesis <italic>via</italic> diaminopimelate, while GO enriched metabolic processes were metallo-aminopeptidase activity, lyase activity, monooxygenase activity, and ATP binding (<xref ref-type="supplementary-material" rid="DS1">Supplementary Table 5</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Gene content shared among <italic>Wolbachia</italic> strains from plant-parasitic nematodes (PPNs) <italic>w</italic>Tex and <italic>w</italic>Ppe, compared with other <italic>Wolbachia</italic> clades. <bold>(A)</bold> Depicts core shared genes from PPN <italic>Wolbachia</italic> compared with pangenomes from other early-branching strains, <italic>w</italic>Pni from the banana aphid <italic>Pentalonia nigronervosa</italic>, <italic>w</italic>Fol from the springtail <italic>Folsomia candida</italic>, <italic>w</italic>CfeT from the cat flea <italic>Ctenocephalides felis</italic>, <italic>w</italic>Chem from the bedbug <italic>Cimex hemipterus</italic>. <bold>(B)</bold> Depicts shared genes among PPN strains <italic>w</italic>Tex and <italic>w</italic>Ppe compared with members of the most widespread supergroups A and B (ABpan), and supergroups with representatives from nematodes, supergroups C, D, and F (CDFpan).</p></caption>
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</fig>
<p>Comparison of genome repertoires of PPN-type <italic>Wolbachia</italic> strains <italic>w</italic>Tex and <italic>w</italic>Ppe to that of the pangenomes of remaining major supergroup clusters (supergroups C, D, and F denoted &#x201C;CDFpan&#x201D; and supergroups A and B denoted &#x201C;ABpan&#x201D;) (<xref ref-type="fig" rid="F6">Figure 6B</xref>) showed more core PPN <italic>Wolbachia</italic> genes shared with CDFpan than with ABpan (683 vs. 649, respectively). Specifically considering genes shared with only CDFpan or ABpan, there was a similar pattern (i.e., 39 for CDFpan vs. 12 for ABpan). The AB pangenome was larger than the CDF pangenome (7,848 vs. 4,892 genes, respectively), therefore alternatively, the differences could be calculated as proportions of each pangenome cluster shared with PPN-type <italic>Wolbachia</italic>. The latter comparison showed PPN-type <italic>Wolbachia</italic> shared 0.1396 of their pangenome with CDFpan whereas 0.0817 of their pangenome with ABpan. Conversely, there were more accessory genes (not shared between PPN-type <italic>Wolbachia</italic> strains) that were shared with ABpan than with CDFpan (22 vs. 11 for <italic>w</italic>Tex and 29 vs. 25 for <italic>w</italic>Ppe), although this difference was not found when controlling for the approximately doubled number of accessory (non-shared) genes in ABpan compared with CDFpan (6,062 vs. 2,994 genes, respectively).</p>
<p>The GO enrichment analyses for PPN-type <italic>Wolbachia</italic> strains <italic>w</italic>Tex and <italic>w</italic>Ppe compared to other <italic>Wolbachia</italic> showed several significantly enriched functions (<xref ref-type="fig" rid="F7">Figure 7</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 6</xref>&#x2013;<xref ref-type="supplementary-material" rid="DS1">8</xref>). GO enrichment was compared for three sets of overlap (<xref ref-type="fig" rid="F7">Figure 7</xref>), first for PPN-type <italic>Wolbachia</italic> compared to the pangenome of all <italic>Wolbachia</italic>, including genes shared between pangenomes (<xref ref-type="fig" rid="F7">Figure 7A</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 6</xref>), then for the core shared genes from PPN-type <italic>Wolbachia</italic> compared to the pangenome of all <italic>Wolbachia</italic> (<xref ref-type="fig" rid="F7">Figure 7B</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 7</xref>), then for the total pangenomes of PPN-type <italic>Wolbachia</italic> compared to the pangenome of all <italic>Wolbachia</italic> (<xref ref-type="fig" rid="F7">Figure 7C</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Table 8</xref>). Among PPN-type <italic>Wolbachia</italic>, there was significant GO term enrichment (<xref ref-type="fig" rid="F7">Figure 7A</xref>) for various cellular biosynthetic processes, including several nutrient pathways: protoporphyrinogen IX biosynthesis (part of heme synthesis), thiamine and thiamine diphosphate biosynthesis, lysine biosynthesis <italic>via</italic> diaminopimelate and diaminopimelate biosynthesis, fatty acid biosynthesis, cellular amino acid biosynthesis. Among GO enrichment for core functions shared by <italic>w</italic>Tex and <italic>w</italic>Ppe (<xref ref-type="fig" rid="F7">Figure 7B</xref>) were many GO terms including nutrient pathways such as protoporphyrinogen IX biosynthesis, lysine biosynthesis <italic>via</italic> diaminopimelate and diaminopimelate biosynthesis, and fatty acid biosynthesis. For pangenomes of <italic>w</italic>Tex and <italic>w</italic>Ppe excluding shared genes with other <italic>Wolbachia</italic> (<xref ref-type="fig" rid="F7">Figure 7C</xref>), enriched GO terms included thiamine and thiamine diphosphate biosynthesis, cellular amino acid biosynthesis, and cobalamin biosynthesis.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Significantly enriched gene ontology (GO) categories for the pangenomes of plant-parasitic nematode-associated <italic>Wolbachia</italic> strains (<italic>w</italic>Tex and <italic>w</italic>Ppe) compared to other <italic>Wolbachia</italic>. The intersections of three GO enrichment tests <bold>(A&#x2013;C)</bold> are depicted in the central Venn diagram. <bold>(A)</bold> Corresponds to the colored Venn on the top left depicting GO enrichment for the PPN pangenome including genes shared with other <italic>Wolbachia</italic>. <bold>(B)</bold> Corresponds to the colored Venn on the top right depicting GO enrichment for core shared PPN genes including those shared with other <italic>Wolbachia</italic>. <bold>(C)</bold> Corresponds to the colored Venn on the bottom middle depicting GO enrichment for PPN pangenome genes not shared with other <italic>Wolbachia</italic>. The bottom right Venn shows numbers of genes compared for all groups. Full topGO results are shown in <xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 6</xref>&#x2013;<xref ref-type="supplementary-material" rid="DS1">8</xref>.</p></caption>
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<sec id="S3.SS8">
<title>Analysis of Changes in Signatures of Selection on Gene Ontology Categories Across Early-Branching <italic>Wolbachia</italic> Strains</title>
<p>Analysis of dN/dS to investigate signatures of purifying or positive selection within PPN-type <italic>Wolbachia</italic> (<italic>w</italic>Tex and <italic>w</italic>Ppe) produced a range of dN/dS values from 0.0119336 to 0.334742, with a mean dN/dS of 0.08011301, considering values with <italic>K</italic>s &#x003C; 2. For genes within the dN/dS alignment block that fell within the top or bottom 10% or 25%, topGO enrichment analyses were performed against the pangenome of PPN-type <italic>Wolbachia</italic> (<xref ref-type="supplementary-material" rid="DS1">Supplementary Figure 11</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 9</xref>&#x2013;<xref ref-type="supplementary-material" rid="DS1">12</xref>). Enriched GO categories for the highest values of dN/dS indicative of lower-than-average purifying selection included transcription antitermination, protein folding and transport, and various nutrient metabolism processes including arginine metabolism, N2-acetyl-<sc>L</sc>-ornithine:2-oxoglutarate 5-aminotransferase activity (a part of arginine metabolism), diaminopimelate biosynthesis (a lysine precursor), lysine biosynthesis, pyridoxal phosphate (vitamin B6) binding (<xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 9</xref>, <xref ref-type="supplementary-material" rid="DS1">11</xref>). Notable GO categories with the lowest dN/dS values (indicative of highest purifying selection) included translation and key metabolic functions associated with an energy (e.g., ATP binding and TCA) and metal ion, iron-sulfur cluster, and heme-binding (<xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 10</xref>, <xref ref-type="supplementary-material" rid="DS1">12</xref>).</p>
<p>The analysis of enriched GO categories for gene sets with highest and lowest dN/dS values associated with transitions between early-branching clades of <italic>Wolbachia</italic> was analyzed (<xref ref-type="fig" rid="F8">Figure 8</xref> and <xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 13</xref>&#x2013;<xref ref-type="supplementary-material" rid="DS1">20</xref>). Specifically, universally conserved lowest dN/dS (bottom 10% values) shared among early-branching clades of <italic>Wolbachia</italic> (strains <italic>w</italic>Tex, <italic>w</italic>Ppe, <italic>w</italic>Pni, <italic>w</italic>Fol, and <italic>w</italic>CfeT &#x2013; branch topology and branch lengths extracted in <xref ref-type="fig" rid="F8">Figure 8</xref> from <xref ref-type="fig" rid="F3">Figure 3</xref>) showed 7 GO categories including DNA topoisomerase type II activity and respirasome. In contrast, conserved lowest dN/dS gene sets showed diverse differences in GO terms unique to each branch. PPN-type <italic>Wolbachia</italic> strains <italic>w</italic>Tex and <italic>w</italic>Ppe showed unique (not shared) enrichment for heme binding, phosphorelay signal transduction system, ribosome, and zinc ion binding. Uniquely enriched GO terms from the lowest dN/dS gene set in the branch from PPN-type <italic>Wolbachia</italic> to <italic>w</italic>Pni included 12 terms including protoporphyrinogen IX biosynthetic process. Uniquely low dN/dS gene set GO enrichment in the branch from <italic>w</italic>Pni to <italic>w</italic>Fol included four-way junction helicase and translation elongation factor activity, while the respective enriched terms from <italic>w</italic>Fol to <italic>w</italic>CfeT were 4 iron, 4 sulfur cluster binding (<xref ref-type="fig" rid="F8">Figure 8</xref>). Various GO categories were uniquely enriched for the highest dN/dS gene sets (top 10%) in these branches, such as for PPN-type <italic>Wolbachia</italic>, in terms of protein folding and transport, chaperone binding, and 3-dehydroquinate synthase activity (part of aromatic amino acid synthesis <italic>via</italic> the shikimate pathway) (<xref ref-type="fig" rid="F8">Figure 8</xref>). For the branch from PPN-type <italic>Wolbachia</italic> to <italic>w</italic>Pni, high dN/dS enrichment included glucosamine-1-phosphate <italic>N</italic>-acetyltransferase activity (involved in amino sugar metabolism) and many cellular membranes and cell shape/division terms. For the branch from <italic>w</italic>Pni to <italic>w</italic>Fol, high dN/dS enrichment included 4-hydroxy-tetrahydrodipicolinate synthase activity (involved in lysine biosynthesis) and various ribosome and rRNA processing functions, as well as shikimate metabolism (<xref ref-type="fig" rid="F8">Figure 8</xref>). For the branch from <italic>w</italic>Fol to <italic>w</italic>CfeT, high dN/dS enrichment included 7 terms (<xref ref-type="fig" rid="F8">Figure 8</xref>), including thiamine pyrophosphate binding (involved in thiamine transport).</p>
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<label>FIGURE 8</label>
<caption><p>Enriched gene ontology (GO) categories associated with transitions between early-branching clades of <italic>Wolbachia</italic> showing GO enrichment for highest and lowest 10% of dN/dS values for genes from pairs of strains <italic>w</italic>Tex, <italic>w</italic>Ppe, <italic>w</italic>Pni, <italic>w</italic>Fol, and <italic>w</italic>CfeT. Pairwise dN/dS was calculated with KaKs Calculator for overlapping 1,200 bp blocks and GO enrichment was calculated with topGO at <italic>p</italic>-value &#x003C; 0.05 and reported for unique GO terms among clades as well as universally conserved (bottom 10%) values. Shading: yellow = unique to plant-parasitic nematode-associated <italic>Wolbachia</italic>, green = unique to plant-parasitic nematode-associated <italic>Wolbachia</italic> and <italic>w</italic>Pni, purple = unique to <italic>w</italic>Pni and <italic>w</italic>Fol, blue = unique to <italic>w</italic>Fol and <italic>w</italic>CfeT. Full topGO results are shown in <xref ref-type="supplementary-material" rid="DS1">Supplementary Tables 13</xref>&#x2013;<xref ref-type="supplementary-material" rid="DS1">20</xref>.</p></caption>
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<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>While <italic>Wolbachia</italic> is widespread in insects and filarial nematodes, its presence and importance in rhizosphere hosts are largely unknown. Its distribution and function in plant-parasitic nematodes (PPNs) are of interest evolutionarily, ecologically, and for agriculture as a potential target for developing new biological controls. Here, we screened rhizosphere communities for <italic>Wolbachia</italic> strains to gain insight into their presence globally. We discovered, assembled, and analyzed a new PPN <italic>Wolbachia</italic> strain (<italic>w</italic>Tex), comparing functional enrichment and signatures of selection and evaluated genes and genomic patterns that might indicate their role and illuminate their place in the early evolution of this widespread endosymbiont.</p>
<p>Genome features and phylogenetic position of strain <italic>w</italic>Tex confirmed the deep branching place of PPN-type <italic>Wolbachia</italic> (i.e., supergroup L). Profiling of <italic>w</italic>Tex showed it to be similar to <italic>w</italic>Ppe from the PPN <italic>P. penetrans</italic> with respect to important features, such as lacking gene matches to cytoplasmic incompatibility (CI) systems (<italic>cifA</italic> and <italic>cifB</italic>), WO prophages, plasmid-associated genes, and riboflavin (vitamin B2) genes except for <italic>ribB</italic>, the horizontally transferred biotin (vitamin B7) &#x2018;BOOM&#x2019; operon, yet possessing biotin import and utilization genes (<italic>bioY</italic>, <italic>birA</italic>, <italic>pccB</italic>, and <italic>fabD</italic>). These features support the hypotheses proposed previously that these widespread, critically important <italic>Wolbachia</italic> host-impacting traits arose later, after the emergence of PPN <italic>Wolbachia via</italic> horizontal gene transfers (HGTs) (<xref ref-type="bibr" rid="B78">Nikoh et al., 2014</xref>; <xref ref-type="bibr" rid="B72">Moriyama et al., 2015</xref>; <xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>; <xref ref-type="bibr" rid="B41">Gerth and Bleidorn, 2016</xref>; <xref ref-type="bibr" rid="B23">Chen et al., 2020</xref>). We found that although supergroup L <italic>Wolbachia</italic> shared more features (e.g., GC content, assembly length, gene repertoire) with supergroups C, D, and F (comprising mostly obligate mutualists) compared to supergroups A and B, their apparent low prevalence, low titer, suggested by the current study, and possible sex ratio bias phenotype indicated in a previous study (<xref ref-type="bibr" rid="B108">Wasala et al., 2019</xref>), suggest they are neither obligate mutualists nor typical CI-inducers. However, our data indicated more unshared than shared genes between PPN <italic>Wolbachia</italic> strains with a large portion of predicted proteins having unknown functions. Despite this open mystery on these accessory genes, our analyses of the shared genes and annotated portions of these genomes yielded insights into the possible function of these <italic>Wolbachia</italic>.</p>
<p>Strains <italic>w</italic>Tex and <italic>w</italic>Ppe showed a core gene repertoire most like that of <italic>Wolbachia w</italic>Pni from the plant-feeding host, banana aphid <italic>Pentalonia nigronervosa</italic>. Furthermore, the closest relatives to PPN-type <italic>Wolbachia</italic> were from 5 plant-feeding specialist arthropod hosts (genera <italic>Pentalonia</italic>, <italic>Stomaphis</italic>, <italic>Cinara</italic>, <italic>Bemisia</italic>, and <italic>Bryobia</italic>), based on available 16S rRNA sequences. Together, these data are consistent with the hypothesis that the earliest <italic>Wolbachia</italic> symbiosis emerged in plant-feeders, raising the question of whether plant diet specialization drove the early emergence of <italic>Wolbachia</italic> prior to the later acquisition of genes, such as nutrient supplementation and cytoplasmic incompatibility genes that led to the widespread success of this symbiosis in non-plant feeding hosts. An obstacle to evaluating this hypothesis is that the role of the <italic>Wolbachia</italic> strains in these plant-specialist hosts remains unclear: previous analysis of <italic>w</italic>Pni suggested it cooperated in nutritional supplementation as a co-mutualist with the aphid primary symbiont <italic>Buchnera</italic> (<xref ref-type="bibr" rid="B29">De Clerck et al., 2014</xref>, <xref ref-type="bibr" rid="B28">2015</xref>), but more recent re-analysis questions this idea (<xref ref-type="bibr" rid="B64">Manzano-Mar&#x00ED;n, 2020</xref>). Nevertheless, despite apparently incomplete essential nutrient biosynthesis pathways in PPN <italic>Wolbachia</italic>, the possibility remains that intermediate or missing genes that complete these pathways could be present in the nematode hosts, for example, derived from ancient horizontal gene transfers as observed in the <italic>Portiera</italic>-whitefly symbiosis (<xref ref-type="bibr" rid="B62">Luan et al., 2015</xref>; <xref ref-type="bibr" rid="B3">Ankrah and Douglas, 2018</xref>). Such HGTs to hosts could also derive from ancient or ancestral bacterial infections (<xref ref-type="bibr" rid="B68">McNulty et al., 2010</xref>; <xref ref-type="bibr" rid="B33">Dunning Hotopp, 2011</xref>; <xref ref-type="bibr" rid="B14">Brelsfoard et al., 2014</xref>; <xref ref-type="bibr" rid="B54">Koutsovoulos et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Husnik and McCutcheon, 2018</xref>). However, a detailed study of this possibility will require quality PPN genomes and transcriptomes. Nevertheless, the idea that plant diet specialization drove the <italic>Wolbachia</italic> symbiosis fits with estimated fossil-calibrated <italic>Wolbachia</italic> divergence (<xref ref-type="bibr" rid="B41">Gerth and Bleidorn, 2016</xref>). Approximating &#x223C;216 million years per 2.8% 16S rRNA gene divergence strains <italic>w</italic>Tex, <italic>w</italic>Ppe, and <italic>w</italic>Rad may have diverged from other <italic>Wolbachia</italic> approximately 314&#x2013;324 Mya during the high-oxygen mid-Carboniferous period at a time of major nematode diversification, while the <italic>w</italic>Pni-clade <italic>Wolbachia</italic> may have diverged during the major radiation of insects &#x223C;303 Mya (<xref ref-type="bibr" rid="B92">Rota-Stabelli et al., 2013</xref>; <xref ref-type="bibr" rid="B17">Brown et al., 2018</xref>).</p>
<p>Connected with this pattern of plant-feeding, our GO enrichment analyses hinted at changes in the plant-limited amino acid lysine in the earliest-branching <italic>Wolbachia</italic>. Lysine is an essential amino acid that nematodes cannot synthesize <italic>de novo</italic> but must obtain from their diets, whereas lysine is usually one of the most limiting amino acids in plant diets (<xref ref-type="bibr" rid="B39">Galili, 2002</xref>; <xref ref-type="bibr" rid="B40">Galili et al., 2016</xref>). Plant roots on which PPNs feed may have especially limited lysine levels due to either lysine catabolism for energy during carbon starvation (<xref ref-type="bibr" rid="B40">Galili et al., 2016</xref>), or limited lysine transport to root tissues from the major source in chloroplasts of leaves, or defensive downregulation of lysine synthesis or upregulation of lysine catabolism in roots in response to nematode infection (<xref ref-type="bibr" rid="B86">Pratelli and Pilot, 2014</xref>). Thus, one nutrient that PPN-type <italic>Wolbachia</italic> might be expected to supplement is lysine. Consistent with this idea, we found core genes of PPN-type <italic>Wolbachia</italic> were significantly enriched for lysine biosynthesis, while the phylogenetic branch from <italic>w</italic>Pni to <italic>w</italic>Fol (representing a transition from <italic>Wolbachia</italic> in plant-specialists to non-plant specialists) showed decreased purifying selection on lysine biosynthesis (through 4-hydroxy-tetrahydrodipicolinate synthase activity). However, <italic>Wolbachia</italic> appears to lack the final enzyme required for lysine synthesis, <italic>lysA</italic> (encoding meso-diaminopimelate decarboxylase), and our analyses found no homolog of <italic>lysA</italic> in <italic>w</italic>Tex, <italic>w</italic>Ppe, nor any evidence of a <italic>lysA</italic>-like HGT to their respective hosts. Rather than synthesizing lysine, <italic>Wolbachia</italic> is thought to use amino acids, including lysine, as a primary energy source (<xref ref-type="bibr" rid="B113">Wu et al., 2004</xref>; <xref ref-type="bibr" rid="B38">Foster et al., 2005</xref>; <xref ref-type="bibr" rid="B21">Caragata et al., 2016</xref>; <xref ref-type="bibr" rid="B51">Ju et al., 2017</xref>; <xref ref-type="bibr" rid="B50">Jim&#x00E9;nez et al., 2019</xref>), thus, the enrichment for lysine pathway genes could reflect increased demand for intermediates (<xref ref-type="fig" rid="F5">Figure 5</xref>), or could implicate an as yet unknown pathway or pathway complementation route to supplement lysine.</p>
<p>Surprisingly, we found PPN-type <italic>Wolbachia</italic> possessed a conserved <italic>Midichloria</italic>-like putative HGT for lysine biosynthesis genes. We suggest three alternative hypotheses for this unique dap operon (genes <italic>asd2-lysC-dapA</italic>) with putative HGTs <italic>asd2</italic> and <italic>lysC</italic> (hereafter, <italic>asd2-lysC</italic>-HGT). First, the <italic>asd2-lysC</italic>-HGT could compensate for a prior loss of Anaplasmataceae-like versions <italic>lysC</italic> found gene to be missing in both PPN-type <italic>Wolbachia</italic> strains. Curiously, an Anaplasmataceae-like version of <italic>asd2</italic> remained in <italic>w</italic>Ppe but was absent in <italic>w</italic>Tex, leaving open the question of the order of loss and gain of the <italic>asd2-lysC</italic>-HGT and corresponding outgroup genes. Sequencing further strains of early-branching <italic>Wolbachia</italic> could help address this question. A second possibility is that the genes may serve in some unique manner in PPN-type <italic>Wolbachia</italic> to augment or affect the late lysine pathway product, meso-diaminopimelate (<italic>m</italic>-DAP), which is a major constituent of lipid II, which is essential for <italic>Wolbachia</italic> cell division (<xref ref-type="bibr" rid="B106">Vollmer et al., 2013</xref>) (<xref ref-type="fig" rid="F5">Figure 5</xref>). A third possibility is that this conserved <italic>asd2-lysC</italic>-HGT generates intermediates that are secreted and transferred amongst compartments of the intimate tripartite association of <italic>Wolbachia</italic> within nematodes within plant roots. Notably, hosts of <italic>w</italic>Ppe and <italic>w</italic>Rad are migratory endoparasites, as are some <italic>Helicotylenchus</italic>, the possible host of <italic>w</italic>Tex. In this scenario, the secreted intermediates could act as substrates in any aspartate-derived amino acid synthesis, including lysine, in the <italic>Wolbachia</italic>-PPN-plant tissue niche. Supporting this secretion idea are data suggesting effector and protein secretion from <italic>Wolbachia</italic> to host cells (<xref ref-type="bibr" rid="B60">Lindsey, 2020</xref>) and joint regulation of such secretion systems by host and <italic>Wolbachia</italic> (<xref ref-type="bibr" rid="B59">Li and Carlow, 2012</xref>), as well as evidence that PPN <italic>Wolbachia</italic> may be localized with the nematode esophageal glands (<xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>, <xref ref-type="bibr" rid="B17">2018</xref>), which are specially modified to secrete hundreds of effectors into plant tissues (<xref ref-type="bibr" rid="B105">Vieira and Gleason, 2019</xref>). Interestingly, these early pathway enzymes LysC and Asd2 in the aspartate-derived amino acid biosynthesis pathway are highly inducible (<xref ref-type="bibr" rid="B90">Rodionov et al., 2003</xref>; <xref ref-type="bibr" rid="B74">N&#x00E6;rdal et al., 2011</xref>) and mutational variants in these genes can significantly increase pathway products (<xref ref-type="bibr" rid="B114">Xu et al., 2016</xref>). Such controlled intermediate &#x201C;nutrient factories&#x201D; from endosymbionts using horizontally transferred genes from other bacteria, including in some cases, missing dap operon genes, <italic>lysA</italic>, or BCAT (branched-chain amino acid transaminase) have been reported (<xref ref-type="bibr" rid="B62">Luan et al., 2015</xref>; <xref ref-type="bibr" rid="B3">Ankrah and Douglas, 2018</xref>). Curiously, we found that the <italic>asd2-lysC</italic>-HGT was adjacent to BCAT in <italic>Midichloria</italic> but was adjacent to the lysine pathway gene <italic>dapA</italic> in PPN-type <italic>Wolbachia</italic>, matching the gene order of distantly related <italic>Bacillus</italic> spp. and chlamydiae (<xref ref-type="bibr" rid="B90">Rodionov et al., 2003</xref>; <xref ref-type="bibr" rid="B67">McCoy et al., 2006</xref>). Unexpectedly, this <italic>dapA</italic> variant was highly similar to the <italic>dapA</italic> gene in <italic>Wolbachia</italic> and other Anaplasmataceae, with its gene tree mirroring the species tree, suggesting that this dap operon gene arose earlier in these alphaproteobacteria.</p>
<p>However, the presence of a second lysine-related putative HGT, the eukaryote-like gene <italic>sdh</italic> for saccharopine dehydrogenase (SDH), in both PPN-type <italic>Wolbachia</italic> and the early-branching relative from aphids, <italic>w</italic>Pni (<xref ref-type="fig" rid="F5">Figure 5</xref>), suggests a unique host-interaction with lysine catabolism in the early evolution of <italic>Wolbachia</italic> in plant-feeding hosts. Given the evidence that lysine is often limiting in plants and plant roots (<xref ref-type="bibr" rid="B39">Galili, 2002</xref>; <xref ref-type="bibr" rid="B86">Pratelli and Pilot, 2014</xref>; <xref ref-type="bibr" rid="B40">Galili et al., 2016</xref>) it is curious that the eukaryote-like <italic>sdh</italic> gene has been conserved. The <italic>sdh</italic> gene is rare in prokaryotes not living under high osmotic stress (<xref ref-type="bibr" rid="B76">Neshich et al., 2013</xref>), so the presence of this gene is unexpected. In <italic>Caenorhabditis elegans</italic>, saccharopine excess was found to be toxic to mitochondria (<xref ref-type="bibr" rid="B121">Zhou et al., 2019</xref>), so it is possible that SDH in these <italic>Wolbachia</italic> acts to reduce saccharopine toxicity intracellularly. But it would seem unlikely that lysine excess leading to saccharopine excess would be present intracellularly in PPNs if lysine is already limiting in their diets. However, saccharopine excess might arise if there is downregulation of lysine catabolism in roots in response to nematode infection, as has been proposed previously (<xref ref-type="bibr" rid="B86">Pratelli and Pilot, 2014</xref>). Alternatively, we suggest the <italic>sdh</italic>-HGT in these <italic>Wolbachia</italic> may function to mediate nematode triggering of plant systemic acquired resistance (SAR) through the lysine-to-pipecolic acid (Lys-Pip) system (<xref ref-type="bibr" rid="B75">N&#x00E1;varov&#x00E1; et al., 2013</xref>; <xref ref-type="bibr" rid="B115">Yang and Ludewig, 2014</xref>). Our model for this interaction derives from two sources. First, evidence suggests that plant-parasitic nematodes can induce plant amino acid importers in root cells including amino acid permeases (AAPs AtAAP1-8), lysine/histidine transporters (LHT), and cationic amino acid transporters (CAT AtCAT6) (<xref ref-type="bibr" rid="B46">Hammes et al., 2006</xref>; <xref ref-type="bibr" rid="B34">Elashry et al., 2013</xref>; <xref ref-type="bibr" rid="B65">Marella et al., 2013</xref>), hijacking the existing plant system to acquire limiting aspartate-derived amino acids such as lysine (<xref ref-type="bibr" rid="B115">Yang and Ludewig, 2014</xref>). Second, evidence suggests that plants specifically mediate free soluble lysine upon bacterial infection of leaves, first increasing lysine import then massively upregulating lysine catabolism to produce an excess of pipecolic acid (Pip), which then acts as the major metabolic regulator/intensifier of SAR defense (<xref ref-type="bibr" rid="B115">Yang and Ludewig, 2014</xref>; <xref ref-type="bibr" rid="B116">Yang et al., 2014</xref>) and downregulating lysine synthesis in leaves, reducing this limiting amino acid in roots. Both SAR and decreased lysine will be unfavorable for PPNs and plant pests, thus dysregulating the host-plant Lys-Pip system <italic>via</italic> secreted SDH from this eukaryote-derived <italic>sdh</italic>-HGT could be favorable. Further experiments will be needed to assess this hypothesis directly.</p>
<p><italic>Wolbachia</italic> genomes from PPNs were also enriched for several other nutrient biosynthesis GO terms including heme and protoporphyrinogen IX (PPG) (part of the heme synthesis pathway). Consistent with gene repertoire enrichment on heme-related pathways, selection analysis examining dN/dS indicated high purifying selection on PPG biosynthesis in PPN-type <italic>Wolbachia</italic> compared to other <italic>Wolbachia</italic>. Furthermore, selection analyses also suggested heme-binding was under strong purifying selection in pairwise comparisons between strains <italic>w</italic>Tex and <italic>w</italic>Ppe. Together, these findings are consistent with the &#x2018;iron hypothesis&#x2019; for <italic>Wolbachia</italic> which posits that heme biosynthesis and iron homeostasis may be central to the maintenance of <italic>Wolbachia</italic> (<xref ref-type="bibr" rid="B38">Foster et al., 2005</xref>; <xref ref-type="bibr" rid="B111">Wu et al., 2009</xref>; <xref ref-type="bibr" rid="B26">Darby et al., 2012</xref>; <xref ref-type="bibr" rid="B42">Gill et al., 2014</xref>; <xref ref-type="bibr" rid="B63">Luck et al., 2014</xref>; <xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>). Nematodes are exceptional among animals in having lost the ability to synthesize heme early in their evolution as bacterivores (<xref ref-type="bibr" rid="B88">Rao et al., 2005</xref>; <xref ref-type="bibr" rid="B97">Slatko et al., 2010</xref>; <xref ref-type="bibr" rid="B36">Elsworth et al., 2011</xref>; <xref ref-type="bibr" rid="B53">Ko&#x0159;en&#x00FD; et al., 2021</xref>). Most nematodes, as bacterivores, can extract ample heme from their diets. However, descendants of the early bacterivore nematodes such as PPNs and filarial nematodes that evolved to specialize in non-bacterial diets will have had access to limited heme. These PPNs and filarial nematodes are, then, perhaps not surprisingly the only groups to host <italic>Wolbachia</italic> symbionts. Consistent with the struggle to regain heme in heme-depleted diets, many nematodes have gained a functional HGT of an ancient alphaproteobacterial ferrochelatase gene, the last step in heme synthesis (<xref ref-type="bibr" rid="B112">Wu et al., 2013</xref>). Considering our findings, which suggest enhanced essentiality and conservation of heme/PPG in PPN-type <italic>Wolbachia</italic>, we suggest these <italic>Wolbachia</italic> heme pathways may have been pivotal in the transition of nematodes to the plant-parasitic lifestyle and may explain the apparent persistence of <italic>Wolbachia</italic> in certain nematode clades, but not widely across others. It is not clear why genes for PPG biosynthesis would be enriched in PPN-type <italic>Wolbachia</italic> compared to other groups, including filarial nematodes. However, one possibility is that these PPN <italic>Wolbachia</italic> strains may generate excess protoporphyrin as a toxin. The observation that <italic>Wolbachia w</italic>Ppe is localized adjacent to the esophageal glands (<xref ref-type="bibr" rid="B16">Brown et al., 2016</xref>) could indicate a role for these <italic>Wolbachia</italic> in producing protoporphyrin destined for nematode secretions during migratory endoparasitic feeding, which may trigger programmed cell death in plant roots by disrupting mitochondrial membranes (<xref ref-type="bibr" rid="B53">Ko&#x0159;en&#x00FD; et al., 2021</xref>), facilitating nematode feeding.</p>
<p><italic>Wolbachia</italic> genomes from PPNs were also enriched for thiamine (vitamin B1) and fatty acid biosynthesis compared to genomes from other <italic>Wolbachia</italic>. Strain <italic>w</italic>Tex was further enriched for thiamine and thiamine diphosphate biosynthesis genes compared to strain <italic>w</italic>Ppe. This enrichment derived from a multi-gene thiamine synthesis operon (<italic>thiE-thiM-thiD</italic>) that was only shared with the cat flea <italic>Wolbachia w</italic>CfeT, but no other <italic>Wolbachia</italic>, representing a likely HGT from spirochetes. This additional operon suggests some additional thiamine needs in <italic>w</italic>Tex. While thiamine synthesis genes (<italic>iscS</italic>/<italic>adk</italic>) are universal in <italic>Wolbachia</italic>, others, like <italic>tenA</italic> occur only in a few strains (<xref ref-type="bibr" rid="B56">Lefoulon et al., 2020</xref>), whereas <italic>Wolbachia</italic> in blood-feeding hosts may have acquired genes for thiamine salvage (<xref ref-type="bibr" rid="B78">Nikoh et al., 2014</xref>). Thiamine biosynthesis enrichment in PPN-type <italic>Wolbachia</italic> may derive from a need to supplement this limited essential vitamin, which, like the amino acid lysine, is largely restricted to chloroplast-dense leaves and may be depleted in roots (<xref ref-type="bibr" rid="B66">Martinis et al., 2016</xref>). Interestingly, we found in the transition from <italic>Wolbachia</italic> from <italic>w</italic>Fol from springtails to <italic>w</italic>CfeT from cat fleas, there appeared to be higher than expected dN/dS on thiamine pyrophosphate binding, which is involved in thiamine transport, suggesting a possible change in thiamine needs in these basal branches of <italic>Wolbachia</italic>. Conversely, interpreting the enriched fatty acid biosynthesis in PPN-type <italic>Wolbachia</italic> is more difficult; there are no known fatty acids that are essential (not synthesized) by nematodes (<xref ref-type="bibr" rid="B117">Ze&#x010D;i&#x0107; et al., 2019</xref>). However, fatty acids are likely absorbed by nematodes and their uptake could be variable among parasitic nematodes (<xref ref-type="bibr" rid="B70">Mondal et al., 2016</xref>) depending on the availability in roots, or potentially through supply by <italic>Wolbachia</italic>.</p>
<p>To investigate possible functions linked to <italic>Wolbachia</italic>&#x2019;s success in early-branching clades, we analyzed other patterns in purifying selection indicated by measures of dN/dS. As might be expected, we found universally high purifying selection on housekeeping activities such as ribonucleotide binding, DNA topoisomerase type II, and DNA topological change, but early-branching <italic>Wolbachia</italic> also showed enhanced purifying selection for energy and respiration-related activities including ATP binding, NADH dehydrogenase activity, quinone binding, and respirasome activity. These conserved respiration functions may relate to host mitochondria-<italic>Wolbachia</italic> interaction homeostasis, which has been shown as critical to maintenance in host cells &#x2013; and disruption of oxidative phosphorylation leading to host cell death in alternate hosts (<xref ref-type="bibr" rid="B103">Uribe-Alvarez et al., 2019</xref>). Among <italic>w</italic>Tex and <italic>w</italic>Ppe, there appeared to be the highest purifying selection on metabolic functions associated with energy, and metal ion, iron-sulfur cluster, heme binding, which again point to oxygenic-mitochondrial and heme synthesis processes and mitochondria-<italic>Wolbachia</italic> interaction and homeostasis as key functions specifically conserved in PPN <italic>Wolbachia</italic>. Conversely, results showed lower purifying selection &#x2013; or potentially, directional selection &#x2013; within <italic>w</italic>Tex and <italic>w</italic>Ppe for various nutrient metabolism processes including arginine metabolism, lysine biosynthesis, and binding of vitamin B6, heme, and zinc ions, as well as protein folding and transport, chaperone binding, and aromatic amino acid synthesis, suggesting these processes, which likely influence host-<italic>Wolbachia</italic> interactions, are uniquely important in supergroup L <italic>Wolbachia</italic>. Arginine biosynthesis, however, was under higher purifying selection in the subsequent branch between PPN-type <italic>Wolbachia</italic> and strain <italic>w</italic>Pni, as processed including protein transport by the Tat complex and proteolysis, suggesting these are core, conserved functions in these early-branching <italic>Wolbachia</italic> clades. Conversely, higher dN/dS pathways between supergroup L and <italic>w</italic>Pni suggested evolutionary changes in amino ugar metabolism and many cell shape/division functions in these early <italic>Wolbachia</italic> host transitions.</p>
<p>While <italic>Wolbachia</italic>-like gene transfers to their eukaryote hosts have been reported in numerous studies (<xref ref-type="bibr" rid="B68">McNulty et al., 2010</xref>; <xref ref-type="bibr" rid="B33">Dunning Hotopp, 2011</xref>; <xref ref-type="bibr" rid="B14">Brelsfoard et al., 2014</xref>; <xref ref-type="bibr" rid="B54">Koutsovoulos et al., 2014</xref>; <xref ref-type="bibr" rid="B48">Husnik and McCutcheon, 2018</xref>), there has been limited study of HGTs to <italic>Wolbachia</italic> from other microbes. Our results here suggest some of these hypothesized HGTs may be important. For example, in addition to the putative HGTs for lysine synthesis (<italic>asd2-lysC</italic>), <italic>sdh</italic>, and thiamine synthesis (<italic>thiE-thiM-thiD</italic>), which dN/dS patterns suggest are under enhanced purifying selection, we found other conserved putative HGTs of interest. For example, both PPN <italic>Wolbachia</italic> shared a predicted large HGT from <italic>Rickettsia</italic> for the gene <italic>tlcA</italic>, which is critically important for parasitism-related ATP import or exchange in <italic>Rickettsia</italic> (<xref ref-type="bibr" rid="B4">Audia and Winkler, 2006</xref>; <xref ref-type="bibr" rid="B89">Renvois&#x00E9; et al., 2011</xref>). This <italic>tlcA</italic>-HGT is curiously absent in other <italic>Wolbachia</italic> and Anaplasmataceae. There was also a squalene/phytoene synthase gene of putative HGT origin, with the closest match to carotenoid synthesis-associated genes from the conifer aphid <italic>C. cedri</italic> (<xref ref-type="bibr" rid="B80">Nov&#x00E1;kov&#x00E1; and Moran, 2012</xref>), adjacent to <italic>dxr</italic>, which is an essential gene in the MEP pathway of isoprenoid synthesis and occurs across <italic>Wolbachia</italic>. It is unclear how these genes, or others such as the eukaryote-like PCBD1-HGT which may act in phenylalanine metabolism to tyrosine, function in PPN <italic>Wolbachia</italic>. In the future, we suggest the systematic study of such genes would be warranted. To improve such studies, efforts should focus on overcoming genome completeness for MAG datasets. While our <italic>w</italic>Tex genome may be incomplete, due to low coverage and variance among strains from pooled hosts, we expect most of our findings and conclusions discussed here are conservative in that the essential and shared genes were likely detected through our assembly method that centered on extracting contigs with blastn matches to <italic>w</italic>Ppe, <italic>Wolbachia</italic>, and outgroups. In contrast, we predict that the genes most likely to be missed in our <italic>w</italic>Tex assembly by these methods would be those that are most diverged and regions with novel HGTs that do not map to other <italic>Wolbachia</italic>. Future work should focus on improving coverage and read length to overcome these issues.</p>
<p>Besides function, our study sought to investigate the distribution of PPN <italic>Wolbachia</italic>. <italic>Wolbachia w</italic>Tex was found with shallow read depth within these nematode community assemblies, however, relative to the predicted nematode host which had COI gene coverage of &#x223C;2&#x2013;8&#x00D7; per sample, it had similar coverage per sample (&#x223C;0.7&#x2013;8&#x00D7;) which suggests a high titer in its hosts, based on an estimation of &#x223C;300 mitochondria per host cell. Furthermore, although <italic>Wolbachia</italic>-like sequence reads were obtained in 10/16 of our sampled sites, only one site had sequences matching PPN-type <italic>Wolbachia</italic>, despite the presence of hundreds of different nematodes in these samples, based on COI profiling. However, for the <italic>Wolbachia</italic>-positive site, which was a tropical fruit farm in southern Texas, <italic>w</italic>Tex was in nematode communities from several plants, suggesting its host is not specific to plant species. The possible host of <italic>w</italic>Tex may be the spiral nematode, <italic>Helicotylenchus</italic> sp., based on abundance correlation analysis. <italic>Helicotylenchus</italic> spp. are sometimes ectoparasitic, but some species are migratory and burrowing (e.g., the banana spiral nematode <italic>Helicotylenchus multicinctus</italic>), a lifestyle resembling hosts of other PPN <italic>Wolbachia</italic>, <italic>P. penetrans</italic>, and <italic>R. similis</italic>. This scenario puts a spotlight on future studies of how <italic>Wolbachia</italic> may play a role-specific to this migratory endoparasitic lifestyle.</p>
<p>Screening of SRA data revealed potential PPN <italic>Wolbachia</italic> in global soils and rhizospheres. We found the prevalence at about 0.42% of samples, but with few reads per run, suggesting these <italic>Wolbachia</italic> occur at low titers, at least at the bulk community level. However, these data likely under represent PPN <italic>Wolbachia</italic> diversity, prevalence, and titer because nematode distribution is patchy, with typical soil samples (&#x223C;0.25 g) not capturing much diversity (<xref ref-type="bibr" rid="B31">Donn et al., 2008</xref>) and common soil DNA isolation practices often failing to break nematode cuticles (<xref ref-type="bibr" rid="B107">Waeyenberge et al., 2019</xref>; <xref ref-type="bibr" rid="B98">Sloan et al., 2021</xref>). Universal primer-based amplicon sequencing for PPN <italic>Wolbachia</italic> is an improvement over PCR methods because most <italic>Wolbachia</italic>-specific 16S PCR primers have significant mismatches to these early-branching strains (e.g., primers Wolb-SpecF and SpecR and Wol-F-1992 and Wol-R-1992; and the primers Wol_16S_F and Wol_281B_F which match <italic>w</italic>Ppe have mismatches to <italic>w</italic>Tex). However, the major limitation of amplicon data mining is the short length of amplicon sequencing reads which limits the information gained, compared to more costly WGS methods.</p>
</sec>
<sec id="S5" sec-type="conclusion">
<title>Conclusion</title>
<p>This study expands our understanding of early-branching <italic>Wolbachia</italic>, pointing to unique genes and pathways that give insights into the functions of these elusive PPN <italic>Wolbachia</italic> strains. Examples include conserved putative HGTs for lysine, thiamine, and heme/protoporphyrinogen IX biosynthesis and genes that may interact with plant immunity, and other enriched pathways with distinct signatures of selection. These enrichment analyses add to the tool set that should be useful for future studies on new <italic>Wolbachia</italic>. Our community WGS and SRA screens illuminate the broad global and phylogenetic distribution of PPN-type <italic>Wolbachia</italic>. One major focus for future study of these early-branching <italic>Wolbachia</italic> will be to investigate the &#x223C;40% of predicted genes that were recovered with no match to genes with known function. Other key questions that require further work are the fitness effects of these <italic>Wolbachia</italic> on their hosts, which will require improved lab culturing of the nematodes.</p>
</sec>
<sec id="S6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/genbank/">https://www.ncbi.nlm.nih.gov/genbank/</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="JAIXMJ000000000">JAIXMJ000000000</ext-link> and <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/">https://www.ncbi.nlm.nih.gov/</ext-link>, <ext-link ext-link-type="DDBJ/EMBL/GenBank" xlink:href="PRJNA687334">PRJNA687334</ext-link>.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>NW and SA assisted with nematode isolation, PCR, and genomic library preparation. AB led the design of experiments, developed bioinformatics code, and pipelines, and drafted the manuscript. All co-authors assisted with the revision of the final manuscript.</p>
</sec>
<sec id="conf1" 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="pudiscl1" 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>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>Graduate funding support to SA was through TTUASM, the TTU Graduate Student Research Award, and the Helen DeVitt Jones Graduate Fellowship. Funding to AB was through startup funding from the Department of Biological Sciences at Texas Tech and the National Science Foundation (Award 2047684) and the United States Department of Agriculture NIFA (Award 20216701335757).</p>
</sec>
<ack>
<p>We thank L. T. E. O. Rogers for assistance with field collection, and Robin Ronson and William Barela for assistance with SRA data mining code.</p>
</ack>
<sec id="S10" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmicb.2022.867392/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmicb.2022.867392/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.docx" id="DS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adam</surname> <given-names>M.</given-names></name> <name><surname>Westphal</surname> <given-names>A.</given-names></name> <name><surname>Hallmann</surname> <given-names>J.</given-names></name> <name><surname>Heuer</surname> <given-names>H.</given-names></name></person-group> (<year>2014</year>). <article-title>Specific microbial attachment to root knot nematodes in suppressive soil.</article-title> <source><italic>Appl. Environ. Microbiol.</italic></source> <volume>80</volume> <fpage>2679</fpage>&#x2013;<lpage>2686</lpage>. <pub-id pub-id-type="doi">10.1128/AEM.03905-13</pub-id> <pub-id pub-id-type="pmid">24532076</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alexa</surname> <given-names>A.</given-names></name> <name><surname>Rahnenfuhrer</surname> <given-names>J.</given-names></name></person-group> (<year>2020</year>). <source><italic>Topgo: Enrichment Analysis for Gene Ontology. R package version 2.40.0.</italic></source></citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ankrah</surname> <given-names>N. Y. D.</given-names></name> <name><surname>Douglas</surname> <given-names>A. E.</given-names></name></person-group> (<year>2018</year>). <article-title>Nutrient factories: metabolic function of beneficial microorganisms associated with insects.</article-title> <source><italic>Environ. Microbiol.</italic></source> <volume>20</volume> <fpage>2002</fpage>&#x2013;<lpage>2011</lpage>. <pub-id pub-id-type="doi">10.1111/1462-2920.14097</pub-id> <pub-id pub-id-type="pmid">29521443</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Audia</surname> <given-names>J. P.</given-names></name> <name><surname>Winkler</surname> <given-names>H. H.</given-names></name></person-group> (<year>2006</year>). <article-title>Study of the five rickettsia prowazekii proteins annotated as ATP/ADP translocases (Tlc): Only Tlc1 transports ATP/ADP, while Tlc4 and Tlc5 transport other ribonucleotides.</article-title> <source><italic>J. Bacteriol.</italic></source> <volume>188</volume> <fpage>6261</fpage>&#x2013;<lpage>6268</lpage>. <pub-id pub-id-type="doi">10.1128/JB.00371-06</pub-id> <pub-id pub-id-type="pmid">16923893</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Augustinos</surname> <given-names>A. A.</given-names></name> <name><surname>Santos-Garcia</surname> <given-names>D.</given-names></name> <name><surname>Dionyssopoulou</surname> <given-names>E.</given-names></name> <name><surname>Moreira</surname> <given-names>M.</given-names></name> <name><surname>Papapanagiotou</surname> <given-names>A.</given-names></name> <name><surname>Scarvelakis</surname> <given-names>M.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Detection and characterization of <italic>Wolbachia</italic> infections in natural populations of aphids: is the hidden diversity fully unraveled?</article-title> <source><italic>PLoS One</italic></source> <volume>6</volume>:<issue>e28695</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0028695</pub-id> <pub-id pub-id-type="pmid">22174869</pub-id></citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bankevich</surname> <given-names>A.</given-names></name> <name><surname>Nurk</surname> <given-names>S.</given-names></name> <name><surname>Antipov</surname> <given-names>D.</given-names></name> <name><surname>Gurevich</surname> <given-names>A. A.</given-names></name> <name><surname>Dvorkin</surname> <given-names>M.</given-names></name> <name><surname>Kulikov</surname> <given-names>A. S.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>SPAdes: a new genome assembly algorithm and its applications to single-cell sequencing.</article-title> <source><italic>J. Comput. Biol.</italic></source> <volume>19</volume> <fpage>455</fpage>&#x2013;<lpage>477</lpage>. <pub-id pub-id-type="doi">10.1089/cmb.2012.0021</pub-id> <pub-id pub-id-type="pmid">22506599</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Benjamini</surname> <given-names>Y.</given-names></name> <name><surname>Hochberg</surname> <given-names>Y.</given-names></name></person-group> (<year>1995</year>). <article-title>Controlling the false discovery rate: a practical and powerful approach to multiple testing</article-title>. <source><italic>J. R. Stat. Soc. Ser. B</italic></source> <volume>57</volume>, <fpage>289</fpage>&#x2013;<lpage>300</lpage>. doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.1111/j.2517-6161.1995.tb02031.x">https://doi.org/10.1111/j.2517-6161.1995.tb02031.x</ext-link></citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bennett</surname> <given-names>G. M.</given-names></name> <name><surname>Heath-Heckman</surname> <given-names>E.</given-names></name> <name><surname>Sogin</surname> <given-names>E. M.</given-names></name></person-group> (<year>2021</year>). <article-title>Finding needles in haystacks and inferring their function: challenges and successes in beneficial symbiosis research.</article-title> <source><italic>Msystems</italic></source> <volume>6</volume> <fpage>20</fpage>&#x2013;<lpage>23</lpage>. <pub-id pub-id-type="doi">10.1128/msystems.00243-21</pub-id> <pub-id pub-id-type="pmid">33824196</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bennett</surname> <given-names>G. M.</given-names></name> <name><surname>Moran</surname> <given-names>N. A.</given-names></name></person-group> (<year>2013</year>). <article-title>Small, smaller, smallest: the origins and evolution of ancient dual symbioses in a phloem-feeding insect.</article-title> <source><italic>Genome Biol. Evol.</italic></source> <volume>5</volume> <fpage>1675</fpage>&#x2013;<lpage>1688</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evt118</pub-id> <pub-id pub-id-type="pmid">23918810</pub-id></citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bolger</surname> <given-names>A. M.</given-names></name> <name><surname>Lohse</surname> <given-names>M.</given-names></name> <name><surname>Usadel</surname> <given-names>B.</given-names></name></person-group> (<year>2014</year>). <article-title>Trimmomatic: a flexible trimmer for Illumina sequence data.</article-title> <source><italic>Bioinformatics</italic></source> <volume>30</volume> <fpage>2114</fpage>&#x2013;<lpage>2120</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btu170</pub-id> <pub-id pub-id-type="pmid">24695404</pub-id></citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bongers</surname> <given-names>T.</given-names></name> <name><surname>Ferris</surname> <given-names>H.</given-names></name></person-group> (<year>1999</year>). <article-title>Nematode community structure as a bioindicator in environmental monitoring.</article-title> <source><italic>Trends Ecol. Evol.</italic></source> <volume>14</volume> <fpage>224</fpage>&#x2013;<lpage>228</lpage>. <pub-id pub-id-type="doi">10.1016/S0169-5347(98)01583-3</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bordenstein</surname> <given-names>S. R.</given-names></name> <name><surname>Fitch</surname> <given-names>D. H. A.</given-names></name> <name><surname>Werren</surname> <given-names>J. H.</given-names></name></person-group> (<year>2003</year>). <article-title>Absence of <italic>Wolbachia</italic> in nonfilariid nematodes.</article-title> <source><italic>J. Nematol.</italic></source> <volume>35</volume> <fpage>266</fpage>&#x2013;<lpage>270</lpage>.</citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brankovics</surname> <given-names>B.</given-names></name> <name><surname>Zhang</surname> <given-names>H.</given-names></name> <name><surname>van Diepeningen</surname> <given-names>A. D.</given-names></name> <name><surname>van der Lee</surname> <given-names>T. A. J.</given-names></name> <name><surname>Waalwijk</surname> <given-names>C.</given-names></name> <name><surname>de Hoog</surname> <given-names>G. S.</given-names></name></person-group> (<year>2016</year>). <article-title>GRAbB: Selective assembly of genomic regions, a new niche for genomic research.</article-title> <source><italic>PLoS Comput. Biol.</italic></source> <volume>12</volume>:<issue>e1004753</issue>. <pub-id pub-id-type="doi">10.1371/journal.pcbi.1004753</pub-id> <pub-id pub-id-type="pmid">27308864</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brelsfoard</surname> <given-names>C.</given-names></name> <name><surname>Tsiamis</surname> <given-names>G.</given-names></name> <name><surname>Falchetto</surname> <given-names>M.</given-names></name> <name><surname>Gomulski</surname> <given-names>L. M.</given-names></name> <name><surname>Telleria</surname> <given-names>E.</given-names></name> <name><surname>Alam</surname> <given-names>U.</given-names></name><etal/></person-group> (<year>2014</year>). <article-title>Presence of Extensive <italic>Wolbachia</italic> symbiont insertions discovered in the genome of its host <italic>Glossina</italic> morsitans morsitans.</article-title> <source><italic>PLoS Negl. Trop. Dis</italic></source> <volume>8</volume>:<issue>e2728</issue>. <pub-id pub-id-type="doi">10.1371/journal.pntd.0002728</pub-id> <pub-id pub-id-type="pmid">24763283</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>A. M. V.</given-names></name> <name><surname>Howe</surname> <given-names>D. K.</given-names></name> <name><surname>Wasala</surname> <given-names>S. K.</given-names></name> <name><surname>Peetz</surname> <given-names>A. B.</given-names></name> <name><surname>Zasada</surname> <given-names>I. A.</given-names></name> <name><surname>Denver</surname> <given-names>D. R.</given-names></name></person-group> (<year>2015</year>). <article-title>Comparative genomics of a plant-parasitic nematode endosymbiont suggest a role in nutritional symbiosis.</article-title> <source><italic>Genome Biol. Evol.</italic></source> <volume>7</volume> <fpage>2727</fpage>&#x2013;<lpage>2746</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evv176</pub-id> <pub-id pub-id-type="pmid">26362082</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>A. M. V.</given-names></name> <name><surname>Wasala</surname> <given-names>S. K.</given-names></name> <name><surname>Howe</surname> <given-names>D. K.</given-names></name> <name><surname>Peetz</surname> <given-names>A. B.</given-names></name> <name><surname>Zasada</surname> <given-names>I. A.</given-names></name> <name><surname>Denver</surname> <given-names>D. R.</given-names></name></person-group> (<year>2016</year>). <article-title>Genomic evidence for plant-parasitic nematodes as the earliest <italic>Wolbachia</italic> hosts.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>6</volume>:<issue>34955</issue>. <pub-id pub-id-type="doi">10.1038/srep34955</pub-id> <pub-id pub-id-type="pmid">27734894</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>A. M. V.</given-names></name> <name><surname>Wasala</surname> <given-names>S. K.</given-names></name> <name><surname>Howe</surname> <given-names>D. K.</given-names></name> <name><surname>Peetz</surname> <given-names>A. B.</given-names></name> <name><surname>Zasada</surname> <given-names>I. A.</given-names></name> <name><surname>Denver</surname> <given-names>D. R.</given-names></name></person-group> (<year>2018</year>). <article-title>Comparative genomics of <italic>Wolbachia&#x2013;Cardinium</italic> dual endosymbiosis in a plant-parasitic nematode.</article-title> <source><italic>Front. Microbiol.</italic></source> <volume>9</volume>:<issue>2482</issue>. <pub-id pub-id-type="doi">10.3389/fmicb.2018.02482</pub-id> <pub-id pub-id-type="pmid">30459726</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>A. M. V.</given-names></name></person-group> (<year>2018</year>). <article-title>Endosymbionts of plant-parasitic nematodes.</article-title> <source><italic>Annu. Rev. Phytopathol.</italic></source> <volume>56</volume> <fpage>225</fpage>&#x2013;<lpage>242</lpage>.</citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bushnell</surname> <given-names>B.</given-names></name></person-group> (<year>2014</year>). <source><italic>BBMap: A fast, Accurate, Splice-Aware Aligner. No. LBNL-7065E.</italic></source> <publisher-loc>Berkeley, CA</publisher-loc>: <publisher-name>Lawrence Berkeley National Laboratory.(LBNL)</publisher-name>.</citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Camacho</surname> <given-names>C.</given-names></name> <name><surname>Coulouris</surname> <given-names>G.</given-names></name> <name><surname>Avagyan</surname> <given-names>V.</given-names></name> <name><surname>Ma</surname> <given-names>N.</given-names></name> <name><surname>Papadopoulos</surname> <given-names>J.</given-names></name> <name><surname>Bealer</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>BLAST+: architecture and applications.</article-title> <source><italic>BMC Bioinformatics</italic></source> <volume>10</volume>:<issue>421</issue>. <pub-id pub-id-type="doi">10.1186/1471-2105-10-421</pub-id> <pub-id pub-id-type="pmid">20003500</pub-id></citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Caragata</surname> <given-names>E. P.</given-names></name> <name><surname>Dutra</surname> <given-names>H. L. C.</given-names></name> <name><surname>Moreira</surname> <given-names>L. A.</given-names></name></person-group> (<year>2016</year>). <article-title>Exploiting intimate relationships: controlling mosquito-transmitted disease with <italic>Wolbachia</italic>.</article-title> <source><italic>Trends Parasitol.</italic></source> <volume>32</volume> <fpage>207</fpage>&#x2013;<lpage>218</lpage>. <pub-id pub-id-type="doi">10.1016/j.pt.2015.10.011</pub-id> <pub-id pub-id-type="pmid">26776329</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Carey</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>News feature: the race to extinguish insect pests by enlisting their own kind.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>115</volume> <fpage>7839</fpage>&#x2013;<lpage>7843</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1811000115</pub-id> <pub-id pub-id-type="pmid">30065101</pub-id></citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname> <given-names>H.</given-names></name> <name><surname>Zhang</surname> <given-names>M.</given-names></name> <name><surname>Hochstrasser</surname> <given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>The biochemistry of cytoplasmic incompatibility caused by endosymbiotic bacteria.</article-title> <source><italic>Genes (Basel)</italic></source> <volume>11</volume> <fpage>1</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.3390/genes11080852</pub-id> <pub-id pub-id-type="pmid">32722516</pub-id></citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheng</surname> <given-names>X.-Y. Y.</given-names></name> <name><surname>Tian</surname> <given-names>X.-L. L.</given-names></name> <name><surname>Wang</surname> <given-names>Y.-S. S.</given-names></name> <name><surname>Lin</surname> <given-names>R.-M. M.</given-names></name> <name><surname>Mao</surname> <given-names>Z.-C. C.</given-names></name> <name><surname>Chen</surname> <given-names>N.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>Metagenomic analysis of the pinewood nematode microbiome reveals a symbiotic relationship critical for xenobiotics degradation.</article-title> <source><italic>Sci. Rep.</italic></source> <volume>3</volume> <fpage>1</fpage>&#x2013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1038/srep01869</pub-id> <pub-id pub-id-type="pmid">23694939</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cummins</surname> <given-names>C. A.</given-names></name> <name><surname>McInerney</surname> <given-names>J. O.</given-names></name></person-group> (<year>2011</year>). <article-title>A method for inferring the rate of evolution of homologous characters that can potentially improve phylogenetic inference, resolve deep divergence and correct systematic biases.</article-title> <source><italic>Syst. Biol.</italic></source> <volume>60</volume> <fpage>833</fpage>&#x2013;<lpage>844</lpage>. <pub-id pub-id-type="doi">10.1093/sysbio/syr064</pub-id> <pub-id pub-id-type="pmid">21804093</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Darby</surname> <given-names>A. C.</given-names></name> <name><surname>Armstrong</surname> <given-names>S. D.</given-names></name> <name><surname>Bah</surname> <given-names>G. S.</given-names></name> <name><surname>Kaur</surname> <given-names>G.</given-names></name> <name><surname>Hughes</surname> <given-names>M. A.</given-names></name> <name><surname>Kay</surname> <given-names>S. M.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>Analysis of gene expression from the <italic>Wolbachia</italic> genome of a filarial nematode supports both metabolic and defensive roles within the symbiosis.</article-title> <source><italic>Genome Res.</italic></source> <volume>22</volume> <fpage>2467</fpage>&#x2013;<lpage>2477</lpage>. <pub-id pub-id-type="doi">10.1101/gr.138420.112</pub-id> <pub-id pub-id-type="pmid">22919073</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Darling</surname> <given-names>A. E.</given-names></name> <name><surname>Mau</surname> <given-names>B.</given-names></name> <name><surname>Perna</surname> <given-names>N. T.</given-names></name></person-group> (<year>2010</year>). <article-title>Progressivemauve: multiple genome alignment with gene gain, loss and rearrangement.</article-title> <source><italic>PLoS One</italic></source> <volume>5</volume>:<issue>e11147</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0011147</pub-id> <pub-id pub-id-type="pmid">20593022</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Clerck</surname> <given-names>C.</given-names></name> <name><surname>Fujiwara</surname> <given-names>A.</given-names></name> <name><surname>Joncour</surname> <given-names>P.</given-names></name> <name><surname>L&#x00E9;onard</surname> <given-names>S.</given-names></name> <name><surname>F&#x00E9;lix</surname> <given-names>M. L.</given-names></name> <name><surname>Francis</surname> <given-names>F.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>A metagenomic approach from aphid&#x2019;s hemolymph sheds light on the potential roles of co-existing endosymbionts.</article-title> <source><italic>Microbiome</italic></source> <volume>3</volume>:<issue>63</issue>. <pub-id pub-id-type="doi">10.1186/s40168-015-0130-5</pub-id> <pub-id pub-id-type="pmid">26667400</pub-id></citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Clerck</surname> <given-names>C.</given-names></name> <name><surname>Tsuchida</surname> <given-names>T.</given-names></name> <name><surname>Massart</surname> <given-names>S.</given-names></name> <name><surname>Lepoivre</surname> <given-names>P.</given-names></name> <name><surname>Francis</surname> <given-names>F.</given-names></name> <name><surname>Jijakli</surname> <given-names>M. H.</given-names></name></person-group> (<year>2014</year>). <article-title>Combination of genomic and proteomic approaches to characterize the symbiotic population of the banana aphid (hemiptera: aphididae).</article-title> <source><italic>Environ. Entomol.</italic></source> <volume>43</volume> <fpage>29</fpage>&#x2013;<lpage>36</lpage>. <pub-id pub-id-type="doi">10.1603/EN13107</pub-id> <pub-id pub-id-type="pmid">24472200</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Denver</surname> <given-names>D. R.</given-names></name> <name><surname>Brown</surname> <given-names>A. M. V.</given-names></name> <name><surname>Howe</surname> <given-names>D. K.</given-names></name> <name><surname>Peetz</surname> <given-names>A. B.</given-names></name> <name><surname>Zasada</surname> <given-names>I. A.</given-names></name></person-group> (<year>2016</year>). <article-title>Genome skimming: a rapid approach to gaining diverse biological insights into multicellular pathogens.</article-title> <source><italic>PLoS Pathog.</italic></source> <volume>12</volume>:<issue>e1005713</issue>. <pub-id pub-id-type="doi">10.1371/journal.ppat.1005713</pub-id> <pub-id pub-id-type="pmid">27490201</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Donn</surname> <given-names>S.</given-names></name> <name><surname>Griffiths</surname> <given-names>B. S.</given-names></name> <name><surname>Neilson</surname> <given-names>R.</given-names></name> <name><surname>Daniell</surname> <given-names>T. J.</given-names></name></person-group> (<year>2008</year>). <article-title>DNA extraction from soil nematodes for multi-sample community studies.</article-title> <source><italic>Appl. Soil Ecol.</italic></source> <volume>38</volume> <fpage>20</fpage>&#x2013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.1016/j.apsoil.2007.08.006</pub-id></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Douglas</surname> <given-names>A. E.</given-names></name></person-group> (<year>2015</year>). <article-title>Multiorganismal Insects: diversity and function of resident microorganisms.</article-title> <source><italic>Annu. Rev. Entomol.</italic></source> <volume>60</volume> <fpage>17</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-ento-010814-020822</pub-id> <pub-id pub-id-type="pmid">25341109</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dunning Hotopp</surname> <given-names>J. C.</given-names></name></person-group> (<year>2011</year>). <article-title>Horizontal gene transfer between bacteria and animals.</article-title> <source><italic>Trends Genet.</italic></source> <volume>27</volume> <fpage>157</fpage>&#x2013;<lpage>163</lpage>. <pub-id pub-id-type="doi">10.1016/j.tig.2011.01.005.Horizontal</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elashry</surname> <given-names>A.</given-names></name> <name><surname>Okumoto</surname> <given-names>S.</given-names></name> <name><surname>Siddique</surname> <given-names>S.</given-names></name> <name><surname>Koch</surname> <given-names>W.</given-names></name> <name><surname>Kreil</surname> <given-names>D. P.</given-names></name> <name><surname>Bohlmann</surname> <given-names>H.</given-names></name></person-group> (<year>2013</year>). <article-title>The AAP gene family for amino acid permeases contributes todevelopment of the cyst nematode <italic>Heterodera schachtii</italic> in roots of <italic>Arabidopsis</italic>.</article-title> <source><italic>Plant Physiol. Biochem.</italic></source> <volume>70</volume> <fpage>379</fpage>&#x2013;<lpage>386</lpage>. <pub-id pub-id-type="doi">10.1016/j.plaphy.2013.05.016</pub-id> <pub-id pub-id-type="pmid">23831821</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elhady</surname> <given-names>A.</given-names></name> <name><surname>Gin&#x00E9;</surname> <given-names>A.</given-names></name> <name><surname>Topalovic</surname> <given-names>O.</given-names></name> <name><surname>Jacquiod</surname> <given-names>S.</given-names></name> <name><surname>S&#x00F8;rensen</surname> <given-names>S. J.</given-names></name> <name><surname>Sorribas</surname> <given-names>F. J.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title>Microbiomes associated with infective stages of root-knot and lesion nematodes in soil.</article-title> <source><italic>PLoS One</italic></source> <volume>12</volume>:<issue>e0177145</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0177145</pub-id> <pub-id pub-id-type="pmid">28472099</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elsworth</surname> <given-names>B.</given-names></name> <name><surname>Wasmuth</surname> <given-names>J.</given-names></name> <name><surname>Blaxter</surname> <given-names>M.</given-names></name></person-group> (<year>2011</year>). <article-title>NEMBASE4: The nematode transcriptome resource.</article-title> <source><italic>Int. J. Parasitol.</italic></source> <volume>41</volume> <fpage>881</fpage>&#x2013;<lpage>894</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijpara.2011.03.009</pub-id> <pub-id pub-id-type="pmid">21550347</pub-id></citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferris</surname> <given-names>H.</given-names></name> <name><surname>Tuomisto</surname> <given-names>H.</given-names></name></person-group> (<year>2015</year>). <article-title>Unearthing the role of biological diversity in soil health.</article-title> <source><italic>Soil Biol. Biochem.</italic></source> <volume>85</volume> <fpage>101</fpage>&#x2013;<lpage>109</lpage>. <pub-id pub-id-type="doi">10.1016/j.soilbio.2015.02.037</pub-id></citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Foster</surname> <given-names>J.</given-names></name> <name><surname>Ganatra</surname> <given-names>M.</given-names></name> <name><surname>Kamal</surname> <given-names>I.</given-names></name> <name><surname>Ware</surname> <given-names>J.</given-names></name> <name><surname>Makarova</surname> <given-names>K.</given-names></name> <name><surname>Ivanova</surname> <given-names>N.</given-names></name><etal/></person-group> (<year>2005</year>). <article-title>The <italic>Wolbachia</italic> genome of <italic>Brugia malayi</italic>: endosymbiont evolution within a human pathogenic nematode.</article-title> <source><italic>PLoS Biol.</italic></source> <volume>3</volume>:<issue>e121</issue>. <pub-id pub-id-type="doi">10.1371/journal.pbio.0030121</pub-id> <pub-id pub-id-type="pmid">15780005</pub-id></citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Galili</surname> <given-names>G.</given-names></name></person-group> (<year>2002</year>). <article-title>New insights into the regulation and functional significance of lysine metabolism in plants.</article-title> <source><italic>Annu. Rev. Plant Biol.</italic></source> <volume>53</volume> <fpage>27</fpage>&#x2013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.arplant.53.091401.110929</pub-id> <pub-id pub-id-type="pmid">12221976</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Galili</surname> <given-names>G.</given-names></name> <name><surname>Amir</surname> <given-names>R.</given-names></name> <name><surname>Fernie</surname> <given-names>A. R.</given-names></name></person-group> (<year>2016</year>). <article-title>The regulation of essential amino acid synthesis and accumulation in plants.</article-title> <source><italic>Annu. Rev. Plant Biol.</italic></source> <volume>67</volume> <fpage>153</fpage>&#x2013;<lpage>178</lpage>. <pub-id pub-id-type="doi">10.1146/annurev-arplant-043015-112213</pub-id> <pub-id pub-id-type="pmid">26735064</pub-id></citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gerth</surname> <given-names>M.</given-names></name> <name><surname>Bleidorn</surname> <given-names>C.</given-names></name></person-group> (<year>2016</year>). <article-title>Comparative genomics provides a timeframe for <italic>Wolbachia</italic> evolution and exposes a recent biotin synthesis operon transfer.</article-title> <source><italic>Nat. Microbiol.</italic></source> <volume>2</volume>:<issue>16241</issue>. <pub-id pub-id-type="doi">10.1038/nmicrobiol.2016.241</pub-id> <pub-id pub-id-type="pmid">28005061</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gill</surname> <given-names>A. C.</given-names></name> <name><surname>Darby</surname> <given-names>A. C.</given-names></name> <name><surname>Makepeace</surname> <given-names>B. L.</given-names></name></person-group> (<year>2014</year>). <article-title>Iron necessity: the secret of <italic>Wolbachia</italic>&#x2019;s Success?</article-title> <source><italic>PLoS Negl. Trop. Dis.</italic></source> <volume>8</volume>:<issue>e3224</issue>. <pub-id pub-id-type="doi">10.1371/journal.pntd.0003224</pub-id> <pub-id pub-id-type="pmid">25329055</pub-id></citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gressel</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Microbiome facilitated pest resistance: potential problems and uses.</article-title> <source><italic>Pest. Manag. Sci.</italic></source> <volume>74</volume> <fpage>511</fpage>&#x2013;<lpage>515</lpage>. <pub-id pub-id-type="doi">10.1002/ps.4777</pub-id> <pub-id pub-id-type="pmid">29072801</pub-id></citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gurevich</surname> <given-names>A.</given-names></name> <name><surname>Saveliev</surname> <given-names>V.</given-names></name> <name><surname>Vyahhi</surname> <given-names>N.</given-names></name> <name><surname>Tesler</surname> <given-names>G.</given-names></name></person-group> (<year>2013</year>). <article-title>QUAST: Quality assessment tool for genome assemblies.</article-title> <source><italic>Bioinformatics</italic></source> <volume>29</volume> <fpage>1072</fpage>&#x2013;<lpage>1075</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btt086</pub-id> <pub-id pub-id-type="pmid">23422339</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Haegeman</surname> <given-names>A.</given-names></name> <name><surname>Vanholme</surname> <given-names>B.</given-names></name> <name><surname>Jacob</surname> <given-names>J.</given-names></name> <name><surname>Vandekerckhove</surname> <given-names>T. T. M.</given-names></name> <name><surname>Claeys</surname> <given-names>M.</given-names></name> <name><surname>Borgonie</surname> <given-names>G.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>An endosymbiotic bacterium in a plant-parasitic nematode: member of a new <italic>Wolbachia</italic> supergroup.</article-title> <source><italic>Int. J. Parasitol.</italic></source> <volume>39</volume> <fpage>1045</fpage>&#x2013;<lpage>1054</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijpara.2009.01.006</pub-id> <pub-id pub-id-type="pmid">19504759</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hammes</surname> <given-names>U. Z.</given-names></name> <name><surname>Nielsen</surname> <given-names>E.</given-names></name> <name><surname>Honaas</surname> <given-names>L. A.</given-names></name> <name><surname>Taylor</surname> <given-names>C. G.</given-names></name> <name><surname>Schachtman</surname> <given-names>D. P.</given-names></name></person-group> (<year>2006</year>). <article-title>AtCAT6, a sink-tissue-localized transporter for essential amino acids in <italic>Arabidopsis</italic>.</article-title> <source><italic>Plant J.</italic></source> <volume>48</volume> <fpage>414</fpage>&#x2013;<lpage>426</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-313X.2006.02880.x</pub-id> <pub-id pub-id-type="pmid">17052324</pub-id></citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huelsenbeck</surname> <given-names>J. P.</given-names></name> <name><surname>Ronquist</surname> <given-names>F.</given-names></name></person-group> (<year>2001</year>). <article-title>MRBAYES: Bayesian inference of phylogenetic trees.</article-title> <source><italic>Bioinformatics</italic></source> <volume>17</volume> <fpage>754</fpage>&#x2013;<lpage>755</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/17.8.754</pub-id> <pub-id pub-id-type="pmid">11524383</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Husnik</surname> <given-names>F.</given-names></name> <name><surname>McCutcheon</surname> <given-names>J. P.</given-names></name></person-group> (<year>2018</year>). <article-title>Functional horizontal gene transfer from bacteria to eukaryotes.</article-title> <source><italic>Nat. Rev. Microbiol.</italic></source> <volume>16</volume> <fpage>67</fpage>&#x2013;<lpage>79</lpage>. <pub-id pub-id-type="doi">10.1038/nrmicro.2017.137</pub-id> <pub-id pub-id-type="pmid">29176581</pub-id></citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jenkins</surname> <given-names>W. R.</given-names></name></person-group> (<year>1964</year>). <article-title>A rapid centrifugal-flotation technique for separating nematodes from soil.</article-title> <source><italic>Plant Dis. Report.</italic></source> <volume>48</volume> <issue>692</issue>.</citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jim&#x00E9;nez</surname> <given-names>N. E.</given-names></name> <name><surname>Gerdtzen</surname> <given-names>Z. P.</given-names></name> <name><surname>Olivera-Nappa</surname> <given-names>&#x00C1;</given-names></name> <name><surname>Salgado</surname> <given-names>J. C.</given-names></name> <name><surname>Conca</surname> <given-names>C.</given-names></name></person-group> (<year>2019</year>). <article-title>A systems biology approach for studying <italic>Wolbachia</italic> metabolism reveals points of interaction with its host in the context of arboviral infection.</article-title> <source><italic>PLoS Negl. Trop. Dis</italic></source> <volume>13</volume>:<issue>e0007678</issue>. <pub-id pub-id-type="doi">10.1371/journal.pntd.0007678</pub-id> <pub-id pub-id-type="pmid">31469838</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ju</surname> <given-names>J. F.</given-names></name> <name><surname>Hoffmann</surname> <given-names>A. A.</given-names></name> <name><surname>Zhang</surname> <given-names>Y. K.</given-names></name> <name><surname>Duan</surname> <given-names>X. Z.</given-names></name> <name><surname>Guo</surname> <given-names>Y.</given-names></name> <name><surname>Gong</surname> <given-names>J. T.</given-names></name><etal/></person-group> (<year>2017</year>). <article-title><italic>Wolbachia</italic>-induced loss of male fertility is likely related to branch chain amino acid biosynthesis and iLvE in Laodelphax striatellus.</article-title> <source><italic>Insect Biochem. Mol. Biol.</italic></source> <volume>85</volume> <fpage>11</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1016/j.ibmb.2017.04.002</pub-id> <pub-id pub-id-type="pmid">28412513</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Katoh</surname> <given-names>K.</given-names></name> <name><surname>Standley</surname> <given-names>D. M.</given-names></name></person-group> (<year>2013</year>). <article-title>MAFFT multiple sequence alignment software version 7: Improvements in performance and usability.</article-title> <source><italic>Mol. Biol. Evol.</italic></source> <volume>30</volume> <fpage>772</fpage>&#x2013;<lpage>780</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/mst010</pub-id> <pub-id pub-id-type="pmid">23329690</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ko&#x0159;en&#x00FD;</surname> <given-names>L.</given-names></name> <name><surname>Oborn&#x00ED;k</surname> <given-names>M.</given-names></name> <name><surname>Hor&#x00E1;kov&#x00E1;</surname> <given-names>E.</given-names></name> <name><surname>Waller</surname> <given-names>R. F.</given-names></name> <name><surname>Luke&#x0161;</surname> <given-names>J.</given-names></name></person-group> (<year>2021</year>). <article-title>The convoluted history of haem biosynthesis.</article-title> <source><italic>Biol. Rev.</italic></source> <volume>44</volume> <fpage>141</fpage>&#x2013;<lpage>162</lpage>. <pub-id pub-id-type="doi">10.1111/brv.12794</pub-id> <pub-id pub-id-type="pmid">34472688</pub-id></citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Koutsovoulos</surname> <given-names>G.</given-names></name> <name><surname>Makepeace</surname> <given-names>B.</given-names></name> <name><surname>Tanya</surname> <given-names>V. N.</given-names></name> <name><surname>Blaxter</surname> <given-names>M. M.</given-names></name></person-group> (<year>2014</year>). <article-title>Palaeosymbiosis revealed by genomic fossils of <italic>Wolbachia</italic> in a strongyloidean nematode.</article-title> <source><italic>PLoS Genet.</italic></source> <volume>10</volume>:<issue>e1004397</issue>. <pub-id pub-id-type="doi">10.1371/journal.pgen.1004397</pub-id> <pub-id pub-id-type="pmid">24901418</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Laslett</surname> <given-names>D.</given-names></name> <name><surname>Canback</surname> <given-names>B.</given-names></name></person-group> (<year>2004</year>). <article-title>ARAGORN, a program to detect tRNA genes and tmRNA genes in nucleotide sequences.</article-title> <source><italic>Nucleic Acids Res.</italic></source> <volume>32</volume> <fpage>11</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkh152</pub-id> <pub-id pub-id-type="pmid">14704338</pub-id></citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lefoulon</surname> <given-names>E.</given-names></name> <name><surname>Clark</surname> <given-names>T.</given-names></name> <name><surname>Guerrero</surname> <given-names>R.</given-names></name> <name><surname>Ca&#x00F1;izales</surname> <given-names>I.</given-names></name> <name><surname>Cardenas-Callirgos</surname> <given-names>J. M.</given-names></name> <name><surname>Junker</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>Diminutive, degraded but dissimilar: <italic>Wolbachia</italic> genomes from filarial nematodes do not conform to a single paradigm.</article-title> <source><italic>Microb. Genomics</italic></source> <volume>6</volume> <fpage>1</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1099/mgen.0.000487</pub-id> <pub-id pub-id-type="pmid">33295865</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>H.</given-names></name> <name><surname>Durbin</surname> <given-names>R.</given-names></name></person-group> (<year>2009</year>). <article-title>Fast and accurate short read alignment with burrows-wheeler transform.</article-title> <source><italic>Bioinformatics</italic></source> <volume>25</volume> <fpage>1754</fpage>&#x2013;<lpage>1760</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btp324</pub-id> <pub-id pub-id-type="pmid">19451168</pub-id></citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>H.</given-names></name> <name><surname>Handsaker</surname> <given-names>B.</given-names></name> <name><surname>Wysoker</surname> <given-names>A.</given-names></name> <name><surname>Fennell</surname> <given-names>T.</given-names></name> <name><surname>Ruan</surname> <given-names>J.</given-names></name> <name><surname>Homer</surname> <given-names>N.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>The sequence alignment/map format and samtools.</article-title> <source><italic>Bioinformatics</italic></source> <volume>25</volume> <fpage>2078</fpage>&#x2013;<lpage>2079</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btp352</pub-id> <pub-id pub-id-type="pmid">19505943</pub-id></citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>Z.</given-names></name> <name><surname>Carlow</surname> <given-names>C. K. S.</given-names></name></person-group> (<year>2012</year>). <article-title>Characterization of transcription factors that regulate the type IV secretion system and riboflavin biosynthesis in <italic>Wolbachia</italic> of <italic>Brugia</italic> malayi.</article-title> <source><italic>PLoS One</italic></source> <volume>7</volume>:<issue>e51597</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0051597</pub-id> <pub-id pub-id-type="pmid">23251587</pub-id></citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lindsey</surname> <given-names>A. R. I.</given-names></name></person-group> (<year>2020</year>). <article-title>Sensing, signaling, and secretion: a review and analysis of systems for regulating host interaction in <italic>wolbachia</italic>.</article-title> <source><italic>Genes (Basel)</italic></source> <volume>11</volume> <fpage>1</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.3390/genes11070813</pub-id> <pub-id pub-id-type="pmid">32708808</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>L&#x00F6;ytynoja</surname> <given-names>A.</given-names></name></person-group> (<year>2014</year>). <article-title>Phylogeny-aware alignment with PRANK.</article-title> <source><italic>Methods Mol. Biol.</italic></source> <volume>1079</volume> <fpage>155</fpage>&#x2013;<lpage>170</lpage>. <pub-id pub-id-type="doi">10.1007/978-1-62703-646-7_10</pub-id></citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luan</surname> <given-names>J.-B. B.</given-names></name> <name><surname>Chen</surname> <given-names>W.</given-names></name> <name><surname>Hasegawa</surname> <given-names>D. K.</given-names></name> <name><surname>Simmons</surname> <given-names>A. M.</given-names></name> <name><surname>Wintermantel</surname> <given-names>W. M.</given-names></name> <name><surname>Ling</surname> <given-names>K.-S. S.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Metabolic coevolution in the bacterial symbiosis of whiteflies and related plant sap-feeding insects.</article-title> <source><italic>Genome Biol. Evol.</italic></source> <volume>7</volume> <fpage>2635</fpage>&#x2013;<lpage>2647</lpage>. <pub-id pub-id-type="doi">10.1093/gbe/evv170</pub-id> <pub-id pub-id-type="pmid">26377567</pub-id></citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Luck</surname> <given-names>A. N.</given-names></name> <name><surname>Evans</surname> <given-names>C. C.</given-names></name> <name><surname>Riggs</surname> <given-names>M. D.</given-names></name> <name><surname>Foster</surname> <given-names>J. M.</given-names></name> <name><surname>Moorhead</surname> <given-names>A. R.</given-names></name> <name><surname>Slatko</surname> <given-names>B. E.</given-names></name><etal/></person-group> (<year>2014</year>). <article-title>Concurrent transcriptional profiling of <italic>Dirofilaria</italic> immitis and its <italic>Wolbachia</italic> endosymbiont throughout the nematode life cycle reveals coordinated gene expression.</article-title> <source><italic>BMC Genomics</italic></source> <volume>15</volume>:<issue>1041</issue>. <pub-id pub-id-type="doi">10.1186/1471-2164-15-1041</pub-id> <pub-id pub-id-type="pmid">25433394</pub-id></citation></ref>
<ref id="B64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Manzano-Mar&#x00ED;n</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>No evidence for <italic>Wolbachia</italic> as a nutritional co-obligate endosymbiont in the aphid <italic>Pentalonia</italic> nigronervosa.</article-title> <source><italic>Microbiome</italic></source> <volume>8</volume> <fpage>1</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1186/s40168-020-00865-2</pub-id> <pub-id pub-id-type="pmid">32443976</pub-id></citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Marella</surname> <given-names>H. H.</given-names></name> <name><surname>Nielsen</surname> <given-names>E.</given-names></name> <name><surname>Schachtman</surname> <given-names>D. P.</given-names></name> <name><surname>Taylor</surname> <given-names>C. G.</given-names></name></person-group> (<year>2013</year>). <article-title>The amino acid permeases AAP3 and AAP6 are involved in root-knot nematode parasitism of arabidopsis.</article-title> <source><italic>Mol. Plant-Microbe Interact.</italic></source> <volume>26</volume> <fpage>44</fpage>&#x2013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.1094/MPMI-05-12-0123-FI</pub-id> <pub-id pub-id-type="pmid">23194341</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Martinis</surname> <given-names>J.</given-names></name> <name><surname>Gas-Pascual</surname> <given-names>E.</given-names></name> <name><surname>Szydlowski</surname> <given-names>N.</given-names></name> <name><surname>Cr&#x00E8;vecoeur</surname> <given-names>M.</given-names></name> <name><surname>Gisler</surname> <given-names>A.</given-names></name> <name><surname>B&#x00FC;rkle</surname> <given-names>L.</given-names></name><etal/></person-group> (<year>2016</year>). <article-title>Long-distance transport of thiamine (vitamin b1) is concomitant with that of polyamines.</article-title> <source><italic>Plant Physiol.</italic></source> <volume>171</volume> <fpage>542</fpage>&#x2013;<lpage>553</lpage>. <pub-id pub-id-type="doi">10.1104/pp.16.00009</pub-id> <pub-id pub-id-type="pmid">27006489</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McCoy</surname> <given-names>A. J.</given-names></name> <name><surname>Adams</surname> <given-names>N. E.</given-names></name> <name><surname>Hudson</surname> <given-names>A. O.</given-names></name> <name><surname>Gilvarg</surname> <given-names>C.</given-names></name> <name><surname>Leustek</surname> <given-names>T.</given-names></name> <name><surname>Maurelli</surname> <given-names>A. T.</given-names></name></person-group> (<year>2006</year>). <article-title>L,L-diaminopimelate aminotransferase, a trans-kingdom enzyme shared by Chlamydia and plants for synthesis of diaminopimelate/lysine.</article-title> <source><italic>Proc. Natl. Acad. Sci. U.S.A.</italic></source> <volume>103</volume> <fpage>17909</fpage>&#x2013;<lpage>17914</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0608643103</pub-id> <pub-id pub-id-type="pmid">17093042</pub-id></citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McNulty</surname> <given-names>S. N.</given-names></name> <name><surname>Foster</surname> <given-names>J. M.</given-names></name> <name><surname>Mitreva</surname> <given-names>M.</given-names></name> <name><surname>Hotopp</surname> <given-names>J. C. D.</given-names></name> <name><surname>Martin</surname> <given-names>J.</given-names></name> <name><surname>Fischer</surname> <given-names>K.</given-names></name><etal/></person-group> (<year>2010</year>). <article-title>Endosymbiont DNA in endobacteria-free filarial nematodes indicates ancient horizontal genetic transfer.</article-title> <source><italic>PLoS One</italic></source> <volume>5</volume>:<issue>e11029</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0011029</pub-id> <pub-id pub-id-type="pmid">20543958</pub-id></citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mee</surname> <given-names>P. T.</given-names></name> <name><surname>Weeks</surname> <given-names>A. R.</given-names></name> <name><surname>Walker</surname> <given-names>P. J.</given-names></name> <name><surname>Hoffmann</surname> <given-names>A. A.</given-names></name> <name><surname>Duchemin</surname> <given-names>J. B.</given-names></name></person-group> (<year>2015</year>). <article-title>Detection of low-level Cardinium and <italic>Wolbachia</italic> infections in Culicoides.</article-title> <source><italic>Appl. Environ. Microbiol.</italic></source> <volume>81</volume> <fpage>6177</fpage>&#x2013;<lpage>6188</lpage>. <pub-id pub-id-type="doi">10.1128/AEM.01239-15</pub-id> <pub-id pub-id-type="pmid">26150447</pub-id></citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mondal</surname> <given-names>M.</given-names></name> <name><surname>Kundu</surname> <given-names>J. K.</given-names></name> <name><surname>Misra</surname> <given-names>K. K.</given-names></name></person-group> (<year>2016</year>). <article-title>Variation in lipid and fatty acid uptake among nematode and cestode parasites and their host, domestic fowl: host&#x2013;parasite interaction.</article-title> <source><italic>J. Parasit. Dis.</italic></source> <volume>40</volume> <fpage>1494</fpage>&#x2013;<lpage>1518</lpage>. <pub-id pub-id-type="doi">10.1007/s12639-015-0718-5</pub-id> <pub-id pub-id-type="pmid">27876973</pub-id></citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moran</surname> <given-names>N. A.</given-names></name> <name><surname>McCutcheon</surname> <given-names>J. P.</given-names></name> <name><surname>Nakabachi</surname> <given-names>A.</given-names></name></person-group> (<year>2008</year>). <article-title>Genomics and evolution of heritable bacterial symbionts.</article-title> <source><italic>Annu. Rev. Genet.</italic></source> <volume>42</volume> <fpage>165</fpage>&#x2013;<lpage>190</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.genet.41.110306.130119</pub-id> <pub-id pub-id-type="pmid">18983256</pub-id></citation></ref>
<ref id="B72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moriyama</surname> <given-names>M.</given-names></name> <name><surname>Nikoh</surname> <given-names>N.</given-names></name> <name><surname>Hosokawa</surname> <given-names>T.</given-names></name> <name><surname>Fukatsu</surname> <given-names>T.</given-names></name></person-group> (<year>2015</year>). <article-title>Riboflavin provisioning underlies <italic>wolbachia</italic>&#x2019;s fitness contribution to its insect host.</article-title> <source><italic>MBio</italic></source> <volume>6</volume> <fpage>e1732</fpage>&#x2013;<lpage>e1715</lpage>. <pub-id pub-id-type="doi">10.1128/mBio.01732-15</pub-id> <pub-id pub-id-type="pmid">26556278</pub-id></citation></ref>
<ref id="B73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Myers</surname> <given-names>K. N.</given-names></name> <name><surname>Conn</surname> <given-names>D.</given-names></name> <name><surname>Brown</surname> <given-names>A. M. V.</given-names></name></person-group> (<year>2021</year>). <article-title>Essential amino acid enrichment and positive selection highlight endosymbiont&#x2019;s role in a global virus-vectoring pest.</article-title> <source><italic>Msystems</italic></source> <volume>6</volume> <fpage>1</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1128/msystems.01048-20</pub-id> <pub-id pub-id-type="pmid">33531407</pub-id></citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>N&#x00E6;rdal</surname> <given-names>I.</given-names></name> <name><surname>Netzer</surname> <given-names>R.</given-names></name> <name><surname>Ellingsen</surname> <given-names>T. E.</given-names></name> <name><surname>Brautaset</surname> <given-names>T.</given-names></name></person-group> (<year>2011</year>). <article-title>Analysis and manipulation of aspartate pathway genes for L-lysine overproduction from methanol by <italic>Bacillus methanolicus</italic>.</article-title> <source><italic>Appl. Environ. Microbiol.</italic></source> <volume>77</volume> <fpage>6020</fpage>&#x2013;<lpage>6026</lpage>. <pub-id pub-id-type="doi">10.1128/AEM.05093-11</pub-id> <pub-id pub-id-type="pmid">21724876</pub-id></citation></ref>
<ref id="B75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>N&#x00E1;varov&#x00E1;</surname> <given-names>H.</given-names></name> <name><surname>Bernsdorff</surname> <given-names>F.</given-names></name> <name><surname>D&#x00F6;ring</surname> <given-names>A. C.</given-names></name> <name><surname>Zeier</surname> <given-names>J.</given-names></name></person-group> (<year>2013</year>). <article-title>Pipecolic acid, an endogenous mediator of defense amplification and priming, is a critical regulator of inducible plant immunity.</article-title> <source><italic>Plant Cell</italic></source> <volume>24</volume> <fpage>5123</fpage>&#x2013;<lpage>5141</lpage>. <pub-id pub-id-type="doi">10.1105/tpc.112.103564</pub-id> <pub-id pub-id-type="pmid">23221596</pub-id></citation></ref>
<ref id="B76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Neshich</surname> <given-names>I. A.</given-names></name> <name><surname>Kiyota</surname> <given-names>E.</given-names></name> <name><surname>Arruda</surname> <given-names>P.</given-names></name></person-group> (<year>2013</year>). <article-title>Genome-wide analysis of lysine catabolism in bacteria reveals new connections with osmotic stress resistance.</article-title> <source><italic>ISME J.</italic></source> <volume>7</volume> <fpage>2400</fpage>&#x2013;<lpage>2410</lpage>. <pub-id pub-id-type="doi">10.1038/ismej.2013.123</pub-id> <pub-id pub-id-type="pmid">23887172</pub-id></citation></ref>
<ref id="B77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nicol</surname> <given-names>J. M.</given-names></name> <name><surname>Turner</surname> <given-names>S. J.</given-names></name> <name><surname>Coyne</surname> <given-names>D. L.</given-names></name> <name><surname>Nijs</surname> <given-names>L.</given-names></name> <name><surname>den Hockland</surname> <given-names>S.</given-names></name> <name><surname>Tahna Maafi</surname> <given-names>Z.</given-names></name></person-group> (<year>2011</year>). in <source><italic>Genomics and Molecular Genetics of Plant-Nematode Interactions</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>Jones</surname> <given-names>J. T.</given-names></name> <name><surname>Gheysen</surname> <given-names>G.</given-names></name> <name><surname>Fenoll Heidelberg</surname> <given-names>C.</given-names></name></person-group> (<publisher-loc>New York, NY</publisher-loc>: <publisher-name>Springer</publisher-name>), <pub-id pub-id-type="doi">10.1007/978-94-007-0434-3</pub-id></citation></ref>
<ref id="B78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nikoh</surname> <given-names>N.</given-names></name> <name><surname>Hosokawa</surname> <given-names>T.</given-names></name> <name><surname>Moriyama</surname> <given-names>M.</given-names></name> <name><surname>Oshima</surname> <given-names>K.</given-names></name> <name><surname>Hattori</surname> <given-names>M.</given-names></name> <name><surname>Fukatsu</surname> <given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>Evolutionary origin of insect-<italic>Wolbachia</italic> nutritional mutualism.</article-title> <source><italic>Proc. Natl. Acad. Sci.</italic></source> <volume>111</volume> <fpage>10257</fpage>&#x2013;<lpage>10262</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1409284111</pub-id> <pub-id pub-id-type="pmid">24982177</pub-id></citation></ref>
<ref id="B79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Noel</surname> <given-names>G. R.</given-names></name> <name><surname>Atibalentja</surname> <given-names>N.</given-names></name></person-group> (<year>2006</year>). <article-title>&#x201C;Candidatus Paenicardinium endonii&#x201D; an endosymbiont of the plant-parasitic nematode <italic>Heterodera glycines</italic> (<italic>Nemata</italic>: tylenchida), affiliated to the phylum bacteroidetes.</article-title> <source><italic>Int. J. Syst. Evol. Microbiol.</italic></source> <volume>56</volume> <fpage>1697</fpage>&#x2013;<lpage>1702</lpage>. <pub-id pub-id-type="doi">10.1099/ijs.0.64234-0</pub-id> <pub-id pub-id-type="pmid">16825653</pub-id></citation></ref>
<ref id="B80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nov&#x00E1;kov&#x00E1;</surname> <given-names>E.</given-names></name> <name><surname>Moran</surname> <given-names>N. A.</given-names></name></person-group> (<year>2012</year>). <article-title>Diversification of genes for carotenoid biosynthesis in aphids following an ancient transfer from a fungus.</article-title> <source><italic>Mol. Biol. Evol.</italic></source> <volume>29</volume> <fpage>313</fpage>&#x2013;<lpage>323</lpage>. <pub-id pub-id-type="doi">10.1093/molbev/msr206</pub-id> <pub-id pub-id-type="pmid">21878683</pub-id></citation></ref>
<ref id="B81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nurk</surname> <given-names>S.</given-names></name> <name><surname>Meleshko</surname> <given-names>D.</given-names></name> <name><surname>Korobeynikov</surname> <given-names>A.</given-names></name> <name><surname>Pevzner</surname> <given-names>P. A.</given-names></name></person-group> (<year>2017</year>). <article-title>MetaSPAdes: a new versatile metagenomic assembler.</article-title> <source><italic>Genome Res.</italic></source> <volume>27</volume> <fpage>824</fpage>&#x2013;<lpage>834</lpage>. <pub-id pub-id-type="doi">10.1101/gr.213959.116</pub-id> <pub-id pub-id-type="pmid">28298430</pub-id></citation></ref>
<ref id="B82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Page</surname> <given-names>A. J.</given-names></name> <name><surname>Cummins</surname> <given-names>C. A.</given-names></name> <name><surname>Hunt</surname> <given-names>M.</given-names></name> <name><surname>Wong</surname> <given-names>V. K.</given-names></name> <name><surname>Reuter</surname> <given-names>S.</given-names></name> <name><surname>Holden</surname> <given-names>M. T. G.</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>Roary: rapid large-scale prokaryote pan genome analysis.</article-title> <source><italic>Bioinformatics</italic></source> <volume>31</volume> <fpage>3691</fpage>&#x2013;<lpage>3693</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btv421</pub-id> <pub-id pub-id-type="pmid">26198102</pub-id></citation></ref>
<ref id="B83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Palomares-Rius</surname> <given-names>J. E.</given-names></name> <name><surname>Archidona-Yuste</surname> <given-names>A.</given-names></name> <name><surname>Cantalapiedra-Navarrete</surname> <given-names>C.</given-names></name> <name><surname>Prieto</surname> <given-names>P.</given-names></name> <name><surname>Castillo</surname> <given-names>P.</given-names></name></person-group> (<year>2016</year>). <article-title>Molecular diversity of bacterial endosymbionts associated with dagger nematodes of the genus <italic>Xiphinema</italic> (<italic>Nematoda</italic>: Longidoridae) reveals a high degree of phylogenetic congruence with their host.</article-title> <source><italic>Mol. Ecol.</italic></source> <volume>25</volume> <fpage>6225</fpage>&#x2013;<lpage>6247</lpage>. <pub-id pub-id-type="doi">10.1111/mec.13904</pub-id> <pub-id pub-id-type="pmid">27813204</pub-id></citation></ref>
<ref id="B84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Palomares-Rius</surname> <given-names>J. E.</given-names></name> <name><surname>Guti&#x00E9;rrez-Guti&#x00E9;rrez</surname> <given-names>C.</given-names></name> <name><surname>Mota</surname> <given-names>M.</given-names></name> <name><surname>Bert</surname> <given-names>W.</given-names></name> <name><surname>Claeys</surname> <given-names>M.</given-names></name> <name><surname>Yushin</surname> <given-names>V. V.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>Candidatus Xiphinematincola pachtaicus&#x201D; gen. Nov., sp. nov., an endosymbiotic bacterium associated with nematode species of the genus Xiphinema (Nematoda, Longidoridae).</article-title> <source><italic>Int. J. Syst. Evol. Microbiol</italic></source> <volume>71</volume>:<issue>004888</issue>. <pub-id pub-id-type="doi">10.1099/ijsem.0.004888</pub-id> <pub-id pub-id-type="pmid">34287117</pub-id></citation></ref>
<ref id="B85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parks</surname> <given-names>D. H.</given-names></name> <name><surname>Imelfort</surname> <given-names>M.</given-names></name> <name><surname>Skennerton</surname> <given-names>C. T.</given-names></name> <name><surname>Hugenholtz</surname> <given-names>P.</given-names></name> <name><surname>Tyson</surname> <given-names>G. W.</given-names></name></person-group> (<year>2015</year>). <article-title>CheckM: Assessing the quality of microbial genomes recovered from isolates, single cells, and metagenomes.</article-title> <source><italic>Genome Res.</italic></source> <volume>25</volume> <fpage>1043</fpage>&#x2013;<lpage>1055</lpage>. <pub-id pub-id-type="doi">10.1101/gr.186072.114</pub-id> <pub-id pub-id-type="pmid">25977477</pub-id></citation></ref>
<ref id="B86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pratelli</surname> <given-names>R.</given-names></name> <name><surname>Pilot</surname> <given-names>G.</given-names></name></person-group> (<year>2014</year>). <article-title>Regulation of amino acid metabolic enzymes and transporters in plants.</article-title> <source><italic>J. Exp. Bot.</italic></source> <volume>65</volume> <fpage>5535</fpage>&#x2013;<lpage>5556</lpage>. <pub-id pub-id-type="doi">10.1093/jxb/eru320</pub-id> <pub-id pub-id-type="pmid">25114014</pub-id></citation></ref>
<ref id="B87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Price</surname> <given-names>M. N.</given-names></name> <name><surname>Dehal</surname> <given-names>P. S.</given-names></name> <name><surname>Arkin</surname> <given-names>A. P.</given-names></name></person-group> (<year>2010</year>). <article-title>FastTree 2 - approximately maximum-likelihood trees for large alignments.</article-title> <source><italic>PLoS One</italic></source> <volume>5</volume>:<issue>e9490</issue>. <pub-id pub-id-type="doi">10.1371/journal.pone.0009490</pub-id> <pub-id pub-id-type="pmid">20224823</pub-id></citation></ref>
<ref id="B88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rao</surname> <given-names>A. U.</given-names></name> <name><surname>Carta</surname> <given-names>L. K.</given-names></name> <name><surname>Lesuisse</surname> <given-names>E.</given-names></name> <name><surname>Hamza</surname> <given-names>I.</given-names></name></person-group> (<year>2005</year>). <article-title>Lack of heme synthesis in a free-living eukaryote.</article-title> <source><italic>Proc. Natl. Acad. Sci. U.S.A.</italic></source> <volume>102</volume> <fpage>4270</fpage>&#x2013;<lpage>4275</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0500877102</pub-id> <pub-id pub-id-type="pmid">15767563</pub-id></citation></ref>
<ref id="B89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Renvois&#x00E9;</surname> <given-names>A.</given-names></name> <name><surname>Merhej</surname> <given-names>V.</given-names></name> <name><surname>Georgiades</surname> <given-names>K.</given-names></name> <name><surname>Raoult</surname> <given-names>D.</given-names></name></person-group> (<year>2011</year>). <article-title>Intracellular rickettsiales: insights into manipulators of eukaryotic cells.</article-title> <source><italic>Trends Mol. Med.</italic></source> <volume>17</volume> <fpage>573</fpage>&#x2013;<lpage>583</lpage>. <pub-id pub-id-type="doi">10.1016/j.molmed.2011.05.009</pub-id> <pub-id pub-id-type="pmid">21763202</pub-id></citation></ref>
<ref id="B90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rodionov</surname> <given-names>D. A.</given-names></name> <name><surname>Vitreschak</surname> <given-names>A. G.</given-names></name> <name><surname>Mironov</surname> <given-names>A. A.</given-names></name> <name><surname>Gelfand</surname> <given-names>M. S.</given-names></name></person-group> (<year>2003</year>). <article-title>Regulation of lysine biosynthesis and transport genes in bacteria: yet another RNA riboswitch?</article-title> <source><italic>Nucleic Acids Res.</italic></source> <volume>31</volume> <fpage>6748</fpage>&#x2013;<lpage>6757</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkg900</pub-id> <pub-id pub-id-type="pmid">14627808</pub-id></citation></ref>
<ref id="B91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ronquist</surname> <given-names>F.</given-names></name> <name><surname>Teslenko</surname> <given-names>M.</given-names></name> <name><surname>Van Der Mark</surname> <given-names>P.</given-names></name> <name><surname>Ayres</surname> <given-names>D. L.</given-names></name> <name><surname>Darling</surname> <given-names>A.</given-names></name> <name><surname>H&#x00F6;hna</surname> <given-names>S.</given-names></name><etal/></person-group> (<year>2012</year>). <article-title>MrBayes 3.2: Efficient bayesian phylogenetic inference and model choice across a large model space.</article-title> <source><italic>Syst. Biol.</italic></source> <volume>61</volume> <fpage>539</fpage>&#x2013;<lpage>542</lpage>. <pub-id pub-id-type="doi">10.1093/sysbio/sys029</pub-id> <pub-id pub-id-type="pmid">22357727</pub-id></citation></ref>
<ref id="B92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rota-Stabelli</surname> <given-names>O.</given-names></name> <name><surname>Daley</surname> <given-names>A. C.</given-names></name> <name><surname>Pisani</surname> <given-names>D.</given-names></name></person-group> (<year>2013</year>). <article-title>Molecular timetrees reveal a cambrian colonization of land and a new scenario for ecdysozoan evolution.</article-title> <source><italic>Curr. Biol.</italic></source> <volume>23</volume> <fpage>392</fpage>&#x2013;<lpage>398</lpage>. <pub-id pub-id-type="doi">10.1016/j.cub.2013.01.026</pub-id> <pub-id pub-id-type="pmid">23375891</pub-id></citation></ref>
<ref id="B93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scholz</surname> <given-names>M.</given-names></name> <name><surname>Albanese</surname> <given-names>D.</given-names></name> <name><surname>Tuohy</surname> <given-names>K.</given-names></name> <name><surname>Donati</surname> <given-names>C.</given-names></name> <name><surname>Segata</surname> <given-names>N.</given-names></name> <name><surname>Rota-Stabelli</surname> <given-names>O.</given-names></name></person-group> (<year>2020</year>). <article-title>Large scale genome reconstructions illuminate <italic>Wolbachia</italic> evolution.</article-title> <source><italic>Nat. Commun</italic></source> <volume>11</volume>:<issue>5235</issue>. <pub-id pub-id-type="doi">10.1038/s41467-020-19016-0</pub-id> <pub-id pub-id-type="pmid">33067437</pub-id></citation></ref>
<ref id="B94"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seaver</surname> <given-names>S. M. D.</given-names></name> <name><surname>Liu</surname> <given-names>F.</given-names></name> <name><surname>Zhang</surname> <given-names>Q.</given-names></name> <name><surname>Jeffryes</surname> <given-names>J.</given-names></name> <name><surname>Faria</surname> <given-names>J. P.</given-names></name> <name><surname>Edirisinghe</surname> <given-names>J. N.</given-names></name><etal/></person-group> (<year>2021</year>). <article-title>The ModelSEED biochemistry database for the integration of metabolic annotations and the reconstruction, comparison and analysis of metabolic models for plants, fungi and microbes.</article-title> <source><italic>Nucleic Acids Res.</italic></source> <volume>49</volume> <fpage>D575</fpage>&#x2013;<lpage>D588</lpage>. <pub-id pub-id-type="doi">10.1093/nar/gkaa746</pub-id> <pub-id pub-id-type="pmid">32986834</pub-id></citation></ref>
<ref id="B95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Seemann</surname> <given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>Prokka: rapid prokaryotic genome annotation</article-title>. <source><italic>Bioinformatics</italic></source> <volume>30</volume>, <fpage>2068</fpage>&#x2013;<lpage>2069</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btu153</pub-id> <pub-id pub-id-type="pmid">24642063</pub-id></citation></ref>
<ref id="B96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sievers</surname> <given-names>F.</given-names></name> <name><surname>Wilm</surname> <given-names>A.</given-names></name> <name><surname>Dineen</surname> <given-names>D.</given-names></name> <name><surname>Gibson</surname> <given-names>T. J.</given-names></name> <name><surname>Karplus</surname> <given-names>K.</given-names></name> <name><surname>Li</surname> <given-names>W.</given-names></name><etal/></person-group> (<year>2011</year>). <article-title>Fast, scalable generation of high-quality protein multiple sequence alignments using clustal omega.</article-title> <source><italic>Mol. Syst. Biol.</italic></source> <volume>7</volume> <issue>539</issue>. <pub-id pub-id-type="doi">10.1038/msb.2011.75</pub-id> <pub-id pub-id-type="pmid">21988835</pub-id></citation></ref>
<ref id="B97"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Slatko</surname> <given-names>B. E.</given-names></name> <name><surname>Taylor</surname> <given-names>M. J.</given-names></name> <name><surname>Foster</surname> <given-names>J. M.</given-names></name></person-group> (<year>2010</year>). <article-title>The <italic>Wolbachia</italic> endosymbiont as an anti-filarial nematode target.</article-title> <source><italic>Symbiosis</italic></source> <volume>51</volume> <fpage>55</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1007/s13199-010-0067-1</pub-id> <pub-id pub-id-type="pmid">20730111</pub-id></citation></ref>
<ref id="B98"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sloan</surname> <given-names>S.</given-names></name> <name><surname>Jenvey</surname> <given-names>C. J.</given-names></name> <name><surname>Piedrafita</surname> <given-names>D.</given-names></name> <name><surname>Preston</surname> <given-names>S.</given-names></name> <name><surname>Stear</surname> <given-names>M. J.</given-names></name></person-group> (<year>2021</year>). <article-title>Comparative evaluation of different molecular methods for DNA extraction from individual Teladorsagia circumcincta nematodes.</article-title> <source><italic>BMC Biotechnol.</italic></source> <volume>21</volume>:<issue>35</issue>. <pub-id pub-id-type="doi">10.1186/s12896-021-00695-6</pub-id> <pub-id pub-id-type="pmid">34001079</pub-id></citation></ref>
<ref id="B99"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stamatakis</surname> <given-names>A.</given-names></name></person-group> (<year>2014</year>). <article-title>RAxML version 8: A tool for phylogenetic analysis and post-analysis of large phylogenies.</article-title> <source><italic>Bioinformatics</italic></source> <volume>30</volume> <fpage>1312</fpage>&#x2013;<lpage>1313</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btu033</pub-id> <pub-id pub-id-type="pmid">24451623</pub-id></citation></ref>
<ref id="B100"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Taylor</surname> <given-names>M. J.</given-names></name> <name><surname>Hoerauf</surname> <given-names>A.</given-names></name></person-group> (<year>1999</year>). <article-title><italic>Wolbachia</italic> bacteria of filarial nematodes.</article-title> <source><italic>Parasitol. Today</italic></source> <volume>15</volume> <fpage>437</fpage>&#x2013;<lpage>442</lpage>. <pub-id pub-id-type="doi">10.1016/S0169-4758(99)01533-1</pub-id></citation></ref>
<ref id="B101"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Taylor</surname> <given-names>M.</given-names></name> <name><surname>Mediannikov</surname> <given-names>O.</given-names></name> <name><surname>Raoult</surname> <given-names>D.</given-names></name> <name><surname>Greub</surname> <given-names>G.</given-names></name></person-group> (<year>2012</year>). <article-title>Endosymbiotic bacteria associated with nematodes, ticks and amoebae.</article-title> <source><italic>FEMS Immunol. Med. Microbiol.</italic></source> <volume>64</volume> <fpage>21</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1111/j.1574-695X.2011.00916.x</pub-id> <pub-id pub-id-type="pmid">22126456</pub-id></citation></ref>
<ref id="B102"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Topalovi&#x0107;</surname> <given-names>O.</given-names></name> <name><surname>Vesterg&#x00E5;rd</surname> <given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Can microorganisms assist the survival and parasitism of plant-parasitic nematodes?</article-title> <source><italic>Trends Parasitol.</italic></source> <volume>37</volume> <fpage>947</fpage>&#x2013;<lpage>958</lpage>. <pub-id pub-id-type="doi">10.1016/j.pt.2021.05.007</pub-id> <pub-id pub-id-type="pmid">34162521</pub-id></citation></ref>
<ref id="B103"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Uribe-Alvarez</surname> <given-names>C.</given-names></name> <name><surname>Chiquete-F&#x00E9;lix</surname> <given-names>N.</given-names></name> <name><surname>Morales-Garc&#x00ED;a</surname> <given-names>L.</given-names></name> <name><surname>Boh&#x00F3;rquez-Hern&#x00E1;ndez</surname> <given-names>A.</given-names></name> <name><surname>Delgado-Buenrostro</surname> <given-names>N. L.</given-names></name> <name><surname>Vaca</surname> <given-names>L.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title><italic>Wolbachia</italic> pipientis grows in Saccharomyces cerevisiae evoking early death of the host and deregulation of mitochondrial metabolism.</article-title> <source><italic>Microbiologyopen</italic></source> <volume>8</volume> <fpage>1</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1002/mbo3.675</pub-id> <pub-id pub-id-type="pmid">29897678</pub-id></citation></ref>
<ref id="B104"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vandekerckhove</surname> <given-names>T. T. M.</given-names></name> <name><surname>Willems</surname> <given-names>A.</given-names></name> <name><surname>Gillis</surname> <given-names>M.</given-names></name> <name><surname>Coomans</surname> <given-names>A.</given-names></name></person-group> (<year>2000</year>). <article-title>Occurrence of novel verrucomicrobial species, endosymbiotic and associated with parthenogenesis in Xiphinema americanum-group species (<italic>Nematoda.</italic> Longidoridae).</article-title> <source><italic>Int. J. Syst. Evol. Microbiol.</italic></source> <volume>50</volume> <fpage>2197</fpage>&#x2013;<lpage>2205</lpage>. <pub-id pub-id-type="doi">10.1099/00207713-50-6-2197</pub-id> <pub-id pub-id-type="pmid">11155997</pub-id></citation></ref>
<ref id="B105"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vieira</surname> <given-names>P.</given-names></name> <name><surname>Gleason</surname> <given-names>C.</given-names></name></person-group> (<year>2019</year>). <article-title>Plant-parasitic nematode effectors &#x2013;insights into their diversity and new tools for their identification.</article-title> <source><italic>Curr. Opin. Plant Biol.</italic></source> <volume>50</volume> <fpage>37</fpage>&#x2013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1016/j.pbi.2019.02.007</pub-id> <pub-id pub-id-type="pmid">30921686</pub-id></citation></ref>
<ref id="B106"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vollmer</surname> <given-names>J.</given-names></name> <name><surname>Schiefer</surname> <given-names>A.</given-names></name> <name><surname>Schneider</surname> <given-names>T.</given-names></name> <name><surname>J&#x00FC;licher</surname> <given-names>K.</given-names></name> <name><surname>Johnston</surname> <given-names>K. L.</given-names></name> <name><surname>Taylor</surname> <given-names>M. J.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>Requirement of lipid II biosynthesis for cell division in cell wall-less <italic>Wolbachia</italic>, endobacteria of arthropods and filarial nematodes.</article-title> <source><italic>Int. J. Med. Microbiol.</italic></source> <volume>303</volume> <fpage>140</fpage>&#x2013;<lpage>149</lpage>. <pub-id pub-id-type="doi">10.1016/j.ijmm.2013.01.002</pub-id> <pub-id pub-id-type="pmid">23517690</pub-id></citation></ref>
<ref id="B107"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Waeyenberge</surname> <given-names>L.</given-names></name> <name><surname>de Sutter</surname> <given-names>N.</given-names></name> <name><surname>Viaene</surname> <given-names>N.</given-names></name> <name><surname>Haegeman</surname> <given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>New insights into nematode DNA-metabarcoding as revealed by the characterization of artificial and spiked nematode communities.</article-title> <source><italic>Diversity</italic></source> <volume>11</volume> <fpage>1</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.3390/d11040052</pub-id></citation></ref>
<ref id="B108"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wasala</surname> <given-names>S. K.</given-names></name> <name><surname>Brown</surname> <given-names>A. M. V.</given-names></name> <name><surname>Kang</surname> <given-names>J.</given-names></name> <name><surname>Howe</surname> <given-names>D. K.</given-names></name> <name><surname>Peetz</surname> <given-names>A. B.</given-names></name> <name><surname>Zasada</surname> <given-names>I. A.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>Variable abundance and distribution of <italic>wolbachia</italic> and cardinium endosymbionts in plant-parasitic nematode field populations.</article-title> <source><italic>Front. Microbiol.</italic></source> <volume>10</volume>:<issue>964</issue>. <pub-id pub-id-type="doi">10.3389/fmicb.2019.00964</pub-id> <pub-id pub-id-type="pmid">31134014</pub-id></citation></ref>
<ref id="B109"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Werren</surname> <given-names>J. H.</given-names></name></person-group> (<year>1997</year>). <article-title>Biology of <italic>Wolbachia</italic>.</article-title> <source><italic>Annu. Rev. Entomol.</italic></source> <volume>42</volume> <fpage>587</fpage>&#x2013;<lpage>609</lpage>. <pub-id pub-id-type="doi">10.1146/annurev.ento.42.1.587</pub-id> <pub-id pub-id-type="pmid">15012323</pub-id></citation></ref>
<ref id="B110"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Werren</surname> <given-names>J. H.</given-names></name> <name><surname>Baldo</surname> <given-names>L.</given-names></name> <name><surname>Clark</surname> <given-names>M. E.</given-names></name></person-group> (<year>2008</year>). <article-title><italic>Wolbachia</italic>: master manipulators of invertebrate biology.</article-title> <source><italic>Nat. Rev. Microbiol.</italic></source> <volume>6</volume> <fpage>741</fpage>&#x2013;<lpage>751</lpage>. <pub-id pub-id-type="doi">10.1038/nrmicro1969</pub-id> <pub-id pub-id-type="pmid">18794912</pub-id></citation></ref>
<ref id="B111"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>B.</given-names></name> <name><surname>Novelli</surname> <given-names>J.</given-names></name> <name><surname>Foster</surname> <given-names>J.</given-names></name> <name><surname>Vaisvila</surname> <given-names>R.</given-names></name> <name><surname>Conway</surname> <given-names>L.</given-names></name> <name><surname>Ingram</surname> <given-names>J.</given-names></name><etal/></person-group> (<year>2009</year>). <article-title>The heme biosynthetic pathway of the obligate <italic>Wolbachia</italic> endosymbiont of <italic>Brugia</italic> malayi as a potential anti-filarial drug target.</article-title> <source><italic>PLoS Negl. Trop. Dis.</italic></source> <volume>3</volume>:<issue>e475</issue>. <pub-id pub-id-type="doi">10.1371/journal.pntd.0000475</pub-id> <pub-id pub-id-type="pmid">19597542</pub-id></citation></ref>
<ref id="B112"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>B.</given-names></name> <name><surname>Novelli</surname> <given-names>J.</given-names></name> <name><surname>Jiang</surname> <given-names>D.</given-names></name> <name><surname>Dailey</surname> <given-names>H. A.</given-names></name> <name><surname>Landmann</surname> <given-names>F.</given-names></name> <name><surname>Ford</surname> <given-names>L.</given-names></name><etal/></person-group> (<year>2013</year>). <article-title>Interdomain lateral gene transfer of an essential ferrochelatase gene in human parasitic nematodes.</article-title> <source><italic>Proc. Natl. Acad. Sci. U.S.A.</italic></source> <volume>110</volume> <fpage>7748</fpage>&#x2013;<lpage>7753</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1304049110</pub-id> <pub-id pub-id-type="pmid">23610429</pub-id></citation></ref>
<ref id="B113"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname> <given-names>M.</given-names></name> <name><surname>Sun</surname> <given-names>L. V.</given-names></name> <name><surname>Vamathevan</surname> <given-names>J.</given-names></name> <name><surname>Riegler</surname> <given-names>M.</given-names></name> <name><surname>Deboy</surname> <given-names>R.</given-names></name> <name><surname>Brownlie</surname> <given-names>J. C.</given-names></name><etal/></person-group> (<year>2004</year>). <article-title>Phylogenomics of the reproductive parasite <italic>Wolbachia</italic> pipientis wmel: a streamlined genome overrun by mobile genetic elements.</article-title> <source><italic>PLoS Biol.</italic></source> <volume>2</volume>:<issue>E69</issue>. <pub-id pub-id-type="doi">10.1371/journal.pbio.0020069</pub-id> <pub-id pub-id-type="pmid">15024419</pub-id></citation></ref>
<ref id="B114"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xu</surname> <given-names>J.</given-names></name> <name><surname>Han</surname> <given-names>M.</given-names></name> <name><surname>Ren</surname> <given-names>X.</given-names></name> <name><surname>Zhang</surname> <given-names>W.</given-names></name></person-group> (<year>2016</year>). <article-title>Modification of aspartokinase III and dihydrodipicolinate synthetase increases the production of L-lysine in <italic>Escherichia coli</italic>.</article-title> <source><italic>Biochem. Eng. J.</italic></source> <volume>114</volume> <fpage>79</fpage>&#x2013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.1016/j.bej.2016.06.025</pub-id></citation></ref>
<ref id="B115"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>H.</given-names></name> <name><surname>Ludewig</surname> <given-names>U.</given-names></name></person-group> (<year>2014</year>). <article-title>Lysine catabolism, amino acid transport, and systemic acquired resistance: what is the link?</article-title> <source><italic>Plant Signal. Behav.</italic></source> <volume>9</volume>:<issue>e28933</issue>. <pub-id pub-id-type="doi">10.4161/psb.28933</pub-id> <pub-id pub-id-type="pmid">25763483</pub-id></citation></ref>
<ref id="B116"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>H.</given-names></name> <name><surname>Postel</surname> <given-names>S.</given-names></name> <name><surname>Kemmerling</surname> <given-names>B.</given-names></name> <name><surname>Ludewig</surname> <given-names>U.</given-names></name></person-group> (<year>2014</year>). <article-title>Altered growth and improved resistance of Arabidopsis against <italic>Pseudomonas</italic> syringae by overexpression of the basic amino acid transporter Atcat1.</article-title> <source><italic>Plant, Cell Environ.</italic></source> <volume>37</volume> <fpage>1404</fpage>&#x2013;<lpage>1414</lpage>. <pub-id pub-id-type="doi">10.1111/pce.12244</pub-id> <pub-id pub-id-type="pmid">24895758</pub-id></citation></ref>
<ref id="B117"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ze&#x010D;i&#x0107;</surname> <given-names>A.</given-names></name> <name><surname>Dhondt</surname> <given-names>I.</given-names></name> <name><surname>Braeckman</surname> <given-names>B. P.</given-names></name></person-group> (<year>2019</year>). <article-title>The nutritional requirements of <italic>Caenorhabditis</italic> elegans.</article-title> <source><italic>Genes Nutr.</italic></source> <volume>14</volume> <fpage>1</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1186/s12263-019-0637-7</pub-id> <pub-id pub-id-type="pmid">31080524</pub-id></citation></ref>
<ref id="B118"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>J.</given-names></name> <name><surname>Kobert</surname> <given-names>K.</given-names></name> <name><surname>Flouri</surname> <given-names>T.</given-names></name> <name><surname>Stamatakis</surname> <given-names>A.</given-names></name></person-group> (<year>2014</year>). <article-title>PEAR: a fast and accurate Illumina Paired-end read merger.</article-title> <source><italic>Bioinformatics</italic></source> <volume>30</volume> <fpage>614</fpage>&#x2013;<lpage>620</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btt593</pub-id> <pub-id pub-id-type="pmid">24142950</pub-id></citation></ref>
<ref id="B119"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Li</surname> <given-names>J.</given-names></name> <name><surname>Zhao</surname> <given-names>X. Q.</given-names></name> <name><surname>Wang</surname> <given-names>J.</given-names></name> <name><surname>Wong</surname> <given-names>G. K. S.</given-names></name> <name><surname>Yu</surname> <given-names>J.</given-names></name></person-group> (<year>2006</year>). <article-title>KaKs_calculator: calculating ka and ks through model selection and model averaging.</article-title> <source><italic>Genomics Proteomics Bioinforma</italic></source> <volume>4</volume> <fpage>259</fpage>&#x2013;<lpage>263</lpage>. <pub-id pub-id-type="doi">10.1016/S1672-0229(07)60007-2</pub-id></citation></ref>
<ref id="B120"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zheng</surname> <given-names>F.</given-names></name> <name><surname>Zhu</surname> <given-names>D.</given-names></name> <name><surname>Chen</surname> <given-names>Q. L.</given-names></name> <name><surname>Bi</surname> <given-names>Q. F.</given-names></name> <name><surname>Yang</surname> <given-names>X. R.</given-names></name> <name><surname>O&#x2019;Connor</surname> <given-names>P.</given-names></name><etal/></person-group> (<year>2020</year>). <article-title>The driving factors of nematode gut microbiota under long-term fertilization.</article-title> <source><italic>FEMS Microbiol. Ecol.</italic></source> <volume>96</volume> <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1093/femsec/fiaa037</pub-id> <pub-id pub-id-type="pmid">32166316</pub-id></citation></ref>
<ref id="B121"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname> <given-names>J.</given-names></name> <name><surname>Wang</surname> <given-names>X.</given-names></name> <name><surname>Wang</surname> <given-names>M.</given-names></name> <name><surname>Chang</surname> <given-names>Y.</given-names></name> <name><surname>Zhang</surname> <given-names>F.</given-names></name> <name><surname>Ban</surname> <given-names>Z.</given-names></name><etal/></person-group> (<year>2019</year>). <article-title>The lysine catabolite saccharopine impairs development by disrupting mitochondrial homeostasis.</article-title> <source><italic>J. Cell Biol.</italic></source> <volume>218</volume> <fpage>580</fpage>&#x2013;<lpage>597</lpage>. <pub-id pub-id-type="doi">10.1083/jcb.201807204</pub-id> <pub-id pub-id-type="pmid">30573525</pub-id></citation></ref>
</ref-list>
<fn-group>
<fn id="footnote1">
<label>1</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/tseemann/barrnap">https://github.com/tseemann/barrnap</ext-link></p></fn>
<fn id="footnote2">
<label>2</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/rambaut/figtree/releases">https://github.com/rambaut/figtree/releases</ext-link></p></fn>
<fn id="footnote3">
<label>3</label>
<p><ext-link ext-link-type="uri" xlink:href="https://github.com/lyijin/topGO_pipeline/">https://github.com/lyijin/topGO_pipeline/</ext-link></p></fn>
</fn-group>
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