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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">17</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:8E638694-B4E0-570A-856A-746FF325BF6B</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Research Ideas and Outcomes</journal-title>
        <abbrev-journal-title xml:lang="en">RIO</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="epub">2367-7163</issn>
      <publisher>
        <publisher-name>Pensoft Publishers</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/rio.5.e48536</article-id>
      <article-id pub-id-type="publisher-id">48536</article-id>
      <article-id pub-id-type="manuscript">10960</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="sdg">
          <subject>Life on land</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>A test of metabarcoding for Early Detection and Rapid Response monitoring for non-native forest pest beetles (Coleoptera)</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Bowser</surname>
            <given-names>Matthew L.</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0003-4879-3997</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Burr</surname>
            <given-names>Stephen J.</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0003-1064-7943</uri>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Davis</surname>
            <given-names>Isaac</given-names>
          </name>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Dubois</surname>
            <given-names>Garret D.</given-names>
          </name>
          <xref ref-type="aff" rid="A2">2</xref>
        </contrib>
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Graham</surname>
            <given-names>Elizabeth E.</given-names>
          </name>
          <email xlink:type="simple">elizabeth.e.graham@usda.gov</email>
          <xref ref-type="aff" rid="A3">3</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Moan</surname>
            <given-names>Jason E.</given-names>
          </name>
          <xref ref-type="aff" rid="A4">4</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Swenson</surname>
            <given-names>Steven W.</given-names>
          </name>
          <xref ref-type="aff" rid="A5">5</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">U.S. Fish &amp; Wildlife Service, Kenai National Wildlife Refuge, Soldotna, Alaska, United States of America</addr-line>
        <institution>U.S. Fish &amp; Wildlife Service, Kenai National Wildlife Refuge</institution>
        <addr-line content-type="city">Soldotna, Alaska</addr-line>
        <country>United States of America</country>
      </aff>
      <aff id="A2">
        <label>2</label>
        <addr-line content-type="verbatim">USDA Forest Service, Fairbanks, Alaska, United States of America</addr-line>
        <institution>USDA Forest Service</institution>
        <addr-line content-type="city">Fairbanks, Alaska</addr-line>
        <country>United States of America</country>
      </aff>
      <aff id="A3">
        <label>3</label>
        <addr-line content-type="verbatim">USDA Forest Service, Juneau, Alaska, United States of America</addr-line>
        <institution>USDA Forest Service</institution>
        <addr-line content-type="city">Juneau, Alaska</addr-line>
        <country>United States of America</country>
      </aff>
      <aff id="A4">
        <label>4</label>
        <addr-line content-type="verbatim">Alaska Division of Forestry, Anchorage, Alaska, United States of America</addr-line>
        <institution>Alaska Division of Forestry</institution>
        <addr-line content-type="city">Anchorage, Alaska</addr-line>
        <country>United States of America</country>
      </aff>
      <aff id="A5">
        <label>5</label>
        <addr-line content-type="verbatim">USDA Forest Service, Anchorage, Alaska, United States of America</addr-line>
        <institution>USDA Forest Service</institution>
        <addr-line content-type="city">Anchorage, Alaska</addr-line>
        <country>United States of America</country>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding author: Elizabeth E. Graham (<email xlink:type="simple">elizabeth.e.graham@usda.gov</email>).</p>
        </fn>
        <fn fn-type="edited-by">
          <p>Academic editor: </p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2019</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>25</day>
        <month>11</month>
        <year>2019</year>
      </pub-date>
      <volume>5</volume>
      <elocation-id>e48536</elocation-id>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/09672568-88B2-5642-812D-DEB9E8EAF2A4">09672568-88B2-5642-812D-DEB9E8EAF2A4</uri>
      <history>
        <date date-type="received">
          <day>16</day>
          <month>11</month>
          <year>2019</year>
        </date>
      </history>
      <permissions>
        <license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/share-your-work/public-domain/cc0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the CC0 Public Domain Dedication.</license-p>
        </license>
      </permissions>
      <abstract>
        <label>Abstract</label>
        <p>In response to the threat of introductions of non-native forest insects, the Early Detection and Rapid Response (EDRR) program in Alaska monitors for arrivals of non-native insects, an effort that is limited by the time required to process samples using morphological methods. We compared conventional methods of processing EDRR traps with metabarcoding methods for processing the same samples.</p>
        <p>We deployed Lindgren funnel traps at three points of entry in Alaska using standard EDRR methods and trap samples were later processed using routine sorting and identification based on morphology. Samples were then processed using High Throughput Sequencing (HTS) metabarcoding methods. In three samples bycatch was included and in three samples non-native species were added.</p>
        <p>Morophological and HTS methods yielded generally similar results for scolytine and cerambycid beetle assemblages, but HTS provided more species-resolution identifications (46 species) than morphological methods (4 species plus the 3 non-native species known <italic>a priori</italic>). None of the non-native species were detected by HTS. Including bycatch did not appear to hinder identifications of scolytine and cerambycid beetles by HTS. From among the bycatch, two Palearctic species adventive to North America, <italic>Placusa incompleta</italic> Sjöberg, 1934 and <italic>Hydrophoria lancifer</italic> (Harris, 1780), are newly reported from Alaska.</p>
        <p>We do not recommend replacing our current morphological monitoring methods with HTS methods because we believe that we would be more likely to detect known non-native pest species using morphology. However, we would use HTS to increase our sample size without greatly increasing time required to process samples. We would also recommend HTS methods for surveillance monitoring where the set of target taxa is not limited to known pest species.</p>
      </abstract>
      <kwd-group>
        <label>Keywords</label>
        <kwd>Scolytinae</kwd>
        <kwd>Cerambycidae</kwd>
        <kwd>biomonitoring</kwd>
        <kwd>High-Throughput Sequencin</kwd>
      </kwd-group>
      <counts>
        <fig-count count="3"/>
        <table-count count="2"/>
        <ref-count count="43"/>
      </counts>
    </article-meta>
    <notes>
      <sec sec-type="Funding program">
        <title>Funding program</title>
        <p>This project was funded by the USDA Forest Service, Forest Health Protection, Special Technology Development Program.</p>
      </sec>
    </notes>
  </front>
  <body>
    <sec sec-type="Introduction">
      <title>Introduction</title>
      <p>The introduction and establishment of non-native forest insects is considered to be one of the greatest threats to forest health (<xref ref-type="bibr" rid="B5247540">Rabaglia et al. 2008</xref>, <xref ref-type="bibr" rid="B5247640">Ramsfield et al. 2016</xref>). In response to the potential of non-native forest pests being introduced into Alaska, an Early Detection and Rapid Response (EDRR) program has been implemented to detect, delimit and monitor newly introduced non-native bark and wood-boring beetles at selected high-risk forest areas and quickly assess and respond to new infestations.</p>
      <p>A methodological bottleneck constraining the EDRR program in Alaska is the time and expertise required to process EDRR trap catches, limiting the number of traps that can be deployed each season. A potential solution to this taxonomic bottleneck is the use of recently developed metabarcoding methods. Biomonitoring by metabarcoding has been advocated for arthropods because these methods have the potential to be much faster and less costly than identifications obtained by morphology (<xref ref-type="bibr" rid="B5177717">Hajibabaei et al. 2011</xref>, <xref ref-type="bibr" rid="B5177707">Baird and Hajibabaei 2012</xref>, <xref ref-type="bibr" rid="B5229476">Watts et al. 2019</xref>). Metabarcoding methods are already being adopted for biomonitoring of invertebrates (<xref ref-type="bibr" rid="B5177728">Gibson et al. 2015</xref>, <xref ref-type="bibr" rid="B5177741">Hajibabaei et al. 2016</xref>, <xref ref-type="bibr" rid="B5253274">Bush et al. 2019</xref>). Identifications obtained through metabarcoding should be of better taxonomic resolution in Alaska, where a deliberate effort has been made to construct a reference library of DNA barcode sequences useful for species identifications of terrestrial arthropods (<xref ref-type="bibr" rid="B5247862">Sikes et al. 2017</xref>), than in regions where such libraries are lacking (see <xref ref-type="bibr" rid="B5229476">Watts et al. 2019</xref>).</p>
      <p>We sought to compare EDRR trapping results obtained by conventional means and by metabarcoding to determine if metabarcoding methods would be more appropriate for EDRR monitoring than methods currently used.</p>
    </sec>
    <sec sec-type="Methods">
      <title>Methods</title>
      <sec sec-type="Field sampling">
        <title>Field sampling</title>
        <p>Lindgren funnel traps were deployed at three sites in Alaska: Joint Base Elmendorf-Richardson, Anchorage Borough (61.2547 °N, 149.7698 °W); Eielson Air Force Base, Fairbanks North Star Borough (64.6576 °N, 147.0535 °W); and the Juneau Ferry Terminal, Juneau Borough (58.3779 °N, 134.6983 °W) (Fig. <xref ref-type="fig" rid="F5177919">1</xref>). All three sites are points of entry into the state of Alaska, either by sea or air travel, where routine monitoring for non-native beetles has been ongoing.</p>
        <p>Field methods followed standard EDRR methods as described by <xref ref-type="bibr" rid="B5247540">Rabaglia et al. (2008)</xref>. Trapping began on April 26-27, 2017 and traps were run for two-week trapping sessions through August 30, 2017. Three traps were deployed at each site, each baited with ethanol, a combination of ethanol and <italic>α</italic>-pinene, or <italic>Ips typographus</italic> pheromone lure.</p>
      </sec>
      <sec sec-type="Laboratory methods">
        <title>Laboratory methods</title>
        <p>Twenty-six samples were processed using standard EDRR methods where all bark and wood-boring beetles were separated from bycatch by hand and identified by morphology. Forest health specialists trained in insect taxonomy identified specimens to the finest level of taxonomic resolution that their training allowed. In a typical EDRR work flow, some specimens would have been selected to be sent out to specialists for expert identification, but in this project all bark and wood-boring beetles were retained for DNA sequencing. Separating bycatch required roughly 64 work hours (2.1 hours/sample) and the identification step took another 64 work hours.</p>
        <p>Four additional samples were used to test detection of exotic species and to determine if skipping the time-consuming step of removing bycatch reduced our ability to identify bark and wood-boring beetles. Dried specimens of <italic>Ips typographus</italic> (Linnaeus, 1758) were added to sample JBER10MAY17-R2, dried specimens of <italic>Tetropium fuscum</italic> (Fabricius, 1787) were added to sample JNUF20JUN17-R, and a live <italic>Halyomorpha halys</italic> Stål, 1855 was added to sample JBER10MAY17-R1. Bycatch was included in three samples (JBER10MAY17-R1, JBER10MAY17-R2, and JBER20JUN17-R). See Suppl. material <xref ref-type="supplementary-material" rid="S5176126">1</xref> for details.</p>
        <p>Thirty samples were delivered to RTL Genomics (<ext-link ext-link-type="uri" xlink:href="http://rtlgenomics.com/">http://rtlgenomics.com</ext-link>) on October 23, 2017. The E.Z.N.A. Insect DNA Kit (Omega Bio-tek, Inc., Norcross, Georgia, USA) were used for extractions. Insects were ground in liquid nitrogen using a pre-chilled mortar. Using a small spatula, a pea size amount of the insect homogenate was loaded into a sample tube. The remaining ground homogenate was saved and stored in the freezer. To each tube, 350 μl of CTL buffer and 25 μl of Proteinase K was added and the sample pipette mixed to gently mix the sample and buffers. The sample was incubated at 60 °C for 30 minutes with gentle shaking. After the incubation, 350 μl Chloroform: isoamyl alcohol (24:1) was added and gently vortexed. Samples were centrifuged for 2 minutes at 10,000 g, then 300 μl of supernatant was transferred to a new tube. Equal volumes of BL buffer and 2 μl RNase A were added and mixed by pipette. This was incubated at 70 °C for 10 minutes. Equal volumes of 100% ethanol was added and mixed by pipette, then 750 μl of lysate were transferred to HiBind DNA Mini Columns and centrifuged at maximum speed for 1 minute. Flow through was discarded. This was repeated until all lysate has been loaded onto the column. The column was transferred to a new collection tube, 500 μl of HBC buffer was added, and this and centrifuged at maximum speed for 30 seconds. Flow through was discarded, 700 μl of DNA Wash buffer was added, and the column was centrifuged at maximum speed for 1 minute. Flow through was discarded and the wash was repeated. The column was dried by centrifuging at maximum speed for 2 minutes, then 50 μl of pre-warmed Elution Buffer was added to the center of the column membrane and incubated at room temperature for 2 minutes. This was centrifuged at maximum speed for 1 minute. Eluate was recovered from the tube and added back to the center of the column, then the column was incubated for 2 minutes at room temperature. This was centrifuged at maximum speed for 1 minute.</p>
        <p>Sequencing was performed on an Illumina MiSeq platform and reads were processed using RTL Genomics’ standard methods (Suppl. material <xref ref-type="supplementary-material" rid="S5253948">2</xref>) with the <italic>mlCOIlintF</italic>/<italic>HCO2198</italic> primer set of <xref ref-type="bibr" rid="B5177922">Leray et al. (2013)</xref>, yielding a 313 bp region of the COI gene. We selected this primer set because it has been shown to amplify well across a broad set of arthropod groups (<xref ref-type="bibr" rid="B5177936">Brandon-Mong et al. 2015</xref>, <xref ref-type="bibr" rid="B5255177">Hajibabaei et al. 2019</xref>). Paired, demultiplexed FASTQ files were delivered 73 days later on January 4, 2018 at a cost of 3,045 USD (101.50 USD/sample).</p>
      </sec>
      <sec sec-type="Metagenomics pipeline">
        <title>Metagenomics pipeline</title>
        <p>Most of the metagenomic portion of the analysis was carried out on the Yeti supercomputer (<xref ref-type="bibr" rid="B5177679">Falgout and Gordon 2017</xref>) using QIIME 2 (<xref ref-type="bibr" rid="B5200158">Bolyen et al. 2018</xref>).</p>
        <p>A regional reference library of Cytochrome Oxidase I DNA barcode sequences (<xref ref-type="bibr" rid="B5200310">Hebert et al. 2003</xref>) was constructed by downloading publicly available DNA barcode sequences and corresponding specimen data of arthropods from Alaska, Yukon Territory, British Columbia, and Russa from BOLD (<xref ref-type="bibr" rid="B5200321">Ratnasingham and Hebert 2007</xref>) on March 15, 2019, yielding 415,779 records. Search strings and numbers of records obtained are included in Table <xref ref-type="table" rid="T5200331">1</xref>.</p>
        <p>The library was first dereplicated using VSEARCH (<xref ref-type="bibr" rid="B5200361">Rognes et al. 2016</xref>). From among each set of replicate sequences, we used an R script run in R version 3.5.1 (<xref ref-type="bibr" rid="B5200352">R Core Team 2018</xref>) to select records having the most useful specimen data. First, if any of a set of replicate sequences had species-resolution identifications, these were selected. If none had species-resolution identifications, then the records having the most complete taxonomy were selected. Next, if some records had BIN assignments (<xref ref-type="bibr" rid="B5200342">Ratnasingham and Hebert 2013</xref>) while others did not, those having BIN assignments were chosen. Records from Alaska were chosen over records from other regions. Finally, if more than one record met all of these criteria, one record was randomly chosen using the sample function of R. Finally, the dereplicated sequences were clustered using VSEARCH with options "--cluster_fast --iddef 0 --id 0.99", yielding a referece library of 140,244 sequences.</p>
        <p>The FASTQ files delivered by RTL Genomics were imported into QIIME 2 using qiime tools import with options "--type 'SampleData[PairedEndSequencesWithQuality]' --input-format PairedEndFastqManifestPhred33". The paired-end sequences were denoised and dereplicated using qiime dada2 denoise-paired (<xref ref-type="bibr" rid="B5201157">Callahan et al. 2016</xref>) with options "--p-trim-left-f 26 --p-trim-left-r 26 --p-trunc-len-f 200 --p-trunc-len-r 200 --p-n-threads 2". The resulting representative sequences were classified using qiime feature-classifier classify-consensus-vsearch (<xref ref-type="bibr" rid="B5201169">Bokulich et al. 2018</xref>) with options "--p-perc-identity 0.90 --p-maxaccepts 1", querying against the reference library described above.</p>
        <p>The resulting amplicon sequence variant (ASV) table was filtered using the LULU algorithm (<xref ref-type="bibr" rid="B5200585">Frøslev et al. 2017</xref>) with parameters minimum_ratio_type = "min", minimum_match = 97, minimum_relative_cooccurence = 0.95. Detections with read counts less than 10 were then removed. A phylogenetic tree of the retained ASVs was generated using qiime phylogeny align-to-tree-mafft-fasttree. The tree was visualized interactively using using the Interactive Tree Of Life (<xref ref-type="bibr" rid="B5198371">Letunic and Bork 2019</xref>). The tree was trimmed so that fungi, one rotifer sequence, and human sequences were removed; only sequences that were mapped to arthropod and nematode clades were retained. This phylogenetic filtering was then applied to the ASV table. Finally, ASV identifications were improved by checking them against public databases via BOLD's Identification Engine and NCBI BLAST (<xref ref-type="bibr" rid="B5254160">Altschul et al. 1990</xref>). In assigning names, we sought to follow the Open Nomenclature guidelines of <xref ref-type="bibr" rid="B5255308">Sigovini et al. (2016)</xref>.</p>
        <p>Excluding library construction, which took roughly 16 work hours, HTS methods required about 40 work hours or 1.3 hours per sample.</p>
      </sec>
    </sec>
    <sec sec-type="Data resources">
      <title>Data resources</title>
      <p>We sought to publish all of our data following the guidlines of <xref ref-type="bibr" rid="B5255677">Penev et al. (2017)</xref>. Our reference library and scripts from producing it are available at <ext-link ext-link-type="uri" xlink:href="https://github.com/mlbowser/AKTerrInvCOILib">https://github.com/mlbowser/AKTerrInvCOILib</ext-link>. Complete specimen and occurrence data are available via an Arctos (<ext-link ext-link-type="uri" xlink:href="https://arctosdb.org/">https://arctosdb.org/</ext-link>) archive at <ext-link ext-link-type="uri" xlink:href="https://arctos.database.museum/archive/2017_edrr_ngs_test_records">https://arctos.database.museum/archive/2017_edrr_ngs_test_records</ext-link> and are also available on GBIF (<ext-link ext-link-type="uri" xlink:href="https://www.gbif.org/">https://www.gbif.org/</ext-link>) via Arctos. Sequence data have been deposited in the NCBI Sequence Read Archive under BioProject <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra/PRJNA542936">PRJNA542936</ext-link> and original, raw FASTQ files are provided in <xref ref-type="bibr" rid="B5255665">Bowser et al. (2019)</xref>. Complete occurrence and identification data are provided in Suppl. material <xref ref-type="supplementary-material" rid="S5176126">1</xref>. Sequences of ASVs are provided in Suppl. material <xref ref-type="supplementary-material" rid="S5252719">4</xref> and the ASV table is provided in Suppl. material <xref ref-type="supplementary-material" rid="S5252718">3</xref>.</p>
    </sec>
    <sec sec-type="Results">
      <title>Results</title>
      <p>Assemblages of bark and wood-boring beetles detected by both methods were largely congruent, composed mostly of Curculionidae and Cerambycidae. High Throughput Sequencing consistently yielded a higher diversity of taxa and provided identifications mostly at the species or BIN resolution; in contrast, morphological methods yielded lower diversity, with identifications mostly at the resolution of genera.</p>
      <p>A total of 85 unique identifications were obtained from both methods combined (Table <xref ref-type="table" rid="T5198065">2</xref>, Fig. <xref ref-type="fig" rid="F5197986">2</xref>), including 52 species or BIN resolution identifications. Morophological methods yielded 30 unique identifications of which 4 were at the species resolution besides the three exotic species that were added and known <italic>a priori</italic>. High Throughput Sequencing yielded 59 unique identifications including 46 species or BIN resolution identifications (see phylogenetic tree, Fig. <xref ref-type="fig" rid="F5198369">3</xref>). None of the three exotic species that had been added to the samples were detected by HTS. Only a single species, the cerambycid <italic>Acmaeops proteus</italic> (Kirby 1837), was identified by both methods.</p>
      <p>In many cases, coarser identifications at genus resolution from the morphology-based dataset corresponded with species identifications from the HTS data. Molecular identifications of <italic>Neospondylis upiformis</italic> (Mannerheim, 1843), <italic>Dolurgus pumilus</italic> (Mannerheim, 1843), and <italic>Orthotomicus caelatus</italic> (Eichhoff, 1868) corresponded exactly with identifcations of these genera based on morphology. Identifications of <italic>Thanasimus undatulus</italic> (Say, 1835) and <italic>Hemicoelus carinatus</italic> (Say, 1823) obtained by HTS corresponded to morphological identifications of Cleridae and Ptinidae, respectively. More generally, HTS identfications of <italic>Cryphalus ruficollis</italic> Hopkins, 1915; <italic>Dendroctonus rufipennis</italic> Kirby, 1837; <italic>Dryocoetes affaber</italic> Leconte, 1876; <italic>Hylurgops rugipennis</italic> (Mannerheim, 1843); and <italic>Trypodendron lineatum</italic> (Olivier, 1795) mostly corresponded to morphological identifications of these genera.</p>
      <p>In the three samples where bycatch was included, 14 species or BINs of flies, the acanthosomatid bug <italic>Elasmostethus interstinctus</italic> (Linnaeus, 1758), and an ichneumonid wasp identified as Ichneumoninae sp. BOLD:AAU8831 were also identified. Detections of the targeted scolytine and cerambycid beetles were not notably reduced in these samples.</p>
      <p>High Throughput Sequencing also yielded detections of nematodes including an ASV identified as <italic>Bursaphelenchus</italic> sp.</p>
      <p>From the perspective of work hours required by our team, the 1.3 hours per sample for processing HTS data was 65% of the 2.1 hours per sample required for identification using morphology.</p>
    </sec>
    <sec sec-type="Discussion">
      <title>Discussion</title>
      <p>Although HTS methods outperformed morphological identfication methods in this case in terms of taxonomic resolution of identifications, it should be noted that only the initial steps of a typical EDRR processing workflow were followed. If specimens had been sent out to taxonomic specialists, then most bark and wood-boring beetle specimens would have received species-resolution identifications. Obtaining expert identifications would have also substantially increased processing costs and processing time.</p>
      <p>In terms of processing time, HTS methods outperformed morphological methods, with HTS methods requiring 65% of the work hours needed for the morphological identifications. However, this does not take into account processing time at the sequencing lab. In this example, results from the morphological dataset were available 4 days after processing was commenced by a team of workeers while HTS methods required 1 day for shipping, 73 days for processing at the sequencing lab, and about 5 work days for metagenomic processing. Both methods returned results before the next growing season, but morphological methods would have allowed for a rapid response in the fall almost 3 months before the results from HTS were available. However, in more recent sampling efforts comparable sequencing has required only 4 weeks from the sequencing lab. Also, HTS processing time per sample should decrease as the sample size is increased because much of the pipeline can be run in parallel.</p>
      <p>We did not attempt to quantify rates of false presences and false absences in the HTS dataset, but it was clear that some taxa observed in the morphological dataset and the three known exotic species in particular were not detected by HTS. We were not surprised that the preserved specimens of <italic>Ips typographus</italic> and <italic>Tetropium fuscum</italic> were not detected because these specimens may have had degraded DNA and they represented small portions of the samples. We had expected that the live specimen of <italic>Halyomorpha halys</italic>, a relatively large insect where DNA degredation should not have been a problem, would have been detected. Potential causes for this non-detection include a failure to homogenize the sample completely or failure to amplify sequences of this species due to primer bias.</p>
      <p>In any single primer pair, differences in binding to DNA templates lead to amplification biases, affecting both read abundances and detections of species so that any single primer set will lead to detections of a subset of species (<xref ref-type="bibr" rid="B5255177">Hajibabaei et al. 2019</xref>, <xref ref-type="bibr" rid="B5255930">Elbrecht and Leese 2017</xref>). The <italic>mlCOIlintF</italic>/<italic>HCO2198</italic> primer pair we used amplifies well across a broad range of arthropod taxa (<xref ref-type="bibr" rid="B5177922">Leray et al. 2013</xref>, <xref ref-type="bibr" rid="B5177936">Brandon-Mong et al. 2015</xref>), making it an appropriate choice for surveillance monitoring (as defined by <xref ref-type="bibr" rid="B5255871">Nichols and Williams 2006</xref>) of arthropods. In future efforts we would select the <italic>mlCOIlintF</italic>/<italic>jgHCO2198</italic> primer pair, which has a more degenerate reverse primer and amplifies well across a broader range of arthropod taxa than the <italic>mlCOIlintF</italic>/<italic>HCO2198</italic> pair (<xref ref-type="bibr" rid="B5255930">Elbrecht and Leese 2017</xref>). To optimize EDRR efforts for Curculionidae and Cerambycidae, an appropriate next step would be to compare performance of additional primer sets for amplyfying DNA of these target groups.</p>
      <p>In future applications of HTS for biomonitoring we would consider using the SCVUC COI metabarcode pipeline (<ext-link ext-link-type="uri" xlink:href="https://github.com/EcoBiomics-Zoobiome/SCVUC_COI_metabarcode_pipeline">https://github.com/EcoBiomics-Zoobiome/SCVUC_COI_metabarcode_pipeline</ext-link>) used by <xref ref-type="bibr" rid="B5255177">Hajibabaei et al. (2019)</xref> instead of the QIIME 2 pipeline we employed.</p>
      <sec sec-type="Notes on selected taxa">
        <title>Notes on selected taxa</title>
        <p><italic>Placusa incompleta</italic> Sjöberg, 1934 (Coleoptera: Staphylinidae) is a Palearctic rove beetle species adventive in North America was first reported in North America by <xref ref-type="bibr" rid="B5254174">Klimaszewski et al. (2001)</xref> and is now present on both coasts from Washington and British Columbia to Quebec (<xref ref-type="bibr" rid="B5192794">Klimaszewski et al. 2016</xref>). Our detection of <italic>P. incompleta</italic> represents a new record for Alaska. Larvae and adults of <italic>Placusa</italic> species are associated with bark beetle galleries in wood, where they feed on fungi (<xref ref-type="bibr" rid="B5254174">Klimaszewski et al. 2001</xref>).</p>
        <p><italic>Hydrophoria lancifer</italic>, a Palearctic species, was introduced into eastern North America in the 1920s and since that time has become established on both coasts, ranging from British Columbia and Washington to New York and Newfoundland (<xref ref-type="bibr" rid="B5173979">Griffiths 1998</xref>, <xref ref-type="bibr" rid="B5174031">GBIF.org 2019</xref>). Our detection of <italic>H. lancifer</italic> represents a new record for Alaska. Larvae of <italic>H. lancifer</italic> develop in dung (<xref ref-type="bibr" rid="B5173869">Komzáková 2012</xref>). Adults of <italic>H. lancifer</italic> have been observed to prey on simuliid larvae (<xref ref-type="bibr" rid="B5173757">Werner and Pont 2006</xref>) and to feed on tree sap (<xref ref-type="bibr" rid="B5173746">Wolton and Luff 2016</xref>), aphid honeydew (<xref ref-type="bibr" rid="B5176146">Tiensuu 1936</xref>), and nectar (<xref ref-type="bibr" rid="B5175827">Pont 1993</xref>).</p>
        <p>Even though our sequence of a <italic>Tibellus</italic> was 100% similar (<italic>p</italic>-dist) to sequences of <italic>Tibellus maritimus</italic> (Menge, 1875) and <italic>Tibellus oblongus</italic> (Walckenaer, 1802) on BOLD, this sequence could not be unequivocally identified as one species or the other becuase these two species are not separable by their COI sequences (<xref ref-type="bibr" rid="B5197948">Blagoev et al. 2015</xref>, <xref ref-type="bibr" rid="B5197962">Astrin et al. 2016</xref>) and both species occur in Alaska.</p>
        <p><italic>Phaonia luteva</italic> (Walker, 1849) was recently resurrected as a species distinct from <italic>Phaonia errans</italic> (Meigen, 1826) by <xref ref-type="bibr" rid="B5235276">Renaud et al. (2012)</xref>. Both <italic>Phaonia errans</italic> and <italic>P. luteva</italic> (as <italic>Phaonia errans luteva</italic>) were previously known from Alaska (<xref ref-type="bibr" rid="B5235286">Huckett 1965</xref>).</p>
      </sec>
    </sec>
    <sec sec-type="Conclusions">
      <title>Conclusions</title>
      <p>Because our HTS methods failed to detect <italic>Ips typographus</italic> and <italic>Tetropium fuscum</italic>, two species of concern for our EDRR monitoring program, we do not recommend wholly replacing our current morphological monitoring methods with HTS methods. Even though our morphological identifcations were mostly at the taxonomic resolution of genera, we believe that we would be more likely to detect certain exotic species by using morphology than by using HTS. However, HTS methods would be especially appropriate as a complement to current EDRR methods for survellaince monitoring. Our detections of two new exotic species for Alaska highlight the effectiveness of HTS methods for detecting species that were not being looked for. In addition, because the results of both methods were consistent overall, HTS methods would be appropriate for increasing sample size without greatly increasing the time required to process specimens, especially if bycatch is included, removing the time-consuming manual sorting step.</p>
    </sec>
  </body>
  <back>
    <ack>
      <title>Acknowledgements</title>
      <p>We are grateful to the Yeti team and USGS for use of the Yeti Cluster. We thank Derek Sikes for helpful comments that improved an early draft of this manuscript.</p>
    </ack>
    <sec sec-type="Funding program">
      <title>Funding program</title>
      <p>This project was funded by the USDA Forest Service, Forest Health Protection, Special Technology Development Program.</p>
    </sec>
    <ref-list>
      <title>References</title>
      <ref id="B5254160">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Altschul</surname>
              <given-names>S</given-names>
            </name>
            <name name-style="western">
              <surname>Gish</surname>
              <given-names>W.</given-names>
            </name>
            <name name-style="western">
              <surname>Miller</surname>
              <given-names>W.</given-names>
            </name>
            <name name-style="western">
              <surname>Myers</surname>
              <given-names>E. W</given-names>
            </name>
            <name name-style="western">
              <surname>Lipman</surname>
              <given-names>D. J.</given-names>
            </name>
          </person-group>
          <year>1990</year>
          <article-title>Basic local alignment search tool</article-title>
          <source>Journal of Molecular Biology</source>
          <volume>215</volume>
          <issue>3</issue>
          <fpage>403</fpage>
          <lpage>410</lpage>
          <pub-id pub-id-type="doi">10.1016/S0022-2836(05)80360-2</pub-id>
        </element-citation>
      </ref>
      <ref id="B5197962">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Astrin</surname>
              <given-names>Jonas J.</given-names>
            </name>
            <name name-style="western">
              <surname>Höfer</surname>
              <given-names>Hubert</given-names>
            </name>
            <name name-style="western">
              <surname>Spelda</surname>
              <given-names>Jörg</given-names>
            </name>
            <name name-style="western">
              <surname>Holstein</surname>
              <given-names>Joachim</given-names>
            </name>
            <name name-style="western">
              <surname>Bayer</surname>
              <given-names>Steffen</given-names>
            </name>
            <name name-style="western">
              <surname>Hendrich</surname>
              <given-names>Lars</given-names>
            </name>
            <name name-style="western">
              <surname>Huber</surname>
              <given-names>Bernhard A.</given-names>
            </name>
            <name name-style="western">
              <surname>Kielhorn</surname>
              <given-names>Karl-Hinrich</given-names>
            </name>
            <name name-style="western">
              <surname>Krammer</surname>
              <given-names>Hans-Joachim</given-names>
            </name>
            <name name-style="western">
              <surname>Lemke</surname>
              <given-names>Martin</given-names>
            </name>
            <name name-style="western">
              <surname>Monje</surname>
              <given-names>Juan Carlos</given-names>
            </name>
            <name name-style="western">
              <surname>Morinière</surname>
              <given-names>Jérôme</given-names>
            </name>
            <name name-style="western">
              <surname>Rulik</surname>
              <given-names>Björn</given-names>
            </name>
            <name name-style="western">
              <surname>Petersen</surname>
              <given-names>Malte</given-names>
            </name>
            <name name-style="western">
              <surname>Janssen</surname>
              <given-names>Hannah</given-names>
            </name>
            <name name-style="western">
              <surname>Muster</surname>
              <given-names>Christoph</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>Towards a DNA barcode reference database for spiders and arvestmen of Germany</article-title>
          <source>PLOS One</source>
          <volume>11</volume>
          <issue>9</issue>
          <fpage>e0162624</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pone.0162624</pub-id>
        </element-citation>
      </ref>
      <ref id="B5177707">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Baird</surname>
              <given-names>Donald J</given-names>
            </name>
            <name name-style="western">
              <surname>Hajibabaei</surname>
              <given-names>Mehrdad</given-names>
            </name>
          </person-group>
          <year>2012</year>
          <article-title>Biomonitoring 2.0: a new paradigm in ecosystem assessment made possible by next-generation DNA sequencing</article-title>
          <source>Molecular Ecology</source>
          <volume>21</volume>
          <issue>8</issue>
          <fpage>2039</fpage>
          <lpage>44</lpage>
          <pub-id pub-id-type="doi">10.1111/j.1365-294X.2012.05519.x</pub-id>
        </element-citation>
      </ref>
      <ref id="B5197948">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Blagoev</surname>
              <given-names>Gergin A.</given-names>
            </name>
            <name name-style="western">
              <surname>deWaard</surname>
              <given-names>Jeremy R.</given-names>
            </name>
            <name name-style="western">
              <surname>Ratnasingham</surname>
              <given-names>Sujeevan</given-names>
            </name>
            <name name-style="western">
              <surname>deWaard</surname>
              <given-names>Stephanie L.</given-names>
            </name>
            <name name-style="western">
              <surname>Lu</surname>
              <given-names>Liuqiong</given-names>
            </name>
            <name name-style="western">
              <surname>Robertson</surname>
              <given-names>James</given-names>
            </name>
            <name name-style="western">
              <surname>Telfer</surname>
              <given-names>Angela C.</given-names>
            </name>
            <name name-style="western">
              <surname>Hebert</surname>
              <given-names>Paul D. N.</given-names>
            </name>
          </person-group>
          <year>2015</year>
          <article-title>Untangling taxonomy: a DNA barcode reference library for Canadian spiders</article-title>
          <source>Molecular Ecology Resources</source>
          <volume>16</volume>
          <issue>1</issue>
          <fpage>325</fpage>
          <lpage>341</lpage>
          <pub-id pub-id-type="doi">10.1111/1755-0998.12444</pub-id>
        </element-citation>
      </ref>
      <ref id="B5201169">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bokulich</surname>
              <given-names>Nicholas A.</given-names>
            </name>
            <name name-style="western">
              <surname>Kaehler</surname>
              <given-names>Benjamin D.</given-names>
            </name>
            <name name-style="western">
              <surname>Rideout</surname>
              <given-names>Jai Ram</given-names>
            </name>
            <name name-style="western">
              <surname>Dillon</surname>
              <given-names>Matthew</given-names>
            </name>
            <name name-style="western">
              <surname>Bolyen</surname>
              <given-names>Evan</given-names>
            </name>
            <name name-style="western">
              <surname>Knight</surname>
              <given-names>Rob</given-names>
            </name>
            <name name-style="western">
              <surname>Huttley</surname>
              <given-names>Gavin A.</given-names>
            </name>
            <name name-style="western">
              <surname>Caporaso</surname>
              <given-names>J. Gregory</given-names>
            </name>
          </person-group>
          <year>2018</year>
          <article-title>Optimizing taxonomic classification of marker-gene amplicon sequences with QIIME 2's q2-feature-classifier plugin</article-title>
          <source>Microbiome</source>
          <volume>6</volume>
          <issue>1</issue>
          <fpage>90</fpage>
          <pub-id pub-id-type="doi">10.1186/s40168-018-0470-z</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200158">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bolyen</surname>
              <given-names>Evan</given-names>
            </name>
            <name name-style="western">
              <surname>Rideout</surname>
              <given-names>Jai Ram</given-names>
            </name>
            <name name-style="western">
              <surname>Dillon</surname>
              <given-names>Matthew R</given-names>
            </name>
            <name name-style="western">
              <surname>Bokulich</surname>
              <given-names>Nicholas A</given-names>
            </name>
            <name name-style="western">
              <surname>Abnet</surname>
              <given-names>Christian</given-names>
            </name>
            <name name-style="western">
              <surname>Al-Ghalith</surname>
              <given-names>Gabriel A</given-names>
            </name>
            <name name-style="western">
              <surname>Alexander</surname>
              <given-names>Harriet</given-names>
            </name>
            <name name-style="western">
              <surname>Alm</surname>
              <given-names>Eric J</given-names>
            </name>
            <name name-style="western">
              <surname>Arumugam</surname>
              <given-names>Manimozhiyan</given-names>
            </name>
            <name name-style="western">
              <surname>Asnicar</surname>
              <given-names>Francesco</given-names>
            </name>
            <name name-style="western">
              <surname>Bai</surname>
              <given-names>Yang</given-names>
            </name>
            <name name-style="western">
              <surname>Bisanz</surname>
              <given-names>Jordan E</given-names>
            </name>
            <name name-style="western">
              <surname>Bittinger</surname>
              <given-names>Kyle</given-names>
            </name>
            <name name-style="western">
              <surname>Brejnrod</surname>
              <given-names>Asker</given-names>
            </name>
            <name name-style="western">
              <surname>Brislawn</surname>
              <given-names>Colin J</given-names>
            </name>
            <name name-style="western">
              <surname>Brown</surname>
              <given-names>C Titus</given-names>
            </name>
            <name name-style="western">
              <surname>Callahan</surname>
              <given-names>Benjamin J</given-names>
            </name>
            <name name-style="western">
              <surname>Caraballo-Rodríguez</surname>
              <given-names>Andrés Mauricio</given-names>
            </name>
            <name name-style="western">
              <surname>Chase</surname>
              <given-names>John</given-names>
            </name>
            <name name-style="western">
              <surname>Cope</surname>
              <given-names>Emily</given-names>
            </name>
            <name name-style="western">
              <surname>Da Silva</surname>
              <given-names>Ricardo</given-names>
            </name>
            <name name-style="western">
              <surname>Dorrestein</surname>
              <given-names>Pieter C</given-names>
            </name>
            <name name-style="western">
              <surname>Douglas</surname>
              <given-names>Gavin M</given-names>
            </name>
            <name name-style="western">
              <surname>Durall</surname>
              <given-names>Daniel M</given-names>
            </name>
            <name name-style="western">
              <surname>Duvallet</surname>
              <given-names>Claire</given-names>
            </name>
            <name name-style="western">
              <surname>Edwardson</surname>
              <given-names>Christian F</given-names>
            </name>
            <name name-style="western">
              <surname>Ernst</surname>
              <given-names>Madeleine</given-names>
            </name>
            <name name-style="western">
              <surname>Estaki</surname>
              <given-names>Mehrbod</given-names>
            </name>
            <name name-style="western">
              <surname>Fouquier</surname>
              <given-names>Jennifer</given-names>
            </name>
            <name name-style="western">
              <surname>Gauglitz</surname>
              <given-names>Julia M</given-names>
            </name>
            <name name-style="western">
              <surname>Gibson</surname>
              <given-names>Deanna L</given-names>
            </name>
            <name name-style="western">
              <surname>Gonzalez</surname>
              <given-names>Antonio</given-names>
            </name>
            <name name-style="western">
              <surname>Gorlick</surname>
              <given-names>Kestrel</given-names>
            </name>
            <name name-style="western">
              <surname>Guo</surname>
              <given-names>Jiarong</given-names>
            </name>
            <name name-style="western">
              <surname>Hillmann</surname>
              <given-names>Benjamin</given-names>
            </name>
            <name name-style="western">
              <surname>Holmes</surname>
              <given-names>Susan</given-names>
            </name>
            <name name-style="western">
              <surname>Holste</surname>
              <given-names>Hannes</given-names>
            </name>
            <name name-style="western">
              <surname>Huttenhower</surname>
              <given-names>Curtis</given-names>
            </name>
            <name name-style="western">
              <surname>Huttley</surname>
              <given-names>Gavin</given-names>
            </name>
            <name name-style="western">
              <surname>Janssen</surname>
              <given-names>Stefan</given-names>
            </name>
            <name name-style="western">
              <surname>Jarmusch</surname>
              <given-names>Alan K</given-names>
            </name>
            <name name-style="western">
              <surname>Jiang</surname>
              <given-names>Lingjing</given-names>
            </name>
            <name name-style="western">
              <surname>Kaehler</surname>
              <given-names>Benjamin</given-names>
            </name>
            <name name-style="western">
              <surname>Kang</surname>
              <given-names>Kyo Bin</given-names>
            </name>
            <name name-style="western">
              <surname>Keefe</surname>
              <given-names>Christopher R</given-names>
            </name>
            <name name-style="western">
              <surname>Keim</surname>
              <given-names>Paul</given-names>
            </name>
            <name name-style="western">
              <surname>Kelley</surname>
              <given-names>Scott T</given-names>
            </name>
            <name name-style="western">
              <surname>Knights</surname>
              <given-names>Dan</given-names>
            </name>
            <name name-style="western">
              <surname>Koester</surname>
              <given-names>Irina</given-names>
            </name>
            <name name-style="western">
              <surname>Kosciolek</surname>
              <given-names>Tomasz</given-names>
            </name>
            <name name-style="western">
              <surname>Kreps</surname>
              <given-names>Jorden</given-names>
            </name>
            <name name-style="western">
              <surname>Langille</surname>
              <given-names>Morgan GI</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>Joslynn</given-names>
            </name>
            <name name-style="western">
              <surname>Ley</surname>
              <given-names>Ruth</given-names>
            </name>
            <name name-style="western">
              <surname>Liu</surname>
              <given-names>Yong-Xin</given-names>
            </name>
            <name name-style="western">
              <surname>Loftfield</surname>
              <given-names>Erikka</given-names>
            </name>
            <name name-style="western">
              <surname>Lozupone</surname>
              <given-names>Catherine</given-names>
            </name>
            <name name-style="western">
              <surname>Maher</surname>
              <given-names>Massoud</given-names>
            </name>
            <name name-style="western">
              <surname>Marotz</surname>
              <given-names>Clarisse</given-names>
            </name>
            <name name-style="western">
              <surname>Martin</surname>
              <given-names>Bryan D</given-names>
            </name>
            <name name-style="western">
              <surname>McDonald</surname>
              <given-names>Daniel</given-names>
            </name>
            <name name-style="western">
              <surname>McIver</surname>
              <given-names>Lauren J</given-names>
            </name>
            <name name-style="western">
              <surname>Melnik</surname>
              <given-names>Alexey V</given-names>
            </name>
            <name name-style="western">
              <surname>Metcalf</surname>
              <given-names>Jessica L</given-names>
            </name>
            <name name-style="western">
              <surname>Morgan</surname>
              <given-names>Sydney C</given-names>
            </name>
            <name name-style="western">
              <surname>Morton</surname>
              <given-names>Jamie</given-names>
            </name>
            <name name-style="western">
              <surname>Naimey</surname>
              <given-names>Ahmad Turan</given-names>
            </name>
            <name name-style="western">
              <surname>Navas-Molina</surname>
              <given-names>Jose A</given-names>
            </name>
            <name name-style="western">
              <surname>Nothias</surname>
              <given-names>Louis Felix</given-names>
            </name>
            <name name-style="western">
              <surname>Orchanian</surname>
              <given-names>Stephanie B</given-names>
            </name>
            <name name-style="western">
              <surname>Pearson</surname>
              <given-names>Talima</given-names>
            </name>
            <name name-style="western">
              <surname>Peoples</surname>
              <given-names>Samuel L</given-names>
            </name>
            <name name-style="western">
              <surname>Petras</surname>
              <given-names>Daniel</given-names>
            </name>
            <name name-style="western">
              <surname>Preuss</surname>
              <given-names>Mary Lai</given-names>
            </name>
            <name name-style="western">
              <surname>Pruesse</surname>
              <given-names>Elmar</given-names>
            </name>
            <name name-style="western">
              <surname>Rasmussen</surname>
              <given-names>Lasse Buur</given-names>
            </name>
            <name name-style="western">
              <surname>Rivers</surname>
              <given-names>Adam</given-names>
            </name>
            <name name-style="western">
              <surname>Robeson</surname>
              <given-names>II,Michael S</given-names>
            </name>
            <name name-style="western">
              <surname>Rosenthal</surname>
              <given-names>Patrick</given-names>
            </name>
            <name name-style="western">
              <surname>Segata</surname>
              <given-names>Nicola</given-names>
            </name>
            <name name-style="western">
              <surname>Shaffer</surname>
              <given-names>Michael</given-names>
            </name>
            <name name-style="western">
              <surname>Shiffer</surname>
              <given-names>Arron</given-names>
            </name>
            <name name-style="western">
              <surname>Sinha</surname>
              <given-names>Rashmi</given-names>
            </name>
            <name name-style="western">
              <surname>Song</surname>
              <given-names>Se Jin</given-names>
            </name>
            <name name-style="western">
              <surname>Spear</surname>
              <given-names>John R</given-names>
            </name>
            <name name-style="western">
              <surname>Swafford</surname>
              <given-names>Austin D</given-names>
            </name>
            <name name-style="western">
              <surname>Thompson</surname>
              <given-names>Luke R</given-names>
            </name>
            <name name-style="western">
              <surname>Torres</surname>
              <given-names>Pedro J</given-names>
            </name>
            <name name-style="western">
              <surname>Trinh</surname>
              <given-names>Pauline</given-names>
            </name>
            <name name-style="western">
              <surname>Tripathi</surname>
              <given-names>Anupriya</given-names>
            </name>
            <name name-style="western">
              <surname>Turnbaugh</surname>
              <given-names>Peter J</given-names>
            </name>
            <name name-style="western">
              <surname>Ul-Hasan</surname>
              <given-names>Sabah</given-names>
            </name>
            <name name-style="western">
              <surname>van der Hooft</surname>
              <given-names>Justin JJ</given-names>
            </name>
            <name name-style="western">
              <surname>Vargas</surname>
              <given-names>Fernando</given-names>
            </name>
            <name name-style="western">
              <surname>Vázquez-Baeza</surname>
              <given-names>Yoshiki</given-names>
            </name>
            <name name-style="western">
              <surname>Vogtmann</surname>
              <given-names>Emily</given-names>
            </name>
            <name name-style="western">
              <surname>von Hippel</surname>
              <given-names>Max</given-names>
            </name>
            <name name-style="western">
              <surname>Walters</surname>
              <given-names>William</given-names>
            </name>
            <name name-style="western">
              <surname>Wan</surname>
              <given-names>Yunhu</given-names>
            </name>
            <name name-style="western">
              <surname>Wang</surname>
              <given-names>Mingxun</given-names>
            </name>
            <name name-style="western">
              <surname>Warren</surname>
              <given-names>Jonathan</given-names>
            </name>
            <name name-style="western">
              <surname>Weber</surname>
              <given-names>Kyle C</given-names>
            </name>
            <name name-style="western">
              <surname>Williamson</surname>
              <given-names>Chase HD</given-names>
            </name>
            <name name-style="western">
              <surname>Willis</surname>
              <given-names>Amy D</given-names>
            </name>
            <name name-style="western">
              <surname>Xu</surname>
              <given-names>Zhenjiang Zech</given-names>
            </name>
            <name name-style="western">
              <surname>Zaneveld</surname>
              <given-names>Jesse R</given-names>
            </name>
            <name name-style="western">
              <surname>Zhang</surname>
              <given-names>Yilong</given-names>
            </name>
            <name name-style="western">
              <surname>Zhu</surname>
              <given-names>Qiyun</given-names>
            </name>
            <name name-style="western">
              <surname>Knight</surname>
              <given-names>Rob</given-names>
            </name>
            <name name-style="western">
              <surname>Caporaso</surname>
              <given-names>J Gregory</given-names>
            </name>
          </person-group>
          <year>2018</year>
          <article-title>QIIME 2: Reproducible, interactive, scalable, and extensible microbiome data science</article-title>
          <source>PeerJ Preprints</source>
          <volume>6</volume>
          <fpage>e27295v2</fpage>
          <lpage>e27295v2</lpage>
          <pub-id pub-id-type="doi">10.7287/peerj.preprints.27295v2</pub-id>
        </element-citation>
      </ref>
      <ref id="B5255665">
        <element-citation publication-type="software">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bowser</surname>
              <given-names>Matthew L.</given-names>
            </name>
            <name name-style="western">
              <surname>Burr</surname>
              <given-names>Stephen</given-names>
            </name>
            <name name-style="western">
              <surname>Graham</surname>
              <given-names>Elizabeth E.</given-names>
            </name>
            <name name-style="western">
              <surname>Moan</surname>
              <given-names>Jason</given-names>
            </name>
          </person-group>
          <year>2019</year>
          <article-title>Raw metagenomic data from Early Detection Rapid Response samples collected in Alaska in 2017 [Data set]</article-title>
          <publisher-name>Zenodo</publisher-name>
          <date-in-citation content-type="released">2019-06-13T00:00:00+03:00</date-in-citation>
          <pub-id pub-id-type="doi">10.5281/zenodo.3245461</pub-id>
        </element-citation>
      </ref>
      <ref id="B5177936">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Brandon-Mong</surname>
              <given-names>G-J</given-names>
            </name>
            <name name-style="western">
              <surname>Gan</surname>
              <given-names>H-M</given-names>
            </name>
            <name name-style="western">
              <surname>Sing</surname>
              <given-names>K-W</given-names>
            </name>
            <name name-style="western">
              <surname>Lee</surname>
              <given-names>P-S</given-names>
            </name>
            <name name-style="western">
              <surname>Lim</surname>
              <given-names>P-E</given-names>
            </name>
            <name name-style="western">
              <surname>Wilson</surname>
              <given-names>J-J</given-names>
            </name>
          </person-group>
          <year>2015</year>
          <article-title>DNA metabarcoding of insects and allies: an evaluation of primers and pipelines.</article-title>
          <source>Bulletin of Entomological Research</source>
          <volume>105</volume>
          <issue>6</issue>
          <fpage>717</fpage>
          <lpage>727</lpage>
          <pub-id pub-id-type="doi">10.1017/S0007485315000681</pub-id>
        </element-citation>
      </ref>
      <ref id="B5253274">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Bush</surname>
              <given-names>Alex</given-names>
            </name>
            <name name-style="western">
              <surname>Compson</surname>
              <given-names>Zacchaeus</given-names>
            </name>
            <name name-style="western">
              <surname>Monk</surname>
              <given-names>Wendy</given-names>
            </name>
            <name name-style="western">
              <surname>Porter</surname>
              <given-names>Teresita M.</given-names>
            </name>
            <name name-style="western">
              <surname>Steeves</surname>
              <given-names>Royce</given-names>
            </name>
            <name name-style="western">
              <surname>Emilson</surname>
              <given-names>Erik</given-names>
            </name>
            <name name-style="western">
              <surname>Gagne</surname>
              <given-names>Nellie</given-names>
            </name>
            <name name-style="western">
              <surname>Hajibabaei</surname>
              <given-names>Mehrdad</given-names>
            </name>
            <name name-style="western">
              <surname>Roy</surname>
              <given-names>Mélanie</given-names>
            </name>
            <name name-style="western">
              <surname>Baird</surname>
              <given-names>Donald J.</given-names>
            </name>
          </person-group>
          <year>2019</year>
          <article-title>Studying ecosystems with DNA metabarcoding: lessons from aquatic biomonitoring</article-title>
          <source>bioRxiv</source>
          <uri>https://www.biorxiv.org/content/early/2019/03/18/578591</uri>
          <pub-id pub-id-type="doi">10.1101/578591</pub-id>
        </element-citation>
      </ref>
      <ref id="B5201157">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Callahan</surname>
              <given-names>Benjamin J</given-names>
            </name>
            <name name-style="western">
              <surname>McMurdie</surname>
              <given-names>Paul J</given-names>
            </name>
            <name name-style="western">
              <surname>Rosen</surname>
              <given-names>Michael J</given-names>
            </name>
            <name name-style="western">
              <surname>Han</surname>
              <given-names>Andrew W</given-names>
            </name>
            <name name-style="western">
              <surname>Johnson</surname>
              <given-names>Amy Jo A</given-names>
            </name>
            <name name-style="western">
              <surname>Holmes</surname>
              <given-names>Susan P</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>DADA2: high-resolution sample inference from Illumina amplicon data</article-title>
          <source>Nature Methods</source>
          <volume>13</volume>
          <issue>7</issue>
          <fpage>581</fpage>
          <lpage>583</lpage>
          <pub-id pub-id-type="doi">10.1038/nmeth.3869</pub-id>
        </element-citation>
      </ref>
      <ref id="B5255930">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Elbrecht</surname>
              <given-names>Vasco</given-names>
            </name>
            <name name-style="western">
              <surname>Leese</surname>
              <given-names>Florian</given-names>
            </name>
          </person-group>
          <year>2017</year>
          <article-title>Validation and development of COI metabarcoding primers for freshwater macroinvertebrate ioassessment</article-title>
          <source>Frontiers in Environmental Science</source>
          <volume>5</volume>
          <fpage>11</fpage>
          <pub-id pub-id-type="doi">10.3389/fenvs.2017.00011</pub-id>
        </element-citation>
      </ref>
      <ref id="B5177679">
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Falgout</surname>
              <given-names>J. T.</given-names>
            </name>
            <name name-style="western">
              <surname>Gordon</surname>
              <given-names>J. M.</given-names>
            </name>
          </person-group>
          <year>2017</year>
          <source>USGS Yeti Supercomputer</source>
          <publisher-name>U.S. Geological Survey</publisher-name>
          <pub-id pub-id-type="doi">10.5066/F7D798MJ</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200585">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Frøslev</surname>
              <given-names>Tobias Guldberg</given-names>
            </name>
            <name name-style="western">
              <surname>Kjøller</surname>
              <given-names>Rasmus</given-names>
            </name>
            <name name-style="western">
              <surname>Bruun</surname>
              <given-names>Hans Henrik</given-names>
            </name>
            <name name-style="western">
              <surname>Ejrnæs</surname>
              <given-names>Rasmus</given-names>
            </name>
            <name name-style="western">
              <surname>Brunbjerg</surname>
              <given-names>Ane Kirstine</given-names>
            </name>
            <name name-style="western">
              <surname>Pietroni</surname>
              <given-names>Carlotta</given-names>
            </name>
            <name name-style="western">
              <surname>Hansen</surname>
              <given-names>Anders Johannes</given-names>
            </name>
          </person-group>
          <year>2017</year>
          <article-title>Algorithm for post-clustering curation of DNA amplicon data yields reliable biodiversity estimates</article-title>
          <source>Nature Communications</source>
          <volume>8</volume>
          <issue>1</issue>
          <fpage>1188</fpage>
          <pub-id pub-id-type="doi">10.1038/s41467-017-01312-x</pub-id>
        </element-citation>
      </ref>
      <ref id="B5174031">
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>GBIF.org</surname>
            </name>
          </person-group>
          <year>2019</year>
          <source>GBIF Occurrence Download</source>
          <publisher-name>GBIF.org</publisher-name>
          <pub-id pub-id-type="doi">10.15468/dl.tf4pmj</pub-id>
        </element-citation>
      </ref>
      <ref id="B5177728">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Gibson</surname>
              <given-names>Joel F.</given-names>
            </name>
            <name name-style="western">
              <surname>Shokralla</surname>
              <given-names>Shadi</given-names>
            </name>
            <name name-style="western">
              <surname>Curry</surname>
              <given-names>Colin</given-names>
            </name>
            <name name-style="western">
              <surname>Baird</surname>
              <given-names>Donald J.</given-names>
            </name>
            <name name-style="western">
              <surname>Monk</surname>
              <given-names>Wendy A.</given-names>
            </name>
            <name name-style="western">
              <surname>King</surname>
              <given-names>Ian</given-names>
            </name>
            <name name-style="western">
              <surname>Hajibabaei</surname>
              <given-names>Mehrdad</given-names>
            </name>
          </person-group>
          <year>2015</year>
          <article-title>Large-scale biomonitoring of remote and threatened ecosystems via High-Throughput Sequencing</article-title>
          <source>PLOS One</source>
          <volume>10</volume>
          <issue>10</issue>
          <fpage>e0138432</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pone.0138432</pub-id>
        </element-citation>
      </ref>
      <ref id="B5173979">
        <element-citation publication-type="chapter">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Griffiths</surname>
              <given-names>G. C. D.</given-names>
            </name>
          </person-group>
          <year>1998</year>
          <chapter-title>Anthomyiidae, Part 2, No. 12</chapter-title>
          <person-group person-group-type="editor">
            <name name-style="western">
              <surname>Griffiths</surname>
              <given-names>G. C. D.</given-names>
            </name>
          </person-group>
          <source>Flies of the Nearctic Region</source>
          <volume>8</volume>
          <publisher-name>E. Schweizerbart'sche Verlagsbuchhandlung</publisher-name>
          <publisher-loc>Stuttgart</publisher-loc>
        </element-citation>
      </ref>
      <ref id="B5177717">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hajibabaei</surname>
              <given-names>Mehrdad</given-names>
            </name>
            <name name-style="western">
              <surname>Shokralla</surname>
              <given-names>Shadi</given-names>
            </name>
            <name name-style="western">
              <surname>Zhou</surname>
              <given-names>Xin</given-names>
            </name>
            <name name-style="western">
              <surname>Singer</surname>
              <given-names>Gregory A. C.</given-names>
            </name>
            <name name-style="western">
              <surname>Baird</surname>
              <given-names>Donald J.</given-names>
            </name>
          </person-group>
          <year>2011</year>
          <article-title>Environmental Barcoding: A Next-Generation Sequencing approach for biomonitoring applications using river benthos</article-title>
          <source>PLOS One</source>
          <volume>6</volume>
          <issue>4</issue>
          <fpage>e17497</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pone.0017497</pub-id>
        </element-citation>
      </ref>
      <ref id="B5177741">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hajibabaei</surname>
              <given-names>Mehrdad</given-names>
            </name>
            <name name-style="western">
              <surname>Baird</surname>
              <given-names>Donald J.</given-names>
            </name>
            <name name-style="western">
              <surname>Fahner</surname>
              <given-names>Nicole A.</given-names>
            </name>
            <name name-style="western">
              <surname>Beiko</surname>
              <given-names>Robert</given-names>
            </name>
            <name name-style="western">
              <surname>Golding</surname>
              <given-names>G. Brian</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>A new way to contemplate Darwin's tangled bank: how DNA barcodes are reconnecting biodiversity science and biomonitoring</article-title>
          <source>Philosophical Transactions of the Royal Society B: Biological Sciences</source>
          <volume>371</volume>
          <issue>1702</issue>
          <pub-id pub-id-type="doi">10.1098/rstb.2015.0330</pub-id>
        </element-citation>
      </ref>
      <ref id="B5255177">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hajibabaei</surname>
              <given-names>Mehrdad</given-names>
            </name>
            <name name-style="western">
              <surname>Porter</surname>
              <given-names>Teresita M.</given-names>
            </name>
            <name name-style="western">
              <surname>Wright</surname>
              <given-names>Michael</given-names>
            </name>
            <name name-style="western">
              <surname>Rudar</surname>
              <given-names>Josip</given-names>
            </name>
          </person-group>
          <year>2019</year>
          <article-title>COI metabarcoding primer choice affects richness and recovery of indicator taxa in freshwater systems</article-title>
          <source>bioRxiv</source>
          <pub-id pub-id-type="doi">10.1101/572628</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200310">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Hebert</surname>
              <given-names>Paul D. N.</given-names>
            </name>
            <name name-style="western">
              <surname>Cywinska</surname>
              <given-names>Alina</given-names>
            </name>
            <name name-style="western">
              <surname>Ball</surname>
              <given-names>Shelley L.</given-names>
            </name>
            <name name-style="western">
              <surname>deWaard</surname>
              <given-names>Jeremy R.</given-names>
            </name>
          </person-group>
          <year>2003</year>
          <article-title>Biological identifications through DNA barcodes</article-title>
          <source>Proceedings of the Royal Society of London. Series B: Biological Sciences</source>
          <volume>270</volume>
          <issue>1512</issue>
          <fpage>313</fpage>
          <lpage>321</lpage>
          <pub-id pub-id-type="doi">10.1098/rspb.2002.2218</pub-id>
        </element-citation>
      </ref>
      <ref id="B5235286">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Huckett</surname>
              <given-names>Hugh C.</given-names>
            </name>
          </person-group>
          <year>1965</year>
          <article-title>The Muscidae of Northern Canada, Alaska, and Greenland (Diptera)</article-title>
          <source>Memoirs of the Entomological Society of Canada</source>
          <volume>97</volume>
          <issue>Supplement S42</issue>
          <fpage>5</fpage>
          <lpage>369</lpage>
          <pub-id pub-id-type="doi">10.4039/entm9742fv</pub-id>
        </element-citation>
      </ref>
      <ref id="B5254174">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Klimaszewski</surname>
              <given-names>Jan</given-names>
            </name>
            <name name-style="western">
              <surname>Pelletier</surname>
              <given-names>Georges</given-names>
            </name>
            <name name-style="western">
              <surname>Germain</surname>
              <given-names>Carole</given-names>
            </name>
            <name name-style="western">
              <surname>Hébert</surname>
              <given-names>Christian</given-names>
            </name>
            <name name-style="western">
              <surname>Humble</surname>
              <given-names>Lee M.</given-names>
            </name>
            <name name-style="western">
              <surname>Winchester</surname>
              <given-names>Neville N.</given-names>
            </name>
          </person-group>
          <year>2001</year>
          <article-title>Diversity of <italic>Placusa</italic> (Coleoptera: Staphylinidae, Aleocharinae) in Canada, with descriptions of two new species</article-title>
          <source>The Canadian Entomologist</source>
          <volume>133</volume>
          <issue>1</issue>
          <fpage>1</fpage>
          <lpage>47</lpage>
          <pub-id pub-id-type="doi">10.4039/Ent1331-1</pub-id>
        </element-citation>
      </ref>
      <ref id="B5192794">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Klimaszewski</surname>
              <given-names>Jan</given-names>
            </name>
            <name name-style="western">
              <surname>Larson</surname>
              <given-names>David J.</given-names>
            </name>
            <name name-style="western">
              <surname>Labrecque</surname>
              <given-names>Myriam</given-names>
            </name>
            <name name-style="western">
              <surname>Bourdon</surname>
              <given-names>Caroline</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>Twelve new species and fifty-three new provincial distribution records of Aleocharinae rove beetles of Saskatchewan, Canada (Coleoptera, Staphylinidae)</article-title>
          <source>ZooKeys</source>
          <volume>610</volume>
          <fpage>45</fpage>
          <lpage>112</lpage>
          <pub-id pub-id-type="doi">10.3897/zookeys.610.9361</pub-id>
        </element-citation>
      </ref>
      <ref id="B5173869">
        <element-citation publication-type="thesis">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Komzáková</surname>
              <given-names>Olga</given-names>
            </name>
          </person-group>
          <year>2012</year>
          <source>Studium fylogeneze evropských rodů čeledi Anthomyiidae (Diptera) s novými poznatky o identifikaci, ekologii a rozšíření středoevropských druhů</source>
          <trans-title>A study on the phylogeny of the European genera of Anthomyiidae (Diptera) with new data on identification, ecology and the distribution of the Central European species</trans-title>
          <publisher-name>Masaryk University</publisher-name>
          <publisher-loc>Brno</publisher-loc>
          <size units="page">133</size>
          <comment content-type="language">Czech</comment>
          <uri>https://is.muni.cz/th/10376/prif_d/</uri>
        </element-citation>
      </ref>
      <ref id="B5177922">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Leray</surname>
              <given-names>Matthieu</given-names>
            </name>
            <name name-style="western">
              <surname>Yang</surname>
              <given-names>Joy Y</given-names>
            </name>
            <name name-style="western">
              <surname>Meyer</surname>
              <given-names>Christopher P</given-names>
            </name>
            <name name-style="western">
              <surname>Mills</surname>
              <given-names>Suzanne C</given-names>
            </name>
            <name name-style="western">
              <surname>Agudelo</surname>
              <given-names>Natalia</given-names>
            </name>
            <name name-style="western">
              <surname>Ranwez</surname>
              <given-names>Vincent</given-names>
            </name>
            <name name-style="western">
              <surname>Boehm</surname>
              <given-names>Joel T</given-names>
            </name>
            <name name-style="western">
              <surname>Machida</surname>
              <given-names>Ryuji J</given-names>
            </name>
          </person-group>
          <year>2013</year>
          <article-title>A new versatile primer set targeting a short fragment of the mitochondrial COI region for metabarcoding metazoan diversity: application for characterizing coral reef fish gut contents.</article-title>
          <source>Frontiers in Zoology</source>
          <volume>10</volume>
          <fpage>34</fpage>
          <pub-id pub-id-type="doi">10.1186/1742-9994-10-34</pub-id>
        </element-citation>
      </ref>
      <ref id="B5198371">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Letunic</surname>
              <given-names>Ivica</given-names>
            </name>
            <name name-style="western">
              <surname>Bork</surname>
              <given-names>Peer</given-names>
            </name>
          </person-group>
          <year>2019</year>
          <article-title>Interactive Tree Of Life (iTOL) v4: recent updates and new developments</article-title>
          <source>Nucleic Acids Research</source>
          <volume>gkz239</volume>
          <pub-id pub-id-type="doi">10.1093/nar/gkz239</pub-id>
        </element-citation>
      </ref>
      <ref id="B5255871">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Nichols</surname>
              <given-names>J</given-names>
            </name>
            <name name-style="western">
              <surname>Williams</surname>
              <given-names>B</given-names>
            </name>
          </person-group>
          <year>2006</year>
          <article-title>Monitoring for conservation</article-title>
          <source>Trends in Ecology &amp; Evolution</source>
          <volume>21</volume>
          <issue>12</issue>
          <fpage>668</fpage>
          <lpage>673</lpage>
          <pub-id pub-id-type="doi">10.1016/j.tree.2006.08.007</pub-id>
        </element-citation>
      </ref>
      <ref id="B5255677">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Penev</surname>
              <given-names>Lyubomir</given-names>
            </name>
            <name name-style="western">
              <surname>Mietchen</surname>
              <given-names>Daniel</given-names>
            </name>
            <name name-style="western">
              <surname>Chavan</surname>
              <given-names>Vishwas</given-names>
            </name>
            <name name-style="western">
              <surname>Hagedorn</surname>
              <given-names>Gregor</given-names>
            </name>
            <name name-style="western">
              <surname>Smith</surname>
              <given-names>Vincent</given-names>
            </name>
            <name name-style="western">
              <surname>Shotton</surname>
              <given-names>David</given-names>
            </name>
            <name name-style="western">
              <surname>Ó Tuama</surname>
              <given-names>Éamonn</given-names>
            </name>
            <name name-style="western">
              <surname>Senderov</surname>
              <given-names>Viktor</given-names>
            </name>
            <name name-style="western">
              <surname>Georgiev</surname>
              <given-names>Teodor</given-names>
            </name>
            <name name-style="western">
              <surname>Stoev</surname>
              <given-names>Pavel</given-names>
            </name>
            <name name-style="western">
              <surname>Groom</surname>
              <given-names>Quentin</given-names>
            </name>
            <name name-style="western">
              <surname>Remsen</surname>
              <given-names>David</given-names>
            </name>
            <name name-style="western">
              <surname>Edmunds</surname>
              <given-names>Scott</given-names>
            </name>
          </person-group>
          <year>2017</year>
          <article-title>Strategies and guidelines for scholarly publishing of biodiversity data</article-title>
          <source>Research Ideas and Outcomes</source>
          <volume>3</volume>
          <fpage>e12431</fpage>
          <pub-id pub-id-type="doi">10.3897/rio.3.e12431</pub-id>
        </element-citation>
      </ref>
      <ref id="B5175827">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Pont</surname>
              <given-names>A. C.</given-names>
            </name>
          </person-group>
          <year>1993</year>
          <article-title>Observations on anthophilous Muscidae and other Diptera (Insecta) in Abisko National Park, Sweden</article-title>
          <source>Journal of Natural History</source>
          <volume>27</volume>
          <issue>3</issue>
          <fpage>631</fpage>
          <lpage>643</lpage>
          <pub-id pub-id-type="doi">10.1080/00222939300770361</pub-id>
        </element-citation>
      </ref>
      <ref id="B5247540">
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rabaglia</surname>
              <given-names>Robert</given-names>
            </name>
            <name name-style="western">
              <surname>Duerr</surname>
              <given-names>Donald</given-names>
            </name>
            <name name-style="western">
              <surname>Acciavatti</surname>
              <given-names>Robert</given-names>
            </name>
            <name name-style="western">
              <surname>Ragenovich</surname>
              <given-names>Iral</given-names>
            </name>
          </person-group>
          <year>2008</year>
          <source>Early detection and rapid response for non-native bark and ambrosia Beetles</source>
          <publisher-name>United States Department of Agriculture, Forest Service, Forest Health Protection</publisher-name>
          <size units="page">vi+12</size>
          <uri>https://www.fs.fed.us/foresthealth/publications/EDRRProjectReport.pdf</uri>
        </element-citation>
      </ref>
      <ref id="B5247640">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ramsfield</surname>
              <given-names>T. D.</given-names>
            </name>
            <name name-style="western">
              <surname>Bentz</surname>
              <given-names>B. J.</given-names>
            </name>
            <name name-style="western">
              <surname>Faccoli</surname>
              <given-names>M.</given-names>
            </name>
            <name name-style="western">
              <surname>Jactel</surname>
              <given-names>H.</given-names>
            </name>
            <name name-style="western">
              <surname>Brockerhoff</surname>
              <given-names>E. G.</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>Forest health in a changing world: effects of globalization and climate change on forest insect and pathogen impacts</article-title>
          <source>Forestry</source>
          <volume>89</volume>
          <issue>3</issue>
          <fpage>245</fpage>
          <lpage>252</lpage>
          <pub-id pub-id-type="doi">10.1093/forestry/cpw018</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200321">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ratnasingham</surname>
              <given-names>Sujeevan</given-names>
            </name>
            <name name-style="western">
              <surname>Hebert</surname>
              <given-names>Paul D. N.</given-names>
            </name>
          </person-group>
          <year>2007</year>
          <article-title>BOLD: The Barcode of Life Data System (<ext-link ext-link-type="uri" xlink:href="http://www.barcodinglife.org">http://www.barcodinglife.org</ext-link>)</article-title>
          <source>Molecular Ecology Notes</source>
          <volume>7</volume>
          <issue>3</issue>
          <fpage>355</fpage>
          <lpage>364</lpage>
          <pub-id pub-id-type="doi">10.1111/j.1471-8286.2007.01678.x</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200342">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Ratnasingham</surname>
              <given-names>Sujeevan</given-names>
            </name>
            <name name-style="western">
              <surname>Hebert</surname>
              <given-names>Paul D. N.</given-names>
            </name>
          </person-group>
          <year>2013</year>
          <article-title>A DNA-based registry for all animal species: The Barcode Index Number (BIN) system</article-title>
          <source>PLOS One</source>
          <volume>8</volume>
          <issue>7</issue>
          <fpage>e66213</fpage>
          <pub-id pub-id-type="doi">10.1371/journal.pone.0066213</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200352">
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Team</surname>
              <given-names>R Core</given-names>
            </name>
          </person-group>
          <year>2018</year>
          <source>R: A language and environment for statistical computing</source>
          <publisher-name>R Foundation for Statistical Computing</publisher-name>
          <publisher-loc>Vienna, Austria</publisher-loc>
        </element-citation>
      </ref>
      <ref id="B5235276">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Renaud</surname>
              <given-names>Anaïs K</given-names>
            </name>
            <name name-style="western">
              <surname>Savage</surname>
              <given-names>Jade</given-names>
            </name>
            <name name-style="western">
              <surname>Adamowicz</surname>
              <given-names>Sarah J</given-names>
            </name>
          </person-group>
          <year>2012</year>
          <article-title>DNA barcoding of Northern Nearctic Muscidae (Diptera) reveals high correspondence between morphological and molecular species limits</article-title>
          <source>BMC Ecology</source>
          <volume>12</volume>
          <issue>1</issue>
          <fpage>24</fpage>
          <pub-id pub-id-type="doi">10.1186/1472-6785-12-24</pub-id>
        </element-citation>
      </ref>
      <ref id="B5200361">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Rognes</surname>
              <given-names>Torbjørn</given-names>
            </name>
            <name name-style="western">
              <surname>Flouri</surname>
              <given-names>Tomáš</given-names>
            </name>
            <name name-style="western">
              <surname>Nichols</surname>
              <given-names>Ben</given-names>
            </name>
            <name name-style="western">
              <surname>Quince</surname>
              <given-names>Christopher</given-names>
            </name>
            <name name-style="western">
              <surname>Mahé</surname>
              <given-names>Frédéric</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>VSEARCH: a versatile open source tool for metagenomics</article-title>
          <source>PeerJ</source>
          <volume>4</volume>
          <fpage>e2584</fpage>
          <lpage>e2584</lpage>
          <pub-id pub-id-type="doi">10.7717/peerj.2584</pub-id>
        </element-citation>
      </ref>
      <ref id="B5177908">
        <element-citation publication-type="website">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Shorthouse</surname>
              <given-names>David P.</given-names>
            </name>
          </person-group>
          <article-title>SimpleMappr, an online tool to produce publication-quality point maps</article-title>
          <uri>https://www.simplemappr.net</uri>
        </element-citation>
      </ref>
      <ref id="B5255308">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sigovini</surname>
              <given-names>Marco</given-names>
            </name>
            <name name-style="western">
              <surname>Keppel</surname>
              <given-names>Erica</given-names>
            </name>
            <name name-style="western">
              <surname>Tagliapietra</surname>
              <given-names>Davide</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>Open Nomenclature in the biodiversity era</article-title>
          <source>Methods in Ecology and Evolution</source>
          <volume>7</volume>
          <issue>10</issue>
          <fpage>1217</fpage>
          <lpage>1225</lpage>
          <pub-id pub-id-type="doi">10.1111/2041-210x.12594</pub-id>
        </element-citation>
      </ref>
      <ref id="B5247862">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Sikes</surname>
              <given-names>Derek S.</given-names>
            </name>
            <name name-style="western">
              <surname>Bowser</surname>
              <given-names>Matthew</given-names>
            </name>
            <name name-style="western">
              <surname>Morton</surname>
              <given-names>John M.</given-names>
            </name>
            <name name-style="western">
              <surname>Bickford</surname>
              <given-names>Casey</given-names>
            </name>
            <name name-style="western">
              <surname>Meierotto</surname>
              <given-names>Sarah</given-names>
            </name>
            <name name-style="western">
              <surname>Hildebrandt</surname>
              <given-names>Kyndall</given-names>
            </name>
          </person-group>
          <year>2017</year>
          <article-title>Building a DNA barcode library of Alaska’s non-marine arthropods</article-title>
          <source>Genome</source>
          <volume>60</volume>
          <issue>3</issue>
          <fpage>248</fpage>
          <lpage>259</lpage>
          <pub-id pub-id-type="doi">10.1139/gen-2015-0203</pub-id>
        </element-citation>
      </ref>
      <ref id="B5176146">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Tiensuu</surname>
              <given-names>L.</given-names>
            </name>
          </person-group>
          <year>1936</year>
          <article-title>Insect life on plants attacked by aphids</article-title>
          <source>Annales entomologici Fennici</source>
          <volume>2</volume>
          <issue>4</issue>
          <fpage>161</fpage>
          <lpage>169</lpage>
        </element-citation>
      </ref>
      <ref id="B5229476">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Watts</surname>
              <given-names>Corinne</given-names>
            </name>
            <name name-style="western">
              <surname>Dopheide</surname>
              <given-names>Andrew</given-names>
            </name>
            <name name-style="western">
              <surname>Holdaway</surname>
              <given-names>Robert</given-names>
            </name>
            <name name-style="western">
              <surname>Davis</surname>
              <given-names>Carina</given-names>
            </name>
            <name name-style="western">
              <surname>Wood</surname>
              <given-names>Jamie</given-names>
            </name>
            <name name-style="western">
              <surname>Thornburrow</surname>
              <given-names>Danny</given-names>
            </name>
            <name name-style="western">
              <surname>Dickie</surname>
              <given-names>Ian A</given-names>
            </name>
          </person-group>
          <year>2019</year>
          <article-title>DNA metabarcoding as a tool for invertebrate community monitoring: a case study comparison with conventional techniques</article-title>
          <source>Austral Entomology</source>
          <pub-id pub-id-type="doi">10.1111/aen.12384</pub-id>
        </element-citation>
      </ref>
      <ref id="B5173757">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Werner</surname>
              <given-names>Doreen</given-names>
            </name>
            <name name-style="western">
              <surname>Pont</surname>
              <given-names>Adrian C.</given-names>
            </name>
          </person-group>
          <year>2006</year>
          <article-title>New results on Diptera predators in the blackfly plague areas of Central Europe and the Caucasus</article-title>
          <source>Acta entomologica serbica</source>
          <volume>Supplement</volume>
          <fpage>131</fpage>
          <lpage>140</lpage>
          <uri>http://www.eds.org.rs/AES/Vol11Suppl/16.pdf</uri>
        </element-citation>
      </ref>
      <ref id="B5173746">
        <element-citation publication-type="article">
          <person-group person-group-type="author">
            <name name-style="western">
              <surname>Wolton</surname>
              <given-names>Robert</given-names>
            </name>
            <name name-style="western">
              <surname>Luff</surname>
              <given-names>Martin</given-names>
            </name>
          </person-group>
          <year>2016</year>
          <article-title>Observations on the Diptera and other insects frequenting sap exudations on an oak tree in Devon, south-west England</article-title>
          <source>Dipterists Digest</source>
          <volume>23</volume>
          <issue>2</issue>
          <fpage>119</fpage>
          <lpage>136</lpage>
          <uri>http://www.dipteristsforum.org.uk/sgb_dipterists_digest.php?id=61</uri>
        </element-citation>
      </ref>
    </ref-list>
  </back>
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      <object-id content-type="zenodo_dep_id">3560459</object-id>
      <label>Figure 1.</label>
      <caption>
        <p>Map of sampling locations generated using SimpleMappr (<xref ref-type="bibr" rid="B5177908">Shorthouse 2010</xref>).</p>
      </caption>
      <graphic xlink:href="rio-05-e48536-g001.png" position="float" id="oo_290725.png" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/fig/290725</uri>
      </graphic>
    </fig>
    <fig id="F5197986" position="float" orientation="portrait">
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      <label>Figure 2.</label>
      <caption>
        <p>Comparison of identifications based on morphological and HTS methods. Columns are samples and rows are identifications. White: non-detections. Blue: morphological detections. Red: HTS detections. Purple: detections by both methods.</p>
      </caption>
      <graphic xlink:href="rio-05-e48536-g002.png" position="float" id="oo_310492.png" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/fig/310492</uri>
      </graphic>
    </fig>
    <fig id="F5198369" position="float" orientation="portrait">
      <object-id content-type="arpha">BE232416-F565-5B82-B756-0854BB315C33</object-id>
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      <label>Figure 3.</label>
      <caption>
        <p>Phylogenetic tree of HTS sequences generated using qiime phylogeny align-to-tree-mafft-fasttree, accepting default parameters. The graphic was rendered using the Interactive Tree Of Life (<xref ref-type="bibr" rid="B5198371">Letunic and Bork 2019</xref>). An interactive version of this tree is available at <ext-link ext-link-type="uri" xlink:href="https://itol.embl.de/tree/1641591522462921555104654">https://itol.embl.de/tree/1641591522462921555104654</ext-link>. Colors hightlight major taxonomic groups.</p>
      </caption>
      <graphic xlink:href="rio-05-e48536-g003.png" position="float" id="oo_310494.png" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/fig/310494</uri>
      </graphic>
    </fig>
    <table-wrap id="T5200331" position="float" orientation="portrait">
      <label>Table 1.</label>
      <caption>
        <p>Search strings and numbers of records downloaded from BOLD for library construction.</p>
      </caption>
      <table rules="all" border="0">
        <tbody>
          <tr>
            <td rowspan="1" colspan="1">
              <bold>Search String</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>Records</bold>
            </td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">"Arthropoda"[tax] "Alaska"[geo]</td>
            <td rowspan="1" colspan="1">10,227</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">"Arthropoda"[tax] "British Columbia"[geo]</td>
            <td rowspan="1" colspan="1">306,010</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">"Arthropoda"[tax] "Russia"[geo]</td>
            <td rowspan="1" colspan="1">22,032</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">"Arthropoda"[tax] "Yukon Territory"[geo]</td>
            <td rowspan="1" colspan="1">77,510</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <table-wrap id="T5198065" position="float" orientation="portrait">
      <label>Table 2.</label>
      <caption>
        <p>Identifications obtained by morphological and HTS methods.</p>
      </caption>
      <table rules="all" border="0">
        <tbody>
          <tr>
            <td rowspan="1" colspan="1">
              <bold>Phylum</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>Class</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>Order</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>Family</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>Genus and Species</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>Morphology</bold>
            </td>
            <td rowspan="1" colspan="1">
              <bold>HTS</bold>
            </td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Arachnida</td>
            <td rowspan="1" colspan="1">Araneae</td>
            <td rowspan="1" colspan="1">Clubionidae</td>
            <td rowspan="1" colspan="1"><italic>Clubiona kulczynskii</italic> Lessert, 1905</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Arachnida</td>
            <td rowspan="1" colspan="1">Araneae</td>
            <td rowspan="1" colspan="1">Philodromidae</td>
            <td rowspan="1" colspan="1"><italic>Tibellus</italic> sp. BOLD:AAA7188</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Arachnida</td>
            <td rowspan="1" colspan="1">Sarcoptiformes</td>
            <td rowspan="1" colspan="1">Compactozetidae</td>
            <td rowspan="1" colspan="1"><italic>Cepheus</italic> sp.</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Collembola</td>
            <td rowspan="1" colspan="1">Entomobryomorpha</td>
            <td rowspan="1" colspan="1">Entomobryidae</td>
            <td rowspan="1" colspan="1"><italic>Entomobrya nivalis</italic> (Linnaeus, 1758)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="2">Coleoptera</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Anobiidae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Acmaeops proteus</italic> (Kirby 1837)</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Meriellum proteus</italic> (Kirby, 1837)</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Neospondylis</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Neospondylis upiformis</italic> (Mannerheim, 1843)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Phymatodes</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Phymatodes dimidiatus</italic> (Kirby, 1837)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Phymatodes maculicollis</italic> LeConte, 1878</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Plectrura</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Plectrura spinicauda</italic> Mannerheim, 1852</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Stenocorus obtusus</italic> Mannerheim, 1852</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Tetropium</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1">
              <italic>Tetropium cinnamopterum</italic>
            </td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Tetropium fuscum</italic> (Fabricius, 1787)</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Xylotrechus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Xylotrechus longitarsis</italic> Casey, 1912</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cerambycidae</td>
            <td rowspan="1" colspan="1"><italic>Xylotrechus undulatus</italic> (Say, 1824)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cleridae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Cleridae</td>
            <td rowspan="1" colspan="1"><italic>Thanasimus undatulus</italic> (Say, 1835)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Cryphalus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Cryphalus ruficollis</italic> Hopkins, 1915</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dendroctonus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dendroctonus rufipennis</italic> Kirby, 1837</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dolurgus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dolurgus pumilus</italic> (Mannerheim, 1843)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dryocoetes</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dryocoetes affaber</italic> Leconte, 1876</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Dryocoetes autographus</italic> (Ratzeburg, 1837)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Hylurgops</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Hylurgops rugipennis</italic> (Mannerheim, 1843)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Ips perturbatus</italic> (Eichhoff, 1869)</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Ips typographus</italic> (Linnaeus, 1758)</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Orthotomicus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Orthotomicus caelatus</italic> (Eichhoff, 1868)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Pissodes</italic> sp.</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Pityophthorus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Polygraphus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Polygraphus rufipennis</italic> (Kirby, 1837)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Pseudips concinnus</italic> (Mannerheim, 1852)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Rhyncolus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Trypodendron</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Curculionidae</td>
            <td rowspan="1" colspan="1"><italic>Trypodendron lineatum</italic> (Olivier, 1795)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Elateridae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Elateridae</td>
            <td rowspan="1" colspan="1"><italic>Idolus debilis</italic> (LeConte, 1884)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Elateridae</td>
            <td rowspan="1" colspan="1"><italic>Liotrichus sagitticollis</italic> (Eschscholtz, 1829)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Elateridae</td>
            <td rowspan="1" colspan="1"><italic>Pseudanostirus hoppingi</italic> (Van Dyke, 1932)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Eucnemidae</td>
            <td rowspan="1" colspan="1"><italic>Epiphanis cornutus</italic> Eschscholtz, 1829</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Melandryidae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Melandryidae</td>
            <td rowspan="1" colspan="1"><italic>Serropalpus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Melandryidae</td>
            <td rowspan="1" colspan="1"><italic>Serropalpus substriatus</italic> Haldeman, 1848</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Ptinidae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Ptinidae</td>
            <td rowspan="1" colspan="1"><italic>Hemicoelus carinatus</italic> (Say, 1823)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Ptinidae</td>
            <td rowspan="1" colspan="1"><italic>Microbregma emarginatum</italic> (Duftschmid, 1825)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Staphylinidae</td>
            <td rowspan="1" colspan="1">Placusa incompleta Sjöberg, 1934</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Coleoptera</td>
            <td rowspan="1" colspan="1">Zopheridae</td>
            <td rowspan="1" colspan="1"><italic>Lasconotus</italic> sp.</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Anthomyiidae</td>
            <td rowspan="1" colspan="1"><italic>Hydrophoria lancifer</italic> (Harris, 1780)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Canthyloscelidae</td>
            <td rowspan="1" colspan="1"><italic>Synneuron decipiens</italic> Hutson, 1977</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Chironomidae</td>
            <td rowspan="1" colspan="1"><italic>Allocladius</italic> sp. <ext-link ext-link-type="uri" xlink:href="http://boldsystems.org/index.php/Public_BarcodeCluster?clusteruri=BOLD:AAH3022">BOLD:AAH3022</ext-link></td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Muscidae</td>
            <td rowspan="1" colspan="1"><italic>Coenosia conforma</italic> Huckett, 1934</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Muscidae</td>
            <td rowspan="1" colspan="1"><italic>Phaonia errans</italic> (Meigen, 1826)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Muscidae</td>
            <td rowspan="1" colspan="1"><italic>Phaonia luteva</italic> (Walker, 1849)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Muscidae</td>
            <td rowspan="1" colspan="1"><italic>Spilogona sororcula</italic> (Zetterstedt, 1845)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Mycetophilidae</td>
            <td rowspan="1" colspan="1"><italic>Exechia</italic> sp. <ext-link ext-link-type="uri" xlink:href="http://boldsystems.org/index.php/Public_BarcodeCluster?clusteruri=BOLD:ACO2323">BOLD:ACO2323</ext-link></td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Phoridae</td>
            <td rowspan="1" colspan="1"><italic>Gymnophora subarcuata</italic> Schmitz, 1952</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Phoridae</td>
            <td rowspan="1" colspan="1"><italic>Phora</italic> sp. <ext-link ext-link-type="uri" xlink:href="http://boldsystems.org/index.php/Public_BarcodeCluster?clusteruri=BOLD:AAU5644">BOLD:AAU5644</ext-link></td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Sciaridae</td>
            <td rowspan="1" colspan="1">Sciaridae sp. <ext-link ext-link-type="uri" xlink:href="http://boldsystems.org/index.php/Public_BarcodeCluster?clusteruri=BOLD:AAP9896">BOLD:AAP9896</ext-link></td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Tipulidae</td>
            <td rowspan="1" colspan="1"><italic>Prionocera turcica</italic> (Fabricius, 1787)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Tipulidae</td>
            <td rowspan="1" colspan="1"><italic>Tipula platymera</italic> Walker, 1856</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Diptera</td>
            <td rowspan="1" colspan="1">Xylophagidae</td>
            <td rowspan="1" colspan="1"><italic>Xylophagus fulgidus</italic> Webb, 1979</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Hemiptera</td>
            <td rowspan="1" colspan="1">Acanthosomatidae</td>
            <td rowspan="1" colspan="1"><italic>Elasmostethus interstinctus</italic> (Linnaeus, 1758)</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Hemiptera</td>
            <td rowspan="1" colspan="1">Pentatomidae</td>
            <td rowspan="1" colspan="1"><italic>Halyomorpha halys</italic> Stål, 1855</td>
            <td rowspan="1" colspan="1">✓</td>
            <td rowspan="1" colspan="1"/>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Arthropoda</td>
            <td rowspan="1" colspan="1">Insecta</td>
            <td rowspan="1" colspan="1">Hymenoptera</td>
            <td rowspan="1" colspan="1">Ichneumonidae</td>
            <td rowspan="1" colspan="1">Ichneumoninae sp. <ext-link ext-link-type="uri" xlink:href="http://boldsystems.org/index.php/Public_BarcodeCluster?clusteruri=BOLD:AAU8831">BOLD:AAU8831</ext-link></td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Nematoda</td>
            <td rowspan="1" colspan="2">Chromadorea</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Nematoda</td>
            <td rowspan="1" colspan="1">Chromadorea</td>
            <td rowspan="1" colspan="2">Rhabditida</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Nematoda</td>
            <td rowspan="1" colspan="1">Chromadorea</td>
            <td rowspan="1" colspan="2">Tylenchida</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Nematoda</td>
            <td rowspan="1" colspan="1">Chromadorea</td>
            <td rowspan="1" colspan="1">Tylenchida</td>
            <td rowspan="1" colspan="2">Sphaerulariidae</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
          <tr>
            <td rowspan="1" colspan="1">Nematoda</td>
            <td rowspan="1" colspan="1">Secernentea</td>
            <td rowspan="1" colspan="1">Tylenchida</td>
            <td rowspan="1" colspan="1">Aphelenchoididae</td>
            <td rowspan="1" colspan="1"><italic>Bursaphelenchus</italic> sp.</td>
            <td rowspan="1" colspan="1"/>
            <td rowspan="1" colspan="1">✓</td>
          </tr>
        </tbody>
      </table>
    </table-wrap>
    <supplementary-material id="S5176126" orientation="portrait" position="float" xlink:type="simple">
      <object-id content-type="arpha">0CDBDD56-0647-5852-947C-8AC3CF494B64</object-id>
      <object-id content-type="doi">10.3897/rio.5.e48536.suppl1</object-id>
      <object-id content-type="zenodo_dep_id">3560465</object-id>
      <label>Supplementary material 1</label>
      <caption>
        <p>Trap data, morphological identifications, molecular identifications, and resulting occurrence data</p>
      </caption>
      <p>Data type: occurences</p>
      <p>Brief description: This file contains the specimen data from the original trap samples, morphological identifications, molecular identifications, and resulting occurrence data.</p>
      <p>File: oo_309350.xlsx</p>
      <media xlink:href="rio-05-e48536-s001.xlsx" mimetype="Microsoft Excel Document" mime-subtype="xlsx" position="float" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/file/309350</uri>
      </media>
      <attrib specific-use="authors">Matthew Bowser, Elizabeth E. Graham</attrib>
    </supplementary-material>
    <supplementary-material id="S5253948" orientation="portrait" position="float" xlink:type="simple">
      <object-id content-type="arpha">2460D420-D8F5-50B9-A532-3D68915EED3E</object-id>
      <object-id content-type="doi">10.3897/rio.5.e48536.suppl2</object-id>
      <object-id content-type="zenodo_dep_id">3560467</object-id>
      <label>Supplementary material 2</label>
      <caption>
        <p>RTL Genomics Data Analysis Methodology</p>
      </caption>
      <p>Data type: methodology</p>
      <p>File: oo_309843.pdf</p>
      <media xlink:href="rio-05-e48536-s002.pdf" mimetype="Adobe Acrobat Document" mime-subtype="pdf" position="float" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/file/309843</uri>
      </media>
      <attrib specific-use="authors">RTL Genomics</attrib>
    </supplementary-material>
    <supplementary-material id="S5252718" orientation="portrait" position="float" xlink:type="simple">
      <object-id content-type="arpha">2C8D884B-2EB7-518E-A908-C58F748C557B</object-id>
      <object-id content-type="doi">10.3897/rio.5.e48536.suppl3</object-id>
      <object-id content-type="zenodo_dep_id">3560469</object-id>
      <label>Supplementary material 3</label>
      <caption>
        <p>ASV Table</p>
      </caption>
      <p>Data type: ASV by sample matrix</p>
      <p>Brief description: Amplicon sequence variant table in standard text format</p>
      <p>File: oo_309351.txt</p>
      <media xlink:href="rio-05-e48536-s003.txt" mimetype="txt file" mime-subtype="txt" position="float" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/file/309351</uri>
      </media>
      <attrib specific-use="authors">Matthew L. Bowser</attrib>
    </supplementary-material>
    <supplementary-material id="S5252719" orientation="portrait" position="float" xlink:type="simple">
      <object-id content-type="arpha">2D5C9F90-B8B8-5648-A9FB-DBFB00D2E942</object-id>
      <object-id content-type="doi">10.3897/rio.5.e48536.suppl4</object-id>
      <object-id content-type="zenodo_dep_id">3560471</object-id>
      <label>Supplementary material 4</label>
      <caption>
        <p>ASV Sequences</p>
      </caption>
      <p>Data type: metagenomic</p>
      <p>Brief description: Sequences of amplicon sequence variants in FASTA format.</p>
      <p>File: oo_309352.fas</p>
      <media xlink:href="rio-05-e48536-s004.fas" mimetype="fas file" mime-subtype="fas" position="float" orientation="portrait" xlink:type="simple">
        <uri content-type="original_file">https://binary.pensoft.net/file/309352</uri>
      </media>
      <attrib specific-use="authors">Matthew L. Bowser</attrib>
    </supplementary-material>
  </floats-group>
</article>
