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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2025.1518608</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Decision-making in wildlife forensics: comparing complex and simple cases at the Wyoming Game and Fish Laboratory</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Frazier</surname>
<given-names>Kimberly M.</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2793067"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bauman</surname>
<given-names>Tasha L.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2749391"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Wyoming Game and Fish Wildlife Forensic and Fish Health Laboratory</institution>, <addr-line>Laramie, WY</addr-line>,&#xa0;<country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Kyle Ewart, The University of Sydney, Australia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Fraser John Combe, Theiagen Genomics, United States</p>
<p>Kelly A. Meiklejohn, North Carolina State University, United States</p>
<p>Alexandra Summerell, New South Wales Health Pathology, Australia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Kimberly M. Frazier, <email xlink:href="mailto:kim.frazier@wyo.gov">kim.frazier@wyo.gov</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>13</volume>
<elocation-id>1518608</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Frazier and Bauman</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Frazier and Bauman</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>This study compares the decision-making processes and workflows of complex and simple wildlife forensic cases at the Wyoming Game and Fish Wildlife Forensic Laboratory. To highlight the varied processes involved in analyzing cases at the laboratory, a complex case, consisting of eighteen different animals and a simpler case consisting of only two animals will be discussed.  Both cases highlight several decision making points throughout to determine the number of samples to collect, if the samples contain biological material, the extraction methods to be used, and how to proceed with downstream analyses. These decision points are notably more numerous in the complex case. Both cases cover the process of subsampling, extraction methods, test methods, and results.  At the time of the complex case, sanger sequencing, used for species identification of the deer species did not allow for the differentiation between the closely related white-tailed deer (<italic>Odocoileus virginianus</italic>) and mule deer (<italic>Odocoileus hemionus</italic>) and a protein analysis was used to differentiate them. A new procedure, population assignment in conjunction with sequencing, validated after the complex case and prior to the simple case made the differentiation easier and more efficient. This change in species identification emphasizes the need for continual validation of new procedures. Results of wildlife forensic cases are not only dependent on the analyses performed, but also on the decisions made by the analyst throughout the process. </p>
</abstract>
<kwd-group>
<kwd>wildlife forensics</kwd>
<kwd>critical decisions</kwd>
<kwd>DNA sequencing</kwd>
<kwd>albumin</kwd>
<kwd>species assignment</kwd>
<kwd>STR genotyping</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="37"/>
<page-count count="12"/>
<word-count count="6258"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Conservation and Restoration Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The Wyoming Game and Fish Wildlife Forensic and Fish Health Laboratory, consisting of three sections: fish health, tooth aging, and wildlife forensics, is a state funded laboratory in the United States and is accredited by ANSI National Accreditation Board (ANAB) to ISO/IEC 17025:2017 standards. The forensic portion of the laboratory was established in 1988 and was primarily focused on species identification, sex identification, and matching using RFLPs. The laboratory has had a long standing relationship with Colorado Parks and Wildlife Law Enforcement Officers and they have been primary partners in creating the forensic laboratory. Since then, the laboratory has expanded its clientele, offering wildlife forensic services to approximately thirteen states. The laboratory still mainly focuses on the same analyses, but with vast improvements in technology. The forensic section of the laboratory is solely focused on enforcement questions and, other than validations, does not conduct or participate in research, making the laboratory one of the few wildlife forensic laboratories in the United States dedicated to wildlife law enforcement.</p>
<p>Enforcement questions that the laboratory answers include: what is the species of origin of the evidentiary item, what is the sex, how many individuals are represented by the items and do any of the items originate from each other or a known individual? The laboratory works with many trophy game and big game species including: mule deer (<italic>O. hemionus</italic>), white-tailed deer (<italic>O. virginianus</italic>), moose (<italic>Alces alces</italic>), elk (<italic>Cervus canadensis</italic>), pronghorn (<italic>Antilocapra americana</italic>), mountain lion (<italic>Puma concolor</italic>), bobcat (<italic>Lynx rufus</italic>), black bear (<italic>Ursus americanus</italic>), grizzly bear (<italic>Ursus arctos horribilis</italic>), mountain goat (<italic>Oreamnos americanus</italic>), bighorn sheep (<italic>Ovis canadensis</italic>), turkey (Meleagris), sage grouse (<italic>Centrocercus urophasianus</italic>), and barbary sheep (<italic>Ammotragus lervia</italic>).</p>
<p>The laboratory receives approximately 80-90 cases per year, consisting of simple and complex cases. The simple cases generally consist of one to ten good quality items (i.e. items that comprise abundant high-quality DNA or sufficient protein) for species identification, sex identification, matching, or all three. The complex cases generally consist of a large quantity of samples with varying degrees of quality. In general, the more complex cases consisting of numerous samples and numerous sample types require more testing, which leads to more decision points compared to the simple cases. Due to the number of species analyzed and the number of states the laboratory performs testing for, the laboratory hosts a large number of reference samples separated by species and states and broken further into herd or unit areas within each state. Currently the laboratory has a reference database consisting of 36,720 samples with the number growing yearly.</p>
<p>This original paper outlines details for a complex case and a simple case received for analyses by the Wyoming Game and Fish Wildlife Forensic laboratory. The information presented in this paper was extracted from the laboratory&#x2019;s case files. Specific details such as evidence descriptions, laboratory items, officer names and locations have been altered to maintain confidentiality. The complex case was received by the laboratory first, therefore, it will be presented before the simple case.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<p>The two cases covered in this manuscript use a variety of methods and protocol for species identification, sex identification, STR amplification and STR analysis. Specific technical parameters for these methods are listed in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheet 1</bold>
</xref> (complex case) and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheet 2</bold>
</xref> (simple case).</p>
<sec id="s2_1">
<label>2.1</label>
<title>DNA extractions</title>
<p>DNA extractions were performed using three different methods: the tissue and blood samples were extracted using a phenol chloroform organic extraction protocol (<xref ref-type="bibr" rid="B24">Sambrook et&#xa0;al., 1989</xref>). Additionally, many of the blood samples were washed with a silica cleanup protocol to remove excess heme and any other environmental contaminants. Hair samples were extracted using the same phenol chloroform organic extraction protocol as the tissue and blood samples (<xref ref-type="bibr" rid="B24">Sambrook et&#xa0;al., 1989</xref>) with the addition of 20&#xb5;l of 1M DTT (DL-Dithiothreitol) per DNA extraction.</p>
<p>Every test method performed for wildlife forensic case work at the Wyoming Game and Fish Wildlife Forensics Laboratory runs a positive and negative control. The negative control moves with the case throughout the entire testing process starting with DNA extractions. The positive controls are test specific and must produce a validated result for use. In the event a control fails the results are recorded in the bench notes and the testing starts over. The lab does not report test results with failed positive or negative controls.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Species identification</title>
<p>Three methods were used for species identification. Sanger sequencing (<xref ref-type="bibr" rid="B25">Sanger et al., 1977</xref>) was performed on all unknown samples as well as positive and negative controls using the mtDNA gene region CytB with universal primers &#x2018;mcb 398&#x2019; and &#x2018;mcb 869&#x2019; (<xref ref-type="bibr" rid="B35">Verma and Singh, 2002</xref>; primer sequences are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheet 1</bold>
</xref>). The samples were ran on a 3500 genetic analyzer (Applied Biosystems) and the resulting sequences were analyzed in Molecular Evolutionary Genetic Analysis (MEGA) v. 11.0.13 (<xref ref-type="bibr" rid="B33">Tamura et&#xa0;al., 2021</xref>) and then compared with sequences from NCBI using BLAST (<xref ref-type="bibr" rid="B6">Clark et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B26">Sayers et&#xa0;al., 2022</xref>) to determine the species of origin. DNA sequencing alone cannot differentiate between Odocoileus spp. Therefore, samples that sequenced out to be from the Odocoileus spp. had to be further tested using protein serology or STRs for species assignment.</p>
<p>Protein serology was used by the laboratory for taxonomic identification of blood samples (<xref ref-type="bibr" rid="B14">Mardini, 1984</xref>; <xref ref-type="bibr" rid="B2">ANSI/ASB Standard 106, 2020</xref>). Serum albumin is an excellent protein to identify species from tissue and blood samples. This protein is the most abundant plasma protein and is found throughout the extravascular spaces of the body, maintaining the interstitial fluid colloid osmotic pressure. Serum albumin is a strongly anionic monomeric protein that can be readily separated from other tissue proteins by electrophoresis (<xref ref-type="bibr" rid="B19">Murch and Budowle, 1986</xref>; <xref ref-type="bibr" rid="B15">Melsert et al., 1989</xref>; <xref ref-type="bibr" rid="B27">Signore et al., 2017</xref>). A key application of the Albumin Western blot analysis is the differentiation of the four closely related members of the Cervidae family (mule deer, white-tailed deer, elk, and moose). Electrophoresis was ran on a Pharmacia LKB Biotechnology PhastSystem with positive and negative controls.</p>
<p>The validation of OdoPlex (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) enabled the use of DNA STRs to differentiate species of Odocoileus spp. Multiplex PCR amplification was performed on the unknown samples that were identified as Odocoileus spp. based on sequence analysis, using the OdoPlex multiplex STR panel (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>). STR amplification and analysis was performed using the parameters listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheet 2</bold>
</xref>. In order to determine the species of origin, the alleles associated with each item were compared with an in-house database of known mule deer and white-tailed deer alleles and analyzed with GenAlEx6.51b2 (<xref ref-type="bibr" rid="B20">Peakall and Smouse, 2006</xref>; <xref ref-type="bibr" rid="B21">Peakall and Smouse, 2012</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Sex identification</title>
<p>Sex identification of the Odocoileus spp, <italic>C. canadensis</italic> and <italic>U. americanas</italic> samples was amplified using multilocus STR panels. The sex identification primers are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Data Sheet 1</bold>
</xref>. Samples originating from <italic>O. hemionus</italic> and <italic>O. virginianus</italic> were amplified with the OdoPlex STR panel (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>). The sex-linked mammal-specific ZFX markers (<xref ref-type="bibr" rid="B1">Aasen and Medrano, 1990</xref>), which amplifies females at an amplicon size of ~443bp and an Artiodactyla-specific Y-chromosome linked SRY marker (<xref ref-type="bibr" rid="B37">Wilson and White, 1998</xref>) to amplify males at an amplicon size of ~190 bp were used.</p>
<p>Sex identification loci of <italic>C. canadensis</italic> samples was amplified, in a similar manner, with a multilocus STR panel referred to as WapitiPlex (<xref ref-type="bibr" rid="B12">Jones et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B18">Meredith et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B17">Meredith et&#xa0;al., 2007</xref>). In addition to the sex-linked mammal-specific ZFX and the Artiodactyla-specific Y-chromosome linked SRY marker the panel also includes a mammal-specific ZFY marker (<xref ref-type="bibr" rid="B9">Fain and LeMay, 1995</xref>) at an amplicon size of ~221bp.</p>
<p>Amplification of the sex identification markers for <italic>U. americanus</italic> was performed using the multilocus STR panel, UrsaPlex (<xref ref-type="bibr" rid="B16">Meredith et&#xa0;al., 2020</xref>) markers. An X chromosome linked bear-specific ZFX marker with an amplicon size of ~163bp and two Y chromosomes linked bear-specific markers (SMCY and 318.2) (<xref ref-type="bibr" rid="B3">Bidon et&#xa0;al., 2013</xref>) with amplicon sizes of ~106 bp and ~129 bp respectively were used.</p>
<p>Sex identification of <italic>Antilocapra americana</italic>, <italic>Alces alces</italic> and Meleagris spp. were amplified with specific sex markers and ran on a 5% agarose gel. Band separation imaging was visualized using a UV light and camera system (IGenius 3). PCR amplification of the polymorphic region of the ZFX/ZFY and SRY (P1-3EZ/P1-5EZ and Y53-3C/Y53-3D) locus was used to determine the sex of <italic>A. alces.</italic> Sex identification of <italic>A. americana</italic> was performed under the same conditions with the exception of the Y primer SRY (Y53-3E/Y53-3F) (<xref ref-type="bibr" rid="B9">Fain and LeMay, 1995</xref>). In Meleagris spp. the female is the heterogametic sex (ZW). The sex identification of Meleagris sp. was performed using primers Pst1 with amplification at ~177-bp and ATP amplification at ~250-bp (<xref ref-type="bibr" rid="B7">D&#x2019;Costa and Petitte, 1998</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>STR amplification</title>
<p>Multiplexed PCR amplifications were performed on the Odocoileus spp. (OdoPlex) (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>), <italic>C. canadensis</italic> (WapitiPlex) (<xref ref-type="bibr" rid="B12">Jones et al., 2002</xref>; <xref ref-type="bibr" rid="B18">Meredith et al., 2005</xref>; <xref ref-type="bibr" rid="B17">Meredith et al., 2007</xref>) and <italic>U. americanas</italic> (UrsaPlex) (<xref ref-type="bibr" rid="B16">Meredith et al., 2020</xref>) samples with the Qiagen&#x24c7; Multiplex PCR kit using ten to sixteen STRs. Primers for the individual species are listed in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S1&#x2013;S3</bold>
</xref>. Forward primers of all STR and sex identification loci were labeled with fluorescent dyes (6FAM, VIC, NED and PET; ThermoFisher Scientific) following the parameter set forth in the species specific validation studies (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref> and <xref ref-type="bibr" rid="B16">Meredith et&#xa0;al., 2020</xref>). Multiplex PCR reactions was ran using a Biorad&#x24c7; Thermal Cycler. Fragment separation was performed on Applied Biosystems 3500 Genetic Analyzer using the Fragment Analysis50_POP7_G5 module.</p>
<p>Singleplex PCR amplifications were performed on <italic>Alces alces</italic> (<xref ref-type="bibr" rid="B36">Wilson et al., 1997</xref>; <xref ref-type="bibr" rid="B32">Talbot et al., 1996</xref>; <xref ref-type="bibr" rid="B29">Smith et al., 2002</xref>; <xref ref-type="bibr" rid="B4">Bishop et al., 1994</xref>; <xref ref-type="bibr" rid="B34">Vaiman et al., 1994</xref>), <italic>Antilocapra americana</italic> (<xref ref-type="bibr" rid="B4">Bishop et al., 1994</xref>; <xref ref-type="bibr" rid="B13">Lou, 1998</xref>; <xref ref-type="bibr" rid="B5">Carling et al., 2003</xref>; <xref ref-type="bibr" rid="B30">Stephen et al., 2010</xref>) and Meleagris (<xref ref-type="bibr" rid="B11">Huang et al., 1999</xref>; <xref ref-type="bibr" rid="B23">Reed et al., 2000</xref>). Primers for the individual species are listed in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S4&#x2013;S6</bold>
</xref>. An IRDye 700 or 800 M13 tail was added to each reaction depending on the validated procedure.</p>
<p>The PCR reactions were ran using a Biorad&#x24c7; Thermal Cycler and fragment separation was performed on a LiCor Sequencer.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>STR analysis</title>
<p>All multiplex STR analysis was performed with GeneMapper software (Applied Biosystems&#x2122;). While the singleplex reactions were analyzed with Saga&#x2122; software (LiCor). The individual genotypes were visually inspected and scored by qualified analysts. The unique genetic profiles were recorded for each sample to determine individualization, minimum number of animals and sex identification.</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Case 1- complex wildlife forensic case</title>
<sec id="s3_1">
<label>3.1</label>
<title>Case overview</title>
<p>In 2024 the laboratory received a wildlife forensic case submission from a District Wildlife Officer from Colorado Parks and Wildlife. A total of 59 items were submitted for examination. The submission form, which the submitting officer filled in, stated that items #1 and 2 originated from mule deer (<italic>O. hemionus</italic>) of unknown sex. At the time of submission, the officer did not know if other species were present in the evidentiary items and the known mule deer samples were the only species in question. The investigation aimed to address the following objectives:</p>
<list list-type="bullet">
<list-item>
<p>Species identification of items #3-59.</p>
</list-item>
<list-item>
<p>Sex identification of all items.</p>
</list-item>
<list-item>
<p>Number of individual animals in the submitted items.</p>
</list-item>
</list>
<p>A few critical decision points can streamline complex cases and save time and costs. The majority of these decision points are made during the subsampling process, but are also littered throughout the entire process. The flowchart in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> highlights the different decision points in analyzing cases, especially the more complex ones. One of the most important decision points is to determine when to stop analyses on a specific sample and report the sample as either nonreactive or inconclusive. Several factors should be considered at this step. Does the sample quality appear to be so poor that retesting may not work? How important is the sample to the case, is it one of several blood samples from the same item or is it a highly important sample? Is there enough sample to retest? How many times to retest before it becomes cost prohibitive? These factors can be considered multiple times throughout the retesting of one sample and there is always the possibility that the sample will have to be called nonreactive regardless of the importance to the case. If the item appears to have biological material and the laboratory has a presumptive test (blood) then the sample should be tested and the presumptive test should be performed prior to further testing. However, if there isn&#x2019;t a presumptive test available, should the sample be tested anyway? Also, determining if there is any reason to start analyses of a specific item in the first place is a crucial decision point. For example, if the analyst does not visually identify any biological material, should the sample be tested?</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Decision Points.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1518608-g001.tif"/>
</fig>
<p>In the highlighted complex case, fifty-nine samples were submitted for testing. One of the first, and sometimes the most difficult, decisions made at this juncture is determining whether or not a submitted item is suitable for downstream analyses. If a large number of samples are submitted for forensic testing, the laboratory analysts carefully examine each item to evaluate if the item contains forensically useful biological material. In this complex case, the evidentiary items (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) included two tissue samples from mule deer of unknown sex, eleven blood and hair samples from various clothing items, six blue shop rags with possible blood and hair, thirty-three hunting items with blood and/or hair, two coolers with blood and five miscellaneous blood and hair items. The suspect blood and the hair samples from the various clothing, shop rags, hunting items, coolers, and miscellaneous samples consist of the most difficult of the samples. Is the suspect blood actually a true blood sample? Do the hairs have any root ends? Even though the hunting items were submitted as having forensically useful material, is that material actually present?</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Complex case: items received and results.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Lab Number</th>
<th valign="top" align="left">Item Description</th>
<th valign="top" align="left">Sanger Sequencing<break/>(CytB)</th>
<th valign="top" align="left">Species Identification using Proteins</th>
<th valign="top" align="left">Sex Identification</th>
<th valign="top" align="left">STR Profile</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="right">1</td>
<td valign="top" align="left">Mule deer tissue sample</td>
<td valign="top" colspan="2" align="center">Species ID was not required</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype A</td>
</tr>
<tr>
<td valign="top" align="right">2</td>
<td valign="top" align="left">Tissue sample from mule deer skull</td>
<td valign="top" colspan="2" align="center">Species ID was not required</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">3</td>
<td valign="top" align="left">Two (2) swabs taken from a bloody arrow found in a bow case</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype C</td>
</tr>
<tr>
<td valign="top" align="right">4</td>
<td valign="top" align="left">Green Jacket with possible deer hair</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">5</td>
<td valign="top" align="left">Camouflage vest</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">6</td>
<td valign="top" align="left">One (1) blue rag</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">7</td>
<td valign="top" align="left">Brown Hoyt bow-mounted arrow quiver with blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype G</td>
</tr>
<tr>
<td valign="top" align="right">8</td>
<td valign="top" align="left">Pocket knife with blood and hair</td>
<td valign="top" align="left">
<italic>A. alces</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype N</td>
</tr>
<tr>
<td valign="top" align="right">9A</td>
<td valign="top" align="left">Hunting pack with blood and hair-front of pack-blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">9B</td>
<td valign="top" align="left">Hunting pack with blood and hair-pack strap-blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype H</td>
</tr>
<tr>
<td valign="top" align="right">9C</td>
<td valign="top" align="left">Hunting pack with blood and hair-back pouch of pack-blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Incomplete genotype</td>
</tr>
<tr>
<td valign="top" align="right">10A</td>
<td valign="top" align="left">Two (2) knives with possible blood and animal hair- orange knife/blood</td>
<td valign="top" align="left">Meleagris</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Incomplete genotype</td>
</tr>
<tr>
<td valign="top" align="right">10B</td>
<td valign="top" align="left">Two (2) knives with possible blood and animal hair- grey knife/blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype D</td>
</tr>
<tr>
<td valign="top" align="right">11</td>
<td valign="top" align="left">Hair found on neck gaiter</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">12</td>
<td valign="top" align="left">One (1) knife with possible blood and animal hair</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Incomplete genotype</td>
</tr>
<tr>
<td valign="top" align="right">13</td>
<td valign="top" align="left">Wildlife hair on bow</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">14</td>
<td valign="top" align="left">Potential deer hair and blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype E</td>
</tr>
<tr>
<td valign="top" align="right">15</td>
<td valign="top" align="left">DNA swab of suspected blood on marsupial binocular holder</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">16</td>
<td valign="top" align="left">Broadhead with blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">17</td>
<td valign="top" align="left">Potential deer hair</td>
<td valign="top" align="left">
<italic>U. americanus</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">18A</td>
<td valign="top" align="left">Four (4) knives and a sharpener with possible blood-knife sharpener/blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype I</td>
</tr>
<tr>
<td valign="top" align="right">18B</td>
<td valign="top" align="left">Four (4) knives and a sharpener with possible blood-Zipro knife/blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">18C</td>
<td valign="top" align="left">Four (4) knives and a sharpener with possible blood-Outdoor Edge knife/blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">18D</td>
<td valign="top" align="left">Four (4) knives and a sharpener with possible blood-Green knife/blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">18E</td>
<td valign="top" align="left">Four (4) knives and a sharpener with possible blood-Outdoor Edge knife/blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" colspan="2" align="left">Inconclusive due to mixed sample</td>
</tr>
<tr>
<td valign="top" align="right">19</td>
<td valign="top" align="left">Black beanie with Hoyt logo with possible deer hair- No biologicals detected</td>
<td valign="middle" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">20</td>
<td valign="top" align="left">Blood taken from tailgate of Ford F250</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">21</td>
<td valign="top" align="left">Blue rag-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">22</td>
<td valign="top" align="left">Potential deer hair</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">23A</td>
<td valign="top" align="left">Three (3) blue rags-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">23B</td>
<td valign="top" align="left">Three (3) blue rags-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">23C</td>
<td valign="top" align="left">Three (3) blue rags-No biologicals detected</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">24</td>
<td valign="top" align="left">One (1) green knife with possible blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype J</td>
</tr>
<tr>
<td valign="top" align="right">25A</td>
<td valign="top" align="left">Outdoor edge knife with sheath with blood and hair-gut hook-blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype K</td>
</tr>
<tr>
<td valign="top" align="right">25B</td>
<td valign="top" align="left">Outdoor edge knife with sheath with blood and hair-knife blade-blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype K</td>
</tr>
<tr>
<td valign="top" align="right">26</td>
<td valign="top" align="left">Blood and tissue samples taken from yeti cooler-tissue</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype I</td>
</tr>
<tr>
<td valign="top" align="right">27A</td>
<td valign="top" align="left">One (1) pair of gaiters-left gaiter-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">27B</td>
<td valign="top" align="left">One (1) pair of gaiters-right gaiter-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">28</td>
<td valign="top" align="left">One (1) pair of green Sitka bibs with blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">29</td>
<td valign="top" align="left">Deer hair taken from tailgate</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">30</td>
<td valign="top" align="left">One (1) blue rag</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">31A</td>
<td valign="top" align="left">Two (2) game bags with blood and hair-large game bag-blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">31B</td>
<td valign="top" align="left">Two (2) game bags with blood and hair- small game bag-blood</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="right">32</td>
<td valign="top" align="left">One (1) pair of Fall Raven pants with blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">33A</td>
<td valign="top" align="left">Six (6) blue rags</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">33B</td>
<td valign="top" align="left">Six (6) blue rags</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">33C</td>
<td valign="top" align="left">Six (6) blue rags-No biologicals detected</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">33D</td>
<td valign="top" align="left">Six (6) blue rags-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">33E</td>
<td valign="top" align="left">Six (6) blue rags-blood</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">33F</td>
<td valign="top" align="left">Six (6) blue rags-No biologicals detected</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">34</td>
<td valign="top" align="left">One (1) pair of Sitka gloves</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">35</td>
<td valign="top" align="left">Camouflage pants-No biologicals detected</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">36</td>
<td valign="top" align="left">One (1) knife in case possible blood</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Inconclusive</td>
<td valign="top" align="left">Inconclusive</td>
</tr>
<tr>
<td valign="top" align="right">37A</td>
<td valign="top" align="left">Driver&#x2019;s side door leather gloves stained with blood-right glove</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">37B</td>
<td valign="top" align="left">Driver&#x2019;s side door leather gloves stained with blood-left glove</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">38</td>
<td valign="top" align="left">One (1) black jacket from house possible tissue/DNA-No biologicals detected</td>
<td valign="top" colspan="4" align="center">Biological material was not detected, the item was not tested</td>
</tr>
<tr>
<td valign="top" align="right">39</td>
<td valign="top" align="left">Potential blood on fan</td>
<td valign="top" colspan="4" align="center">DNA did not amplify</td>
</tr>
<tr>
<td valign="top" align="right">40</td>
<td valign="top" align="left">Blood swab off backpack</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype L</td>
</tr>
<tr>
<td valign="top" align="right">41</td>
<td valign="top" align="left">Blood swab off of backpack</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype M</td>
</tr>
<tr>
<td valign="top" align="right">42</td>
<td valign="top" align="left">DNA/blood sample from Easton Axis arrow</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype M</td>
</tr>
<tr>
<td valign="top" align="right">43</td>
<td valign="top" align="left">DNA swab from arrow</td>
<td valign="top" align="left">
<italic>A. americana</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">44</td>
<td valign="top" align="left">DNA swab from bow SN#1738571</td>
<td valign="top" align="left">
<italic>A. alces</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Genotype N</td>
</tr>
<tr>
<td valign="top" align="right">45</td>
<td valign="top" align="left">Blood swab from yeti cooler</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">46</td>
<td valign="top" align="left">Two (2) broadheads with possible DNA</td>
<td valign="top" align="left">
<italic>U. americanus</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">47</td>
<td valign="top" align="left">One (1) DNA swab from bow case bottom right-blood</td>
<td valign="top" align="left">Meleagris</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype O</td>
</tr>
<tr>
<td valign="top" align="right">48</td>
<td valign="top" align="left">One (1) DNA swab from arrow</td>
<td valign="top" align="left">
<italic>A. alces</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype N</td>
</tr>
<tr>
<td valign="top" align="right">49</td>
<td valign="top" align="left">One (1) DNA swab from arrow found in bow case</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype M</td>
</tr>
<tr>
<td valign="top" align="right">50</td>
<td valign="top" align="left">One (1) DNA swab from arrow #2</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="center">Most probably<break/>
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype F</td>
</tr>
<tr>
<td valign="top" align="right">51</td>
<td valign="top" align="left">One (1) DNA swab of arrow</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype G</td>
</tr>
<tr>
<td valign="top" align="right">52</td>
<td valign="top" align="left">One (1) DNA swab from Hoyt bow</td>
<td valign="top" align="left">
<italic>A. alces</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">NR</td>
<td valign="top" align="left">Genotype N</td>
</tr>
<tr>
<td valign="top" align="right">53</td>
<td valign="top" align="left">One (1) DNA swab from black part of bow case</td>
<td valign="top" align="left">Meleagris</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype O</td>
</tr>
<tr>
<td valign="top" align="right">54</td>
<td valign="top" align="left">One (1) DNA swab from bow</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype M</td>
</tr>
<tr>
<td valign="top" align="right">55</td>
<td valign="top" align="left">One (1) DNA swab from bow case</td>
<td valign="top" align="left">
<italic>A. americana</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Non-reactive</td>
<td valign="top" align="left">Non-reactive</td>
</tr>
<tr>
<td valign="top" align="right">56</td>
<td valign="top" align="left">One (1) DNA swab from arrow #1</td>
<td valign="top" align="left">
<italic>C. canadensis</italic>
</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype L</td>
</tr>
<tr>
<td valign="top" align="right">57</td>
<td valign="top" align="left">One (1) DNA swab from bow case</td>
<td valign="top" align="left">Meleagris</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype O</td>
</tr>
<tr>
<td valign="top" align="right">58</td>
<td valign="top" align="left">One (1) DNA swab from bow case</td>
<td valign="top" align="left">Meleagris</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype P</td>
</tr>
<tr>
<td valign="top" align="right">59</td>
<td valign="top" align="left">One (1) DNA swab from top of bow case near handle</td>
<td valign="top" align="left">Meleagris</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype P</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>During the sampling of this case, it was determined that four of the clothing items and five of the blue shop rags, when visually inspected for hair, blood, or tissue did not have any biological material. At this point, these items were not sampled for downstream testing and this was noted in the case notes.</p>
<p>Although only fifty-nine evidentiary items were submitted to the laboratory for the complex case and several of the submitted items did not have biological material, the number of items totaled sixty-eight (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). This is because multiple subsamples can be collected from the same item, these additional items are identified with a capital letter after the item number (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). For instance, if a shirt is submitted as one piece of evidence with multiple blood stains, several blood stains can be collected and treated as individual items. These subsampled items consisted of tissue, blood, and hair with the possibility of various environmental contaminants that may have the potential to inhibit downstream analyses. Sample types and inhibitors can dictate which of the several validated extraction protocols to use.</p>
</sec>
<sec id="s3_2" sec-type="results">
<label>3.2</label>
<title>Results and conclusions</title>
<p>The genetic methods used to address the objectives in this case are described in the Methods section, with detailed methods listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Materials S1</bold>
</xref>.</p>
<p>Species identification was performed on the samples that contain biological material, as well as a positive and negative control. The Sanger sequencing method was implemented using the mitochondrial gene CytB on the unknown items. Sequencing alone cannot differentiate between Odocoileus spp. Therefore, any of these samples that sequenced out to be from the Odocoileus spp. had to be further tested using protein analysis. All other samples were identified to species and ready for downstream analyses. Species identification results for individual items are listed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<p>The fifteen blood samples that sequenced to the Odocoileus spp. had further testing using protein serology performed to determine their species of origin, either <italic>O. hemionus</italic> or <italic>O. virginianus</italic>.</p>
<p>At the time of this case, the Albumin Western blot test was the only test method the laboratory had validated to differentiate between mule deer and white-tailed deer. As with all analyses, positive controls were ran with the unknowns.</p>
<p>Species identification using DNA sequencing indicated twenty items originated from elk (<italic>Cervus canadensis</italic>), sixteen items originated from the Odocoileus spp. <italic>(O. hemionus</italic> or <italic>O virginianus</italic>), four items originated from moose (<italic>A. alces</italic>), six items originated from turkey (Meleagris), two items originated from black bear (<italic>U. americanus</italic>) and one item originated from pronghorn (<italic>A. americana</italic>). Additional species identification of the sixteen Odocoileus spp., using albumin IEF, resulted in eleven items most probably originating from mule deer (<italic>O. hemionus</italic>). Protein analysis is a reliable method for differentiating between mule deer and white-tailed deer, the method relies heavily on the analyst&#x2019;s ability to score IEF gels and clean protein samples. Due to these factors the laboratory protocol states that when reporting of Odocoileus spp. using a protein test method a qualifying factor will be used, hence the most probably mule deer.</p>
<p>Sex identification and STR genotyping were performed on all items that produced a result for species identification. These results are listed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<p>Several items were non-reactive for species identification making this a critical decision point in the laboratory. How many times should the sample be retested prior to determining it is non-reactive? The answer to this depends on the quality of the sample, the importance of the sample, and is also based on analyst experience. If a sample is determined non-reactive at this point, further testing is not performed.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Summary</title>
<p>This complex case highlights several key points when making decisions to move a wildlife forensic case through the laboratory.</p>
<list list-type="bullet">
<list-item>
<p>Items that do not contain biological material may not need testing.</p>
</list-item>
<list-item>
<p>When DNA is degraded, it can be difficult to obtain a complete species identification profile or STR genotype profile, the laboratory needs parameters in place to address difficult samples such as these.</p>
</list-item>
<list-item>
<p>It is important to know the laboratory&#x2019;s limitation, this will direct downstream workflow (i.e. additional species identification, to determine use of multiplex STR panel&#x2019;s vs singleplex STRs and sex identification markers). Limitations are identified through method validations.</p>
</list-item>
<list-item>
<p>Have a set of critical decision points set up for processing complex cases, as this will provide guidance on when to stop testing or when to change test methods.</p>
</list-item>
<list-item>
<p>Laboratory analysis cost is a critical factor in the decision process (i.e. whether to test/re-test a sample)?</p>
</list-item>
</list>
<p>The results in this case demonstrated that there were five additional species outside the known mule deer items #1 and 2. It was critical that the laboratory had protocols in place to handle the sub sampling, processing, testing and reporting of the items to successfully answer the objectives in this case. The results were provided to the submitting officer to either support or refute their investigation and to provide a report in the event this case makes it to the judicial system. At this time the laboratory does not know the outcome of this case.</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Case 2- simple wildlife forensic case</title>
<sec id="s4_1">
<label>4.1</label>
<title>Case overview</title>
<p>Early 2024 the New Mexico Department of Game and Fish submitted eight samples for forensic examination. Items #1-4 consisted of tissue samples from a gut pile and items #5-8 were tissue samples from known mule deer (<italic>O. hemionus</italic>). Using the submission request form, the Investigator requested the following (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>):</p>
<list list-type="bullet">
<list-item>
<p>Species identification of items #1-4.</p>
</list-item>
<list-item>
<p>Sex identification of all eight items.</p>
</list-item>
<list-item>
<p>STR genotyping on all eight items.</p>
</list-item>
</list>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Simple case: items received and results.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Lab Item</th>
<th valign="top" align="left">Description</th>
<th valign="top" align="left">Sanger Sequencing (CytB)</th>
<th valign="top" align="left">Species ID using STRs</th>
<th valign="top" align="left">Sex ID</th>
<th valign="top" align="left">STR Profile</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">Tissue sample from gut pile</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype A</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Tissue sample from gut pile</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype A</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">Tissue sample from gut pile</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Tissue sample from gut pile</td>
<td valign="top" align="left">Odocoileus spp.</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">Tissue from deer skull</td>
<td valign="top" align="left">Known <italic>Odocoileus spp.-</italic>not tested</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">Tissue from deer skull</td>
<td valign="top" align="left">Known <italic>Odocoileus spp.-</italic>not tested</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype B</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Tissue from deer skull</td>
<td valign="top" align="left">Known <italic>Odocoileus spp.-</italic>not tested</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype A</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Tissue from deer skull</td>
<td valign="top" align="left">Known <italic>Odocoileus spp.-</italic>not tested</td>
<td valign="top" align="left">
<italic>O. hemionus</italic>
</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="left">Genotype A</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Eight tissue samples approximately 5 mm x 5 mm in size stored in desiccant tubes were submitted for testing. Since the items submitted were tissue samples, sub sampling was straight forward and technical decision points were not required to determine if the sample type is biological material and eliminated the need for any presumptive testing. Also, four of these samples were submitted as originating from a known species, eliminating the need for species identification. In this case, approximately 100 mg of tissue from each item submitted was collected for downstream analysis. The eight tissue samples went through the laboratory&#x2019;s phenol chloroform organic extraction protocol (<xref ref-type="bibr" rid="B24">Sambrook et&#xa0;al., 1989</xref>) and did not require additional DNA clean-up.</p>
<p>This simple case was chosen to highlight the importance of validating new test methods. Before discussing the results and conclusions of the simple wildlife forensic case, a brief overview of the validation of OdoPlex for species assignment is in order. This validation was implemented after the complex case and before the simple case was tested in the laboratory.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Validation of OdoPlex for species assignment</title>
<p>All new test methods routinely used at the Wyoming Game and Fish Forensics Laboratory are validated via a full validation process following the laboratory&#x2019;s Quality Manual section on developmental and/or internal validation. The validations also follow the validation guidelines for DNA analysis methods recommended by the Scientific Working Group on DNA Analysis Methods (<xref ref-type="bibr" rid="B31">SWGDAM, 2016</xref>).</p>
<p>Shortly after the complex case was completed the laboratory performed an internal validation using OdoPlex (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) to differentiate between <italic>O. hemionus</italic> and <italic>O. virginianus</italic> species. This STR multiplex panel was previously validated for use for individualization, leading the way for the internal validation for species identification. <xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>. demonstrated that the OdoPlex STR multiplex panel can be used as a diagnostic tool to determine species identity of the two closely related deer species and several subspecies. The laboratory&#x2019;s internal validation focused on the identification of <italic>O. hemionus</italic> and <italic>O. virginianus.</italic>
</p>
<p>Tissue samples from 313 deer, including 143 known mule deer (<italic>O. hemionus</italic>), 150 known white-tailed deer (<italic>O. virginianus</italic>) and 20 deer of unknown species (selected by a third party for species assignment) from Wyoming, Montana, and Colorado were selected. These samples were collected by law enforcement officers and agency biologists, primarily from hunter harvested deer and are stored in the laboratory&#x2019;s in-house database. DNA was extracted using a phenol chloroform organic extraction protocol (<xref ref-type="bibr" rid="B24">Sambrook et&#xa0;al., 1989</xref>). PCR optimization, amplification, and capillary electrophoresis were performed following the process listed in the Methods section for OdoPlex.</p>
<p>Sixty-one individuals were analyzed using STRUCTURE (v2.3.4) (<xref ref-type="bibr" rid="B22">Pritchard et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B8">Evanno et&#xa0;al., 2005</xref>). The data set was analyzed with two populations assumed, with a 100,000 Burn-in period, and 100,000 Markov chain Monte Carlo repetitions for 10 iterations (K = 1-18). Results were analyzed using Evanno&#x2019;s Best K (<xref ref-type="bibr" rid="B8">Evanno et&#xa0;al., 2005</xref>) and plotted with a bar graph to determine if species separation was possible. Results from STRUCTURE clearly demonstrated that the OdoPlex STR panel (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) can differentiate between the two Odocoileus spp. It is important to note that all sixty-one individuals produce a complete profile. The bar plot (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) demonstrates that both species clearly separate when a full genetic profile is produced using the Odoplex STR panel.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>STRUCTURE plot showing subdivision of <italic>O. hemionus</italic> (Population 1: green) and <italic>O. virginianus</italic> (Population 2: red) when evaluated with the OdoPlex STR panel. Each sample evaluated produced an entire STR profile.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1518608-g002.tif"/>
</fig>
<p>The same sixty-one individuals were analyzed using GenAlEx (<xref ref-type="bibr" rid="B20">Peakall and Smouse, 2006</xref>; <xref ref-type="bibr" rid="B21">Peakall and Smouse, 2012</xref>). Although both programs correctly identified two species, GenAlEx was determined to be the best fit for the laboratory&#x2019;s data formatting. Therefore, only GenExAl was used to analyze the larger data set of 313 deer to assign the unknown deer samples. GenAlEx demonstrated that the OdoPlex STR multiplex (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) plan can be used to determine species assignment using microsatellites to differentiate between mule deer and white-tailed deer with 100% accuracy of species assignment of unknowns. OdoPlex (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) has a number of species-specific alleles that can be used in conjunction with population assignment software to determine the species of unknown evidentiary items. <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> demonstrates species assignment of ten unknown deer samples using GenAlEx. The green unknown triangles plotted in the figure show the correct assignment of all ten unknown deer samples.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>GeneAlEx assignment graph with ten unknowns samples properly assigned. The orange diamonds represent <italic>O. hemionus</italic> species and the yellow squares represent <italic>O. virginianus</italic> species. They green triangles are the unknown samples that were run with the known database for species identification using OdoPlex STRs. All unknowns were correctly assigned.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-13-1518608-g003.tif"/>
</fig>
<p>Additionally, as demonstrated in the original developmental validation for species determination using OdoPlex (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>), OarFCB193 has a fixed allele at &#x201c;10&#x201d; when ran with <italic>O. hemionus</italic>. The observation of a fixed allele at &#x201c;10&#x201d; was seen at 100% during the internal validation with OarFCB 193 in all Montana, Wyoming, and Colorado mule deer that have been tested on OdoPlex. A small number of <italic>O. virginianus</italic> samples that were heterozygous at the &#x201c;10&#x201d; locus at OarFCB193 were detected. This was seen 1% of the time. With this observation and the fact that the Wyoming Game and Fish work with both deer species on a regular basis, it was determined that the entire OdoPlex panel (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) would be used for species assignment.</p>
<p>Key points to consider when using OdoPlex for species assignment:</p>
<list list-type="bullet">
<list-item>
<p>The observation of a fixed allele at &#x201c;10&#x201d; is a strong indicator of the <italic>O. hemionus</italic>, however in a laboratory that works with both <italic>O. hemionus</italic> and <italic>O. virginianus</italic>, using the entire Odoplex STR panel for species assignment should be considered.</p>
</list-item>
<list-item>
<p>If using Odoplex for species assignment of Odocoileus spp. protein testing is no longer needed.</p>
</list-item>
<list-item>
<p>If a complete STR profile is not generated, species assignment may not be possible and the laboratory will have to report the DNA sequencing results of Odocoileus spp. either <italic>O. hemionus</italic> or <italic>O. virginianus</italic>.</p>
</list-item>
</list>
</sec>
<sec id="s4_3" sec-type="results">
<label>4.3</label>
<title>Results and conclusions of a simple wildlife forensic case</title>
<p>Species identification was performed on the first four items using Sanger sequencing of the CytB gene. DNA sequencing indicated all four items originated from the Odocoileus spp. meaning additional testing was required to determine species of origin. Previously, the laboratory used proteins to determine <italic>O. hemionus</italic> and <italic>O. virginianus</italic>. However, with the new validation of OdoPlex (<xref ref-type="bibr" rid="B10">Hamlin et&#xa0;al., 2021</xref>) to differentiate species of Odocoileus DNA STRs were used to determine species of origin. Species identification using OdoPlex for population assignment indicated the four items originated from mule deer (<italic>O. hemionus</italic>).</p>
<p>Sex identification and STR genotyping was performed on all eight samples using the parameters listed in the Methods section. The results, using Odoplex for genotyping, sex identification, and species identification are in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Summary</title>
<p>This simple case highlights a couple of key points when making decisions to move a simple wildlife forensic case through the laboratory.</p>
<list list-type="bullet">
<list-item>
<p>Tissue samples simplify the subsampling process and can eliminate several critical decision point needed to move a case forward.</p>
</list-item>
<list-item>
<p>Validating new test methods such as OdoPlex for species assignment can improve the laboratory&#x2019;s test methods and turnaround times.</p>
</list-item>
<list-item>
<p>Internal validations are needed and are important for subsequent casework (i.e. finding a heterozygote for a locus that was thought to be fixed at a major allele).</p>
</list-item>
</list>
<p>The results in this case demonstrated that there were two male mule deer. The implementation of OdoPlex for species assignment played a key role in species identification of this case. The results were provided to the submitting officer and they supported their investigation. The results in this case led to the defendant pleading guilty to taking of big game animals without the required license. Their plea resulted in several thousand dollars in fines and restitution and the loss of their hunting privileges for one year.</p>
</sec>
</sec>
<sec id="s5" sec-type="discussion">
<label>5</label>
<title>Discussions and conclusions</title>
<p>The number and quality (i.e. no viable DNA or contamination) of items submitted in cases play a significant role in determining if the case is going to be considered easy or complex. A case with a large number of evidence items or poor sample quality often leads to more decision points, making it complex. For example, a tissue sample is easier to extract viable genetic material from than a small blood sample or other trace evidence. Environmental conditions prior to sample submission also affect the viability of a sample. A sample that has been exposed to UV rays from the sun, or a sample that has been collected from soil run a higher risk of degradation and may not produce viable genetic material for further testing.</p>
<p>An analyst&#x2019;s experience and knowledge along with the laboratory&#x2019;s protocols are all vital components of these critical decisions. Several factors can determine how the analyst proceeds with testing, including the number of samples collected from the evidence, the number of times to retest the sample, and perhaps even cost restrictions. In this instance, the cost savings is in knowing when not to test a sample or, if testing the sample, how many times to test prior to accepting a non-reactive result.</p>
<p>It is important in a wildlife forensic laboratory to continue to develop and validate new procedures. For example, the validation of population assignment to differentiate between mule deer and white-tailed deer effectively increased efficiency and reduced costs. In this instance, the cost savings is captured in analyst time and in that one multiplex is answering two questions; matching and species.</p>
<p>Since the completion of the complex case, the laboratory has also validated pronghorn with a multiplex panel and is in the process of validating moose following Development and Implementation of a STR Based Forensic Typing System for Moose (<italic>Alces alces</italic>) (<xref ref-type="bibr" rid="B28">Sim et&#xa0;al., 2021</xref>). The validation of these new panels enable the laboratory to combine sex identification and STRs for matching in the same panel further increasing efficiency and cost savings.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because Samples were collected as standards/evidence.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>KF: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. TB: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fevo.2025.1518608/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2025.1518608/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.pdf" id="SM1" mimetype="application/pdf"/>
<supplementary-material xlink:href="DataSheet2.pdf" id="SM2" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table1.pdf" id="ST1" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table2.pdf" id="ST2" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table3.pdf" id="ST3" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table4.pdf" id="ST4" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table5.pdf" id="ST5" mimetype="application/pdf"/>
<supplementary-material xlink:href="Table6.pdf" id="ST6" mimetype="application/pdf"/>
</sec>
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