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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">897183</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.897183</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Morphometric Identification of Starch Granules From Archaeological Contexts: Diagnostic Characteristics of Seven Major North American Plant Families</article-title>
<alt-title alt-title-type="left-running-head">Louderback et al.</alt-title>
<alt-title alt-title-type="right-running-head">Starch Granule Identification</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Louderback</surname>
<given-names>Lisbeth A.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1716973/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wilks</surname>
<given-names>Stefania</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1737370/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Herzog</surname>
<given-names>Nicole M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Brown</surname>
<given-names>Gloria Howat</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Joyce</surname>
<given-names>Kaley</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Pavlik</surname>
<given-names>Bruce M.</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Anthropology</institution>, <institution>Natural History Museum of Utah</institution>, <institution>University of Utah</institution>, <addr-line>Salt Lake City</addr-line>, <addr-line>UT</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Anthropology</institution>, <institution>University of Denver</institution>, <addr-line>Denver</addr-line>, <addr-line>CO</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Pacific Legacy, Inc</institution>, <addr-line>El Dorado Hills</addr-line>, <addr-line>CA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Anthropology</institution>, <institution>Penn State University</institution>, <addr-line>University Park</addr-line>, <addr-line>PA</addr-line>, <country>United States</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Conservation</institution>, <institution>Red Butte Garden</institution>, <institution>University of Utah</institution>, <addr-line>Salt Lake City</addr-line>, <addr-line>UT</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1441013/overview">Xiaoyan Yang</ext-link>, Institute of Tibetan Plateau Research (CAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1726097/overview">Thomas Hart</ext-link>, Franklin &#x26; Marshall College, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/567932/overview">Nirmal Mazumder</ext-link>, Manipal Academy of Higher Education, India</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Lisbeth A. Louderback, <email>lisbeth.louderback@anthro.utah.edu</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Quaternary Science, Geomorphology and Paleoenvironment, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>08</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>897183</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>06</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Louderback, Wilks, Herzog, Brown, Joyce and Pavlik.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Louderback, Wilks, Herzog, Brown, Joyce and Pavlik</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>Starch-rich plants have played an important role in human evolution and societal development. Collected, grown, and consumed to support ever-increasing populations, such plants are integral to understanding past human diets. With the advent of starch granule analysis, plant resources that were invisible in the archaeological record can now be revealed in the cracks and crevices of artifacts. Widespread application of this technique, however, has stalled due to a lack of rigorous and standardized protocols. For example, taxonomic identification of starch granules using consistent diagnostic characteristics is still a challenge as there are no comprehensive surveys across important (i.e., dietary) plant taxa, especially at the levels of families, genera, and species. This study provides characteristics for identifying starch granules of seven major North American plant families (Amaranthaceae, Apiaceae, Fagaceae, Liliaceae, Pinaceae, Poaceae, and Solanaceae) based on systematic, morphometric studies of modern reference materials. A dichotomous key to starch granules of the seven families was also generated to aid in identification of those from archaeological contexts. Although we have focused on plants from western North America, these families occur across the globe and have had dietary significance throughout prehistory.</p>
</abstract>
<kwd-group>
<kwd>starch granule analysis</kwd>
<kwd>taxonomic identification</kwd>
<kwd>western North America</kwd>
<kwd>human evolution</kwd>
<kwd>starch-rich foods</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The study of starch granules preserved in archaeological contexts, such as from dental calculus and crevices on stone tools, can indicate, often to species-level, the identity of plant foods that had been consumed. Starch granules are the energy storage structures of plants, abundantly found within seeds, fruits, and tubers. They are produced by most vascular plants and the morphology of granules is genetically controlled. Thus, the size, shape and surface features of the granules can indicate which plant taxon (e.g., family, genus, and species) produced them (<xref ref-type="bibr" rid="B20">N&#xe4;geli, 1858</xref>; <xref ref-type="bibr" rid="B25">Reichert, 1913</xref>; <xref ref-type="bibr" rid="B26">Shannon et al., 2009</xref>). Although this technique has shed light on the importance of plants in ancient human diets, starch granule research is still underdeveloped and faces several significant issues (<xref ref-type="bibr" rid="B16">Mercader et al., 2018</xref>), including rigorous methods for taxonomic identification.</p>
<p>The analysis of starch granules relies on careful measurements of dimensions and accurate descriptions of morphological characteristics, while taxonomic identification is based on comparison to modern reference material. Diagnostic keys for identification are especially useful and have been produced for plant taxa from China (<xref ref-type="bibr" rid="B30">Yang and Perry 2013</xref>), eastern North America (<xref ref-type="bibr" rid="B17">Messner 2011</xref>), and eastern Mediterranean (<xref ref-type="bibr" rid="B1">Ahituv and Henry 2022</xref>). Developing standards that increase the quality and replicability of measurements, descriptions, keys, and documentation is the next necessary step in advancing this technique. This study provides a standardized, systematic approach to defining characteristics that identify the granules of seven major plant families (Amaranthaceae, Apiaceae, Fagaceae, Liliaceae, Pinaceae, Poaceae, and Solanaceae) using reference materials of genera from western North America. A dichotomous key to starch granules of the seven plant families is also presented.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Methods and Materials</title>
<sec id="s2-1">
<title>Reference Materials</title>
<p>Reference materials for this study includes eighteen species from thirteen genera and seven major plant families having regional and global dietary significance (<xref ref-type="table" rid="T1">Table 1</xref>). Not only have these taxa been documented in ethnographic literature, the majority have also been recovered from archaeological sites across western North America. Some of these materials were collected from preserved herbarium specimens while others were collected from live plants in the field. To capture variation within a species, starch granules were extracted from three geographically dispersed individuals (replicate samples) and described using an array of morphometric characteristics (e.g., size, shape, surface features, response to polarized light). Source and collection data for can be found in <xref ref-type="sec" rid="s10">Supplementary Table S1</xref>. Plant nomenclature follows USDA GRIN <ext-link ext-link-type="uri" xlink:href="http://www.ars-grin.gov/%7Esbmljw/johnindex.html">http://www.ars-grin.gov/&#x223c;sbmljw/johnindex.html</ext-link>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Plant taxa and tissue sampled for starch.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Family</th>
<th align="center">Species</th>
<th align="center">Plant tissue</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Amaranthaceae</td>
<td align="left">
<italic>Chenopodium berlandieri</italic>
</td>
<td align="left">seed/fruit</td>
</tr>
<tr>
<td rowspan="4" align="left">Apiaceae</td>
<td align="left">
<italic>Cymopterus bulbosus</italic>
</td>
<td rowspan="4" align="left">taproot</td>
</tr>
<tr>
<td align="left">
<italic>Lomatium donnellii</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>Lomatium macrocarpum</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>Lomatium triternatum</italic>
</td>
</tr>
<tr>
<td rowspan="3" align="left">Fagaceae</td>
<td align="left">
<italic>Quercus agrifolia</italic>
</td>
<td rowspan="3" align="left">acorn</td>
</tr>
<tr>
<td align="left">
<italic>Quercus douglasii</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>Quercus lobata</italic>
</td>
</tr>
<tr>
<td rowspan="3" align="left">Liliaceae</td>
<td align="left">
<italic>Calochortus nuttallii</italic>
</td>
<td rowspan="3" align="left">bulb</td>
</tr>
<tr>
<td align="left">
<italic>Erythronium grandiflorum</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>Fritillaria pudica</italic>
</td>
</tr>
<tr>
<td rowspan="2" align="left">Pinaceae</td>
<td align="left">
<italic>Pinus edulis</italic>
</td>
<td rowspan="2" align="left">seed</td>
</tr>
<tr>
<td align="left">
<italic>Pinus monophylla</italic>
</td>
</tr>
<tr>
<td rowspan="4" align="left">Poaceae</td>
<td align="left">
<italic>Achnatherum hymenoides</italic>
</td>
<td rowspan="4" align="left">endosperm</td>
</tr>
<tr>
<td align="left">
<italic>Sporobolus airoides</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>Elymus elymoides</italic>
</td>
</tr>
<tr>
<td align="left">
<italic>Zea mays</italic>
</td>
</tr>
<tr>
<td align="left">Solanaceae</td>
<td align="left">
<italic>Solanum jamesii</italic>
</td>
<td align="left">tuber</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-2">
<title>Starch Extraction</title>
<p>Different plant parts that most likely contain starch (seeds, fruits, nuts, endosperm, bulbs, tubers, caryopses, and taproots) were processed according to standard protocols (e.g., Torrence and Barton 2006) in the Natural History Museum of Utah (NHMU) Archaeobotany Lab. Material was ground using a sterile mortar and pestle and was sieved through a 125&#xa0;&#xb5;m mesh Endecott screen into a beaker using DH<sub>2</sub>0. Sample material &#x3c;125&#xa0;&#xb5;m was transferred to a sterile 50&#xa0;ml test tube and each sample was centrifuged for 3&#xa0;minutes at 3000 RPM. The supernatant was discarded, and the sample pellet was transferred to a sterile 15&#xa0;ml test tube. Each test tube was re-suspended with a vortex mixer, adding 7&#xa0;ml of lithium heteropolytungstate (LST; specific gravity 2.00&#x2013;2.35), and then centrifuged for 15&#xa0;min at 1000 RPM. The sample was extracted from the heavy liquid using a pipette, carefully removing the top 1&#x2013;2&#xa0;mm layer of organics containing starch and placed into new 15&#xa0;ml test tubes. Each sample was rinsed three times until all residual heavy liquid was removed. Samples were then rinsed with acetone, mixed with a vortex, and centrifuged for 3&#xa0;min at 3000 RPM. The acetone was decanted, and samples were covered and left to dry overnight. Once dried, the samples were mixed with 50% DH<sub>2</sub>0 and 50% glycerol solution and then mounted on microscope slides.</p>
</sec>
<sec id="s2-3">
<title>Microscopy</title>
<p>Each slide was scanned using a transmitted brightfield microscope fitted with polarizing filters and Nomarski optics (Zeiss Axioscope 2, Zeiss International, G&#xf6;ttingen, Germany). A digital camera (Zeiss HRc) with imaging and measurement software (Zeiss Zen) were used to capture images of and measure starch granules. For each reference sample, randomly generated X-Y coordinates were used to measure and photograph approximately 100 granules from each individual plant (<italic>n</italic>&#x3d;&#x223c;300 from each species). All starch granules present in these photographs were measured and examined for morphological characteristics.</p>
</sec>
<sec id="s2-4">
<title>Granule Size and Morphology</title>
<p>Under &#xd7;400 magnification, the sizes, shapes, surface features and responses to polarized light of the starch granules were observed. Once identified and photographed, starch granules were described according to an established set of structural and surface characteristics (<xref ref-type="bibr" rid="B25">Reichert, 1913</xref>; <xref ref-type="bibr" rid="B9">ICSN, 2011</xref>) (<xref ref-type="table" rid="T2">Table 2</xref>). The size of each starch granule was measured as the maximum length through the hilum. Granules were also examined for the presence of morphological characteristics including 2-D shape, hilum position, central cavity, extinction cross, fissures, lamellae, pressure facets, and depressions along the margins (<xref ref-type="bibr" rid="B25">Reichert, 1913</xref>; <xref ref-type="bibr" rid="B9">ICSN, 2011</xref>). Starch granule size tends to be non-normally distributed and, therefore, relying on mean granule size is not appropriate for identification purposes (<xref ref-type="bibr" rid="B14">Louderback et al., 2017</xref>). Boxplots showing the distribution of starch granule size for each species was generated using the boxplot function in the &#x201c;graphics&#x201d; package for R v. 3.6.2 (<xref ref-type="bibr" rid="B5">Chambers et al., 1983</xref>; <xref ref-type="bibr" rid="B2">Becker et al., 1988</xref>; <xref ref-type="bibr" rid="B18">Murrell, 2005</xref>; <xref ref-type="bibr" rid="B24">R Core Team, 2019</xref>). To overlay individual granule size data, we used the jitter method within the stripchart function in the &#x201c;graphics&#x201d; package for R v.3.6.2.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Description of starch granule morphological characteristics adapted from <xref ref-type="bibr" rid="B25">Reichert (1913)</xref> and <xref ref-type="bibr" rid="B9">ICSN (2011)</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Morphological characteristic</th>
<th align="center">Description</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Size</td>
<td align="left">Maximum length through the hilum. Small (1&#x2013;10&#xa0;&#xb5;m), medium (11&#x2013;24&#xa0;&#xb5;m), and large (&#x3e;25&#xa0;&#xb5;m)</td>
</tr>
<tr>
<td rowspan="5" align="left">Shape (2-D)</td>
<td align="left">Circular-oval: appearing circular, rounded, and/or somewhat elongated</td>
</tr>
<tr>
<td align="left">Trapezoidal-triangular: either clearly trapezoidal (four-sided with two sides parallel) or somewhere in between trapezoidal and triangular (having three sides) with rounded corners</td>
</tr>
<tr>
<td align="left">Irregular: geometrically uneven margins</td>
</tr>
<tr>
<td align="left">Angular: having acute angles along margins</td>
</tr>
<tr>
<td align="left">Elongated: lanceolate to conical, rod-shaped</td>
</tr>
<tr>
<td rowspan="4" align="left">Hilum position</td>
<td align="left">The point from which the layers of a starch granule forms</td>
</tr>
<tr>
<td align="left">Centric: within the geometric center of the granule</td>
</tr>
<tr>
<td align="left">Slightly eccentric: slightly off from the center of the granule</td>
</tr>
<tr>
<td align="left">Eccentric: well outside the center of the granule, at the proximal end</td>
</tr>
<tr>
<td align="left">Central cavity</td>
<td align="left">A surface depression or open area centered around the hilum; could be oblong or round</td>
</tr>
<tr>
<td align="left">Extinction cross</td>
<td align="left">Caused by optical interference of the layers of starch, the cross is only visible in cross-polarized light; An indistinct cross lacks clarity. A confused cross is distorted from a straight X form</td>
</tr>
<tr>
<td rowspan="4" align="left">Fissures</td>
<td align="left">Cracks originating from the hilum of the granule</td>
</tr>
<tr>
<td align="left">Transverse-Stellate: extending at a right angle to the long axis of granule and/or star-shaped</td>
</tr>
<tr>
<td align="left">Longitudinal: extending along the long axis of the granule</td>
</tr>
<tr>
<td align="left">Mesial longitudinal cleft: large, deep, clean-cut crack, running through the middle of the long axis</td>
</tr>
<tr>
<td align="left">Lamellae</td>
<td align="left">Concentric growth rings; Lamellae can be lamellated (clearly visible) or non-lamellated (not visible)</td>
</tr>
<tr>
<td align="left">Pressure facets</td>
<td align="left">Indentations caused by the formation of compound granules</td>
</tr>
<tr>
<td align="left">Depressions</td>
<td align="left">Small, subtle indentations that may or may not be the result of compound granule formation</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Size distributions among all possible pairs of the study species were statistically compared using the non-parametric Kolmogorov-Smirnov (K-S) test. Applying a statistical analysis to starch granule identification promotes reproducibility and an overall increase in confidence (<xref ref-type="bibr" rid="B14">Louderback et al., 2017</xref>; <xref ref-type="bibr" rid="B6">Gao et al., 2021</xref>). It is becoming standard practice to measure the size, shape and morphological characteristics of reference starch granules from multiple populations so that variation and statistical significance can be assessed (<xref ref-type="bibr" rid="B12">Liu et al., 2014a</xref>; <xref ref-type="bibr" rid="B3">Brown and Louderback, 2020</xref>; <xref ref-type="bibr" rid="B29">Wilks et al., 2021</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Granule Size</title>
<p>Starch granule measurements from individual species were pooled for overall size and morphological analyses (<xref ref-type="sec" rid="s10">Supplementary Data S1</xref>). Smaller granules tend to exhibit few diagnostic characteristics, therefore, relying on the top 20% granule lengths allowed for greater differentiation between taxa because morphological characteristics occur more frequently in larger granules (<xref ref-type="bibr" rid="B12">Liu et al., 2014a</xref>; <xref ref-type="bibr" rid="B14">Louderback et al., 2017</xref>). Granule size distributions of all plant taxa are plotted in <xref ref-type="fig" rid="F1">Figure 1</xref>. All comparisons were significantly different (<italic>p</italic> &#x3c; 0.05), except between <italic>Cymopterus bulbosus</italic> and <italic>Lomatium triternatum</italic> (<italic>p</italic> &#x3d; 0.08), <italic>Lomatium donnellii</italic> and <italic>Quercus agrifolia</italic> (<italic>p</italic> &#x3d; 0.70), <italic>Lomatium donnellii</italic> and <italic>Quercus douglasii</italic> (<italic>p</italic> &#x3d; 0.35), <italic>Quercus douglasii</italic> and <italic>Quercus agrifolia</italic> (<italic>p</italic> &#x3d; 0.28), and <italic>Calochortus nuttallii</italic> and <italic>Erythronium grandiflorum</italic> (<italic>p</italic> &#x3d; 0.38).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Starch granule size distributions for the upper 20% granule lengths. All comparisons were significantly different (<italic>p</italic> &#x3c; 0.05) except between <italic>Cymopterus bulbosus</italic> and <italic>Lomatium triternatum</italic>, <italic>Lomatium donnellii</italic> and <italic>Quercus agrifolia</italic>, <italic>Lomatium donnellii</italic> and <italic>Quercus douglasii</italic>, <italic>Quercus douglasii</italic> and <italic>Quercus agrifolia</italic>, and <italic>Calochortus nuttallii</italic> and <italic>Erythronium grandiflorum</italic>.</p>
</caption>
<graphic xlink:href="feart-10-897183-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Granule Morphology</title>
<p>Morphological characteristics, including 2D shape, hilum position, central cavity, extinction cross, fissures, lamellae, pressure facets, and depressions were documented for each granule for all 18 taxa (<xref ref-type="sec" rid="s10">Supplementary Data S1</xref>). The frequency of those characteristics occurring on granules was calculated and expressed as a number between 0.0 and 1.0. (<xref ref-type="fig" rid="F2">Figures 2A,B</xref>). Definitions for these characteristics were compiled primarily from <xref ref-type="bibr" rid="B9">ICSN (2011)</xref> and <xref ref-type="bibr" rid="B25">Reichert (1913)</xref>, but some definitions were refined for this particular study based on previous work (<xref ref-type="bibr" rid="B23">Piperno et al., 2004</xref>, <xref ref-type="bibr" rid="B22">2009</xref>; <xref ref-type="bibr" rid="B8">Holst et al., 2007</xref>; <xref ref-type="bibr" rid="B21">Perry and Quigg 2011</xref>; <xref ref-type="bibr" rid="B19">Musaubach et al., 2013</xref>; <xref ref-type="bibr" rid="B30">Yang and Perry 2013</xref>; <xref ref-type="bibr" rid="B14">Louderback et al., 2017</xref>; <xref ref-type="bibr" rid="B3">Brown and Louderback 2020</xref>; <xref ref-type="bibr" rid="B10">Joyce et al., 2021</xref>). All characteristics described above occur more frequently in the top 20% size range of starch granules and, therefore, we report frequencies for those granules (<xref ref-type="fig" rid="F2">Figures 2A,B</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>
<bold>(A,B)</bold> Frequency of morphological characteristics observed and documented on the upper 20% sizes of starch granules from each species.</p>
</caption>
<graphic xlink:href="feart-10-897183-g002.tif"/>
</fig>
<p>A dichotomous key for identifying starch granules of the seven plant families analyzed in this study was generated (Box 1). Because it is based only on a few species from each family, the key will undoubtedly be revised as more families, genera, and species are systematically analyzed using the characteristics presented herein. Furthermore, new techniques will lead to new diagnostic characteristics resulting in further revision and greater application of new diagnostic keys.<boxed-text id="dBox1">
<label>BOX 1</label>
<title>Key to starch granules of seven vascular plant families.</title>
<p>
<inline-graphic xlink:href="feart-10-897183-fx1.tif"/>
</p>
</boxed-text>
</p>
<p>Different characteristics dominate the array of plant families that we have examined (<xref ref-type="fig" rid="F3">Figure 3</xref>). For example, Amaranthaceae produces miniscule granules (&#x3c;5&#xa0;&#xb5;m) with centric hila and a circular/oval shape. Because they are so small, it is difficult to visually discern additional morphological characteristics. Furthermore, Amaranthaceae starch are often formed in dense clusters of amyloplasts (sheets) bounded by cell walls, so it is rare to see isolated granules (even in reference material, <xref ref-type="fig" rid="F3">Figure 3</xref>) (<xref ref-type="bibr" rid="B25">Reichert, 1913</xref>; <xref ref-type="bibr" rid="B15">Louderback, 2014</xref>; <xref ref-type="bibr" rid="B4">Capparelli et al., 2015</xref>; <xref ref-type="bibr" rid="B13">L&#xf3;pez et al., 2015</xref>). Apiaceae also produces starch granules with centric hila, circular/oval shape, and are frequently observed with transverse or stellate fissures, visible lamellae, and pressure facets (<xref ref-type="bibr" rid="B7">Herzog, 2014</xref>; <xref ref-type="bibr" rid="B10">Joyce et al., 2021</xref>). Another family that produces circular/oval granules with centric hila is Pinaceae. What distinguishes these granules from those in other families is the obvious presence of a round central cavity (<xref ref-type="bibr" rid="B27">Tinsley et al., 2021</xref>). Fagaceae, on the other hand, have starch granules with slightly eccentric hila and are characterized by triangular-trapezoidal shape with confused crosses, mesial longitudinal clefts, and visible lamellae (<xref ref-type="bibr" rid="B17">Messner 2011</xref>; <xref ref-type="bibr" rid="B11">Liu et al., 2014b</xref>; <xref ref-type="bibr" rid="B3">Brown and Louderback 2020</xref>). Liliaceae and Solanaceae produce starch granules with clearly eccentric hila, longitudinal fissures, and visible lamellae, but Liliaceae granules tend to be more circular/oval while Solanaceae are almost always elongated (<xref ref-type="bibr" rid="B17">Messner 2011</xref>; <xref ref-type="bibr" rid="B14">Louderback et al., 2017</xref>; <xref ref-type="bibr" rid="B1">Ahituv and Henry 2022</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Images of starch granules from each study species (<italic>n</italic>&#x3d;18), shown in both differential interference contrast (DIC) (Nomarski) (top rows) and polarized (bottom rows) views.</p>
</caption>
<graphic xlink:href="feart-10-897183-g003.tif"/>
</fig>
<p>Of the plant families examined by this study, Poaceae exhibits the most variation in starch granule size, shape, surface structures, and responses to polarized light. For example, <italic>Achnatherum hymenoides</italic> and <italic>Sporobolus airoides</italic> produce very small granules (&#x3c;10&#xa0;&#xb5;m) with centric hila, but their shape is often angular, thus distinguishing them from Amaranthaceae. <italic>Elymus elymoides</italic> (and most Triticeae grasses&#x2014;barley, wheat, rye) produce distinctive starch granules that can be quite large (up to &#x223c;30&#xa0;&#xb5;m), are circular/oval with oblong central cavities, indistinct crosses, and very visible lamellae. Additional characteristics (e.g., pits) have also been observed on these granules (<xref ref-type="bibr" rid="B21">Perry and Quigg, 2011</xref>; <xref ref-type="bibr" rid="B30">Yang and Perry 2013</xref>; <xref ref-type="bibr" rid="B3">Brown and Louderback, 2020</xref>). Finally, <italic>Zea mays</italic> is another grass genus that produces unique granules. These have a significantly different size range from <italic>Elymus</italic>, <italic>Achnatherum</italic>, and <italic>Sporobolus</italic> (<xref ref-type="fig" rid="F1">Figure 1</xref>) and they also have an irregular shape with transeverse/stellate fissures that are not observed in other Poaceae taxa (<xref ref-type="bibr" rid="B19">Musaubach et al., 2013</xref>; <xref ref-type="bibr" rid="B29">Wilks et al., 2021</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The current study provides a standardized, systematic approach to defining characteristics that identify starch granules of seven major North American plant families (Amaranthaceae, Apiaceae, Fagaceae, Liliaceae, Pinaceae, Poaceae, and Solanaceae) that have dietary importance to humans. This approach was based on large numbers of reference starch granules from multiple plant populations of different genera. Our results revealed distinctive and, therefore, diagnostic characteristics of starch granules among the different families. A dichotomous key was developed based on these characteristics to aid in the identification of archaeological starches. Although the focus was on plant taxa from western North America, we find that our descriptions for size and morphological characteristics of starch granules are generally consistent with other studies at the genus and family levels. This includes plants from regions across the globe, such as Central and South America (e.g., <xref ref-type="bibr" rid="B8">Holst et al., 2007</xref>; <xref ref-type="bibr" rid="B22">Piperno et al., 2009</xref>; <xref ref-type="bibr" rid="B19">Musaubach et al., 2013</xref>; <xref ref-type="bibr" rid="B4">Capparelli et al., 2015</xref>; <xref ref-type="bibr" rid="B13">Lopez et al., 2015</xref>), China (e.g., <xref ref-type="bibr" rid="B31">Yang et al., 2012</xref>; <xref ref-type="bibr" rid="B30">Yang and Perry, 2013</xref>; <xref ref-type="bibr" rid="B28">Wang et al., 2019</xref>), the Mediterrean (<xref ref-type="bibr" rid="B1">Ahituv and Henry 2022</xref>), and eastern North America (<xref ref-type="bibr" rid="B17">Messner 2011</xref>).</p>
<p>Characteristics highlighted in our diagnostic key, however, will probably require revision once more genera are systematically analyzed. For example, the size, shape, and surface features of Poaceae starch are known to vary significantly among genera (e.g., <xref ref-type="bibr" rid="B30">Yang and Perry, 2013</xref>). It may be more important, therefore, to focus systematic surveys and identifications at the level of subfamilies or tribes in particularly diverse plant families.</p>
<p>Other intrinsic (genetic) and extrinsic (environmental) variables need to be analyzed with respect to starch granule characteristics and dynamics. Greater attention should be paid to sources of variation, particularly at the population level, and within large and diverse taxa, such as Poaceae. Furthermore, physiological variables, such as phenology, plant developmental stages, and seed maturation and fruit ripening processes should be addressed to understand how granule characteristics are affected. The taphonomy of starch granules and how that affects preservation, and ultimately the reliability of the identifications based upon subtle and microscopic characteristics, should be further assessed. However, this and many other studies to date continue to improve reliability of starch granule analysis in the understanding of plant foods in ancient human diets.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s10">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>LL: conceptualization, formal analysis, methodology, writing and editing of original draft; SW: data analysis, figures, review and editing; NH: data analysis, figures, review and editing; GB: data analysis, review and editing; KJ: data analysis, review and editing; BP: botanical expertise, methodology, writing and editing of original draft.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>Funding for this project came from a variety of sources over many years. These include National Science Foundation (award no. BCS-1827414), Lincoln County Archaeological Initiative (Nevada Bureau of Land Management), Oregon Bureau of Land Management (Award L20AS00005), Range Creek Archaeological Field Station, Department of Anthropology, University of Utah, and the Natural History Museum of Utah.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of Interest</title>
<p>Author GHB is currently employed by Pacific Legacy, Inc., but was a graduate student at California State University, Sacramento when research was conducted for this study.</p>
<p>The remaining 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 sec-type="disclaimer" id="s9">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ack>
<p>Many students participated in this study and helped collect data, including Lauren Lewis and Haden Kingrey. We wish to thank Daniel Calderon Sanchez for his help with microscopy and imaging. Also thank you to Ying Guan, Li Liu, and Xiaoyan Yang for putting together the special issue on starch analysis and to the Submissions Team at Frontiers in Earth Science.</p>
</ack>
<sec id="s10">
<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/feart.2022.897183/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/feart.2022.897183/full&#x23;supplementary-material</ext-link>
</p>
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