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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">2</journal-id>
      <journal-id journal-id-type="index">urn:lsid:arphahub.com:pub:45048D35-BB1D-5CE8-9668-537E44BD4C7E</journal-id>
      <journal-id journal-id-type="aggregator">urn:lsid:zoobank.org:pub:91BD42D4-90F1-4B45-9350-EEF175B1727A</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">ZooKeys</journal-title>
        <abbrev-journal-title xml:lang="en">ZK</abbrev-journal-title>
      </journal-title-group>
      <issn pub-type="ppub">1313-2989</issn>
      <issn pub-type="epub">1313-2970</issn>
      <publisher>
        <publisher-name>Pensoft Publishers</publisher-name>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="doi">10.3897/zookeys.1158.98868</article-id>
      <article-id pub-id-type="publisher-id">98868</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Research Article</subject>
        </subj-group>
        <subj-group subj-group-type="biological_taxon">
          <subject>Cypraeidae</subject>
          <subject>Gastropoda</subject>
        </subj-group>
        <subj-group subj-group-type="scientific_subject">
          <subject>Theory &amp; Methodology</subject>
        </subj-group>
        <subj-group subj-group-type="geographical_area">
          <subject>Southern Australia</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>﻿A multivariate approach to morphological study of shell form in cowries (<tp:taxon-name><tp:taxon-name-part taxon-name-part-type="class">Gastropoda</tp:taxon-name-part></tp:taxon-name>, <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name>): a case study with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (Verco, 1912)</article-title>
      </title-group>
      <contrib-group content-type="authors">
        <contrib contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Southgate</surname>
            <given-names>Paul C.</given-names>
          </name>
          <email xlink:type="simple">psouthgate@usc.edu.au</email>
          <uri content-type="orcid">https://orcid.org/0000-0002-3781-2606</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
        <contrib contrib-type="author" corresp="no">
          <name name-style="western">
            <surname>Militz</surname>
            <given-names>Thane A.</given-names>
          </name>
          <uri content-type="orcid">https://orcid.org/0000-0002-6476-8559</uri>
          <xref ref-type="aff" rid="A1">1</xref>
        </contrib>
      </contrib-group>
      <aff id="A1">
        <label>1</label>
        <addr-line content-type="verbatim">School of Science, Technology and Engineering, and Australian Centre for Pacific Islands Research, University of the Sunshine Coast, Maroochydore, Queensland 4556, Australia</addr-line>
        <institution>University of the Sunshine Coast</institution>
        <addr-line content-type="city">Queensland</addr-line>
        <country>Australia</country>
      </aff>
      <author-notes>
        <fn fn-type="corresp">
          <p>Corresponding author: Paul C. Southgate (<ext-link xlink:href="mailto:psouthgate@usc.edu.au" ext-link-type="uri" xlink:type="simple">psouthgate@usc.edu.au</ext-link>)</p>
        </fn>
        <fn fn-type="edited-by">
          <p>Academic editor: Frank Köhler</p>
        </fn>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>19</day>
        <month>04</month>
        <year>2023</year>
      </pub-date>
      <volume>1158</volume>
      <fpage>69</fpage>
      <lpage>89</lpage>
      <uri content-type="arpha" xlink:href="http://openbiodiv.net/4894B0E6-027F-562B-96AA-26B41FB5E6BA">4894B0E6-027F-562B-96AA-26B41FB5E6BA</uri>
      <uri content-type="zoobank" xlink:href="http://zoobank.org/7D4A9771-3551-4137-868A-CB8D1AA45C1E">7D4A9771-3551-4137-868A-CB8D1AA45C1E</uri>
      <uri content-type="zenodo_dep_id" xlink:href="https://zenodo.org/record/7851693">7851693</uri>
      <history>
        <date date-type="received">
          <day>15</day>
          <month>12</month>
          <year>2022</year>
        </date>
        <date date-type="accepted">
          <day>29</day>
          <month>03</month>
          <year>2023</year>
        </date>
      </history>
      <permissions>
        <copyright-statement>Paul C. Southgate, Thane A. Militz</copyright-statement>
        <license license-type="creative-commons-attribution" xlink:href="http://creativecommons.org/licenses/by/4.0/" xlink:type="simple">
          <license-p>This is an open access article distributed under the terms of the Creative Commons Attribution License (CC BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.</license-p>
        </license>
      </permissions>
      <self-uri content-type="zoobank" xlink:type="simple">http://zoobank.org/7D4A9771-3551-4137-868A-CB8D1AA45C1E</self-uri>
      <abstract>
        <label>﻿Abstract</label>
        <p>Multivariate approaches to morphological study of shell form have rarely been applied to cowries (<tp:taxon-name><tp:taxon-name-part taxon-name-part-type="class">Gastropoda</tp:taxon-name-part></tp:taxon-name>: <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name>) with preference, instead, for comparing formulaic notations of shell form that report averages (i.e., means) for key morphometrics such as shell dimensions, their ratios, and counts of apertural teeth. Although widely applied, the “shell formula” does not account for variation among individuals or support statistical comparison between taxa. This study applied a multivariate approach to analyse shell form within the four accepted subspecies of the cowrie, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (Verco, 1912) and included a previously unstudied, and most northerly, population of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> from Lancelin, Western Australia. Multivariate analyses readily separated the recognised subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>), but did not separate the Lancelin population from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, indicating that the former represents a northward extension of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> that is not morphometrically distinguishable. These results provide improved understanding of infraspecific differences in shell form of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> across its broad distribution, and demonstrate the utility of multivariate morphometric methods for statistical comparison of shell form between taxa. This approach is complimentary to existing research practices and has broad potential application in future morphometric studies of both extant and fossil taxa within the family <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name>.</p>
      </abstract>
      <kwd-group>
        <label>Keywords</label>
        <kwd>Cowry</kwd>
        <kwd>gastropod</kwd>
        <kwd>marine</kwd>
        <kwd>morphometrics</kwd>
        <kwd>shell form</kwd>
        <kwd>taxonomy</kwd>
        <kwd>
          <italic>
            <tp:taxon-name>
              <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part>
            </tp:taxon-name>
          </italic>
        </kwd>
      </kwd-group>
    </article-meta>
    <notes>
      <sec sec-type="Citation" id="SECID0EKBAC">
        <title>Citation</title>
        <p>Southgate PC, Militz TA (2023) A multivariate approach to morphological study of shell form in cowries (Gastropoda, Cypraeidae): a case study with <italic>Umbilia armeniaca</italic> (Verco, 1912). ZooKeys 1158: 69–89. <ext-link xlink:href="10.3897/zookeys.1158.98868" ext-link-type="doi" xlink:type="simple">https://doi.org/10.3897/zookeys.1158.98868</ext-link></p>
      </sec>
    </notes>
  </front>
  <body>
    <sec sec-type="﻿Introduction" id="SECID0EKCAC">
      <title>﻿Introduction</title>
      <p>The family <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name> Rafinesque, 1815 (cowries) comprises a large group of marine gastropods characterised by colourful, generally glossy, shells with a narrow, elongate aperture bordered by teeth. Cowries demonstrate variable inter- and infraspecific shell morphology (<xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>) reflecting evolution, sexual dimorphism, and ecophenotypic plasticity (<xref ref-type="bibr" rid="B40">Schilder and Schilder 1968</xref>; <xref ref-type="bibr" rid="B5">Burgess 1970</xref>; <xref ref-type="bibr" rid="B44">Tissot 1988</xref>; <xref ref-type="bibr" rid="B48">Wilson and Clarkson 2004</xref>; <xref ref-type="bibr" rid="B12">Irie 2006</xref>; <xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>). Where geographically or bathymetrically discrete populations of a species are considered conchologically distinct, reference to a particular population can be aided by assigning subspecies designation. In the most recent review of the family, for example, <xref ref-type="bibr" rid="B21">Lorenz (2017a)</xref> recognised 262 living species, of which 42% have at least one subspecies and nearly 20% have more than two subspecies.</p>
      <p>Despite broad application of molecular approaches in modern gastropod taxonomy (e.g., <xref ref-type="bibr" rid="B26">Meyer 2003</xref>, <xref ref-type="bibr" rid="B27">2004</xref>; <xref ref-type="bibr" rid="B28">Meyer and Paulay 2005</xref>), morphological study of shell form remains the primary means of differentiation (<xref ref-type="bibr" rid="B7">Cruz et al. 2012</xref>; <xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>), and has particular relevance in the study of fossils and of taxa known only from shell remains, for which genetic testing is not possible. Based on precedent established by <xref ref-type="bibr" rid="B45">Vayssière (1910)</xref>, morphological study of shell form in modern cowrie systematics utilises a formulaic notation, or “shell formula”, to describe various shell traits (i.e., morphometrics) for given populations or taxa. Various arrangements of this notation, reflecting changes to the morphometrics considered, have been employed as a basis for characterising and comparing cowries for more than 100 years (<xref ref-type="bibr" rid="B37">Schilder and Schilder 1938–1939</xref>, <xref ref-type="bibr" rid="B38">1952</xref>; <xref ref-type="bibr" rid="B25">Lorenz and Hubert 2000</xref>; <xref ref-type="bibr" rid="B19">Lorenz 2001</xref>, <xref ref-type="bibr" rid="B20">2002</xref>; <xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>; <xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>). While formulaic notations can assist in comparing central tendencies (e.g., mean or median) for a given morphometric between or among <italic>a priori</italic> assigned groups, such as populations or taxa (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>), this approach does not account for variation among individuals within groups (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>, <xref ref-type="bibr" rid="B44">1988</xref>; <xref ref-type="bibr" rid="B12">Irie 2006</xref>) and, according to <xref ref-type="bibr" rid="B15">Landau and Groves (2011)</xref>, should not be used in isolation to distinguish between taxa. By considering central tendencies in isolation, without accounting for variability, the possibility that putative differences may have arisen by random chance cannot be dismissed, potentially leading to incorrect conclusions. Statistical tests offer a solution to these issues, whereby estimating the probability that differences between central tendencies may have arisen by random chance (i.e., the null hypothesis), a statement of significance can be assigned.</p>
      <p>Application of statistical tests to compliment comparisons of shell form between and among groups of cowries can, in its simplest form, assess differences for each morphometric separately (e.g., univariate analysis). When considering a morphometric in this manner (e.g., <xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>), only one aspect of morphological variation is represented as independent of other, potentially covariate, morphometrics. It is, therefore, more beneficial to use a multivariate approach to summarise morphological variation. Multivariate approaches, which summarise variation in shell form, are based on multidimensional space where each dimension represents an aspect of morphological variation (a morphometric) and each biological observation (i.e., specimen) can be placed within this space based on their morphometric values. In this manner, morphological configurations of shell form relate mathematically within multidimensional space, based on a measure of resemblance (often distance) between specimens (<xref ref-type="bibr" rid="B29">Mitteroecker and Huttegger 2009</xref>). To help comprehend patterns in multidimensional space, ordination techniques can be used to visualise specimens in a new space of reduced dimensions, while maintaining the requirement that similar specimens are closer together than dissimilar ones. Statistical tests can complement visualisation by assessing how a particular morphometric differs among specimens or estimating the probability that <italic>a priori</italic> assigned groups share the same central tendency (i.e., centroid) or variation (i.e., dispersion) within multidimensional space (<xref ref-type="bibr" rid="B10">Guillerme et al. 2020</xref>). While prior applications of a multivariate approach for morphological study of cowries have been few (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>, <xref ref-type="bibr" rid="B44">1988</xref>), improved availability of open-access software to support multivariate analyses has greatly increased opportunities for their integration into cowrie systematics (e.g., <xref ref-type="bibr" rid="B42">Southgate et al. 2021</xref>).</p>
      <p>To demonstrate how a multivariate approach to morphological study of shell form might benefit research into cowrie systematics, this study validates existing infraspecific taxonomy for the Australian endemic <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (Verco, 1912). Specific conchological attributes are attributable to location (<xref ref-type="bibr" rid="B48">Wilson and Clarkson 2004</xref>) and infraspecific taxonomy has been established by comparing shell formulae and univariate analysis (<xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>). Since secondary data for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> exist in prior studies of shell form (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>; <xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>), this species provides novel opportunity to demonstrate how primary data from unstudied specimens can supplement secondary data derived from prior studies for both validating existing geographical subspecies and characterising a previously unstudied population of this species.</p>
    </sec>
    <sec sec-type="materials|methods" id="SECID0EFIAC">
      <title>﻿Materials and methods</title>
      <sec sec-type="﻿Study populations" id="SECID0EJIAC">
        <title>﻿Study populations</title>
        <p>The cowrie genus <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part></tp:taxon-name></italic> Jousseaume, 1884 is represented by five living species endemic to Australia. They have limited larval dispersal because of intracapsular development (<xref ref-type="bibr" rid="B47">Wilson 1985</xref>) and are characterised by conchologically distinct geographic and bathymetric populations (<xref ref-type="bibr" rid="B48">Wilson and Clarkson 2004</xref>). Within the genus, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> has the most extensive geographic range, extending from Kangaroo Island in South Australia to at least Lancelin, north of Perth, in Western Australia, a distance of ~ 3,000 km (Fig. <xref ref-type="fig" rid="F1">1</xref>). In addition to considerable morphological variation within this range, variation is also apparent within known populations (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>; <xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>).</p>
        <fig id="F1" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/zookeys.1158.98868.figure1</object-id>
          <object-id content-type="arpha">57E66EA7-BF23-582E-A6F7-90287825F769</object-id>
          <label>Figure 1.</label>
          <caption>
            <p>Approximate distributions of the four recognised subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> and the newly discovered Lancelin population of the species.</p>
          </caption>
          <graphic xlink:href="zookeys-1158-069_article-98868__-g001.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_840026.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/840026</uri>
          </graphic>
        </fig>
        <p>Four subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> are currently recognised (<xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>): the nominate <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> which ranges across the Great Australian Blight from around the Eyre Peninsula, South Australia, to east of Esperance, Western Australia at depths of ~ 100–200 m (Fig. <xref ref-type="fig" rid="F2">2A</xref>); <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (Lorenz &amp; Beals, 2013), which ranges from Thorny Passage to western Kangaroo Island and in areas of the Spencer Gulf, South Australia, at depths of 20–60 m (Fig. <xref ref-type="fig" rid="F2">2B</xref>); <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (Lorenz &amp; Beals, 2013), which is restricted to shallow waters (40–45 m) between Woody Island and Cape Le Grand near Esperance, Western Australia (Fig. <xref ref-type="fig" rid="F2">2C</xref>); and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (Lorenz &amp; Beals, 2013), which ranges along the south-west coast from Rottnest Island to Windy Harbour, Western Australia, at depths of 100–220 m (Fig. <xref ref-type="fig" rid="F2">2D</xref>). The four subspecies are considered conchologically distinct, based on comparisons of shell formulae and univariate analysis of selected morphometrics, as well as qualitative differences in colour pattern (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>; <xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>). In addition to these subspecies, recent exploration using remotely operated vehicles (ROV) discovered a novel population of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> living at a depth of ~ 200 m off Lancelin, more than 100 km north of what was previously considered the northernmost extent of this species distribution (i.e., Rottnest Island). Only three live specimens have so far been recovered and molecular analysis of this population has not been possible. However, sufficient specimens of complete, empty shells (i.e., collected without tissue) are available to support morphological study of shell form for this northern population (Fig. <xref ref-type="fig" rid="F2">2E</xref>).</p>
        <fig id="F2" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/zookeys.1158.98868.figure2</object-id>
          <object-id content-type="arpha">647E0BE3-FC34-5405-B6AB-0F662871BDD1</object-id>
          <label>Figure 2.</label>
          <caption>
            <p>Specimens of the four recognised subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic><bold>A</bold><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, trawled off Ceduna, Great Australian Bight, 90–120 m, 105 mm <bold>B</bold><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, taken by diver, Thorny Passage, Port Lincoln, South Australia, 35 m, 102 mm <bold>C</bold><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, taken by diver off Cape Le Grande, Esperance, Western Australia, 30–35 m, 94.1 mm <bold>D</bold><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, collected using ROV, off Augusta, Western Australia, 150 m, 84.2 mm and <bold>E</bold><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> from the Lancelin population, collected using ROV, off Lancelin, Western Australia, 200 m, 68.9 mm.</p>
          </caption>
          <graphic xlink:href="zookeys-1158-069_article-98868__-g002.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_840027.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/840027</uri>
          </graphic>
        </fig>
      </sec>
      <sec sec-type="﻿Data sources" id="SECID0ELBAE">
        <title>﻿Data sources</title>
        <p>Primary data for shell length (L), shell width (W), and shell height (H), columellar (<abbrev xlink:title="columellar" id="ABBRID0ERBAE">CT</abbrev>) and labral (<abbrev xlink:title="labral" id="ABBRID0EVBAE">LT</abbrev>) tooth counts, and shell mass (M) were collected from previously unstudied specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 21), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 1), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 2) and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 4), following the methodology of <xref ref-type="bibr" rid="B21">Lorenz (2017a)</xref> (Fig. <xref ref-type="fig" rid="F3">3A</xref>). Data for the same morphometrics were also collected from previously unstudied specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 17) originating from the newly discovered population off Lancelin (hereafter “Lancelin population”). Secondary data for L, W, H, <abbrev xlink:title="columellar" id="ABBRID0ESEAE">CT</abbrev>, <abbrev xlink:title="labral" id="ABBRID0EWEAE">LT</abbrev>, and M were sourced from the original descriptions of the <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies (<xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>) and a concurrently published study (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>) (Fig. <xref ref-type="fig" rid="F3">3A</xref>). Only specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 30), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 29), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 15) and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 15) with data available for all the above mentioned morphometrics were considered in this study.</p>
        <fig id="F3" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/zookeys.1158.98868.figure3</object-id>
          <object-id content-type="arpha">F469E8FD-E2D7-5119-94A9-6A78597421CA</object-id>
          <label>Figure 3.</label>
          <caption>
            <p>Diagrammatic representation of how a multivariate approach to morphological study of shell form for cowries was applied in this study, using <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> as an example (see Suppl. material <xref ref-type="supplementary-material" rid="S1">1</xref> for an outline of code used) <bold>A</bold> data were sourced by examining unstudied specimens (primary data) or sourced from prior studies (secondary data) <bold>B</bold> data for morphometrics deemed representative of shell form were <bold>C</bold> transformed to <italic>Z</italic>-scores and atypical specimens either validated (primary data) or censored (secondary data) before <bold>D</bold> computing a resemblance matrix based on Euclidean distance between specimens <bold>E</bold> non-metric multidimensional scaling (<abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0EYIAE">nMDS</abbrev>) was then used for dimensionality reduction to <bold>F</bold> permit visualisation in a new space of two dimensions and <bold>G</bold> statistical testing was employed to validate visual observations by estimating the probability that a priori assigned groups (taxa or populations) shared the same centroid and dispersion within multidimensional space.</p>
          </caption>
          <graphic xlink:href="zookeys-1158-069_article-98868__-g003.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_840028.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/840028</uri>
          </graphic>
        </fig>
      </sec>
      <sec sec-type="﻿Data analyses" id="SECID0EFJAE">
        <title>﻿Data analyses</title>
        <p>All data analyses were performed using R (version: 4.2.1), an open-access software environment for statistical testing and graphics, with the <italic>stats</italic> (<xref ref-type="bibr" rid="B32">R Core Team 2022</xref>), <italic>vegan</italic> (<xref ref-type="bibr" rid="B30">Oksanen et al. 2022</xref>), and <italic>emmeans</italic> (<xref ref-type="bibr" rid="B17">Length 2022</xref>) packages. For statistical testing, significance was accepted at a value of <italic>P</italic> &lt; 0.01 to conservatively establish infraspecific differences in shell form. Data summaries are presented in-text as mean (x̄) ± standard deviation (<abbrev xlink:title="standard deviation" id="ABBRID0E6JAE">SD</abbrev>).</p>
      </sec>
      <sec sec-type="methods" id="SECID0EDKAE">
        <title>﻿Multivariate methods</title>
        <p>The morphometrics considered in this study were those proposed by <xref ref-type="bibr" rid="B4">Bridges and Lorenz (2013)</xref> and now commonly adopted for description of <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name> (<xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>): shell length (L), height:length ratio (<abbrev xlink:title="height:length ratio" id="ABBRID0EWKAE">H/L</abbrev>), width:length ratio (<abbrev xlink:title="width:length ratio" id="ABBRID0E1KAE">W/L</abbrev>), height:width ratio (<abbrev xlink:title="height:width ratio" id="ABBRID0E5KAE">H/W</abbrev>), normalised columellar tooth count (<abbrev xlink:title="normalised columellar tooth count" id="ABBRID0ECLAE">nCT</abbrev>), normalised labral tooth count (<abbrev xlink:title="normalised labral tooth count" id="ABBRID0EGLAE">nLT</abbrev>), and relative mass (<abbrev xlink:title="relative mass" id="ABBRID0EKLAE">mR</abbrev>) (Fig. <xref ref-type="fig" rid="F3">3B</xref>). For each specimen, <abbrev xlink:title="normalised columellar tooth count" id="ABBRID0ESLAE">nCT</abbrev> and <abbrev xlink:title="normalised labral tooth count" id="ABBRID0EWLAE">nLT</abbrev> were calculated as described by <xref ref-type="bibr" rid="B35">Schilder (1937)</xref> and <abbrev xlink:title="height:length ratio" id="ABBRID0E5LAE">H/L</abbrev>, <abbrev xlink:title="width:length ratio" id="ABBRID0ECMAE">W/L</abbrev>, <abbrev xlink:title="height:width ratio" id="ABBRID0EGMAE">H/W</abbrev> and <abbrev xlink:title="relative mass" id="ABBRID0EKMAE">mR</abbrev> were calculated as described by <xref ref-type="bibr" rid="B21">Lorenz (2017a)</xref>.</p>
        <p>Because both dimensionless (e.g., ratios) and differently scaled (e.g., length vs. tooth counts) morphometrics were considered, values were transformed to <italic>Z</italic>-scores prior to ordination and statistical testing (R function: <italic>scale</italic>) (Fig. <xref ref-type="fig" rid="F3">3C</xref>). Transformation ensured each morphometric was centred, with a mean of zero, and uniformly scaled, with values expressed in terms of deviation from the mean. Morphometric <italic>Z</italic>-scores were then scanned for potential outliers, indicative of atypical specimens. One specimen of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (paratype 13: <italic>Z</italic><sub><abbrev xlink:title="height:length ratio" id="ABBRID0EPNAE">H/L</abbrev></sub> = 3.27, <italic>Z</italic><sub><abbrev xlink:title="height:width ratio" id="ABBRID0EVNAE">H/W</abbrev></sub> = 6.71), one specimen of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (paratype 5: <italic>Z</italic><sub><abbrev xlink:title="normalised labral tooth count" id="ABBRID0EKOAE">nLT</abbrev></sub> = 3.80), and two specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (paratype 22: <italic>Z</italic><sub><abbrev xlink:title="width:length ratio" id="ABBRID0E6OAE">W/L</abbrev></sub> = 4.23; paratype 33: <italic>Z</italic><sub><abbrev xlink:title="height:width ratio" id="ABBRID0EFPAE">H/W</abbrev></sub> = 3.82) were atypical, with at least one morphometric exceeding three standard deviations of the mean (i.e., |<italic>Z</italic>-score| &gt; 3). All were censored from statistical testing since their morphometric values were derived from secondary data that could not be validated (Fig. <xref ref-type="fig" rid="F3">3C</xref>).</p>
        <p>Using the morphometric <italic>Z</italic>-scores for uncensored specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 51), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 28), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 16), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (<italic>n</italic> = 18), and the Lancelin population (<italic>n</italic> = 17), a resemblance matrix was computed based on Euclidean distances between specimens (R function: <italic>vegedist</italic>) (Fig. <xref ref-type="fig" rid="F3">3D</xref>). Non-metric multidimensional scaling (<abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0E6RAE">nMDS</abbrev>) was then used for dimensionality reduction to permit visualisation of the resemblance matrix in a new space of two dimensions (R function: <italic>metaMDS</italic>) (Fig. <xref ref-type="fig" rid="F3">3E, F</xref>). This ordination technique finds a monotonic relationship between ranks of distances in the resemblance matrix and ranks of distances in a new space of reduced dimensions such that the relative similarity (or dissimilarity) between specimens is represented as closely as possible within the new space. Whilst there are other techniques (e.g., principal component analysis) for ordinating resemblance matrices, <abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0EJSAE">nMDS</abbrev> is demonstrably preferred for resolving group differences when studying shell form among <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name> (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>).</p>
        <p>The influence of each morphometric on the patterns visualised with <abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0EYSAE">nMDS</abbrev> (Fig. <xref ref-type="fig" rid="F3">3F</xref>) was evaluated by testing strength and significance of correlation between each morphometric and the plot configuration (R function: <italic>envfit</italic>). Significant correlations were visualised by fitting a two-dimensional thin-plate generalised additive model spline for the corresponding morphometric as a function of the plot configuration, with results overlayed on the existing <abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0ECTAE">nMDS</abbrev> ordination as lines reflecting morphometric clines (R function: <italic>ordisurf</italic>).</p>
        <p>Despite numerous advantages of ordination, visual interpretations of multidimensional data after reducing dimensionality can be subjective (<xref ref-type="bibr" rid="B10">Guillerme et al. 2020</xref>). Multivariate statistical tests which do not require resemblance matrices to be ordinated are, therefore, useful for objectively validating differences in shell form among groups (Fig. <xref ref-type="fig" rid="F3">3G</xref>). To test the hypothesis that there were no differences in central tendency of shell form among the five <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups examined (i.e., <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name>. <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, and the Lancelin population) a one-factor permutational analysis of variance (<abbrev xlink:title="permutational analysis of variance" id="ABBRID0EYVAE">PERMANOVA</abbrev>) was used to fit a linear model to the resemblance matrix (R function: <italic>adonis2</italic>). Pairwise comparisons proceeded detection of a significant group effect, using <abbrev xlink:title="permutational analysis of variance" id="ABBRID0E5VAE">PERMANOVA</abbrev> for each comparison and controlling for the family-wise error rate with the <xref ref-type="bibr" rid="B11">Holm (1979)</xref> procedure. Additionally, to test hypotheses that there were no differences in variation of shell form between any of the <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups, permutation-based tests for homogeneity of multivariate dispersions were used to compare the distance of specimens from their group centroid (R function: <italic>permutest.betadisper</italic>), controlling for the family-wise error rate with the <xref ref-type="bibr" rid="B11">Holm (1979)</xref> procedure.</p>
      </sec>
      <sec sec-type="methods" id="SECID0EXWAE">
        <title>﻿Univariate methods</title>
        <p>To contextualise how the multivariate approach compared with a univariate approach, an analysis of variance (<abbrev xlink:title="analysis of variance" id="ABBRID0E4WAE">ANOVA</abbrev>), constructed as a linear model, was used to test whether the means of each morphometric differed among the five <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups examined (R function: <italic>lm</italic>). Pairwise comparisons between groups were made using linear hypothesis tests of the estimated marginal means (R function: <italic>emmeans</italic>), controlling for the family-wise error rate with the <xref ref-type="bibr" rid="B11">Holm (1979)</xref> procedure. Boxplots were used to visualise differences in central tendencies (e.g., mean and median) and variation (e.g., range and quantiles) of morphometrics among groups.</p>
      </sec>
    </sec>
    <sec sec-type="﻿Results" id="SECID0EUXAE">
      <title>﻿Results</title>
      <sec sec-type="﻿Multivariate approach" id="SECID0EYXAE">
        <title>﻿Multivariate approach</title>
        <p>Among the studied specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, the <italic>a priori</italic> assigned groups (i.e., <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, and the Lancelin population) were able to explain a significant amount (<italic>R</italic><sup>2</sup> = 0.48, <italic>F</italic> = 29.32, <italic>P</italic> &lt; 0.001) of the variation in shell form (Fig. <xref ref-type="fig" rid="F4">4A</xref>). Between the <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies, differences in central tendencies (i.e., centroids) of shell form were highly significant (Table <xref ref-type="table" rid="T1">1</xref>), with <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> the most dissimilar (<italic>D</italic> = 4.66, <italic>R<sup>2</sup></italic> = 0.64, <italic>P</italic> = 0.001) and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> the most similar (<italic>D</italic> = 1.61, <italic>R<sup>2</sup></italic> = 0.47, <italic>P</italic> = 0.001). Central tendency of shell form for the Lancelin population was distinct from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic>D</italic> = 2.89, <italic>R<sup>2</sup></italic> = 0.31, <italic>P</italic> = 0.001), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (<italic>D</italic> = 4.60, <italic>R<sup>2</sup></italic> = 0.71, <italic>P</italic> = 0.001), and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (<italic>D</italic> = 3.41, <italic>R<sup>2</sup></italic> = 0.56, <italic>P</italic> = 0.001), but was comparable to that of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> with the distinction between the two only explaining 9% of the variation in shell form among the corresponding specimens (<italic>D</italic> = 1.00, <italic>R<sup>2</sup></italic> = 0.09, <italic>P</italic> = 0.012; Fig. <xref ref-type="fig" rid="F4">4A</xref>, Table <xref ref-type="table" rid="T1">1</xref>).</p>
        <fig id="F4" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/zookeys.1158.98868.figure4</object-id>
          <object-id content-type="arpha">23E4751A-FD05-5662-82E3-8F0E7BB1DAFB</object-id>
          <label>Figure 4.</label>
          <caption>
            <p><bold>A</bold><abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0E3AAG">nMDS</abbrev> ordination (stress = 0.16) of the resemblance matrix for <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, where shaded ellipses indicate the 95% confidence interval of group (subspecies or population) centroids and plot characters indicate data source <bold>B–H</bold> Associations between ordination structure and morphometrics influencing this structure, where the green lines illustrate <bold>B</bold> length <bold>C</bold> height:length ratio <bold>D</bold> width:length ratio <bold>E</bold> height:width ratio <bold>F</bold> normalised columellar tooth count <bold>G</bold> normalised labral tooth count, and <bold>H</bold> relative mass contour lines.</p>
          </caption>
          <graphic xlink:href="zookeys-1158-069_article-98868__-g004.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_840029.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/840029</uri>
          </graphic>
        </fig>
        <table-wrap id="T1" position="float" orientation="portrait">
          <label>Table 1.</label>
          <caption>
            <p>Results of pairwise comparisons testing the hypotheses that there were no differences in central tendency (i.e., centroid) of shell form among the studied <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups (subspecies or population). The Euclidean distance (<italic>D</italic>) between centroids, coefficient of determination (<italic>R</italic><sup>2</sup>), and Holm-adjusted probability that the distance between centroids arose by random chance (<italic>P</italic>) are presented.</p>
          </caption>
          <table id="TID0E3CBG" rules="all">
            <tbody>
              <tr>
                <th rowspan="2" colspan="1"><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> group</th>
                <th rowspan="1" colspan="3">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="andreyi">andreyi</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="3">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="3">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="clarksoni">clarksoni</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="3">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="diprotodon">diprotodon</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
              </tr>
              <tr>
                <th rowspan="1" colspan="1">
                  <italic>D</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>R<sup>2</sup></italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>P</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>D</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>R<sup>2</sup></italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>P</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>D</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>R<sup>2</sup></italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>P</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>D</italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>R<sup>2</sup></italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>P</italic>
                </th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">2.86</td>
                <td rowspan="1" colspan="1">0.29</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="clarksoni">clarksoni</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">4.66</td>
                <td rowspan="1" colspan="1">0.64</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">2.48</td>
                <td rowspan="1" colspan="1">0.23</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="diprotodon">diprotodon</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">3.20</td>
                <td rowspan="1" colspan="1">0.47</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">1.61</td>
                <td rowspan="1" colspan="1">0.14</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">2.70</td>
                <td rowspan="1" colspan="1">0.40</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
                <td rowspan="1" colspan="1">–</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Lancelin population</td>
                <td rowspan="1" colspan="1">1.00</td>
                <td rowspan="1" colspan="1">0.09</td>
                <td rowspan="1" colspan="1">0.012</td>
                <td rowspan="1" colspan="1">2.89</td>
                <td rowspan="1" colspan="1">0.31</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">4.60</td>
                <td rowspan="1" colspan="1">0.71</td>
                <td rowspan="1" colspan="1">0.001</td>
                <td rowspan="1" colspan="1">3.41</td>
                <td rowspan="1" colspan="1">0.56</td>
                <td rowspan="1" colspan="1">0.001</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>Results also indicated that a similar degree of variation (i.e., dispersion) in shell form existed for the <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies (Fig. <xref ref-type="fig" rid="F4">4A</xref>, Table <xref ref-type="table" rid="T2">2</xref>). For the Lancelin population, variation in shell form was similar to that of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (<italic>t</italic> = 2.96, <italic>P</italic> = 0.041), <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> (<italic>t</italic> = 1.66, <italic>P</italic> = 0.568), and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (<italic>t</italic> = 1.90, <italic>P</italic> = 0.376), but significantly less than that of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<italic>t</italic> = 4.80, <italic>P</italic> = 0.001; Fig. <xref ref-type="fig" rid="F4">4A</xref>, Table <xref ref-type="table" rid="T2">2</xref>).</p>
        <table-wrap id="T2" position="float" orientation="portrait">
          <label>Table 2.</label>
          <caption>
            <p>Results of pairwise comparisons testing the hypotheses that there were no differences in variation (i.e., dispersion) in shell form among the studied <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups (subspecies or population). The mean (x̄) ± standard deviation (<abbrev xlink:title="standard deviation" id="ABBRID0EWRAG">SD</abbrev>) and range in Euclidean distance that specimens were from their group centroid are presented. Shared alphabetic superscripts identify group means that are not significantly (Holm-adjusted <italic>P</italic> ≥ 0.01) different.</p>
          </caption>
          <table id="TID0E4OBG" rules="all">
            <tbody>
              <tr>
                <th rowspan="2" colspan="1"><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> group</th>
                <th rowspan="1" colspan="2">distance from centroid*</th>
              </tr>
              <tr>
                <th rowspan="1" colspan="1">(x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0EYSAG">SD</abbrev>)</th>
                <th rowspan="1" colspan="1">range</th>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="andreyi">andreyi</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">1.72 ± 0.53<sup>ab</sup></td>
                <td rowspan="1" colspan="1">0.88 – 3.29</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">1.94 ± 0.56<sup>a</sup></td>
                <td rowspan="1" colspan="1">0.87 – 3.24</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="clarksoni">clarksoni</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">1.53 ± 0.61<sup>ab</sup></td>
                <td rowspan="1" colspan="1">0.73 – 2.91</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="diprotodon">diprotodon</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </td>
                <td rowspan="1" colspan="1">1.50 ± 0.49<sup>ab</sup></td>
                <td rowspan="1" colspan="1">0.63 – 2.59</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">Lancelin population</td>
                <td rowspan="1" colspan="1">1.22 ± 0.46<sup>b</sup></td>
                <td rowspan="1" colspan="1">0.48 – 2.20</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
        <p>All morphometrics considered representative of shell form (i.e., L, <abbrev xlink:title="height:length ratio" id="ABBRID0EJWAG">H/L</abbrev>, <abbrev xlink:title="width:length ratio" id="ABBRID0ENWAG">W/L</abbrev>, <abbrev xlink:title="height:width ratio" id="ABBRID0ERWAG">H/W</abbrev>, <abbrev xlink:title="normalised columellar tooth count" id="ABBRID0EVWAG">nCT</abbrev>, <abbrev xlink:title="normalised labral tooth count" id="ABBRID0EZWAG">nLT</abbrev>, <abbrev xlink:title="relative mass" id="ABBRID0E4WAG">mR</abbrev>) significantly influenced the ordination structure of the <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups visualised in Fig. <xref ref-type="fig" rid="F4">4</xref>. The most important morphometric (based on <italic>R<sup>2</sup></italic>) was <abbrev xlink:title="height:length ratio" id="ABBRID0EUXAG">H/L</abbrev> (<italic>R<sup>2</sup></italic> = 0.92, <italic>P</italic> &lt; 0.001), followed by <abbrev xlink:title="width:length ratio" id="ABBRID0E5XAG">W/L</abbrev> (<italic>R<sup>2</sup></italic> = 0.75, <italic>P</italic> &lt; 0.001), <abbrev xlink:title="normalised columellar tooth count" id="ABBRID0EIYAG">nCT</abbrev> (<italic>R<sup>2</sup></italic> = 0.69, <italic>P</italic> &lt; 0.001), <abbrev xlink:title="normalised labral tooth count" id="ABBRID0ESYAG">nLT</abbrev> (<italic>R<sup>2</sup></italic> = 0.63, <italic>P</italic> &lt; 0.001), <abbrev xlink:title="relative mass" id="ABBRID0E3YAG">mR</abbrev> (<italic>R<sup>2</sup></italic> = 0.55, <italic>P</italic> &lt; 0.001), L (<italic>R<sup>2</sup></italic> = 0.53, <italic>P</italic> &lt; 0.001), and <abbrev xlink:title="height:width ratio" id="ABBRID0EMZAG">H/W</abbrev> (<italic>R<sup>2</sup></italic> = 0.31, <italic>P</italic> &lt; 0.001). Based on the associations between each morphometric and <abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0EWZAG">nMDS</abbrev> plot configuration (Fig. <xref ref-type="fig" rid="F4">4B–H</xref>), relative differences in shell form could be inferred. For example, shell form of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> and the Lancelin population was typified by lesser L and <abbrev xlink:title="normalised columellar tooth count" id="ABBRID0EN1AG">nCT</abbrev>, and greater <abbrev xlink:title="relative mass" id="ABBRID0ER1AG">mR</abbrev>, when compared to the other subspecies. In contrast, shell form of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> was typified by lesser <abbrev xlink:title="height:length ratio" id="ABBRID0EE2AG">H/L</abbrev>, <abbrev xlink:title="width:length ratio" id="ABBRID0EI2AG">W/L</abbrev>, <abbrev xlink:title="height:width ratio" id="ABBRID0EM2AG">H/W</abbrev> and <abbrev xlink:title="relative mass" id="ABBRID0EQ2AG">mR</abbrev>, while <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> was typified by greater L. <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> was not typified by any extreme in the morphometrics assessed, with a central tendency in shell form intermediate to that of the other subspecies and the Lancelin population.</p>
      </sec>
      <sec sec-type="﻿Univariate approach" id="SECID0ES3AG">
        <title>﻿Univariate approach</title>
        <p>By examining each morphometric independently, relative differences in morphometric values among groups inferred from the <abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0EY3AG">nMDS</abbrev> ordination (Fig. <xref ref-type="fig" rid="F4">4</xref>) could be quantified and validated. For example, the typical shell length of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> was significantly greater than that of any of the other groups considered (Fig. <xref ref-type="fig" rid="F5">5A</xref>). Likewise, shell form of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> was typified by a significantly lesser <abbrev xlink:title="height:length ratio" id="ABBRID0EC5AG">H/L</abbrev>, <abbrev xlink:title="width:length ratio" id="ABBRID0EG5AG">W/L</abbrev> and <abbrev xlink:title="height:width ratio" id="ABBRID0EK5AG">H/W</abbrev> (Fig. <xref ref-type="fig" rid="F5">5B–D</xref>). Only three morphometrics (<abbrev xlink:title="height:length ratio" id="ABBRID0ES5AG">H/L</abbrev>, <abbrev xlink:title="height:width ratio" id="ABBRID0EW5AG">H/W</abbrev> and <abbrev xlink:title="relative mass" id="ABBRID0E15AG">mR</abbrev>) differentiated the four subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>; shell length was unable to differentiate between <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, <abbrev xlink:title="width:length ratio" id="ABBRID0EHABG">W/L</abbrev> was unable to differentiate between <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, <abbrev xlink:title="normalised columellar tooth count" id="ABBRID0EYBBG">nCT</abbrev> was unable to differentiate between <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksonii">clarksonii</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, and <abbrev xlink:title="normalised labral tooth count" id="ABBRID0EJDBG">nLT</abbrev> was unable to differentiate between <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> or <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (Fig. <xref ref-type="fig" rid="F5">5</xref>). Measures of central tendency (e.g., mean and median) and variation (e.g., standard deviation and range) for all morphometrics studied are presented separately for each group in Appendix <xref ref-type="table" rid="T3">1</xref>.</p>
        <fig id="F5" position="float" orientation="portrait">
          <object-id content-type="doi">10.3897/zookeys.1158.98868.figure5</object-id>
          <object-id content-type="arpha">BCAB09AA-814E-5F8B-B4D2-0083F66268AF</object-id>
          <label>Figure 5.</label>
          <caption>
            <p>Box plots showing univariate comparisons of <bold>A</bold> shell length <bold>B</bold> height:length ratio <bold>C</bold> width:length ratio <bold>D</bold> height:width ratio <bold>E</bold> normalised columellar tooth count <bold>F</bold> normalised labral tooth count, and <bold>G</bold> relative mass among the studied <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups (subspecies or population). Black diamonds represent group means, boxes illustrate first and third quartile as box edges and median as central line. Shared alphabetic superscripts identify group means that are not statistically different (Holm-adjusted <italic>P</italic> ≥ 0.01) for a morphometric.</p>
          </caption>
          <graphic xlink:href="zookeys-1158-069_article-98868__-g005.jpg" position="float" orientation="portrait" xlink:type="simple" id="oo_840030.jpg">
            <uri content-type="original_file">https://binary.pensoft.net/fig/840030</uri>
          </graphic>
        </fig>
        <p>Considering that not all morphometrics were consistently similar or dissimilar between groups, it was not possible to conclude whether groups differed in overall shell form from univariate comparisons alone. This conundrum is best illustrated by a comparison of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> and the Lancelin population, where specimens from these groups differed in central tendencies of relative mass (Fig. <xref ref-type="fig" rid="F5">5G</xref>). A statistical difference in this morphometric alone, however, did not result in a statistical difference in overall shell form, as determined from the multivariate approach (Fig. <xref ref-type="fig" rid="F4">4</xref>, Table <xref ref-type="table" rid="T1">1</xref>).</p>
      </sec>
    </sec>
    <sec sec-type="﻿Discussion" id="SECID0EWHBG">
      <title>﻿Discussion</title>
      <p>Our results confirm that variation in shell form is prominent within and between populations of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca.</tp:taxon-name-part></tp:taxon-name></italic> Such variability may represent ecophenotypic responses in shell form to environmental factors, random genetic variations independent of adaptive value, or natural selection. Results of this study cannot directly distinguish between these, or other possible causal mechanisms promoting variation in the shell form of cowries, within or between populations, which have seen much discussion elsewhere (see <xref ref-type="bibr" rid="B9">Griffiths 1959</xref>; <xref ref-type="bibr" rid="B31">Orr 1959</xref>; <xref ref-type="bibr" rid="B14">Kay 1961</xref>; <xref ref-type="bibr" rid="B33">Renaud 1976</xref>; <xref ref-type="bibr" rid="B43">Tissot 1984</xref>, <xref ref-type="bibr" rid="B44">1988</xref>; <xref ref-type="bibr" rid="B13">Irie and Iwasa 2005</xref>; <xref ref-type="bibr" rid="B12">Irie 2006</xref>). Rather, the following discussion will focus on the implications of such variation, from a systematic perspective, by first discussing the infraspecific taxonomy of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> and the extent to which our results agree with the putative differences in shell form described by <xref ref-type="bibr" rid="B24">Lorenz and Beals (2013)</xref>. Consideration of how a multivariate approach to morphological study of shell form might integrate into cowrie systematics is then treated more broadly.</p>
      <sec sec-type="﻿Infraspecific taxonomy of Umbilia armeniaca" id="SECID0EWJBG">
        <title>﻿Infraspecific taxonomy of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic></title>
        <p>Crucial to the validity of taxa differentiated through morphological study of shell form is a replicable and objective approach for comparison. Prior morphological study of shell form in <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> has relied on subjective comparisons of morphometrics and their central tendencies to resolve infraspecific differences, with statistical testing limited to a comparison of relative mass (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>; <xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>). Given that putative differences were, potentially, an artefact of random chance or subjective inference, the broader application of statistical tests with a clearly defined threshold (<italic>P</italic> &lt; 0.01) for resolving infraspecific differences permits objective validation of the original descriptions of shell form for the subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>.</p>
        <p>In their original description of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies, <xref ref-type="bibr" rid="B24">Lorenz and Beals (2013)</xref> qualitatively described the most important infraspecific differences in shell form. The impression that <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> is “more elongate and less humped” and has the “lowest dorsal profile” was confirmed in our study by significantly lower <abbrev xlink:title="height:length ratio" id="ABBRID0EHMBG">H/L</abbrev>, <abbrev xlink:title="width:length ratio" id="ABBRID0ELMBG">W/L</abbrev> and <abbrev xlink:title="height:width ratio" id="ABBRID0EPMBG">H/W</abbrev>. Likewise, the impression that <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> is “slightly more inflated and stunted” and the “most globular and humped” was confirmed by significantly greater <abbrev xlink:title="height:length ratio" id="ABBRID0ECNBG">H/L</abbrev> and <abbrev xlink:title="height:width ratio" id="ABBRID0EGNBG">H/W</abbrev> ratios. Significantly lower <abbrev xlink:title="width:length ratio" id="ABBRID0EKNBG">W/L</abbrev> and <abbrev xlink:title="height:width ratio" id="ABBRID0EONBG">H/W</abbrev> of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> relative to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> confirmed the supposition that the former tends to be “less humped” than the latter. The suggestion that <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> has “fewer teeth on both sides”, however, proved true only if considering raw tooth counts. Once normalised (sensu <xref ref-type="bibr" rid="B35">Schilder 1937</xref>), we found the slight difference in <abbrev xlink:title="normalised labral tooth count" id="ABBRID0EDPBG">nLT</abbrev> between <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> (21.6 ± 1.0) and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> (21.8 ± 0.9) to be non-significant. Results for our univariate analysis of <abbrev xlink:title="relative mass" id="ABBRID0EFQBG">mR</abbrev> were synonymous with those of <xref ref-type="bibr" rid="B24">Lorenz and Beals (2013)</xref>, with significant differences between all subspecies. Consideration of these and other morphometric-specific differences, collectively, within our multivariate approach to morphological study of shell form, leads us to conclude that <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> are morphologically distinct in central tendencies of shell form. This, however, does not necessarily imply that all specimens of a particular subspecies could be reliably identified based on shell form alone.</p>
        <p>Certainly, multivariate distributions (Fig. <xref ref-type="fig" rid="F4">4</xref>) indicate that while central tendencies of shell form differed significantly, some specimens of a particular subspecies were more representative (i.e., closer to the centroid) of another subspecies. For example, while all specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> were unequivocally distinct from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> or <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, some <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> paratypes were more representative of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (paratypes 4, 5, and 11) than <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>. Thus, we can conclude that all specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> can be reliably differentiated from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, but not necessarily from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> based on shell form. By the same rationale all specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> could be reliably differentiated from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, but not necessarily from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> or <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, and all specimens of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> could be reliably differentiated from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic>, but not from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>. None of the subspecies could, therefore, be reliably differentiated from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, just as <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> could not be reliably differentiated from any of the other subspecies. For taxa which cannot be reliably identified from one another based on shell form alone, there is a need to consider additional conchological attributes, beyond the scope of shell form, when assigning specimens of unknown provenance to a particular subspecies.</p>
        <p>When comparing taxa, it is important to recognise that not all diagnostic factors can be reliably incorporated into multivariate analysis. Shell pattern, for example, is important in cowrie characterisation (<xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>, <xref ref-type="bibr" rid="B23">2018</xref>) and, although quantifiable aspects of shell pattern (e.g., width of dorsal spots) have been included in multivariate analysis of cowries (e.g., <xref ref-type="bibr" rid="B43">Tissot 1984</xref>), this is only feasible for taxa with clearly defined patterning. For <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> there exists no common pattern with clearly demarcated boundaries to serve as a basis for replicable and objective quantification (Fig. <xref ref-type="fig" rid="F2">2</xref>). Rather, <xref ref-type="bibr" rid="B24">Lorenz and Beals (2013)</xref> highlighted qualitative differences between the two deep-water subspecies (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>), which generally have mottled shells with paler colouration, and the two shallow-water subspecies (<italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="clarksoni">clarksoni</tp:taxon-name-part></tp:taxon-name></italic> and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="diprotodon">diprotodon</tp:taxon-name-part></tp:taxon-name></italic>), which are generally much darker, but with bluish marginal colouration. Other physical features of the shell that may contribute to differentiation between taxa, but are not captured in formulaic or multivariate analyses, include size of the protoconch and prominence of the spire, form of the anterior flange and posterior labral flange, the form of the columellar teeth, dorsal profile, and shape and form of the base, all of which vary among the four subspecies of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> (<xref ref-type="bibr" rid="B24">Lorenz and Beals 2013</xref>). Notwithstanding the inability of multivariate analysis to accommodate all potential conchological attributes of infraspecific variation, the original descriptions of shell form for the <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies were generally valid when re-evaluated using an objective approach that incorporated statistical tests for resolving infraspecific differences. Considering almost a quarter (24.8%) of the data in our study originated from previously unstudied specimens (<italic>n</italic> = 28) of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>, the infraspecific differences in shell form outlined by <xref ref-type="bibr" rid="B24">Lorenz and Beals (2013)</xref> were found to appropriately generalise the populations of these subspecies.</p>
        <p>Of the four <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies, the <abbrev xlink:title="Non-metric multidimensional scaling" id="ABBRID0ENAAI">nMDS</abbrev> ordination revealed that shells of the previously unstudied Lancelin population were most similar to the neighbouring population of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>. Although Lancelin shells had a significantly reduced relative mass, compared to <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, this difference was insufficient to differentiate the Lancelin population from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic> when accounting for the overall variability in shell form. Differences in relative mass are closely associated with differences in shell callosity (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>) which is known to correlate with seawater temperature (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>; <xref ref-type="bibr" rid="B12">Irie 2006</xref>). Other species of cowries (e.g., <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Lyncina">Lyncina</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="vitellus">vitellus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Melicerona">Melicerona</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="felina">felina</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Monetaria">Monetaria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="annulus">annulus</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Monetaria">M.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="caputserpentis">caputserpentis</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Naria">Naria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="erosa">erosa</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Naria">N.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="helvola">helvola</tp:taxon-name-part></tp:taxon-name></italic>, <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Naria">N.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="marginalis">marginalis</tp:taxon-name-part></tp:taxon-name></italic>, and <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Purpuradusta">Purpuradusta</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="gracilis">gracilis</tp:taxon-name-part></tp:taxon-name></italic>) demonstrate latitudinal clines in shell callosity (<xref ref-type="bibr" rid="B37">Schilder and Schilder 1938–1939</xref>, <xref ref-type="bibr" rid="B39">1967</xref>; <xref ref-type="bibr" rid="B18">Liversridge 1968</xref>; <xref ref-type="bibr" rid="B36">Schilder 1969</xref>; <xref ref-type="bibr" rid="B43">Tissot 1984</xref>; <xref ref-type="bibr" rid="B12">Irie 2006</xref>) and a latitudinal difference in relative mass could therefore be anticipated within the Australian west coast range of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic>. Given a presumed environmental influence on the only morphometric differentiating the Lancelin population from <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>, and overall similarities in shell form, we conclude that the Lancelin population of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> is best considered a northern extension of the distribution of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>.</p>
      </sec>
      <sec sec-type="﻿Considerations for a multivariate approach to cowrie systematics" id="SECID0EOHAI">
        <title>﻿Considerations for a multivariate approach to cowrie systematics</title>
        <p>Most datasets used in the study of shell form are multidimensional and, consequently, a large component of any systematic study will involve consideration of how to extract a meaningful summary of differences in shell form among specimens and/or groups. The multivariate approach taken in this study, couples easy-to-interpret graphics produced via ordination with an objective appraisal of inter-group differences via statistical testing. When combined with a univariate approach, as done here, a broad range of questions of relevance to systematics can be addressed objectively. For example, if the goal is to characterise differences in shell form between groups, multivariate tests comparing differences in central tendencies (such as group centroids) or variability (such as group dispersion) in multidimensional space are most appropriate. Furthermore, if the goal is to characterise how a particular morphometric differs between groups, univariate tests comparing differences in central tendencies (such as group means) for that morphometric will be of value. Regardless of the tests used, statistical testing should only be employed to address questions framed within an appropriate statistical context if sample sizes are large enough to permit detection of statistically significant differences (<xref ref-type="bibr" rid="B6">Cohen 1988</xref>; <xref ref-type="bibr" rid="B1">Anderson 2001</xref>).</p>
        <p>It is also important to consider which morphometrics are most appropriate for statistical testing. Studies comparing shell form among cowries have, over time, varied greatly in the morphometrics selected to represent shell form (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>). While theoretically there is no limit to the number of morphometrics which can be incorporated into multivariate analyses, the “curse of dimensionality” (<xref ref-type="bibr" rid="B2">Bellman 1966</xref>) favours minimising the number selected from a theoretical perspective. Additionally, for each unique measurement there exists potential for observational error and, where morphometrics make assumptions concerning growth (e.g., <xref ref-type="bibr" rid="B12">Irie 2006</xref>), modelling error. Furthermore, some morphometrics (e.g., whorl widths or callus thickness) require cross-sectioning of shells (<xref ref-type="bibr" rid="B44">Tissot 1988</xref>; <xref ref-type="bibr" rid="B12">Irie 2006</xref>) which is not feasible in situations where destructive sampling is not possible, such as when working with type specimens or those held in public collections. Other morphometrics are inherently taxon-specific (e.g., colouration and/or patterning) which complicates comparisons with taxa lacking the associated trait (<xref ref-type="bibr" rid="B10">Guillerme et al. 2020</xref>). Finally, many morphometrics have isometric or allometric relationships and are positively correlated with one another, such that they represent similar sources of variability in shell form (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>, <xref ref-type="bibr" rid="B44">1988</xref>). Taken together, these factors incentivise limiting selection to shared morphometrics that are sampled non-destructively and represent unique sources of variation in shell form among cowries. From past studies most of the meaningful variation in shell form among cowries is known to come from shell size, shape, callosity, and the number of basal teeth (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>; <xref ref-type="bibr" rid="B44">1988</xref>). For example, when considering 18 morphometrics as part of a multivariate approach to study shell form in <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Monetaria">Monetaria</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="caputserpentis">caputserpentis</tp:taxon-name-part></tp:taxon-name></italic>, <xref ref-type="bibr" rid="B43">Tissot (1984)</xref> found that three components of variation (shell size, shape and callosity, and number of basal teeth) accounted for almost 70% of the total variation in shell form among populations sampled across the geographical range of this species. On this basis, care was taken to ensure that the seven morphometrics selected to represent shell form in the present study uniquely represented variation in shell size (i.e., length), shape (i.e., height:length, width:length, and height:width ratios), callosity (i.e., relative mass), and number of basal teeth (i.e., normalised columellar and labral tooth counts).</p>
        <p>Aside from representing the primary sources of infra- and interspecific variation in shell form of cowries (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>, <xref ref-type="bibr" rid="B44">1988</xref>), a further advantage of these seven morphometrics is that they require only four shell measurements taken with a vernier calliper (e.g., length, width, height) or balance (e.g., mass) and counts of basal teeth, all of which are sampled non-destructively. For similar reasons, the morphometrics considered in our study were also proposed by <xref ref-type="bibr" rid="B4">Bridges and Lorenz (2013)</xref>, and are commonly adopted (e.g., <xref ref-type="bibr" rid="B22">Lorenz 2017b</xref>) for description of <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name>. While acknowledging that morphological studies with other gastropod families have developed methods for quantifying the variation in shell shape from a set of homologous points, or landmarks, positioned on images using the Procrustes method (e.g., <xref ref-type="bibr" rid="B34">Rohlf and Marcus 1993</xref>), such methods have not been developed for the <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Cypraeidae</tp:taxon-name-part></tp:taxon-name>. Gastropods such as <tp:taxon-name><tp:taxon-name-part taxon-name-part-type="family">Muricidae</tp:taxon-name-part></tp:taxon-name>, for which such methods have been developed, have an exposed shell spire and numerous ribs and spines which provides a broad range of appropriate landmarks for such methods (<xref ref-type="bibr" rid="B8">Doyle et al. 2018</xref>; <xref ref-type="bibr" rid="B3">Bocxlaer et al. 2020</xref>; <xref ref-type="bibr" rid="B16">Larsson et al. 2020</xref>). This is not the case for cowries, however, which demonstrate determinate growth (<xref ref-type="bibr" rid="B46">Vermeij and Signor 1992</xref>), generally have a concealed spire, and lack meristic shell ornamentations, such as spines and varices. Furthermore, such methods were developed with the primary intention of detecting minute variation within populations related to ontogenetic development patterns (<xref ref-type="bibr" rid="B16">Larsson et al. 2020</xref>) or environmental selective pressures (<xref ref-type="bibr" rid="B8">Doyle et al. 2018</xref>; <xref ref-type="bibr" rid="B3">Bocxlaer et al. 2020</xref>) rather than establishing novel taxonomic characters. Given the intent of infraspecific taxonomy of cowries to distinguish between populations that are visibly distinct (<xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>), an approach that considers morphometrics which are easy to comprehend, such as those used in this study, would seem most appropriate.</p>
      </sec>
    </sec>
    <sec sec-type="﻿Conclusions" id="SECID0E1LAI">
      <title>﻿Conclusions</title>
      <p>Multivariate approaches to the morphological study of shell form of cowries have been utilised primarily to develop hypotheses related to ecological and functional diversity within the target species (<xref ref-type="bibr" rid="B43">Tissot 1984</xref>, <xref ref-type="bibr" rid="B44">1988</xref>). Although used more recently in recognition and description of a new species of cowrie from the fossil record (<xref ref-type="bibr" rid="B42">Southgate et al. 2021</xref>), integration of a multivariate approach into cowrie systematics has received surprisingly little attention, with univariate comparison of central tendencies, using shell formulae, predominant in recent comparative studies (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>; <xref ref-type="bibr" rid="B21">Lorenz 2017a</xref>) and in recognising new taxa (e.g., <xref ref-type="bibr" rid="B22">Lorenz 2017b</xref>). While useful in describing key morphometric characters and allowing subjective comparisons between taxa (<xref ref-type="bibr" rid="B4">Bridges and Lorenz 2013</xref>), including fossils (<xref ref-type="bibr" rid="B15">Landau and Groves 2011</xref>; <xref ref-type="bibr" rid="B41">Southgate and Roberts 2022</xref>), the shell formula, as applied to cowries, does not convey variability of key morphometric characters, nor does it support the testing of statistical differences between populations or taxa.</p>
      <p>This study has demonstrated the utility of a multivariate approach that couples easy-to-interpret graphics produced via ordination with an objective appraisal of inter-group differences via statistical testing with clearly defined thresholds for both outlier detection (i.e., |<italic>Z</italic>-score| &gt; 3) and resolving infraspecific differences (<italic>P</italic> &lt; 0.01). Using <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> as a case study, we showed how primary data from unstudied specimens might supplement secondary data from prior studies to validate existing infraspecific taxonomy and characterise a previously unstudied (Lancelin) population of this species. The multivariate approach showed the four recognised <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> subspecies to be similarly variable, but confirmed differences in central tendency of shell form. Our analysis did not justify differentiation of the Lancelin population of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> which is best considered a northward extension of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">a.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="subspecies" reg="andreyi">andreyi</tp:taxon-name-part></tp:taxon-name></italic>. Results of this study provide improved understanding of intraspecific differences in shell form of <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">U.</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> across its broad distribution, and demonstrate how multivariate morphometric methods for statistical comparison of shell form between taxa might benefit cowrie systematics. This approach is complimentary to existing research practices and has broad potential application in future morphometric based studies of cowries.</p>
    </sec>
  </body>
  <back>
    <ack>
      <title>﻿Acknowledgements</title>
      <p>We thank Mr Ray Walker of Busselton, Western Australia for providing the Lancelin specimens used in this study and Nittya S.M. Simard for assistance with figure compilation. This study was supported by University of the Sunshine Coast Research Initiative funding to the first author.</p>
    </ack>
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    <app-group>
      <app id="app1">
        <title>﻿Appendix 1</title>
        <table-wrap id="T3" position="float" orientation="portrait">
          <label>Table A1.</label>
          <caption>
            <p>Measures of central tendency (i.e., mean and median) and variation (i.e., standard deviation and range) among the studied <italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups (subspecies or population) for each morphometric considered representative of shell form. Shared alphabetic supercrips identify group means that are not statistically different (Holm-adjusted <italic>P</italic> ≥ 0.01) for a morphometric.</p>
          </caption>
          <table id="TID0EJWBG" rules="all">
            <tbody>
              <tr>
                <th rowspan="2" colspan="1">Morphometric</th>
                <th rowspan="1" colspan="5"><italic><tp:taxon-name><tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia">Umbilia</tp:taxon-name-part> <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part></tp:taxon-name></italic> groups</th>
              </tr>
              <tr>
                <th rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="andreyi">andreyi</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="armeniaca">armeniaca</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="clarksoni">clarksoni</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="1">
                  <italic>
                    <tp:taxon-name>
                      <tp:taxon-name-part taxon-name-part-type="genus" reg="Umbilia"/>
                      <tp:taxon-name-part taxon-name-part-type="species" reg="diprotodon">diprotodon</tp:taxon-name-part>
                    </tp:taxon-name>
                  </italic>
                </th>
                <th rowspan="1" colspan="1">Lancelin</th>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>length (mm)</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0EYNCI">SD</abbrev></td>
                <td rowspan="1" colspan="1">73.3 ± 5.8<sup>c</sup></td>
                <td rowspan="1" colspan="1">94.9 ± 11.1<sup>b</sup></td>
                <td rowspan="1" colspan="1">92.9 ± 5.4<sup>b</sup></td>
                <td rowspan="1" colspan="1">107.5 ± 4.5<sup>a</sup></td>
                <td rowspan="1" colspan="1">70.2 ± 2.5<sup>c</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">71.3</td>
                <td rowspan="1" colspan="1">94.2</td>
                <td rowspan="1" colspan="1">93.9</td>
                <td rowspan="1" colspan="1">107.0</td>
                <td rowspan="1" colspan="1">69.5</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">65.5–84.0</td>
                <td rowspan="1" colspan="1">73.9–118.1</td>
                <td rowspan="1" colspan="1">79.8–98.8</td>
                <td rowspan="1" colspan="1">100.7–117.5</td>
                <td rowspan="1" colspan="1">66.3–75.0</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>height:length ratio</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0EGQCI">SD</abbrev></td>
                <td rowspan="1" colspan="1">0.563 ± 0.016<sup>a</sup></td>
                <td rowspan="1" colspan="1">0.547 ± 0.018<sup>b</sup></td>
                <td rowspan="1" colspan="1">0.504 ± 0.020<sup>d</sup></td>
                <td rowspan="1" colspan="1">0.533 ± 0.017<sup>c</sup></td>
                <td rowspan="1" colspan="1">0.569 ± 0.013<sup>a</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">0.566</td>
                <td rowspan="1" colspan="1">0.545</td>
                <td rowspan="1" colspan="1">0.502</td>
                <td rowspan="1" colspan="1">0.531</td>
                <td rowspan="1" colspan="1">0.570</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">0.530–0.584</td>
                <td rowspan="1" colspan="1">0.505–0.592</td>
                <td rowspan="1" colspan="1">0.472–0.553</td>
                <td rowspan="1" colspan="1">0.500–0.569</td>
                <td rowspan="1" colspan="1">0.541–0.588</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>width:length ratio</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0EUSCI">SD</abbrev></td>
                <td rowspan="1" colspan="1">0.633 ± 0.017<sup>ab</sup></td>
                <td rowspan="1" colspan="1">0.628 ± 0.023<sup>ab</sup></td>
                <td rowspan="1" colspan="1">0.602 ± 0.019<sup>c</sup></td>
                <td rowspan="1" colspan="1">0.623 ± 0.019<sup>b</sup></td>
                <td rowspan="1" colspan="1">0.642 ± 0.017<sup>a</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">0.632</td>
                <td rowspan="1" colspan="1">0.622</td>
                <td rowspan="1" colspan="1">0.596</td>
                <td rowspan="1" colspan="1">0.619</td>
                <td rowspan="1" colspan="1">0.646</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">0.604–0.668</td>
                <td rowspan="1" colspan="1">0.590–0.687</td>
                <td rowspan="1" colspan="1">0.579–0.649</td>
                <td rowspan="1" colspan="1">0.589–0.664</td>
                <td rowspan="1" colspan="1">0.606–0.666</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>height:width ratio</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0ECVCI">SD</abbrev></td>
                <td rowspan="1" colspan="1">0.889 ± 0.017<sup>a</sup></td>
                <td rowspan="1" colspan="1">0.872 ± 0.020<sup>b</sup></td>
                <td rowspan="1" colspan="1">0.837 ± 0.012<sup>d</sup></td>
                <td rowspan="1" colspan="1">0.854 ± 0.017<sup>c</sup></td>
                <td rowspan="1" colspan="1">0.885 ± 0.014<sup>a</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">0.889</td>
                <td rowspan="1" colspan="1">0.874</td>
                <td rowspan="1" colspan="1">0.838</td>
                <td rowspan="1" colspan="1">0.857</td>
                <td rowspan="1" colspan="1">0.884</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">0.850–0.921</td>
                <td rowspan="1" colspan="1">0.805–0.853</td>
                <td rowspan="1" colspan="1">0.815–0.853</td>
                <td rowspan="1" colspan="1">0.826–0.901</td>
                <td rowspan="1" colspan="1">0.869–0.911</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>normalised columellar teeth</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0EQXCI">SD</abbrev></td>
                <td rowspan="1" colspan="1">16.7 ± 1.2<sup>b</sup></td>
                <td rowspan="1" colspan="1">18.4 ± 1.1<sup>a</sup></td>
                <td rowspan="1" colspan="1">18.6 ± 1.0<sup>a</sup></td>
                <td rowspan="1" colspan="1">18.3 ± 1.0<sup>a</sup></td>
                <td rowspan="1" colspan="1">16.3 ± 0.5<sup>b</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">16.7</td>
                <td rowspan="1" colspan="1">18.4</td>
                <td rowspan="1" colspan="1">18.4</td>
                <td rowspan="1" colspan="1">18.5</td>
                <td rowspan="1" colspan="1">16.2</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">14.2–19.4</td>
                <td rowspan="1" colspan="1">15.1–20.3</td>
                <td rowspan="1" colspan="1">17.3–20.2</td>
                <td rowspan="1" colspan="1">16.2–20.5</td>
                <td rowspan="1" colspan="1">15.4–17.1</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>normalised labral teeth</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0E5ZCI">SD</abbrev></td>
                <td rowspan="1" colspan="1">21.6 ± 1.0<sup>b</sup></td>
                <td rowspan="1" colspan="1">23.2 ± 1.2<sup>a</sup></td>
                <td rowspan="1" colspan="1">23.3 ± 1.3<sup>a</sup></td>
                <td rowspan="1" colspan="1">21.8 ± 0.9<sup>b</sup></td>
                <td rowspan="1" colspan="1">21.4 ± 0.9<sup>b</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">21.8</td>
                <td rowspan="1" colspan="1">23.4</td>
                <td rowspan="1" colspan="1">23.0</td>
                <td rowspan="1" colspan="1">21.9</td>
                <td rowspan="1" colspan="1">21.6</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">19.7–23.4</td>
                <td rowspan="1" colspan="1">20.8–25.4</td>
                <td rowspan="1" colspan="1">21.5–26.3</td>
                <td rowspan="1" colspan="1">19.5–23.4</td>
                <td rowspan="1" colspan="1">19.6–23.9</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="6">
                  <bold>relative mass</bold>
                </td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">x̄ ± <abbrev xlink:title="standard deviation" id="ABBRID0EM3CI">SD</abbrev></td>
                <td rowspan="1" colspan="1">13.7 ± 1.7<sup>a</sup></td>
                <td rowspan="1" colspan="1">10.7 ± 1.2<sup>c</sup></td>
                <td rowspan="1" colspan="1">8.5 ± 0.7<sup>d</sup></td>
                <td rowspan="1" colspan="1">11.8 ± 0.9<sup>b</sup></td>
                <td rowspan="1" colspan="1">12.2 ± 1.1<sup>b</sup></td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">median</td>
                <td rowspan="1" colspan="1">14.0</td>
                <td rowspan="1" colspan="1">10.6</td>
                <td rowspan="1" colspan="1">8.3</td>
                <td rowspan="1" colspan="1">11.8</td>
                <td rowspan="1" colspan="1">12.2</td>
              </tr>
              <tr>
                <td rowspan="1" colspan="1">range</td>
                <td rowspan="1" colspan="1">10.6–16.6</td>
                <td rowspan="1" colspan="1">8.6–13.9</td>
                <td rowspan="1" colspan="1">7.2–9.6</td>
                <td rowspan="1" colspan="1">10.3–13.6</td>
                <td rowspan="1" colspan="1">10.5–14.3</td>
              </tr>
            </tbody>
          </table>
        </table-wrap>
      </app>
    </app-group>
    <sec sec-type="supplementary-material">
      <title>Supplementary materials</title>
      <supplementary-material id="S1" position="float" orientation="portrait" xlink:type="simple">
        <object-id content-type="doi">10.3897/zookeys.1158.98868.suppl1</object-id>
        <object-id content-type="zenodo_dep_id">7851683</object-id>
        <object-id content-type="arpha">03C1ED30-6A33-5412-A268-55BD4893AB92</object-id>
        <label>Supplementary material 1</label>
        <caption>
          <p>Annotated code pertaining to the multivariate approach</p>
        </caption>
        <statement content-type="dataType">
          <label>Data type</label>
          <p>docx file</p>
        </statement>
        <media xlink:href="zookeys-1158-069_article-98868__-s001.docx" mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" position="float" orientation="portrait" xlink:type="simple" id="oo_840031.docx">
          <uri content-type="original_file">https://binary.pensoft.net/file/840031</uri>
        </media>
        <permissions>
          <license xlink:type="simple">
            <license-p>This dataset is made available under the Open Database License (http://opendatacommons.org/licenses/odbl/1.0/). The Open Database License (ODbL) is a license agreement intended to allow users to freely share, modify, and use this Dataset while maintaining this same freedom for others, provided that the original source and author(s) are credited.</license-p>
          </license>
        </permissions>
        <attrib specific-use="authors">Paul C. Southgate, Thane A. Militz</attrib>
      </supplementary-material>
    </sec>
  </back>
</article>
