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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2018.01877</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Hundred Fifty Years of Herbarium Collections Provide a Reliable Resource of Volatile Terpenoid Profiles Showing Strong Species Effect in Four Medicinal Species of <italic>Salvia</italic> Across the Mediterranean</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Foutami</surname> <given-names>Isa Jafari</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Mariager</surname> <given-names>Trine</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/639179/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Rinnan</surname> <given-names>Riikka</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/75592/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Barnes</surname> <given-names>Christopher James</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/285308/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>R&#x000F8;nsted</surname> <given-names>Nina</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/396890/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Gorgan University of Agricultural Sciences and Natural Resources</institution>, <addr-line>Gorgan</addr-line>, <country>Iran</country></aff>
<aff id="aff2"><sup>2</sup><institution>Terrestrial Ecology Section, Department of Biology, University of Copenhagen</institution>, <addr-line>Copenhagen</addr-line>, <country>Denmark</country></aff>
<aff id="aff3"><sup>3</sup><institution>Natural History Museum of Denmark, University of Copenhagen</institution>, <addr-line>Copenhagen</addr-line>, <country>Denmark</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Flavia Guzzo, Universit&#x000E0; degli Studi di Verona, Italy</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Alejandro Urzua, Universidad de Santiago de Chile, Chile; Inger Martinussen, Norwegian Institute of Bioeconomy Research (NIBIO), Norway; Adam Matkowski, Wroclaw Medical University, Poland</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Nina R&#x000F8;nsted <email>nronsted&#x00040;snm.ku.dk</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Plant Metabolism and Chemodiversity, a section of the journal Frontiers in Plant Science</p></fn></author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>12</month>
<year>2018</year>
</pub-date>
<pub-date pub-type="collection">
<year>2018</year>
</pub-date>
<volume>9</volume>
<elocation-id>1877</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>09</month>
<year>2018</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>12</month>
<year>2018</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2018 Foutami, Mariager, Rinnan, Barnes and R&#x000F8;nsted.</copyright-statement>
<copyright-year>2018</copyright-year>
<copyright-holder>Foutami, Mariager, Rinnan, Barnes and R&#x000F8;nsted</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><p>Herbarium samples are increasingly being recognized for their potential in answering a wide range of research questions. However, the suitability of herbarium samples for chemical analysis is largely unexplored as they are thought to be too degraded. The aim of this study was to explore terpenoid profiles across time and geographic space for four medicinal species of <italic>Salvia</italic> across the Mediterranean to assess the suitability of using herbarium specimens in chemical analyses. Herbarium samples of <italic>Salvia aethiopis, S. multicaulis, S. officinalis</italic>, and <italic>S. sclarea</italic> collected over 150 years across the Mediterranean were compared to modern samples using both targeted and untargeted gas chromatography-mass spectrometry analysis of terpene profiles. There was no effect of collection year on chemical composition, although the total concentration of the 20 assessed standards and two individual standards significantly decreased over time. Instead, chemical profiles were defined by species, with strong species effects identified on both the targeted and untargeted chemical composition. Geographic variation was a factor in regulating the untargeted chemical compositions, suggesting some underlying environmental effects. However, there was no effect of sample altitude on either the targeted or untargeted chemical compositions. Chemical composition of four <italic>Salvia</italic> species are predominantly defined by species, and there was a substantially smaller effect of year of sampling. Given these results herbarium collections may well represent a considerably underused resource for chemical analyses that can benefit biodiversity and other studies.</p></abstract>
<kwd-group>
<kwd>age</kwd>
<kwd>altitude</kwd>
<kwd>collections</kwd>
<kwd>GC-MS</kwd>
<kwd>geography</kwd>
<kwd>herbarium</kwd>
<kwd><italic>Salvia</italic></kwd>
<kwd>terpene</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="84"/>
<page-count count="15"/>
<word-count count="9302"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Herbarium collections are increasingly being recognized as a unique, verifiable, and underused resource of big data across time and space for a variety of research questions (Lavoie, <xref ref-type="bibr" rid="B44">2012</xref>; Funk, <xref ref-type="bibr" rid="B25">2014</xref>; R&#x000F8;nsted et al., <xref ref-type="bibr" rid="B58">2017</xref>; Cardoso et al., <xref ref-type="bibr" rid="B8">2018</xref>; James et al., <xref ref-type="bibr" rid="B35">2018</xref>). Herbarium collections offer an easily accessible source of specimens for a plethora of research questions compared to field expeditions (Bebber et al., <xref ref-type="bibr" rid="B4">2010</xref>; Hardion et al., <xref ref-type="bibr" rid="B29">2014</xref>; Xu et al., <xref ref-type="bibr" rid="B81">2015</xref>). Additionally, herbarium specimens are records in time and space and represent several 100 years of collection history across the globe, including species rare and extinct or from now gone habitats (Silva et al., <xref ref-type="bibr" rid="B67">2017</xref>) that provide possibilities simply not available using only modern samples.</p>
<p>Collections provide a time window into the past allowing exploration of changes in composition of floras (Calinger, <xref ref-type="bibr" rid="B7">2015</xref>), distribution of invasive weeds or threatened species (Rivers et al., <xref ref-type="bibr" rid="B57">2011</xref>; Martin et al., <xref ref-type="bibr" rid="B49">2016</xref>), changes in flowering times (Davis et al., <xref ref-type="bibr" rid="B14">2015</xref>) or leaf-out times (Everill et al., <xref ref-type="bibr" rid="B22">2014</xref>) in response to climate change as well as to model predictions of future trends (James et al., <xref ref-type="bibr" rid="B35">2018</xref>).</p>
<p>As the technical difficulties of extracting high quality DNA from historical materials are being overcome (Bieker and Martin, <xref ref-type="bibr" rid="B6">2018</xref>), herbarium materials are also increasingly being used in genomic studies at all scales, from populations to phylogenies (Kuzmina et al., <xref ref-type="bibr" rid="B43">2017</xref>; Bieker and Martin, <xref ref-type="bibr" rid="B6">2018</xref>) as well as to study domestication history (da Fonseca et al., <xref ref-type="bibr" rid="B13">2015</xref>) or plant pathogens (Yoshida et al., <xref ref-type="bibr" rid="B83">2014</xref>).</p>
<p>Likewise, herbarium materials could be a resource of chemical data potentially relevant for chemotaxonomy (Cook et al., <xref ref-type="bibr" rid="B10">2009</xref>; Yilmaz et al., <xref ref-type="bibr" rid="B82">2012</xref>), chemical ecology (Zangerl and Berenbaum, <xref ref-type="bibr" rid="B84">2005</xref>), environmental bioindicators (Foan et al., <xref ref-type="bibr" rid="B24">2010</xref>; Monforte et al., <xref ref-type="bibr" rid="B50">2015</xref>) as well as drug discovery and authentication (Saslis-Lagoudakis et al., <xref ref-type="bibr" rid="B64">2015</xref>; R&#x000F8;nsted et al., <xref ref-type="bibr" rid="B58">2017</xref>).</p>
<p>However, the exploration of herbarium material for plant metabolite data is comparably understudied and the reliability of chemical data from herbarium samples is uncertain due to the expectation that plant specialized metabolites may not be well-preserved over longer time scales. Whereas alkaloids for example are generally considered highly stable (Cook et al., <xref ref-type="bibr" rid="B10">2009</xref>; Dewick, <xref ref-type="bibr" rid="B15">2009</xref>; Yilmaz et al., <xref ref-type="bibr" rid="B82">2012</xref>), low molecular weight terpenoids tend to be both volatile and thermolabile and may be easily oxidized or hydrolyzed altering the chemical composition of the plant material dependent on the conditions during processing and storage of the plant material (Turek and Stinzing, <xref ref-type="bibr" rid="B71">2013</xref>; Tasca et al., <xref ref-type="bibr" rid="B68">2018</xref>).</p>
<p>It is therefore essential for any study using chemical data extracted from herbarium materials to test for potential age effects on results in order to verify interpretations (Jafari et al., <xref ref-type="bibr" rid="B34">2018</xref>). Only few studies to date have systematically tested the stability of different compound classes in historical herbarium samples. An early study by Eloff (<xref ref-type="bibr" rid="B20">1999</xref>) showed no sample age effect on antibacterial activity of herbarium samples of <italic>Combretum erythophyllum</italic> (Burch.) Sond. and <italic>Helichrysum pedunculatum</italic> Hilliard &#x00026; B.L. Burtt over almost 100 years and only minor differences were observed in chemical composition of flavonoids and terpenoids using thin layer chromatography (TLC). Using proton nuclear magnetic resonance (<sup>1H</sup>NMR) spectroscopic metabolite screening, Jafari et al. (<xref ref-type="bibr" rid="B34">2018</xref>) found no significant difference in metabolite profiles of recently dried and up to 25 year old fungi specimens. Cook et al. (<xref ref-type="bibr" rid="B10">2009</xref>) found no age effect on toxic diterpenoid alkaloid composition of <italic>Delphinium occidentale</italic> S. Watson from up to 100 year old herbarium specimens and Yilmaz et al. (<xref ref-type="bibr" rid="B82">2012</xref>) found no significant degradation of quinine alkaloids in 50&#x02013;150 years old historical Cinchonae bark samples. Likewise, a study by Zangerl and Berenbaum (<xref ref-type="bibr" rid="B84">2005</xref>) found no sampling age effect on furanocoumarins in the phototoxic invasive <italic>Pastinaca sativa</italic> L. over 150 years. Consequently, these previous studies support the idea that herbarium specimens provide a significant untapped resource of chemical data in addition to data on distribution and morphological traits over time and space.</p>
<p>Plant specialized metabolites are selected through evolution for their biological activities and express some degree of phylogenetic clustering of different compound classes (e.g., Hegnauer, <xref ref-type="bibr" rid="B31">1962&#x02013;1973</xref>; Ehrlich and Raven, <xref ref-type="bibr" rid="B19">1964</xref>; R&#x000F8;nsted et al., <xref ref-type="bibr" rid="B59">2012</xref>). However, natural variation in plant chemical composition is common and attributed to both biotic (e.g., herbivory and microorganisms) and abiotic environmental conditions as well as potentially differential local chemotypes (Wink, <xref ref-type="bibr" rid="B79">2003</xref>; Moore et al., <xref ref-type="bibr" rid="B51">2014</xref>). The relative importance of different drivers of chemical diversity is an outstanding puzzle, but recent attention has focused on altitude as an explanatory parameter (Russo et al., <xref ref-type="bibr" rid="B60">2013</xref>; Mahzooni-Kachapi et al., <xref ref-type="bibr" rid="B47">2014</xref>; Senica et al., <xref ref-type="bibr" rid="B65">2017</xref>; Pandey et al., <xref ref-type="bibr" rid="B54">2018</xref>). In addition to abiotic components, correlation of chemical variation with altitude is hypothesized to be related to variable biotic pressure from herbivory and microbial communities (Abdala-Roberts et al., <xref ref-type="bibr" rid="B1">2016</xref>; Maldonado et al., <xref ref-type="bibr" rid="B48">2017</xref>; Pandey et al., <xref ref-type="bibr" rid="B54">2018</xref>). Herbarium collections along with their associated data can provide specimens of verified geographical and altitudinal origin for further studies.</p>
<p>In this work, we tested the suitability of using herbarium specimens in plant chemical studies by assessing targeted and untargeted chemical variation of four <italic>Salvia</italic> species. Samples ranged from modern collections to 150 year old herbarium collections. We had three main objectives. (1) Our first objective was to investigate whether we could observe significant chemical variation between <italic>Salvia</italic> species using herbarium specimens, and compare the results to other studies that have used modern material. (2) Our second objective was to investigate age effects on <italic>Salvia</italic> chemical variation, testing for changes in chemical composition and diversity associated with increasing sample age. (3) Our final objective was to assess whether herbarium specimens could be used in answering ecological questions on <italic>Salvia</italic> chemical composition variation and diversity across altitudes and geographical regions in the four <italic>Salvia</italic> species.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Plant Material Sampling Strategy and Study Design</title>
<p>As a case study, we selected three Iranian medicinal <italic>Salvia</italic> species, which are all locally rare, and exhibiting a diversity of distributional and altitudinal ranges (Jafari Foutami and Akbarlou, <xref ref-type="bibr" rid="B33">2017</xref>; Figure <xref ref-type="fig" rid="F1">1</xref>). For each of the four species we attempted to sample across the geographical distribution of the species. <italic>Salvia sclarea</italic> L. (clary sage; <italic>N</italic> &#x0003D; 10) is native to the Northern Mediterranean but has also become a weed outside its native range including North America, where it is called European sage (Ghani et al., <xref ref-type="bibr" rid="B26">2010</xref>; Dickinson and Royer, <xref ref-type="bibr" rid="B16">2014</xref>). <italic>Salvia multicaulis</italic> Vahl (syn. <italic>S. acetabulosa</italic> L.; <italic>N</italic> &#x0003D; 8) is native to Turkey and bordering countries (Tepe et al., <xref ref-type="bibr" rid="B69">2004</xref>). <italic>Salvia aethiopis</italic> L. (<italic>N</italic> &#x0003D; 4) is naturally occurring in the Northern Mediterranean but has become a noxious weed in North America, where it is referred to as Mediterranean sage (Chalchat et al., <xref ref-type="bibr" rid="B9">2001</xref>; Dickinson and Royer, <xref ref-type="bibr" rid="B16">2014</xref>). Additionally, we included <italic>S. officinalis</italic> (<italic>N</italic> &#x0003D; 12) allowing for comparison with extensive literature and verified reference material adhering to the European Pharmacopeia standards (Council of Europe, <xref ref-type="bibr" rid="B11">2014</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p><bold>(A)</bold> Habitat of <italic>Salvia</italic>, Mazandaran province, Iran. <bold>(B)</bold> <italic>S. multicaulis</italic>. <bold>(C)</bold> <italic>S. sclarea</italic>. <bold>(D)</bold> <italic>S. aethiopis</italic>. <bold>(E)</bold> <italic>S. multicaulis</italic> specimen no. 13. <bold>(F)</bold> <italic>S. sclarea</italic> specimen no. 30. <bold>(G)</bold> <italic>S. aethiopis</italic> specimen no. 31.</p></caption>
<graphic xlink:href="fpls-09-01877-g0001.tif"/>
</fig>
<p><italic>Salvia officinalis</italic> L. Ph.Eur 8.3. quality leaf reference material was obtained from Alfred Galke GmbH, Germany. Fresh samples of <italic>S. aethiopis, S. multicaulis</italic> and <italic>S. sclarea</italic> were collected in Iran in 2017 and air-dried at room temperature. Herbarium material of <italic>S. aethiopis, S. multicaulis, S. officinalis</italic>, and <italic>S. sclarea</italic> was obtained from Herbarium C of the Natural History Museum of Denmark, University of Copenhagen spanning 150 years of collecting across the Mediterranean (Figure <xref ref-type="fig" rid="F2">2</xref>).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Map of collections with shape and color representing species (note four samples for which we had no geographic information are excluded from the map). Maps were constructed using ggmap (Kahle and Wickham, <xref ref-type="bibr" rid="B39">2013</xref>).</p></caption>
<graphic xlink:href="fpls-09-01877-g0002.tif"/>
</fig>
<p>Taxonomic identity of specimen was confirmed to species morphologically by Isa Jafari Foutami. Collection year was recorded from labels and are listed in Table <xref ref-type="table" rid="T1">1</xref> together with altitude and GPS coordinates. However, in most cases, GPS coordinates and in a few cases altitude had to be inferred from the locality description on the labels. Details of all plant materials are listed in Table <xref ref-type="table" rid="T1">1</xref>.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Details of <italic>Salvia</italic> materials included in this study.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Code</bold></th>
<th valign="top" align="left"><bold>Taxon</bold></th>
<th valign="top" align="center"><bold>Collection year</bold></th>
<th valign="top" align="left"><bold>Collector and voucher details</bold></th>
<th valign="top" align="left"><bold>Altitude</bold></th>
<th valign="top" align="left"><bold>Country</bold></th>
<th valign="top" align="left"><bold>Locality</bold></th>
<th valign="top" align="center"><bold>Latitude</bold></th>
<th valign="top" align="center"><bold>Longitude</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1993</td>
<td valign="top" align="left">A. Strid et al. 35900 (C)</td>
<td valign="top" align="left">600 m</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Ioannina, Dodonis, Aristiti</td>
<td valign="top" align="center">39.95</td>
<td valign="top" align="center">20.65</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1980</td>
<td valign="top" align="left">P. Hartvig &#x00026; R. Franz&#x000E9;n 9075 (C)</td>
<td valign="top" align="left">500&#x02013;650 m</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Ioannina, Konitsis, Mt. Timfi, Ao&#x000F6;s Gorge</td>
<td valign="top" align="center">39.58<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">20.80<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1966</td>
<td valign="top" align="left">Bregnh&#x000F8;j Larsen (C)</td>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Hymettus, Athen</td>
<td valign="top" align="center">37.97<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">23.82<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1906</td>
<td valign="top" align="left">V. Tyranovetz 4843 (C)</td>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">Ukraine</td>
<td valign="top" align="left">Cherkasy</td>
<td valign="top" align="center">49.43<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">32.05<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1980</td>
<td valign="top" align="left">F. Krendl (C)</td>
<td valign="top" align="left">1300 m</td>
<td valign="top" align="left">Albania</td>
<td valign="top" align="left">Vlora, Mali, Mt &#x000C7;ika</td>
<td valign="top" align="center">40.20<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">19.63<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="left">N. Kaae (C)</td>
<td valign="top" align="left">Near sea level</td>
<td valign="top" align="left">Croatia</td>
<td valign="top" align="left">Dubrovnik, Lapad</td>
<td valign="top" align="center">42.63<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">18.10<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1980</td>
<td valign="top" align="left">Endlicher 3597&#x02013;15 (C)</td>
<td/>
<td valign="top" align="left">Cultivated</td>
<td valign="top" align="left">Botanical garden C (cultivated)</td>
<td/>
<td/></tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1975</td>
<td valign="top" align="left">O.B. Lyshede (C)</td>
<td valign="top" align="left">750 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Israel</td>
<td valign="top" align="left">Jerusalem</td>
<td valign="top" align="center">31.78<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">35.22<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="left">N. Kaae (C)</td>
<td valign="top" align="left">400 m</td>
<td valign="top" align="left">Croatia</td>
<td valign="top" align="left">Dubrovnik, Mount Srd</td>
<td valign="top" align="center">42.65<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">18.12<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1901</td>
<td valign="top" align="left">A. Toepffer (C)</td>
<td/>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">Flora megapolitana. Possibly cultivated.</td>
<td/>
<td/></tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1972</td>
<td valign="top" align="left">N. Kaae (C)</td>
<td valign="top" align="left">400 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Yugoslavia</td>
<td valign="top" align="left">Dubrovnik, Mount Srd</td>
<td valign="top" align="center">42.65<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">18.12<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">1982</td>
<td valign="top" align="left">P. &#x000D8;lgaard (C)</td>
<td valign="top" align="left">417 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Italy</td>
<td valign="top" align="left">Sicily, Mandanici</td>
<td valign="top" align="center">38.00<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">15.32<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="left">J.S. Andersen and A.G. Jensen 7040 (C)</td>
<td valign="top" align="left">2,400 m</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Fulad Makkaleh</td>
<td valign="top" align="center">35.68<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">51.42<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1971</td>
<td valign="top" align="left">K. H. Rechinger 39461 (C)</td>
<td valign="top" align="left">1,100&#x02013;1,300 m</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Qazvin</td>
<td valign="top" align="center">36.45<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">50.00<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1862</td>
<td valign="top" align="left">E. Bourgeau (C)</td>
<td/>
<td valign="top" align="left">Armenia</td>
<td valign="top" align="left">Gumusch-Khani</td>
<td valign="top" align="center">40.17<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">44.52<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1955</td>
<td valign="top" align="left">H. Helbeak 320 (C)</td>
<td valign="top" align="left">800 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Iraq</td>
<td valign="top" align="left">Jarmo</td>
<td valign="top" align="center">35.53<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">44.95<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1937</td>
<td valign="top" align="left">M. K&#x000F8;ie (C)</td>
<td valign="top" align="left">2,200 m</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Bordsch, Lorestan/ Makazi Province</td>
<td valign="top" align="center">34.23<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">49.63<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1937</td>
<td valign="top" align="left">M. K&#x000F8;ie 750 (C)</td>
<td valign="top" align="left">2,100 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Khorramabad</td>
<td valign="top" align="center">33.48<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">48.35<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1870</td>
<td valign="top" align="left">E. Cosson (C)</td>
<td valign="top" align="left">1,730 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Yede Kilissa, Van</td>
<td valign="top" align="center">38.63<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">42.82<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">1955</td>
<td valign="top" align="left">Helbeak 865 (C)</td>
<td valign="top" align="left">800 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Iraq</td>
<td valign="top" align="left">Jarmo</td>
<td valign="top" align="center">35.53<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">44.95<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">21</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1963</td>
<td valign="top" align="left">V. Goloskokov (C)</td>
<td valign="top" align="left">450 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Kazakhstan</td>
<td valign="top" align="left">Alatau transiliensis, Kzyl-Saj</td>
<td valign="top" align="center">49.53<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">69.28<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">22</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1986</td>
<td valign="top" align="left">T.S. Ellsa, D. Murray &#x00026; L. Newcombe 9756 (C)</td>
<td valign="top" align="left">1,700&#x02013;2,000 m</td>
<td valign="top" align="left">Uzbekistan</td>
<td valign="top" align="left">Tashkent, Oblast, Karzhantau Ridge</td>
<td valign="top" align="center">41.27<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">69.22<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">23</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1962</td>
<td valign="top" align="left">David &#x00026; Coode 36237 (C)</td>
<td valign="top" align="left">50 m</td>
<td valign="top" align="left">Turkey</td>
<td valign="top" align="left">Izmit-Gebse</td>
<td valign="top" align="center">40.77<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">29.92<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">24</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1976</td>
<td valign="top" align="left">W. Greuter 13847 (C)</td>
<td valign="top" align="left">1,000 m</td>
<td valign="top" align="left">Macedonia</td>
<td valign="top" align="left">Trpejca</td>
<td valign="top" align="center">40.95<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">20.78<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">25</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1979</td>
<td valign="top" align="left">P. Frost-Olsen 2064 (C)</td>
<td valign="top" align="left">477 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Serbia</td>
<td valign="top" align="left">Srbija, Kosmet, Orahovac</td>
<td valign="top" align="center">40.38<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">20.65<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">26</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="left">B. de Retz 67584 (C)</td>
<td valign="top" align="left">500 m</td>
<td valign="top" align="left">France</td>
<td valign="top" align="left">Var, Baudinard</td>
<td valign="top" align="center">43.72<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">6.13<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">27</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1976</td>
<td valign="top" align="left">P. Hartvig, C. Baden et al. (C)</td>
<td valign="top" align="left">920 m</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Ioannina, Konitsa, Mt. Trapezitsa</td>
<td valign="top" align="center">40.05<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">20.75<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">28</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1979</td>
<td valign="top" align="left">A. Hansen 581(C)</td>
<td valign="top" align="left">34 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Corfu, Agios Nikolaos</td>
<td valign="top" align="center">38.43<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">20.00<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">29</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1975</td>
<td valign="top" align="left">P. Hartvig &#x00026; O. Seberg 4860 (C)</td>
<td valign="top" align="left">1,275&#x02013;1,325 m</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Ioannina, Mt. Smolikas, Samarina-Armata Road</td>
<td valign="top" align="center">40.08<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">20.92<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">30</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">1970</td>
<td valign="top" align="left">A. Strid 931 (C)</td>
<td valign="top" align="left">620 m</td>
<td valign="top" align="left">Greece</td>
<td valign="top" align="left">Drama, Mt. Falakro, Prosotsani</td>
<td valign="top" align="center">41.28<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">24.08<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">31</td>
<td valign="top" align="left"><italic>S. aethiopis</italic> L.</td>
<td valign="top" align="center">1973</td>
<td valign="top" align="left">M. Markova (C)</td>
<td valign="top" align="left">700 m</td>
<td valign="top" align="left">Bulgaria</td>
<td valign="top" align="left">Vitosha, Pancharevo, Urban Sophia</td>
<td valign="top" align="center">42.57<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">23.43<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">32</td>
<td valign="top" align="left"><italic>S. aethiopis</italic> L.</td>
<td valign="top" align="center">1963</td>
<td valign="top" align="left">A. Hansen (C)</td>
<td valign="top" align="left">23 m<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="left">Romania</td>
<td valign="top" align="left">Murfatlar, Constanta</td>
<td valign="top" align="center">44.17<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">28.40<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">33</td>
<td valign="top" align="left"><italic>S. aethiopis</italic> L.</td>
<td valign="top" align="center">1958</td>
<td valign="top" align="left">M. Deyl, J. Nitka, B. Vytous (C)</td>
<td valign="top" align="left">150 m</td>
<td valign="top" align="left">Slovakia</td>
<td valign="top" align="left">Sahy</td>
<td valign="top" align="center">48.05<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
<td valign="top" align="center">18.95<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">34</td>
<td valign="top" align="left"><italic>S. aethiopis</italic> L.</td>
<td valign="top" align="center">1971</td>
<td/>
<td valign="top" align="left">Sea level</td>
<td valign="top" align="left">Alps</td>
<td valign="top" align="left">Cultivated in C</td>
<td/>
<td/></tr>
<tr>
<td valign="top" align="left">35</td>
<td valign="top" align="left"><italic>S. aethiopis</italic> L.</td>
<td valign="top" align="center">2017</td>
<td valign="top" align="left">I. Jafari Foutami 3512, S521 (IMPH)</td>
<td valign="top" align="left">1,956 m</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Hezar jerib, Mazandaran province</td>
<td valign="top" align="center">36.55</td>
<td valign="top" align="center">54.05</td>
</tr>
<tr>
<td valign="top" align="left">36</td>
<td valign="top" align="left"><italic>S. multicaulis</italic> Vahl</td>
<td valign="top" align="center">2017</td>
<td valign="top" align="left">I. Jafari Foutami 3621, S512 (IMPH)</td>
<td valign="top" align="left">2,174 m</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Hezar jerib, Mazandaran province</td>
<td valign="top" align="center">36.52</td>
<td valign="top" align="center">54.08</td>
</tr>
<tr>
<td valign="top" align="left">37</td>
<td valign="top" align="left"><italic>S. sclarea</italic> L.</td>
<td valign="top" align="center">2017</td>
<td valign="top" align="left">I. Jafari Foutami 2150, S530 (IMPH)</td>
<td valign="top" align="left">1,232 m</td>
<td valign="top" align="left">Iran</td>
<td valign="top" align="left">Hezar jerib, Mazandaran province</td>
<td valign="top" align="center">36.60</td>
<td valign="top" align="center">53.55</td>
</tr>
<tr>
<td valign="top" align="left">38</td>
<td valign="top" align="left"><italic>S. officinalis</italic> L.</td>
<td valign="top" align="center">2018</td>
<td valign="top" align="left">Alfred Galke GmbH, Germany, Ph.Eur 8.3 reference material</td>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">Albania</td>
<td/>
<td/>
<td/></tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1">
<label>a</label>
<p><italic>Altitude and/or GPS data estimated from locality description on labels</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec>
<title>Terpenoid Extraction and Analysis</title>
<p>Twenty-Five Milligram leaf material was ground using a mortar and pestle under liquid N2 and transferred to a vial (Supelco, Pennsylvania, USA). Seven Hundred Microliter analytical grade hexane (Sigma-Aldrich, Denmark) was added, the sample was vortexed for 10 s and then incubated on a shaker at 37&#x000B0;C for 2 h. Samples were then vortexed again for 10 s and left for 24 h to allow tissue to settle. Approximately 200 &#x003BC;L of the hexane extract was transferred into a weighed glass GC vial with a limited volume insert and kept at &#x02212;20&#x000B0;C until GC-MS analysis. The remainder of the sample was left uncapped at 65&#x000B0;C until the solvent was evaporated. Vials were reweighed to obtain the dry mass of leaf material. Samples were analyzed in triplicate.</p>
<p>GC&#x02013;MS analyses were carried out using an Agilent 6890N Gas Chromatograph equipped with a split/splitless injector (200&#x000B0;C), a HP-5MS capillary column (30 m &#x000D7; 0.25 mm; film thickness 0.25 &#x003BC;m), and coupled with an Agilent 5975 MS Detector (MSD), operating in the electron impact (EI) mode at 70 eV. The carrier gas was helium (1.0 mL/min), and the oven temperature was programmed to increase from 60&#x000B0;C to 280&#x000B0;C at a rate of 3&#x000B0;C/min. The injected volume was 2 &#x003BC;L.</p>
<p>Chromatograms were analyzed both as untargeted data using tentative identifications based on the mass spectra in the NIST 8.0 library (National Institute of Standards and Technology, Gaithersburg, MD, USA) and as targeted data using 20 standard compounds.</p>
<p>Commercially available pure chemical certified reference material standards of common <italic>Salvia</italic> constituents (Russo et al., <xref ref-type="bibr" rid="B60">2013</xref>; Hatipoglu et al., <xref ref-type="bibr" rid="B30">2016</xref>; Craft et al., <xref ref-type="bibr" rid="B12">2017</xref>) were obtained from Sigma-Aldrich, Germany (Table <xref ref-type="table" rid="T2">2</xref>). Purity of the commercial standards was not investigated experimentally and the approach does therefore not guarantee no degradation of the standards could have happened. However, for the targeted approach, all samples were analyzed using the same standards.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Average percentage (standard deviation) of standard compounds in targeted dataset (monoterpene hydrocarbons, oxygenated monoterpenes, and sesquiterpenes) compared with Hatipoglu et al. (<xref ref-type="bibr" rid="B30">2016</xref>) and Raal et al. (<xref ref-type="bibr" rid="B55">2007</xref>).</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left" colspan="2" style="border-bottom: thin solid #000000;"><bold>Compound number and type</bold></th>
<th valign="top" align="left"><bold>Retention time (minutes)</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>Salvia aethiopis</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>Salvia multicaulis</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>Salvia officinalis</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>Salvia sclarea</bold></italic></th>
</tr>
<tr>
<th valign="top" align="left" colspan="2"/>
<th/>
<th valign="top" align="center"><bold>This study</bold></th>
<th valign="top" align="center"><bold>Hatipoglu</bold></th>
<th valign="top" align="center"><bold>This study</bold></th>
<th valign="top" align="center"><bold>Hatipoglu</bold></th>
<th valign="top" align="center"><bold>This study</bold></th>
<th valign="top" align="center"><bold>Raal</bold></th>
<th valign="top" align="center"><bold>This study</bold></th>
<th valign="top" align="center"><bold>Hatipoglu</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="left">&#x003B1;-Pinene</td>
<td valign="top" align="center">8.32</td>
<td valign="top" align="center">0.42 (0.93)</td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center"><bold>12.69 (22.40)</bold></td>
<td valign="top" align="center">3.07</td>
<td valign="top" align="center">0.74 (0.43)</td>
<td valign="top" align="center"><bold>&#x02264;6.4%</bold></td>
<td valign="top" align="center">0.02 (0.06)</td>
<td valign="top" align="center">0.44</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="left">Camphene</td>
<td valign="top" align="center">8.61</td>
<td valign="top" align="center">0.04 (0.08)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><bold>4.70 (3.63)</bold></td>
<td valign="top" align="center">1.33</td>
<td valign="top" align="center"><bold>2.24 (1.95)</bold></td>
<td valign="top" align="center"><bold>&#x02264;7.1%</bold></td>
<td valign="top" align="center">0.02 (0.05)</td>
<td valign="top" align="center">0.95</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="left">&#x003B2;-Pinene</td>
<td valign="top" align="center">9.27</td>
<td valign="top" align="center">0.25 (0.11)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.06 (0.07)</td>
<td valign="top" align="center"><bold>13.49</bold></td>
<td valign="top" align="center">0.04 (0.04)</td>
<td valign="top" align="center">&#x02264; 4.9%</td>
<td valign="top" align="center">0.15 (0.08)</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="left">Myrcene</td>
<td valign="top" align="center">9.65</td>
<td valign="top" align="center">0.44 (0.20)</td>
<td valign="top" align="center">1.84</td>
<td valign="top" align="center">0.16 (0.25)</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.06 (0.06)</td>
<td valign="top" align="center">&#x02264; 4.2%</td>
<td valign="top" align="center">0.38 (0.14)</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="left">&#x003B1;-Phellandrene</td>
<td valign="top" align="center">9.94</td>
<td valign="top" align="center">0.09 (0.09)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.03 (0.02)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.02 (0.02)</td>
<td valign="top" align="center">&#x02264; 0.1%</td>
<td valign="top" align="center">0.04 (0.03)</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="left">3-Carene</td>
<td valign="top" align="center">10.09</td>
<td valign="top" align="center">0.47 (0.23)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.05 (0.04)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.06 (0.07)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.39 (0.15)</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="left">Limonene</td>
<td valign="top" align="center">10.50</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.05 (0.04)</td>
<td valign="top" align="center">0.37</td>
<td valign="top" align="center">0.04 (0.04)</td>
<td valign="top" align="center">0.0%</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="left">&#x003B1;-Oximene</td>
<td valign="top" align="center">10.97</td>
<td valign="top" align="center">0.21 (0.11)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.02 (0.02)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.03 (0.03)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.17 (0.07)</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">10</td>
<td valign="top" align="left">&#x022CE;-Terpinene</td>
<td valign="top" align="center">11.22</td>
<td valign="top" align="center">0.22 (0.11)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.03 (0.02)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.03 (0.02)</td>
<td valign="top" align="center">&#x02264; 0.7%</td>
<td valign="top" align="center">0.17 (0.05)</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">11</td>
<td valign="top" align="left">Terpinolene</td>
<td valign="top" align="center">11.90</td>
<td valign="top" align="center"><bold>1.18 (0.49)</bold></td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.84 (0.63)</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center"><bold>4.33 (3.81)</bold></td>
<td valign="top" align="center">&#x02264; 0.5%</td>
<td valign="top" align="center">0.71 (0.29)</td>
<td valign="top" align="center">0.44</td>
</tr>
<tr>
<td valign="top" align="left">14</td>
<td valign="top" align="left"><italic>p</italic>-Cymene</td>
<td valign="top" align="center">16.17</td>
<td valign="top" align="center">1.02 (0.73)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"><bold>15.74 (10.29)</bold></td>
<td valign="top" align="center">0.25</td>
<td valign="top" align="center"><bold>15.83 (17.79)</bold></td>
<td valign="top" align="center">&#x02264; 1.0%</td>
<td valign="top" align="center">1.23 (1.04)</td>
<td valign="top" align="center">5.90</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Total monoterpene hydrocarbons</td>
<td/>
<td valign="top" align="center">4.35 (1.38)</td>
<td valign="top" align="center">2.09%</td>
<td valign="top" align="center"><bold>34.38 (25.64)</bold></td>
<td valign="top" align="center">19.18</td>
<td valign="top" align="center"><bold>23.42 (18.36)</bold></td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">3.27 (1.36)</td>
<td valign="top" align="center">11.25</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="left">Eucalyptol</td>
<td valign="top" align="center">10.56</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.54 (0.49)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.49 (0.39)</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">12</td>
<td valign="top" align="left">Linalool</td>
<td valign="top" align="center">12.15</td>
<td valign="top" align="center">0.24 (0.13)</td>
<td valign="top" align="center">0.55</td>
<td valign="top" align="center">0.03 (0.02)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.04 (0.02)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.21 (0.11)</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" align="left">13</td>
<td valign="top" align="left">Borneol</td>
<td valign="top" align="center">13.44</td>
<td valign="top" align="center"><bold>17.07 (2.25)</bold></td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center"><bold>44.91 (23.85)</bold></td>
<td valign="top" align="center"><bold>6.07</bold></td>
<td valign="top" align="center"><bold>49.82 (24.59)</bold></td>
<td valign="top" align="center"><bold>&#x02264;11.8</bold></td>
<td valign="top" align="center"><bold>11.69 (2.31)</bold></td>
<td valign="top" align="center">2.43</td>
</tr>
<tr>
<td valign="top" align="left">15</td>
<td valign="top" align="left">Bornyl acetate</td>
<td valign="top" align="center">16.22</td>
<td valign="top" align="center">0.24 (0.12)</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.53 (0.45)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0.09 (0.06)</td>
<td valign="top" align="center"><bold>&#x02264;7.8</bold></td>
<td valign="top" align="center">0.20 (0.08)</td>
<td valign="top" align="center">2.21</td>
</tr>
<tr>
<td valign="top" align="left">20</td>
<td valign="top" align="left">1R-(&#x0002B;)-Camphor</td>
<td valign="top" align="center">24.37</td>
<td valign="top" align="center"><bold>71.65 (10.81)</bold></td>
<td valign="top" align="center">0.23</td>
<td valign="top" align="center"><bold>19.37 (17.30)</bold></td>
<td valign="top" align="center"><bold>13.42</bold></td>
<td valign="top" align="center"><bold>25.83 (24.66)</bold></td>
<td valign="top" align="center"><bold>&#x02264;29.8</bold></td>
<td valign="top" align="center"><bold>83.47 (2.89)</bold></td>
<td valign="top" align="center">0.34</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Total oxygenated monoterpenes</td>
<td/>
<td valign="top" align="center"><bold>89.20 (11.82)</bold></td>
<td valign="top" align="center">12.49</td>
<td valign="top" align="center"><bold>65.39 (25.69)</bold></td>
<td valign="top" align="center">39.41</td>
<td valign="top" align="center"><bold>76.28 (18.40)</bold></td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center"><bold>95.57 (1.71)</bold></td>
<td valign="top" align="center">13.76</td>
</tr>
<tr>
<td valign="top" align="left">16</td>
<td valign="top" align="left">&#x003B2;-Caryophyllene</td>
<td valign="top" align="center">19,24</td>
<td valign="top" align="center"><bold>3.86 (7.85)</bold></td>
<td valign="top" align="center">1.26</td>
<td valign="top" align="center">0.04 (0.02)</td>
<td valign="top" align="center">2.87</td>
<td valign="top" align="center">0.05 (0.05)</td>
<td valign="top" align="center"><bold>&#x02264;7.5</bold></td>
<td valign="top" align="center">0.32 (0.20)</td>
<td valign="top" align="center">2.58</td>
</tr>
<tr>
<td valign="top" align="left">17</td>
<td valign="top" align="left">Aromandendrene</td>
<td valign="top" align="center">19.65</td>
<td valign="top" align="center">0.36 (0.16)</td>
<td valign="top" align="center">0.63</td>
<td valign="top" align="center">0.07 (0.04)</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.12 (0.13)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.30 (0.11)</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" align="left">18</td>
<td valign="top" align="left">&#x003B1;-Humulene (&#x003B1; -caryophyllene)</td>
<td valign="top" align="center">19.99</td>
<td valign="top" align="center"><bold>1.77 (3.52)</bold></td>
<td valign="top" align="center">0.68</td>
<td valign="top" align="center">0.07 (0.14)</td>
<td valign="top" align="center">2.54</td>
<td valign="top" align="center">0.08 (0.11)</td>
<td valign="top" align="center"><bold>&#x02264;8.5</bold></td>
<td valign="top" align="center">0.14 (0.05)</td>
<td valign="top" align="center">1.47</td>
</tr>
<tr>
<td valign="top" align="left">19</td>
<td valign="top" align="left">Nerolidol</td>
<td valign="top" align="center">22.31</td>
<td valign="top" align="center">0.46 (0.16)</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.05 (0.04)</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.05 (0.04)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">0.40 (0.15)</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Total sesquiterpenes</td>
<td/>
<td valign="top" align="center">6.45 (11.14)</td>
<td valign="top" align="center">85.42</td>
<td valign="top" align="center">0.23 (0.15)</td>
<td valign="top" align="center">41.41</td>
<td valign="top" align="center">0.30 (0.24)</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">1.16 (0.38)</td>
<td valign="top" align="center"><bold>74.99</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Total percentage of terpenoids</td>
<td/>
<td valign="top" align="center">100%</td>
<td valign="top" align="center">100%</td>
<td valign="top" align="center">100%</td>
<td valign="top" align="center">100%</td>
<td valign="top" align="center">100%</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">100%</td>
<td valign="top" align="center">100%</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Major compounds in bold</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>A dilution series of the standard compounds in hexane was made and analyzed as samples: linear regression was used to calculate the concentrations of samples (<italic>R</italic><sup>2</sup> &#x02265; 0.886 for individual compounds). The set of standards included monoterpene hydrocarbons (&#x003B1;-Pinene, Camphene, &#x003B2;-Pinene, &#x003B2;-Myrcene, &#x003B2;-Cymene, &#x003B2;-Phellandrene, Limonene, Terpinolene, 3-Carene, &#x003B1;-Ocimene, &#x003B3;-Terpinene, Aromandendrene), oxygenated monoterpenes (Linalool, Camphor, Borneol, Bornyl acetate, Eucalyptol), and sesquiterpene hydrocarbons (Aromadendrene, &#x003B2;-Caryophyllene, Humulene, Nerolidol).</p>
<p>GC-MS chromatograms were processed using PARADISe, a PARAFAC2 based deconvolution and identification system for direct analysis of complex raw GC-MS data (Johnsen et al., <xref ref-type="bibr" rid="B38">2017</xref>). The targeted and untargeted data matrices are provided as <xref ref-type="supplementary-material" rid="SM1">Supplementary Material</xref> online (Supplementary Tables <xref ref-type="supplementary-material" rid="SM1">S1</xref>, <xref ref-type="supplementary-material" rid="SM2">S2</xref>). Triplicates were averaged and a number of samples did not have triplicates due to sample failure (sample 1, 2, 28, and 30). Compounds with retention times between &#x003B1;-Pinene (8.3 min) and Camphor (28.4 min) were retained for further analysis and compounds with zero or negative values were excluded.</p>
</sec>
<sec>
<title>Statistical Analysis</title>
<p>All statistical analyses were performed using <italic>R</italic> statistical software (version 2.14.9). Initially untargeted data was converted into a Bray-Curtis similarity matrix and non-metric multidimensional scaling was performed using the Vegan package (Oksanen et al., <xref ref-type="bibr" rid="B53">2013</xref>), which was visualized using ggplot2 (Wickham, <xref ref-type="bibr" rid="B78">2016</xref>). A significant species effect on the untargeted chemical composition was tested using multivariate generalized linear modeling followed by analysis of variance (MGLM-ANOVA), which was performed using the manyglm and anova functions within the MVABUND package (Wang et al., <xref ref-type="bibr" rid="B76">2012</xref>). Given the strong expected effects of species on plant chemistry (e.g., Hegnauer, <xref ref-type="bibr" rid="B31">1962&#x02013;1973</xref>; R&#x000F8;nsted et al., <xref ref-type="bibr" rid="B59">2012</xref>), PERMANOVAs were ran to test for the effects of collection year, altitude and geography on untargeted chemical composition, using the adonis function with the Vegan package. Due to incomplete datasets, the effect of each was tested for individually in a PERMANOVA. Furthermore, sample GPS coordinates were converted into a principle coordinates of neighbor matrix (PCNM), with the resulting first two principle components (PCNM1 and PCNM2) used within the PERMANOVA testing for geographical effects on the untargeted chemical composition.</p>
<p>One-way analysis of variance (ANOVA) was performed to test for significant differences in untargeted chemical richness between species. Meanwhile, mixed linear modeling (MLM) was performed using the lmer function from the package lme4 (Bates et al., <xref ref-type="bibr" rid="B3">2014</xref>). In these, the significance of random effects (altitude and geography (as PCNM1 and PCNM2) were determined using the drop1 function, which performed likelihood ratio tests (chi-square), whilst accounting for variation associated with the random effect (species).</p>
<p>The targeted dataset consisted of 20 compounds for which standards were obtained as described above (Table <xref ref-type="table" rid="T2">2</xref>). The targeted chemical composition was analyzed as before, undergoing nMDS for visualization), MGLM-ANOVA and PERMANOVAs to assess for compositional effects, and ANOVA and MLM to assess for differences in chemical richness. Given that standards allowed for reliable quantification, each individual compound also underwent generalized linear modeling (GLM) to test for species effects, with compound serving as the independent variable and species serving as the dependent using the glm function of the native stats package of <italic>R</italic>. MLM was performed to test for the effects of year of collection, altitude and geography (as PCNM1 and 2) whilst accounting for potential species effects. Individual compounds from the targeted data served as the independent variable, species served as the random effect, and either year of collection, altitude, or PCNM1 and PCNM2 (together) serving as the fixed effect.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>Species Effects</title>
<p>After quality filtering a total of 285 compounds were within the untargeted dataset (Supplementary Table <xref ref-type="supplementary-material" rid="SM2">S2</xref>). Nearly all samples contained detectable levels of the majority of compounds, with untargeted chemical richness varying from 249 to 283 between samples, with no clear effect of species on the richness (ANOVA; df &#x0003D; 3, <italic>F</italic>-value &#x0003D; 1.16, <italic>P</italic>-value &#x0003D; 0.338). However, the untargeted chemical composition demonstrated clear clustering in the nMDS plot (Figure <xref ref-type="fig" rid="F3">3A</xref>), which proved highly significant (MGLM-ANOVA; Table <xref ref-type="table" rid="T3">3</xref>).</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Bray-Curtis similarity matrices underwent non-metric multidimensional scaling using the <bold>(A)</bold> untargeted and <bold>(B)</bold> targeted chemical datasets in order to visualize them. The shape and color of the points on the plots represent different species, and demonstrate clear clustering in both datasets. Numbers of samples refer to the list of materials (Table <xref ref-type="table" rid="T1">1</xref>).</p></caption>
<graphic xlink:href="fpls-09-01877-g0003.tif"/>
</fig>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Tables of results for the untargeted and targeted chemical datasets.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="center" colspan="5" style="border-bottom: thin solid #000000;"><bold>Untargeted dataset</bold></th>
<th valign="top" align="center" colspan="5" style="border-bottom: thin solid #000000;"><bold>Targeted dataset</bold></th>
</tr>
<tr>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>MGLM-ANOVA</bold></th>
<th/>
<th/>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>MGLM-ANOVA</bold></th>
<th/>
<th/>
</tr>
<tr>
<th valign="top" align="left"><bold>Parameter</bold></th>
<th valign="top" align="center"><bold>Df</bold></th>
<th valign="top" align="center"><bold>Df difference</bold></th>
<th valign="top" align="center"><bold><italic>Deviance</italic></bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold>Parameter</bold></th>
<th valign="top" align="center"><bold>Df</bold></th>
<th valign="top" align="center"><bold>Df difference</bold></th>
<th valign="top" align="center"><bold><italic>Deviance</italic></bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
</tr>
</thead>
<tbody>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left">Species</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center"><bold>741.1</bold></td>
<td valign="top" align="center"><bold>0.002</bold></td>
<td valign="top" align="center">Species</td>
<td valign="top" align="center">34</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center"><bold>649.8</bold></td>
<td valign="top" align="center"><bold>0.002</bold></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="center" colspan="5" style="border-bottom: thin solid #000000;"><bold>PERMANOVA (Species as Strata)</bold></td>
<td valign="top" align="center" colspan="5" style="border-bottom: thin solid #000000;"><bold>PERMANOVA (species as strata)</bold></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left"><bold>Parameter</bold></td>
<td valign="top" align="center"><bold>Df</bold></td>
<td valign="top" align="center"><italic><bold>F</bold></italic><bold>-value</bold></td>
<td valign="top" align="center"><italic><bold>R</bold></italic><sup><bold>2</bold></sup></td>
<td valign="top" align="center"><italic><bold>P</bold></italic><bold>-value</bold></td>
<td valign="top" align="center"><bold>Parameter</bold></td>
<td valign="top" align="center"><bold>Df</bold></td>
<td valign="top" align="center"><italic><bold>F</bold></italic><bold>-value</bold></td>
<td valign="top" align="center"><italic><bold>R</bold></italic><sup><bold>2</bold></sup></td>
<td valign="top" align="center"><italic><bold>P</bold></italic><bold>-value</bold></td>
</tr>
<tr style="border-top: thin solid #000000;">
<td valign="top" align="left"><bold>Year</bold></td>
<td valign="top" align="center"><bold>1</bold></td>
<td valign="top" align="center"><bold>3.275</bold></td>
<td valign="top" align="center"><bold>0.083</bold></td>
<td valign="top" align="center"><bold>0.021</bold></td>
<td valign="top" align="center">Year</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">2.700</td>
<td valign="top" align="center">0.070</td>
<td valign="top" align="center">0.272</td>
</tr>
<tr>
<td valign="top" align="left">Altitude</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.372</td>
<td valign="top" align="center">0.042</td>
<td valign="top" align="center">0.607</td>
<td valign="top" align="center">Altitude</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.788</td>
<td valign="top" align="center">0.055</td>
<td valign="top" align="center">0.417</td>
</tr>
<tr>
<td valign="top" align="left">PCNM1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.884</td>
<td valign="top" align="center">0.056</td>
<td valign="top" align="center">0.139</td>
<td valign="top" align="center">PCNM1</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.956</td>
<td valign="top" align="center">0.058</td>
<td valign="top" align="center">0.244</td>
</tr>
<tr>
<td valign="top" align="left">PCNM2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.741</td>
<td valign="top" align="center">0.022</td>
<td valign="top" align="center">0.910</td>
<td valign="top" align="center">PCNM2</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0.935</td>
<td valign="top" align="center">0.028</td>
<td valign="top" align="center">0.964</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Initially, species effects were tested for using multivariate generalized modeling coupled with analysis of variance (MGLM-ANOVA). Secondly, PERMANOVAs were performed individually for year of collection, altitude and geography (as principal coordinates of neighbor matrix 1 and 2). Bold text represents significant effects (P &#x0003C; 0.050)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>Within the targeted dataset, samples varied from 14 to 20 in the number of the 20 compounds analyzed, strongly differed between species (ANOVA; df &#x0003D; 3, <italic>F</italic>-value &#x0003D; 29.95, <italic>P</italic>-value &#x0003D; &#x0003C;0.001), with <italic>Salvia multicaulis</italic> and <italic>S. officinalis</italic> having significantly higher targeted chemical richness (19.7 and 19.4, respectively) than <italic>S. sclarea</italic> and <italic>S. aethiopis</italic> (15.6 and 16.0, respectively). Targeted chemical composition clearly clustered by species within the nMDS plot (Figure <xref ref-type="fig" rid="F3">3B</xref>), which was also highly significant (MGLM-ANOVA; Table <xref ref-type="table" rid="T3">3</xref>).</p>
<p>Within the targeted dataset, <italic>S. officinalis</italic> and <italic>S. multicaulis</italic> consistently contained significantly higher concentrations when compared to the other two species (Figure <xref ref-type="fig" rid="F4">4</xref>). For example, borneol was the most abundant compound, ranging from 172 to 96,234 ng/&#x003BC;L, and were significantly higher in <italic>S. officinalis</italic> (31,954 &#x003BC;g/g) and <italic>S. multicaulis</italic> (21,964 &#x003BC;g/g) than averages in <italic>S. sclarea</italic> (436 &#x003BC;g/g), and <italic>S. aethiopis</italic> (675 &#x003BC;g/g) (Table <xref ref-type="table" rid="T2">2</xref>). p-cymene was the second most abundant compound that was also concentrated in <italic>S. officinalis</italic> (11,559 &#x003BC;g/g) and <italic>S. multicaulis</italic> (6,774 &#x003BC;g/g) when compared to <italic>S. sclarea</italic> (51 ng/&#x003BC;L) and <italic>S. aethiopis</italic> (47 &#x003BC;g/g). Whilst camphor was present in lower abundance than borneol and p-cymene in <italic>S. officinalis</italic> (8291 &#x003BC;g/g) and <italic>S. multicaulis</italic> (5,273 &#x003BC;g/g), it was also present in comparable quantitates in <italic>S. sclarea</italic> (3,246 &#x003BC;g/g) and in two of the five <italic>S. aethiopis</italic> samples (average 2,696 &#x003BC;g/g). Terpinolene was also in abundance within <italic>S. officinalis</italic> (2,387 &#x003BC;g/g) whilst being almost absent from the other species. The other 15 compounds were present in relatively low amounts across all samples.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Boxplot for the 20 standard compounds analyzed within the targeted dataset. <italic>Salvia officinalis</italic> and <italic>S. multicaulis</italic> contained the highest concentrations of compounds, with borneol being the major compound in both species, and p-cymene, and camphor and &#x003B1;-pinene, in highest concentrations. <italic>Salvia sclarea</italic> had intermediate concentrations of the compounds, mainly in the form of camphor. <italic>S. aethiopis</italic> contained the fewest number of compounds, and when present, in the lowest concentrations.</p></caption>
<graphic xlink:href="fpls-09-01877-g0004.tif"/>
</fig>
</sec>
<sec>
<title>Sampling Age Effects</title>
<p>Given the confirmation of species effects on plant chemical composition, we next investigated age effects on the chemical composition. PERMANOVAs for both the targeted and untargeted datasets did not demonstrate a significant age effect on chemistry (PERMANOVA; Table <xref ref-type="table" rid="T3">3</xref>). There were no significant effects of age of sample on either targeted or untargeted chemical richness (MLM; Untargeted &#x003C7;<sub>2</sub> &#x0003D; 3.79, <italic>P</italic>-value &#x0003D; 0.051 and targeted &#x003C7;<sub>2</sub> &#x0003D; 0.07, <italic>P</italic>-value &#x0003D; 0.787). Two individual compounds significantly declined in concentration over time (MLM; Table <xref ref-type="table" rid="T4">4</xref>), &#x003B1;-phellandrene (Figure <xref ref-type="fig" rid="F5">5A</xref>), which was a very minor constituent, and camphor that was present in all four species (Figure <xref ref-type="fig" rid="F5">5B</xref>). Total amount of the compounds in the targeted dataset also significantly declined over time (MLM; &#x003C7;<sub>2</sub> &#x0003D; 4.11, <italic>P</italic>-value &#x0003D; 0.042) (Figure <xref ref-type="fig" rid="F5">5C</xref>).</p>
<table-wrap position="float" id="T4">
<label>Table 4</label>
<caption><p>Generalized linear modeling was performed to test for significant species effects on each of the 20 standards constituting the targeted dataset.</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Compound</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>S. aethiopis</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>S. officinalis</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>S. sclarea</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><italic><bold>S. multicaulis</bold></italic></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Sampling year</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>Altitude</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>PCNM1</bold></th>
<th valign="top" align="center" colspan="2" style="border-bottom: thin solid #000000;"><bold>PCNM2</bold></th>
</tr>
<tr>
<th/>
<th valign="top" align="center"><bold><italic>T</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>T</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>T</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>T</italic>-value</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold>Chi-Square</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold>Chi-Square</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold>Chi-Square</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
<th valign="top" align="center"><bold>Chi-Square</bold></th>
<th valign="top" align="center"><bold><italic>P</italic>-value</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">&#x003B1;-Pinene</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.996</td>
<td valign="top" align="center">0.122</td>
<td valign="top" align="center">0.904</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">2.638</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">4.954</td>
<td valign="top" align="center">0.026</td>
<td valign="top" align="center">3.697</td>
<td valign="top" align="center">0.055</td>
<td valign="top" align="center">2.888</td>
<td valign="top" align="center">0.089</td>
<td valign="top" align="center">1.461</td>
<td valign="top" align="center">0.227</td>
</tr>
<tr>
<td valign="top" align="left">Camphene</td>
<td valign="top" align="center">0.004</td>
<td valign="top" align="center">0.997</td>
<td valign="top" align="center"><bold>4.141</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.003</td>
<td valign="top" align="center">0.998</td>
<td valign="top" align="center"><bold>4.001</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.132</td>
<td valign="top" align="center">0.716</td>
<td valign="top" align="center">0.461</td>
<td valign="top" align="center">0.497</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center">0.774</td>
<td valign="top" align="center">0.203</td>
<td valign="top" align="center">0.652</td>
</tr>
<tr>
<td valign="top" align="left">&#x003B2;-Pinene</td>
<td valign="top" align="center">0.422</td>
<td valign="top" align="center">0.676</td>
<td valign="top" align="center">0.804</td>
<td valign="top" align="center">0.427</td>
<td valign="top" align="center">0.329</td>
<td valign="top" align="center">0.744</td>
<td valign="top" align="center"><bold>2.773</bold></td>
<td valign="top" align="center"><bold>0.009</bold></td>
<td valign="top" align="center">4.539</td>
<td valign="top" align="center">0.033</td>
<td valign="top" align="center">3.626</td>
<td valign="top" align="center">0.057</td>
<td valign="top" align="center">2.450</td>
<td valign="top" align="center">0.118</td>
<td valign="top" align="center">1.146</td>
<td valign="top" align="center">0.284</td>
</tr>
<tr>
<td valign="top" align="left">&#x003B1;-Myrcene</td>
<td valign="top" align="center">0.189</td>
<td valign="top" align="center">0.851</td>
<td valign="top" align="center">0.378</td>
<td valign="top" align="center">0.708</td>
<td valign="top" align="center">0.272</td>
<td valign="top" align="center">0.787</td>
<td valign="top" align="center">2.500</td>
<td valign="top" align="center">0.017</td>
<td valign="top" align="center">4.344</td>
<td valign="top" align="center">0.037</td>
<td valign="top" align="center">3.607</td>
<td valign="top" align="center">0.058</td>
<td valign="top" align="center">2.483</td>
<td valign="top" align="center">0.115</td>
<td valign="top" align="center">1.171</td>
<td valign="top" align="center">0.279</td>
</tr>
<tr>
<td valign="top" align="left">&#x003B1;-Phellandrene</td>
<td valign="top" align="center">1.965</td>
<td valign="top" align="center">0.058</td>
<td valign="top" align="center"><bold>5.909</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">1.189</td>
<td valign="top" align="center">0.243</td>
<td valign="top" align="center"><bold>5.908</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>6.852</bold></td>
<td valign="top" align="center"><bold>0.009</bold></td>
<td valign="top" align="center">1.502</td>
<td valign="top" align="center">0.220</td>
<td valign="top" align="center">0.819</td>
<td valign="top" align="center">0.365</td>
<td valign="top" align="center">5.420</td>
<td valign="top" align="center">0.020</td>
</tr>
<tr>
<td valign="top" align="left">3-Carene</td>
<td valign="top" align="center"><bold>9.491</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>15.724</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>11.539</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>9.586</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">2.867</td>
<td valign="top" align="center">0.090</td>
<td valign="top" align="center">0.872</td>
<td valign="top" align="center">0.350</td>
<td valign="top" align="center">1.840</td>
<td valign="top" align="center">0.175</td>
<td valign="top" align="center">0.251</td>
<td valign="top" align="center">0.617</td>
</tr>
<tr>
<td valign="top" align="left">Limonene</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center"><bold>4.807</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center"><bold>3.171</bold></td>
<td valign="top" align="center"><bold>0.003</bold></td>
<td valign="top" align="center">4.647</td>
<td valign="top" align="center">0.031</td>
<td valign="top" align="center">0.344</td>
<td valign="top" align="center">0.557</td>
<td valign="top" align="center">0.540</td>
<td valign="top" align="center">0.463</td>
<td valign="top" align="center">1.596</td>
<td valign="top" align="center">0.207</td>
</tr>
<tr>
<td valign="top" align="left">Eucalyptol</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center"><bold>9.727</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center"><bold>6.276</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.620</td>
<td valign="top" align="center">0.431</td>
<td valign="top" align="center">0.607</td>
<td valign="top" align="center">0.436</td>
<td valign="top" align="center">1.045</td>
<td valign="top" align="center">0.307</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">0.995</td>
</tr>
<tr>
<td valign="top" align="left">&#x003B1;-Ocimene</td>
<td valign="top" align="center"><bold>7.728</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>13.407</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>9.748</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>8.992</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">6.232</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">0.091</td>
<td valign="top" align="center">0.763</td>
<td valign="top" align="center">0.221</td>
<td valign="top" align="center">0.638</td>
<td valign="top" align="center">0.917</td>
<td valign="top" align="center">0.338</td>
</tr>
<tr>
<td valign="top" align="left">&#x022CE;-Terpinene</td>
<td valign="top" align="center">1.805</td>
<td valign="top" align="center">0.080</td>
<td valign="top" align="center"><bold>3.528</bold></td>
<td valign="top" align="center"><bold>0.001</bold></td>
<td valign="top" align="center"><bold>2.126</bold></td>
<td valign="top" align="center"><bold>0.041</bold></td>
<td valign="top" align="center"><bold>3.898</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">4.204</td>
<td valign="top" align="center">0.040</td>
<td valign="top" align="center">1.569</td>
<td valign="top" align="center">0.210</td>
<td valign="top" align="center">0.581</td>
<td valign="top" align="center">0.446</td>
<td valign="top" align="center">1.255</td>
<td valign="top" align="center">0.263</td>
</tr>
<tr>
<td valign="top" align="left">Terpinolene</td>
<td valign="top" align="center">0.082</td>
<td valign="top" align="center">0.935</td>
<td valign="top" align="center"><bold>7.423</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.068</td>
<td valign="top" align="center">0.946</td>
<td valign="top" align="center">0.767</td>
<td valign="top" align="center">0.448</td>
<td valign="top" align="center">0.535</td>
<td valign="top" align="center">0.464</td>
<td valign="top" align="center">0.069</td>
<td valign="top" align="center">0.792</td>
<td valign="top" align="center">2.395</td>
<td valign="top" align="center">0.122</td>
<td valign="top" align="center">0.787</td>
<td valign="top" align="center">0.375</td>
</tr>
<tr>
<td valign="top" align="left">Linalool</td>
<td valign="top" align="center">1.001</td>
<td valign="top" align="center">0.324</td>
<td valign="top" align="center"><bold>3.427</bold></td>
<td valign="top" align="center"><bold>0.002</bold></td>
<td valign="top" align="center">1.417</td>
<td valign="top" align="center">0.165</td>
<td valign="top" align="center"><bold>3.123</bold></td>
<td valign="top" align="center"><bold>0.004</bold></td>
<td valign="top" align="center">5.696</td>
<td valign="top" align="center">0.017</td>
<td valign="top" align="center">1.603</td>
<td valign="top" align="center">0.206</td>
<td valign="top" align="center">0.159</td>
<td valign="top" align="center">0.690</td>
<td valign="top" align="center">2.116</td>
<td valign="top" align="center">0.146</td>
</tr>
<tr>
<td valign="top" align="left">Borneol</td>
<td valign="top" align="center">0.066</td>
<td valign="top" align="center">0.948</td>
<td valign="top" align="center"><bold>5.022</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">0.063</td>
<td valign="top" align="center">0.950</td>
<td valign="top" align="center"><bold>2.872</bold></td>
<td valign="top" align="center"><bold>0.007</bold></td>
<td valign="top" align="center">0.104</td>
<td valign="top" align="center">0.747</td>
<td valign="top" align="center">2.740</td>
<td valign="top" align="center">0.098</td>
<td valign="top" align="center">0.802</td>
<td valign="top" align="center">0.370</td>
<td valign="top" align="center">0.328</td>
<td valign="top" align="center">0.567</td>
</tr>
<tr>
<td valign="top" align="left">p-Cymen</td>
<td valign="top" align="center">0.009</td>
<td valign="top" align="center">0.993</td>
<td valign="top" align="center"><bold>3.600</bold></td>
<td valign="top" align="center"><bold>0.001</bold></td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">0.989</td>
<td valign="top" align="center">1.756</td>
<td valign="top" align="center">0.088</td>
<td valign="top" align="center">0.328</td>
<td valign="top" align="center">0.567</td>
<td valign="top" align="center">0.200</td>
<td valign="top" align="center">0.655</td>
<td valign="top" align="center">0.212</td>
<td valign="top" align="center">0.645</td>
<td valign="top" align="center">0.729</td>
<td valign="top" align="center">0.393</td>
</tr>
<tr>
<td valign="top" align="left">Bornyl acetate</td>
<td valign="top" align="center">0.201</td>
<td valign="top" align="center">0.842</td>
<td valign="top" align="center">1.788</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center">0.242</td>
<td valign="top" align="center">0.810</td>
<td valign="top" align="center"><bold>6.492</bold></td>
<td valign="top" align="center"><bold>0.000</bold></td>
<td valign="top" align="center">1.303</td>
<td valign="top" align="center">0.254</td>
<td valign="top" align="center">0.339</td>
<td valign="top" align="center">0.561</td>
<td valign="top" align="center">1.010</td>
<td valign="top" align="center">0.315</td>
<td valign="top" align="center">0.153</td>
<td valign="top" align="center">0.696</td>
</tr>
<tr>
<td valign="top" align="left">Caryophyllene</td>
<td valign="top" align="center"><bold>3.012</bold></td>
<td valign="top" align="center"><bold>0.005</bold></td>
<td valign="top" align="center">0.253</td>
<td valign="top" align="center">0.802</td>
<td valign="top" align="center">0.208</td>
<td valign="top" align="center">0.836</td>
<td valign="top" align="center">0.172</td>
<td valign="top" align="center">0.864</td>
<td valign="top" align="center">2.812</td>
<td valign="top" align="center">0.094</td>
<td valign="top" align="center">4.687</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">6.598</td>
<td valign="top" align="center">0.010</td>
<td valign="top" align="center">0.974</td>
<td valign="top" align="center">0.324</td>
</tr>
<tr>
<td valign="top" align="left">Aromandendrene</td>
<td valign="top" align="center">0.372</td>
<td valign="top" align="center">0.712</td>
<td valign="top" align="center"><bold>2.968</bold></td>
<td valign="top" align="center"><bold>0.005</bold></td>
<td valign="top" align="center">0.444</td>
<td valign="top" align="center">0.660</td>
<td valign="top" align="center">0.908</td>
<td valign="top" align="center">0.370</td>
<td valign="top" align="center">0.139</td>
<td valign="top" align="center">0.709</td>
<td valign="top" align="center">0.370</td>
<td valign="top" align="center">0.543</td>
<td valign="top" align="center">0.470</td>
<td valign="top" align="center">0.493</td>
<td valign="top" align="center">0.300</td>
<td valign="top" align="center">0.584</td>
</tr>
<tr>
<td valign="top" align="left">Humulene</td>
<td valign="top" align="center">2.185</td>
<td valign="top" align="center">0.036</td>
<td valign="top" align="center">0.584</td>
<td valign="top" align="center">0.563</td>
<td valign="top" align="center">0.115</td>
<td valign="top" align="center">0.909</td>
<td valign="top" align="center">1.524</td>
<td valign="top" align="center">0.137</td>
<td valign="top" align="center">6.485</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">5.711</td>
<td valign="top" align="center">0.017</td>
<td valign="top" align="center">3.687</td>
<td valign="top" align="center">0.055</td>
<td valign="top" align="center">2.088</td>
<td valign="top" align="center">0.148</td>
</tr>
<tr>
<td valign="top" align="left">Nerolidol</td>
<td valign="top" align="center"><bold>4.401</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>9.046</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>5.422</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>6.175</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center">3.006</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center">0.124</td>
<td valign="top" align="center">0.725</td>
<td valign="top" align="center">0.976</td>
<td valign="top" align="center">0.323</td>
<td valign="top" align="center">2.290</td>
<td valign="top" align="center">0.130</td>
</tr>
<tr>
<td valign="top" align="left">1R-(&#x0002B;)-Camphor</td>
<td valign="top" align="center">1.785</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center"><bold>8.851</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>3.188</bold></td>
<td valign="top" align="center"><bold>0.003</bold></td>
<td valign="top" align="center"><bold>4.684</bold></td>
<td valign="top" align="center"><bold>&#x0003C;0.001</bold></td>
<td valign="top" align="center"><bold>9.184</bold></td>
<td valign="top" align="center"><bold>0.002</bold></td>
<td valign="top" align="center">0.015</td>
<td valign="top" align="center">0.904</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">3.244</td>
<td valign="top" align="center">0.072</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Additionally, mixed linear modeling was performed individually for sampling year, altitude and geography (as principal coordinates of neighbor matrix 1 and 2). Bold text represents significant effects (P &#x0003C;0.050)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Plots illustrating concentration of &#x003B1;-phellandrene <bold>(A)</bold> and camphor <bold>(B)</bold> over time (year of collection). Both these and total chemical concentration of the 20 standards <bold>(C)</bold> significantly varied over the 150-year sampling period. The shape and color of the points on the graphs represent different species.</p></caption>
<graphic xlink:href="fpls-09-01877-g0005.tif"/>
</fig>
</sec>
<sec>
<title>Altitudinal and Geographical Effects</title>
<p>Altitude did not significantly affect the targeted or untargeted chemical composition (PERMANOVA; Table <xref ref-type="table" rid="T3">3</xref>) and chemical richness (MLM; &#x003C7;<sup>2</sup> &#x0003D; 0.182, <italic>P</italic>-value &#x0003D; 0.670 and &#x003C7;<sub>2</sub> &#x0003D; 0.563, <italic>P</italic>-value &#x0003D; 0.453 in the untargeted and targeted datasets, respectively). Altitude also did not affect a single individual compound in the targeted dataset (MLM; Table <xref ref-type="table" rid="T4">4</xref>). Geographic variation too did not affect chemical composition (PERMANOVA; Table <xref ref-type="table" rid="T3">3</xref>) nor did it affect a single individual compound in the targeted dataset (MLM; Table <xref ref-type="table" rid="T4">4</xref>). However, geographic variation significantly affected chemical richness in the untargeted dataset (PCNM1: &#x003C7;<sub>2</sub> &#x0003D; 8.37, <italic>P</italic>-value &#x0003D; 0.004, PCNM2: &#x003C7;<sub>2</sub> &#x0003D; 7.19, <italic>P</italic>-value &#x0003D; 0.007) but not the targeted (PCNM1: &#x003C7;<sub>2</sub> &#x0003D; 0.06, <italic>P</italic>-value &#x0003D; 0.794, PCNM2: &#x003C7;<sub>2</sub> &#x0003D; 3.34, <italic>P</italic>-value &#x0003D; 0.068).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<sec>
<title>Terpenoid Composition of Salvia Species</title>
<p>The biological properties of essential oil of <italic>Salvia officinalis</italic> are attributed mainly to &#x003B1;-thujone and &#x000DF;-thujone, camphor, and 1,8-cineole as reviewed by Raal et al. (<xref ref-type="bibr" rid="B55">2007</xref>). In the present study of herbarium samples, we also found monoterpenes to be the main fraction of compounds mainly consisting of borneol, p-cymene, camphor, and to a lesser extent camphene and terpinolene (Table <xref ref-type="table" rid="T2">2</xref>). Whereas, high levels of borneol and camphor correspond to the findings of Raal et al. (<xref ref-type="bibr" rid="B55">2007</xref>), the high levels of p-cymene may reflect some degree of degradation of terpenoids, as p-cymene is often identified in aged oils (Turek and Stinzing, <xref ref-type="bibr" rid="B71">2013</xref>). However, no age effect was observed for p-cymene.</p>
<p>The monoterpenes borneol, &#x003B1;-pinene, p-cymene, camphor, and camphene, were the main compounds found in <italic>S. multicaulis</italic> in the present study (Table <xref ref-type="table" rid="T2">2</xref>). &#x003B1;-pinene, borneol, camphor, and camphene are also main compounds reported in other studies of <italic>S. multicaulis</italic> (e.g., Rustaiyan et al., <xref ref-type="bibr" rid="B61">1999</xref>; Tepe et al., <xref ref-type="bibr" rid="B69">2004</xref>; Morteza-Semnani et al., <xref ref-type="bibr" rid="B52">2005</xref>; Bagci and Kocak, <xref ref-type="bibr" rid="B2">2008</xref>; Karamian et al., <xref ref-type="bibr" rid="B42">2013</xref>; Hatipoglu et al., <xref ref-type="bibr" rid="B30">2016</xref>) in addition to 1,8-cineole, eucalyptol, bornyl acetate, and sesquiterpenes such as &#x000DF;-caryophyllene and germacrene-D.</p>
<p><italic>Salvia sclarea</italic> and <italic>S. aethiopis</italic> generally contained fewer compounds and in lower concentration than <italic>S. officinalis</italic> and <italic>S. multicaulis</italic>. In the survey of 45 Turkish <italic>Salvia</italic> species by Hatipoglu et al. (<xref ref-type="bibr" rid="B30">2016</xref>), both species were found to be rich in sesquiterpenes relative to monoterpenes. Our targeted dataset only included comparably few sesquiterpenes compared to monoterpenes. In <italic>S. aethiopis</italic>, we mainly found the oxygenated monoterpene camphor and lower amounts of borneol as well as the monoterpene hydrocarbon terpinolene and the sesquiterpenes &#x000DF;-caryophyllene and &#x003B1;-humulene (Table <xref ref-type="table" rid="T2">2</xref>). Other studies have primarily reported a range of sesquiterpenes from <italic>Salvia aethiopis</italic> including &#x003B2;-caryophyllene, bicyclogermacrene, germacrene-D, &#x003B1;-humulene, and &#x003B1;-copaene (e.g., Torres et al., <xref ref-type="bibr" rid="B70">1997</xref>; Rustaiyan et al., <xref ref-type="bibr" rid="B61">1999</xref>; Chalchat et al., <xref ref-type="bibr" rid="B9">2001</xref>; Gulluce et al., <xref ref-type="bibr" rid="B28">2006</xref>; Hatipoglu et al., <xref ref-type="bibr" rid="B30">2016</xref>, and references therein). In <italic>S. sclarea</italic>, we found mainly the oxygenated monoterpenes camphor and borneol, which is in line with other studies reporting oxygenated monoterpenes such as linalyl acetate, linalool, and &#x003B1;-terpineol to be the main components (e.g., G&#x000FC;l&#x000E7;in et al., <xref ref-type="bibr" rid="B27">2004</xref>; Farka et al., <xref ref-type="bibr" rid="B23">2005</xref>; D&#x0017D;ami&#x00107; et al., <xref ref-type="bibr" rid="B18">2008</xref>; Ghani et al., <xref ref-type="bibr" rid="B26">2010</xref>; Sharopov and Setzer, <xref ref-type="bibr" rid="B66">2012</xref>). Previously, germacrene-D, &#x003B2;-caryophyllene, bicyclogermacrene sesquiterpenes have been reported from this species (G&#x000FC;l&#x000E7;in et al., <xref ref-type="bibr" rid="B27">2004</xref>; Farka et al., <xref ref-type="bibr" rid="B23">2005</xref>; D&#x0017D;ami&#x00107; et al., <xref ref-type="bibr" rid="B18">2008</xref>).</p>
<p>Among 108 volatile compounds across 45 Turkish <italic>Salvia</italic> species (Hatipoglu et al., <xref ref-type="bibr" rid="B30">2016</xref>), both total yield and percentage of individual compounds were highly variable between species. &#x003B1;-pinene, camphene, &#x003B2;-pinene, 1,8-cineole, camphor, and borneol were the main chemical markers of monoterpene rich species, whereas &#x003B2;-caryophyllene, germacrene-D, &#x003B2;-bisabolene, bicyclogermacrene, caryophyllene oxide, and spathulenol were the main chemical markers in sesquiterpene rich species. In summary, several studies of essential oil components of different <italic>Salvia</italic> species have reported presence of a huge range of compounds, many in trace amounts, and other consistently present in higher amounts in specific species.</p>
<p>In the present study of herbarium specimens, we observed a significant species effect using both a targeted and an untargeted approach. Variation in study design including the number of compounds, geographical origin of samples, samples per species, and plant parts analyzed, makes it difficult to directly compare our findings with the literature. However, in general the number and amount of compounds as well as the main individual chemical compounds found in the present study are also reflected in the literature confirming that the species profiles we observe across 150-years of herbarium specimens are comparable to modern samples.</p>
</sec>
<sec>
<title>Suitability of Herbarium Specimens for Extraction of Plant Metabolite Data</title>
<p>We observed a strong species effect and a weak geographical effect on terpenoid chemical composition of four <italic>Salvia</italic> species across the Mediterranean and no overall effect of sampling age, although two individual compounds did change with age of samples. These findings suggests that chemical composition appears to be well preserved in herbarium samples over at least 100&#x02013;150 years suggesting herbarium samples can be used for chemical screening as well as for preliminary studies of pharmacological activity, which is also supported by previous studies reporting little effect of sampling age on overall chemical profiles (Eloff, <xref ref-type="bibr" rid="B20">1999</xref>; Zangerl and Berenbaum, <xref ref-type="bibr" rid="B84">2005</xref>; Cook et al., <xref ref-type="bibr" rid="B10">2009</xref>; Yilmaz et al., <xref ref-type="bibr" rid="B82">2012</xref>; Jafari et al., <xref ref-type="bibr" rid="B34">2018</xref>). Herbarium samples may therefore provide an untapped resource for preliminary studies as well as for large-scale comparative surveys across taxonomical and geographical ranges. Whereas overall chemical composition appears to be well preserved over 100&#x02013;150 years, the concentrations of individual compounds may be affected and we would therefore suggest herbarium samples may be well-suited for qualitative studies, whereas caution is needed in the use of herbarium samples for quantitative studies depending also on the type of compounds of interest (R&#x000F8;nsted et al., <xref ref-type="bibr" rid="B58">2017</xref>). At a larger scale, a wide and thorough phytochemical screening of herbarium samples from all over the world could give us a better understanding also of chemotaxonomic issues, and comparison with climatic data would allow for testing of long-term environmental impact.</p>
</sec>
<sec>
<title>Environmental Effect on Terpenoid Profiles</title>
<p>We observed a geographical effect on chemical richness in the untargeted but not in the targeted dataset of <italic>Salvia</italic> species across the Mediterranean. Geographic variation had no effect on chemical composition or on individual compounds. Russo et al. (<xref ref-type="bibr" rid="B60">2013</xref>) found chemical composition of <italic>S. officinalis</italic> essential oils to vary depending on environmental factors such as altitude, water availability and soil conditions in Italy. We did not observe an effect of altitude in the present study. However, our sampling covered a wide geographical range and therefore the potential effects of altitude alone may have been confounded by sampling across multiple ranges across such large scales as the Mediterranean. Future studies may disentangle geographical and environmental effects by more intensive sampling across single or multiple altitudinal gradients. However, it should be noted that sampling from herbaria is limited by the number of specimens available in the collection and herbarium specimens are mostly collected as individual specimens rather than representing populations, which limits the prospects of comparative environmental studies.</p>
<p>Many other studies have shown that the yield and chemical composition of essential oils varied with ecological factors and geographical areas (e.g., Uribe-Hern&#x000E1;ndez et al., <xref ref-type="bibr" rid="B72">1992</xref>; Salgueiro et al., <xref ref-type="bibr" rid="B62">1997</xref>; Viljoen et al., <xref ref-type="bibr" rid="B74">2006</xref>; Liu et al., <xref ref-type="bibr" rid="B45">2015</xref>; Rezende et al., <xref ref-type="bibr" rid="B56">2015</xref>; Jaradat et al., <xref ref-type="bibr" rid="B36">2017</xref>). Essential oils play important biological functions related to environmental adaptation, protection against biotic and abiotic stresses, and pollinator attraction (Jassim and Naji, <xref ref-type="bibr" rid="B37">2003</xref>; Zangerl and Berenbaum, <xref ref-type="bibr" rid="B84">2005</xref>). Therefore, plants of the same species growing under different environmental conditions may differ in the composition of their essential oils in response to different environmental pressures (Weiss and Edwards, <xref ref-type="bibr" rid="B77">1980</xref>; Salimpour et al., <xref ref-type="bibr" rid="B63">2011</xref>). Over evolutionary time scales, unique chemotypes may eventually develop into separate genotypes adapted to different environmental conditions (Verpoorte et al., <xref ref-type="bibr" rid="B73">2000</xref>; Heywood, <xref ref-type="bibr" rid="B32">2002</xref>; Wink, <xref ref-type="bibr" rid="B79">2003</xref>; Beccera, <xref ref-type="bibr" rid="B5">2015</xref>). In addition to further comparison of environmental parameters, future studies may benefit from comparing genetic profiles of samples.</p>
<p><italic>Salvia</italic> comprises nearly 1,000 species with distributions spread across the globe (Drew et al., <xref ref-type="bibr" rid="B17">2017</xref>). Several <italic>Salvia</italic> species are used as food flavoring owing to their content of essential oils as well as in folk medicine for a range of conditions including microbial infections, inflammation, cancer, and malaria (Lu and Foo, <xref ref-type="bibr" rid="B46">2002</xref>; Kamatou et al., <xref ref-type="bibr" rid="B41">2008</xref>; Russo et al., <xref ref-type="bibr" rid="B60">2013</xref>; European Medicines Agency, <xref ref-type="bibr" rid="B21">2016</xref>; Hatipoglu et al., <xref ref-type="bibr" rid="B30">2016</xref>).</p>
<p>Some species like <italic>Salvia officinalis</italic> are common and widespread, whereas others are narrow and potentially threatened endemics (Wood and Harley, <xref ref-type="bibr" rid="B80">1989</xref>; Viney et al., <xref ref-type="bibr" rid="B75">2006</xref>; Kahraman et al., <xref ref-type="bibr" rid="B40">2012</xref>). A better understanding of the chemical composition of different <italic>Salvia</italic> species and how their chemical diversity is affected by environmental factors such as altitude can help inform both their local medicinal use as well as conservation policies and efforts of the threatened species.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusions</title>
<p>In the present study, freshly collected and herbarium samples of four species of <italic>Salvia</italic> were used to explore the effect of sampling age on terpenoid chemical profiles. Our results show that chemical profiles are primarily driven by a species effect and to a lesser extent geography. <italic>Salvia multicaulis</italic> and <italic>S. officinalis</italic> displayed higher abundance of most compounds than <italic>S. aethiopis</italic> and <italic>S. sclarea</italic>. Sampling age had no effect on overall chemical composition in the untargeted approach, and only a slight effect in the untargeted dataset. Two of twenty targeted compounds, &#x003B1;-phellandrene, and camphor, significantly declined with sampling year.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>NR conceived the idea together with IF, CB, and RR. IF sampled the specimens. IF conducted the chromatography-mass spectrometry analysis together with TM and RR. IF analyzed the data together with CB. IF drafted the manuscript together with NR, CB, and RR. All authors read and approved the final manuscript.</p>
<sec>
<title>Conflict of Interest Statement</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
</sec>
</body>
<back>
<ack><p>We thank Tao Li for advice on analyzing GC-MS data with PARADISe.</p>
</ack>
<sec sec-type="supplementary-material" id="s7">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fpls.2018.01877/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2018.01877/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.XLSX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S1</label>
<caption><p>Filtered GC-MS data for all samples of the targeted dataset including occurrence of the 20 standard compounds.</p></caption></supplementary-material>
<supplementary-material xlink:href="Table_2.XLSX" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet" xmlns:xlink="http://www.w3.org/1999/xlink">
<label>Table S2</label>
<caption><p>GC-MS results for all specimens in the untargeted dataset of 285 compounds identified tentatively by comparison with the NIST 8.0 library.</p></caption></supplementary-material>
</sec>
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<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> IF was supported by a Ph.D. secondment grant from Gorgan University of Agricultural Sciences and Natural Resources, Gorgan, Iran. CB was supported by a research grant from Aage V. Jensens Foundation, Denmark, project code 112172.</p>
</fn>
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