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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Archaeol.</journal-id>
<journal-title>Frontiers in Environmental Archaeology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Archaeol.</abbrev-journal-title>
<issn pub-type="epub">2813-432X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fearc.2023.1221143</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Archaeology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Assessing the use of stable isotope values from deer antlers as proxies for seasonal environmental variation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Royer</surname> <given-names>Julien</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/2363611/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Somerville</surname> <given-names>Andrew D.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1781993/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of World Languages and Cultures, Iowa State University</institution>, <addr-line>Ames, IA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Patrick Roberts, Max Planck Institute for the Science of Human History (MPI-SHH), Germany</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Sarah Pederzani, University of La Laguna, Spain; Aleksa K. Alaica, University of British Columbia, Canada</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Andrew D. Somerville <email>asomervi&#x00040;iastate.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>11</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>2</volume>
<elocation-id>1221143</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>10</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Royer and Somerville.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Royer and Somerville</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>
<sec>
<title>Introduction</title>
<p>We assess the feasibility of white-tailed deer (<italic>Odocoileus virginianus</italic>) antlers to serve as archives of information on paleoseasonality by analyzing stable isotope values from four modern white-tailed deer collected in central Iowa, USA. Because antlers develop from early spring to early fall, they may serve as an archive for intra-annual seasonal variations and provide snapshots of past climatic and environmental conditions.</p>
</sec>
<sec>
<title>Methods</title>
<p>Intra-antler samples were collected from the proximal end to distal end along the main beam of each antler and analyzed for carbon and nitrogen stable isotope values from collagen (&#x003B4;<sup>13</sup>C<sub>col</sub>, &#x003B4;<sup>15</sup>N<sub>col</sub>) and carbon and oxygen stable isotope values in bioapatite (&#x003B4;<sup>13</sup>C<sub>apa</sub>, &#x003B4;<sup>18</sup>O<sub>apa</sub>). Stable isotope data were then correlated with local climate data (precipitation and temperature) from the months leading up to the date of death of each deer and with the 50-year averages of the region.</p>
</sec>
<sec>
<title>Results</title>
<p>No consistent seasonal patterning was observed between local climate data and isotopic variables across the antlers. &#x003B4;<sup>13</sup>C<sub>apa</sub> values from each antler, however, do show a trend of being negatively correlated with precipitation variables and mean temperature.</p>
</sec>
<sec>
<title>Discussion</title>
<p>The results of this exploratory study suggest that individual deer feeding behaviors, mobility, and habitat preferences make it difficult to infer seasonal environmental conditions from antler stable isotope values. We suggest, however, that intra-antler stable isotope data may be useful for wildlife management and conservation studies.</p>
</sec></abstract>
<kwd-group>
<kwd>paleoclimate</kwd>
<kwd>paleoenvironment</kwd>
<kwd>stable isotope analysis</kwd>
<kwd>deer</kwd>
<kwd><italic>Cervidae</italic></kwd>
</kwd-group>
<contract-sponsor id="cn001">Iowa State University<named-content content-type="fundref-id">10.13039/100009227</named-content></contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="79"/>
<page-count count="14"/>
<word-count count="9504"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Archaeological Isotope Analysis</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Stable isotope values of animal bones can serve as paleoclimatic and paleoenvironmental proxies if the diet, feeding and drinking ecology, and habitat size of the organism are well understood (Hedges et al., <xref ref-type="bibr" rid="B33">2004</xref>; Kohn and Law, <xref ref-type="bibr" rid="B43">2006</xref>). Archaeologists are increasingly applying such studies in efforts to reconstruct the past environments in which humans and their ancestors lived. Because animal species of the <italic>Cervidae</italic> family, including deer, were commonly hunted and consumed by humans, their remains are often encountered in archaeological middens or trash deposits, thus serving as an available archive of past paleoclimatic and paleoenvironmental information. Indeed, previous studies on cervid bone and teeth have found significant relationships between the stable isotope values obtained from skeletal tissues and aspects of the local climate and environment in which they lived (Luz et al., <xref ref-type="bibr" rid="B48">1990</xref>; Cormie and Schwarcz, <xref ref-type="bibr" rid="B12">1996</xref>; Stevens et al., <xref ref-type="bibr" rid="B74">2006</xref>; Rivera-Araya and Pilaar Birch, <xref ref-type="bibr" rid="B61">2018</xref>), indicating their utility in paleoenvironmental studies.</p>
<p>In this paper, we build on this previous research and explore the use of antler bone as an archive of environmental information. We present new data from an intra-antler stable isotope analysis of four white-tailed deer (<italic>Odocoileus virginianus</italic>) antlers collected from known locations and months within central Iowa, USA. We take advantage of the known local precipitation and temperature data available for the region and assess how intra-antler stable isotope values changed over a well-documented season of development. White-tailed deer is a widespread species across the Americas with a fossil record dating back to the early Pliocene epoch, making its remains abundant and thus an attractive proxy for past environmental conditions. To explore intra-antler variation in isotopic values, we took 10 samples across the primary beam of four different antlers and analyzed them for stable isotope ratios of carbon and nitrogen from antler collagen (&#x003B4;<sup>13</sup>C<sub>col</sub>, &#x003B4;<sup>15</sup>N<sub>col</sub>) and carbon and oxygen from antler bioapatite (&#x003B4;<sup>13</sup>C<sub>apa</sub>, &#x003B4;<sup>13</sup>O<sub>apa</sub>). Antler stable isotope values are assessed relative to seasonal climatic changes (precipitation and temperature) obtained from local meteorological stations. The results are discussed within the context of white-tailed deer behavioral ecology and developmental antler biology.</p>
</sec>
<sec id="s2">
<title>2 White-tailed deer</title>
<sec>
<title>2.1 Diet and mobility</title>
<p>White-tailed deer are large, generalized herbivores with a widespread distribution across southern Canada, North America, and northern South America (Halls, <xref ref-type="bibr" rid="B31">1984</xref>). While individual deer may live up to 20&#x02013;25 years, they rarely live longer than 2&#x02013;3 years in the wild (Halls, <xref ref-type="bibr" rid="B31">1984</xref>; Smith, <xref ref-type="bibr" rid="B69">1991</xref>). Primary food items include forbs, grasses, shrubs, fruit, acorns, and leaves (Vangilder et al., <xref ref-type="bibr" rid="B78">1982</xref>; Fritzell, <xref ref-type="bibr" rid="B26">2017</xref>; McGovern et al., <xref ref-type="bibr" rid="B51">2020</xref>). Although they are dietary generalists, white-tailed deer will narrow their diet to preferred food species contingent on the season (Zagata and Haugen, <xref ref-type="bibr" rid="B79">1973</xref>; Huegel et al., <xref ref-type="bibr" rid="B37">1985</xref>; Fritzell, <xref ref-type="bibr" rid="B26">2017</xref>). Deer from central Iowa also feed within agricultural fields, including cultivated crops during the growing season from June through October and agricultural residue during the winter. Major crops in Iowa include maize (<italic>Zea mays</italic>) and soybeans (<italic>Glycine max</italic>).</p>
<p>White-tailed deer tend to remain within a well-defined home range. The size of their home range and the extent of their mobility, however, depends on local habitat, water, and food availability and quality (Huegel et al., <xref ref-type="bibr" rid="B37">1985</xref>; McGovern et al., <xref ref-type="bibr" rid="B51">2020</xref>). While buck fawns and adult bucks tend to have a greater home range than female fawns and does, the general habitat range of deer in Iowa is typically around 80 hectares with daily movement of &#x0007E;2 km, depending on the season (Zagata and Haugen, <xref ref-type="bibr" rid="B79">1973</xref>). Scarcity of food and breeding activity increases home ranges for fall and winter, while they remain rather small in the spring and summer because of abundant food supplies and fawn rearing. Even though deer tend to remain in the area where they were born, spring extension is observed, with some individuals being documented to travel as far as 80 km away from their place of birth. Furthermore, deer are willing to move to a different core area if danger is felt, generally because of hunting, predator-prey dynamics, and infrastructural expansion (Zagata and Haugen, <xref ref-type="bibr" rid="B79">1973</xref>; Huegel et al., <xref ref-type="bibr" rid="B37">1985</xref>; Fritzell, <xref ref-type="bibr" rid="B26">2017</xref>; McGovern et al., <xref ref-type="bibr" rid="B51">2020</xref>).</p>
</sec>
<sec>
<title>2.2 Antlers</title>
<p>Typically, only white-tailed deer males grow antlers. They occur in a variety of shapes and sizes from small and unbranched to large and branched (approximate range of length from 7 to 70 cm) (French et al., <xref ref-type="bibr" rid="B25">1956</xref>; Grasman and Hellgren, <xref ref-type="bibr" rid="B29">1993</xref>; Price et al., <xref ref-type="bibr" rid="B59">2005</xref>; Dryden, <xref ref-type="bibr" rid="B21">2016</xref>; Asleson et al., <xref ref-type="bibr" rid="B4">2017</xref>). The size of antlers is determined by their phase of development, genetics, and by the age of the individual (Scribner et al., <xref ref-type="bibr" rid="B66">1989</xref>). Generally, the size of antlers increases each year of an individual&#x00027;s life until about 5 years of age, at which point the antlers have reached their maximum size (Hewitt et al., <xref ref-type="bibr" rid="B34">2014</xref>). Unlike horns that are made of bone covered by a layer of keratin and are permanently part of the animal, antlers are made of bone, temporarily covered in a velvet membrane, and are shed and regrown annually (Moen et al., <xref ref-type="bibr" rid="B54">1999</xref>; Price et al., <xref ref-type="bibr" rid="B59">2005</xref>; Kierdorf and Kierdorf, <xref ref-type="bibr" rid="B40">2010</xref>). Trabecular bone (transporting nutrients and growth-regulating hormones) and cortical bone (compact bone that forms the hard outer structure) comprise the two types of bone within an antler (Banks, <xref ref-type="bibr" rid="B6">1974</xref>; Gomez et al., <xref ref-type="bibr" rid="B28">2013</xref>). Both bone types are composed of organic collagen and mineral hydroxyapatite.</p>
<p>The process of antler growth is defined as modified endochondral ossification and is described as the remodeling of cartilage by osteoclasts at the tip of each branch (Allen et al., <xref ref-type="bibr" rid="B1">2002</xref>; Kierdorf and Kierdorf, <xref ref-type="bibr" rid="B40">2010</xref>; R&#x000F6;ssner et al., <xref ref-type="bibr" rid="B63">2021</xref>). This regeneration process is later constituted of micro-lamellar bone and then primary osteons (Faucheux et al., <xref ref-type="bibr" rid="B22">2001</xref>; Price et al., <xref ref-type="bibr" rid="B59">2005</xref>). Antlers grow from pedicles as an extension of the frontal bone following an annual growth cycle starting and ending around late February to early March. During the growth phase, antlers are covered by a fine and soft membrane called velvet that supplies blood and nutrients to the antler. A steady antler growth from the tip (&#x0007E;1.3 cm per week) during April and May contrasts with the rapid growth that occurs in June and July (&#x0007E;5 cm per week). This inconsistent growth rate is marked by a circulating testosterone increase during the mineralization process from late summer to early fall, causing the shed of velvet (French et al., <xref ref-type="bibr" rid="B25">1956</xref>; Fennessy and Suttie, <xref ref-type="bibr" rid="B23">1985</xref>; Asleson et al., <xref ref-type="bibr" rid="B4">2017</xref>). As the antler mineralizes, chondroclast cells resorb cartilage while osteoblast cells secrete new bone tissue. During the winter, osteoclast cells demineralize along the abscission line situated on the coronet, allowing the casting of antlers. Importantly, compact cortical bone is the most resistant to diagenesis, and thus mature antlers can preserve over long periods of time in the archaeological record (Moen et al., <xref ref-type="bibr" rid="B54">1999</xref>).</p>
</sec>
</sec>
<sec id="s3">
<title>3 Stable isotope analysis</title>
<sec>
<title>3.1 Principles of isotopic analysis and cervid bone</title>
<p>Because white-tailed deer antlers are made of bone, they may be analyzed for stable isotope ratios of carbon, nitrogen, and oxygen in a similar manner as other skeletal elements. For carbon, the primary factor that produces variation in &#x003B4;<sup>13</sup>C values within a given environment is the differences in photosynthetic pathways of the plants at the base of the ecosystem. Atmospheric CO<sub>2</sub> is fixed in plants through C3, C4, and Crassulacean acid metabolism (CAM) photosynthetic pathways. These photosynthetic pathways result in varying &#x003B4;<sup>13</sup>C values within plant tissues, with C3 plants exhibiting relatively low values, C4 plants exhibiting relatively high (less negative) values, and CAM plants varying between these two depending on environmental circumstances (Bender, <xref ref-type="bibr" rid="B7">1968</xref>; Smith and Epstein, <xref ref-type="bibr" rid="B68">1971</xref>; Borland et al., <xref ref-type="bibr" rid="B10">2011</xref>). Within C3 plants, additional variation in &#x003B4;<sup>13</sup>C values can occur due to the influences of precipitation, humidity, temperature, amount of sunlight, and salinity of the soil (Tieszen, <xref ref-type="bibr" rid="B77">1991</xref>; Kohn, <xref ref-type="bibr" rid="B42">2010</xref>; Bonafini et al., <xref ref-type="bibr" rid="B9">2013</xref>; Schoeninger et al., <xref ref-type="bibr" rid="B65">2016</xref>). The &#x003B4;<sup>13</sup>C values of herbivore bone reflect the &#x003B4;<sup>13</sup>C values of consumed plants, where lower &#x003B4;<sup>13</sup>C values are indicative of greater C3 dietary intake and higher &#x003B4;<sup>13</sup>C values indicative of greater C4 and or CAM plant intake (DeNiro and Epstein, <xref ref-type="bibr" rid="B18">1978</xref>). Stable carbon isotope values can be obtained from two phases of antler bone: the organic collagen phase (&#x003B4;<sup>13</sup>C<sub>col</sub>) and the mineral bioapatite phase (&#x003B4;<sup>13</sup>C<sub>apa</sub>). &#x003B4;<sup>13</sup>C<sub>apa</sub> values reflect the &#x003B4;<sup>13</sup>C values of dietary inputs from all macronutrient sources (i.e., carbohydrate, protein, lipids), while &#x003B4;<sup>13</sup>C<sub>col</sub> values are biased toward the &#x003B4;<sup>13</sup>C values of dietary protein sources (Ambrose and Norr, <xref ref-type="bibr" rid="B3">1993</xref>; Froehle et al., <xref ref-type="bibr" rid="B27">2010</xref>). Within white-tailed deer tissues, stable carbon isotope values in both collagen and apatite are thus the product of the amount of maize (predominant agricultural byproduct of Iowa) relative to non-maize plant consumption as well as the seasonal fluctuation in C3 plant &#x003B4;<sup>13</sup>C values. While native C4 grasses do occur in Iowa, the vast areas of land dedicated to maize agriculture lead us to believe that any C4 signal detected within antler stable isotope values likely originated with consumption of agricultural maize.</p>
<p>&#x003B4;<sup>15</sup>N values of mammalian bone are primarily influenced by the &#x003B4;<sup>15</sup>N values from dietary protein sources (DeNiro and Epstein, <xref ref-type="bibr" rid="B19">1981</xref>; Schoeninger and DeNiro, <xref ref-type="bibr" rid="B64">1984</xref>). &#x003B4;<sup>15</sup>N values of animal tissues reflect the position of an individual within the trophic system, with plants having the lowest values and carnivores having the highest values (Minagawa and Wada, <xref ref-type="bibr" rid="B53">1984</xref>; Robinson, <xref ref-type="bibr" rid="B62">2001</xref>; Bocherens and Drucker, <xref ref-type="bibr" rid="B8">2003</xref>). For herbivores, stable nitrogen isotope values in skeletal tissue can be used to reflect aspects of the local environment (Somerville et al., <xref ref-type="bibr" rid="B70">2018</xref>, <xref ref-type="bibr" rid="B71">2020</xref>). &#x003B4;<sup>15</sup>N values of organic tissues of herbivores reflect the &#x003B4;<sup>15</sup>N values of the plants they consume, which are themselves influenced by soil &#x003B4;<sup>15</sup>N values. Globally, &#x003B4;<sup>15</sup>N values of soil and the plants that grow from it are influenced by temperature and precipitation (Murphy and Bowman, <xref ref-type="bibr" rid="B55">2006</xref>, <xref ref-type="bibr" rid="B56">2009</xref>; Hartman, <xref ref-type="bibr" rid="B32">2011</xref>; Craine et al., <xref ref-type="bibr" rid="B13">2015a</xref>,<xref ref-type="bibr" rid="B14">b</xref>), and such differences in &#x003B4;<sup>15</sup>N values between environmental zones is incorporated into the tissues of organisms that consume them. Generally, organisms feeding in cool, wet environments exhibit the lowest &#x003B4;<sup>15</sup>N values while organisms feeding in hot, dry environments exhibit the highest &#x003B4;<sup>15</sup>N values (Ambrose, <xref ref-type="bibr" rid="B2">1991</xref>; Murphy and Bowman, <xref ref-type="bibr" rid="B56">2009</xref>; Hartman, <xref ref-type="bibr" rid="B32">2011</xref>; Somerville et al., <xref ref-type="bibr" rid="B70">2018</xref>). An additional source of variation in nitrogen values comes from human inputs to the soil. Plants growing out of soil supplemented by manuring and fertilizers show an increase in &#x003B4;<sup>15</sup>N values, which can then be transferred to the tissues of animals that consume them (Fraser et al., <xref ref-type="bibr" rid="B24">2011</xref>; Szpak et al., <xref ref-type="bibr" rid="B76">2012</xref>).</p>
<p>&#x003B4;<sup>18</sup>O values in mammalian bone tissue reflect the &#x003B4;<sup>18</sup>O values of the water consumed by the organism (Luz et al., <xref ref-type="bibr" rid="B49">1984</xref>; Ayliffe and Chivas, <xref ref-type="bibr" rid="B5">1990</xref>; Huertas et al., <xref ref-type="bibr" rid="B38">1995</xref>). Because the &#x003B4;<sup>18</sup>O value of oxygen from the air is relatively constant worldwide (Kroopnick and Craig, <xref ref-type="bibr" rid="B44">1972</xref>), the primary source of variation in &#x003B4;<sup>18</sup>O values of mammalian skeletal tissue is the variation of &#x003B4;<sup>18</sup>O values of consumed water, either imbibed or consumed with food (Huertas et al., <xref ref-type="bibr" rid="B38">1995</xref>; Levin et al., <xref ref-type="bibr" rid="B45">2006</xref>). Factors such as altitude, distance from the sea, temperature, precipitation, and relative humidity can influence the &#x003B4;<sup>18</sup>O values of precipitation and hence meteoric water sources (Longinelli, <xref ref-type="bibr" rid="B47">1984</xref>; Ayliffe and Chivas, <xref ref-type="bibr" rid="B5">1990</xref>; Poage and Chamberlain, <xref ref-type="bibr" rid="B58">2001</xref>). For meteoric water in a given location, the strongest influence on &#x003B4;<sup>18</sup>O values is the local temperature, which implies that &#x003B4;<sup>18</sup>O values in the skeletal tissue of obligate drinking organisms will correlate with local temperature variation (Dansgaard, <xref ref-type="bibr" rid="B16">1964</xref>; Iacumin et al., <xref ref-type="bibr" rid="B39">1996</xref>; Hallin et al., <xref ref-type="bibr" rid="B30">2012</xref>). For non-obligate drinking organisms that obtain water primarily from the plants they consume, skeletal &#x003B4;<sup>18</sup>O values correlate more strongly with local relative humidity and precipitation levels than temperature as leaf water is subject to the additional oxygen isotope fractionation process of evapotranspiration that results in <sup>18</sup>O enrichment in leaf water during dryer/warmer periods (Burk and Stuiver, <xref ref-type="bibr" rid="B11">1981</xref>; Ayliffe and Chivas, <xref ref-type="bibr" rid="B5">1990</xref>; Levin et al., <xref ref-type="bibr" rid="B45">2006</xref>). The magnitude of the change in oxygen isotope ratios is influenced by relative humidity and precipitation, with higher humidity and greater precipitation leading to lower &#x003B4;<sup>18</sup>O values in leaf water and hence tissues of animals that consume them (Huertas et al., <xref ref-type="bibr" rid="B38">1995</xref>; Levin et al., <xref ref-type="bibr" rid="B45">2006</xref>; Somerville et al., <xref ref-type="bibr" rid="B70">2018</xref>). White-tailed deer&#x00027;s primary source of water is leaf water, but they will drink surface water on occasion, particularly when temperatures are high (Michael, <xref ref-type="bibr" rid="B52">1968</xref>). &#x003B4;<sup>18</sup>O values from deer bone then are influenced both by changes in both local moisture and temperature (Luz et al., <xref ref-type="bibr" rid="B48">1990</xref>).</p>
</sec>
<sec>
<title>3.2 Previous isotopic studies on cervids</title>
<p>Previous studies have demonstrated the potential of the isotopic ratios of C, N, and O in bone and enamel of cervids to reflect aspects of diet and the environmental context in which they lived. For &#x003B4;<sup>13</sup>C values, early analyses of bone collagen of modern <italic>Odocoileus virginianus</italic> specimens from North America found a positive relationship between mean temperature and &#x003B4;<sup>13</sup>C values of bone collagen, presumably due to the greater consumption of C4 plants during warm summer months (Cormie and Schwarcz, <xref ref-type="bibr" rid="B12">1996</xref>). Research on red deer (<italic>Cervus elaphus</italic>) populations in European environments that do not contain C4 plants, however, observed a negative relationship between temperature and &#x003B4;<sup>13</sup>C values (Stevens et al., <xref ref-type="bibr" rid="B74">2006</xref>). Despite the ambiguous general relationship between temperature and stable carbon isotope values, studies on red deer &#x003B4;<sup>13</sup>C values across the late Pleistocene to early Holocene find significantly higher values during the cool/dry Pleistocene than in the warm/wet Holocene, demonstrating the ability of these values to reflect general changes in properties of the landscape over time (Drucker et al., <xref ref-type="bibr" rid="B20">2003</xref>; Hedges et al., <xref ref-type="bibr" rid="B33">2004</xref>).</p>
<p>For &#x003B4;<sup>15</sup>N values, a negative correlation between precipitation levels and &#x003B4;<sup>15</sup>N values in bone collagen of modern <italic>Odocoileus virginianus</italic> of North America was observed, but only when individual deer had consumed &#x0003E; 10% C4 plants (Cormie and Schwarcz, <xref ref-type="bibr" rid="B12">1996</xref>). Analyses of &#x003B4;<sup>15</sup>N values from red deer bone collagen from Europe, however, did not find a significant relationship with precipitation levels; instead they found a strong positive correlation between &#x003B4;<sup>15</sup>N values and temperature from each site (Stevens et al., <xref ref-type="bibr" rid="B74">2006</xref>). Such varying results highlight the complexity of interpreting mammalian nitrogen isotope values and the challenges inherent to cross-regional comparisons.</p>
<p>In addition to bone, previous studies have documented the potential of cervid enamel to serve as an archive of paleoenvironmental information. Both studies of white-tailed deer (Rivera-Araya and Pilaar Birch, <xref ref-type="bibr" rid="B61">2018</xref>) and red deer (Stevens et al., <xref ref-type="bibr" rid="B73">2011</xref>) have found correlations between patterns of change in &#x003B4;<sup>18</sup>O values from intra-tooth sub-samples and those of seasonal change in &#x003B4;<sup>18</sup>O values of local precipitation, which are themselves strongly influenced by changes in temperature. In deer, enamel mineralizes during the first 1&#x02013;3 years of development and captures the isotopic signature of the food and water consumed during that time. This process, however, necessitates caution when interpreting enamel &#x003B4;<sup>18</sup>O values as developmental changes such as nursing and weaning can be captured in the enamel signature and thus obscure environmental signals, particularly in the first molar (Malasek et al., <xref ref-type="bibr" rid="B50">2023</xref>).</p>
<p>Isotopic values of cervid antlers, like bone and enamel, reflect aspects of their diet and environment. Research on white-tailed deer with known diets shows a consistent offset between diet and antler &#x003B4;<sup>13</sup>C and &#x003B4;<sup>15</sup>N values of &#x0002B;4.5 &#x000B1; 0.16&#x02030; and &#x0002B;4.29 &#x000B1; 0.29&#x02030;, respectively (Darr and Hewitt, <xref ref-type="bibr" rid="B17">2008</xref>). Research that conducted inter-antler analysis of collagen stable carbon and nitrogen isotope values found that bone isotope values and antler isotope values are not in equilibrium and that considerable variation could exist within antlers (Stevens and O&#x00027;Connell, <xref ref-type="bibr" rid="B75">2016</xref>). The present study attempts to explain to what extent intra-antler variation of white-tail deer antlers can be explained by seasonal variation in diet, temperature, and precipitation variables.</p>
</sec>
</sec>
<sec sec-type="materials and methods" id="s4">
<title>4 Materials and methods</title>
<sec>
<title>4.1 Samples</title>
<p>The sampled population is comprised of four antlers from wild deer from central Iowa (<xref ref-type="fig" rid="F1">Figure 1</xref>). Three of the specimens were collected by the Iowa Department of Natural Resources (DNR) and one was collected opportunistically from a deer discovered by the authors. Each of the sampled antlers was collected during the fall months and was still attached to the skull at the time of the death. The locations of specimens are displayed in <xref ref-type="fig" rid="F1">Figure 1</xref>. The first antler, PEL-0090, was collected from a hunted white-tailed deer in Jasper County, Iowa. The length (measured along the posterior side) and weight are 50.7 cm and 191 g, respectively. The deer was a juvenile of &#x0007E;1.5 years of age at its time of death (December 5th, 2016). The antler was donated to this research project by the Iowa DNR.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Map of Iowa, USA, displaying the locations from where the analyzed antler specimens were sampled.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0001.tif"/>
</fig>
<p>Antler PEL-0114 was collected from a hunted white-tailed deer in Wright County, Iowa. The length (measured along the posterior side) and weight are 50.5 cm and 185 g, respectively. The deer was a juvenile of &#x0007E;1 years old at its time of death (December 3rd, 2016). The antler was donated to this research project by the Iowa DNR.</p>
<p>Antler PEL-0164 was collected from a hunted white-tailed deer in Boone County, Iowa. The length (measured along the posterior side) and weight are 68.6 cm and 366.7 g, respectively. The deer was an adult of &#x0007E;2.5 years of age at its time of death (late October 2019). The antler was donated to this research project by the Iowa DNR.</p>
<p>Finally, antler PEL-0165 was collected from a discovered dead white-tailed deer from Story County, Iowa by ADS during November 2020. The length (measured along the posterior side) and weight are 21 cm and 63.2 g, respectively. The deer was a juvenile at its time of death.</p>
</sec>
<sec>
<title>4.2 Sample preparation</title>
<p>Ten samples of collagen and apatite were obtained for each antler, for a total of 80 samples. Collagen and apatite samples each yielded two isotope variables (&#x003B4;<sup>13</sup>C<sub>col</sub> and &#x003B4;<sup>15</sup>N<sub>col</sub> for collagen and &#x003B4;<sup>13</sup>C<sub>apa</sub> and &#x003B4;<sup>18</sup>O<sub>apa</sub> for apatite), for a total of 160 data points that were investigated in this study. To extract powdered antler tissue, the outer layer of the antler that was in direct contact with the external environment was first removed by ablating the surface with a hand-held Dremel tool equipped with a diamond engraving bit before sample extraction. All samples for analysis were then collected from these cleaned areas by extracting powdered samples using a Dremel tool with a clean diamond engraving bit along the posterior side of the antlers from the proximal end to the distal end.</p>
<p>The samples were prepared for the procedure of carbon and nitrogen isotope analysis of collagen by modifying established methods (Longin, <xref ref-type="bibr" rid="B46">1971</xref>; Sealy et al., <xref ref-type="bibr" rid="B67">2014</xref>). Samples of &#x0007E;50 mg of cortical antler bone were powdered and weighed out into 15 mL polypropylene tubes. Approximately 10 mL of 0.25 M HCl was added to each tube for demineralization, which were then mixed on the touch mixer for 45&#x02013;60 s. The caps were then loosened, and the tubes sat at room temperature for 48 h. Samples were then rinsed with ultrapure H<sub>2</sub>O to neutralize. Because all samples were modern, the alkaline soak in sodium hydroxide (NaOH) solution and the filtration steps were skipped. Tubes with collagen gelatin were placed with closed caps in an oven at 85&#x000B0;C for 24 h to solubilize. Finally, the collagen samples were frozen and lyophilized in a freeze dryer for 24 h.</p>
<p>The samples were prepared for the procedure of carbon and oxygen isotope analysis of carbonate in bone mineral apatite (Ca<sub>10</sub>([PO<sub>4</sub>, CO<sub>3</sub>])<sub>6</sub>(OH)<sub>2</sub>) by following a modified version of established procedures that are commonly used on archaeological specimens (Koch et al., <xref ref-type="bibr" rid="B41">1997</xref>; Crowley and Wheatley, <xref ref-type="bibr" rid="B15">2014</xref>). Although the antler specimens are not likely to have suffered diagenetic alteration, we used the same treatment protocol as archaeological specimens to make data from potential future studies of ancient specimens comparable to those of this modern sample. Sample sizes of &#x0007E;30 mg were weighed. Then, 1,200 &#x003BC;L of 2% bleach (NaOCl) was added to the samples, mixed, and left to sit at room temperature for 24 h. The bleach was then decanted and samples were rinsed three times with ultrapure water. One thousand two hundred microliter of 1 M acetic acid (CH<sub>3</sub>COOH) buffered to a pH of 5 was added to the samples, which were then mixed and left to sit at room temperature for 24 h. The water rinse process was once again applied and then the samples, placed in a tray uncapped, were put in a laboratory oven to dry at 60&#x000B0;C for 24 h.</p>
<p>Mass spectrometry of collagen and apatite samples occurred in the Stable Isotope Laboratory in the Department of Geological and Atmospheric Sciences at Iowa State University. Collagen samples were analyzed for carbon and nitrogen isotopes using a Costech Elemental Analyzer coupled to a ThermoFinnigan Delta Plus XL mass spectrometer. Reference standards [Caffeine(USGS-62), Caffeine (IAEA-600), Cellulose (IAEA-CH-3), and Acetanilide (laboratory standard)] were used for isotopic corrections, and to assign the data to the appropriate isotopic scale. Corrections were done using a three-point regression method and isotope results are reported in parts per thousand (per mil, &#x02030;). Percent concentration (%) was calculated using the peak area of the sample. The combined uncertainty (analytical uncertainty and average correction factor) for &#x003B4;<sup>13</sup>C is &#x000B1; 0.1&#x02030; (VPDB) and &#x003B4;<sup>15</sup>N is &#x000B1; 0.2&#x02030; (AIR). For the carbonate apatite samples, carbon and oxygen isotope ratios were analyzed with a Gas Bench with a CombiPAL autosampler coupled to the ThermoFinnigan Delta Plus XL mass spectrometer. Reference standards (NBS-18, IAEA 603) were used for isotopic corrections, and to assign the data to the appropriate isotopic scale. Corrections were done using a two-point regression method and isotope results are reported in parts per thousand (per mil, &#x02030;). The analytical uncertainty for &#x003B4;<sup>13</sup>C is &#x000B1; 0.1&#x02030; (VPDB) and &#x003B4;<sup>18</sup>O is &#x000B1; 0.1&#x02030; (VPDB).</p>
</sec>
<sec>
<title>4.3 Climate data</title>
<p>As part of our intra-antler analysis of the relationship between seasonal climatic variables and stable isotope data, we tested correlations between two scales of analysis. First, we used the available monthly climate data from local weather stations made available by the National Oceanic and Atmospheric Administration (NOAA). We obtained monthly mean precipitation, and monthly mean maximum, average, and minimum temperature using weather data from NOAA. This dataset from weather stations was provided by the NOAA climate data online under the local climatological data search tool. Access to the historical weather data allowed us to associate the unique seasonal conditions of the habitat of each individual in the study (NOAA, <xref ref-type="bibr" rid="B57">2021</xref>). The Des Moines international airport station historical data of 2016 is associated with PEL-0090; the Fort Dodge Duncombe school area station historical data of 2016 is associated with PEL-0114; the Fort Dodge RGNL Station historical data of 2019 is associated with PEL-0164 and PEL-0165 (Steremberg et al., <xref ref-type="bibr" rid="B72">1995</xref>). Antlers PEL-0164 and PEL-0165 were found in relatively proximity to each other and therefore share the same local weather station and thus local climate data. Because the maximum and minimum temperature variables were highly correlated with the mean monthly temperatures, we narrowed the analysis to only mean monthly temperature for the temperature variables. Second, we assessed the 50-year mean monthly data from each antler location because monthly rainfall totals can be quite variable at the local level (<xref ref-type="fig" rid="F2">Figure 2</xref>). We obtained the multi-decadal mean monthly precipitation totals from the study regions using the geographic information system software DIVA-GIS (Hijmans et al., <xref ref-type="bibr" rid="B36">2001</xref>, <xref ref-type="bibr" rid="B35">2005</xref>) and the publicly available WorldClim dataset (Hijmans et al., <xref ref-type="bibr" rid="B35">2005</xref>). The WorldClim data represent the interpolated mean monthly values across the period of AD 1950&#x02013;2000 at each antler location.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Patterns of seasonal change in precipitation and temperature in central Iowa, USA. The data represent two scales: a multi-decade scale based on 50 year monthly averages (DIVA-GIS/WorldClim data) and a monthly scale with monthly totals (NOAA data). <bold>(A)</bold> Monthly precipitation totals; <bold>(B)</bold> mean monthly precipitation totals over 50-year period; <bold>(C)</bold> mean monthly temperatures. Note that PEL-0164 and PEL-0165 share the same climate station and hence the same climate data.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0002.tif"/>
</fig>
</sec>
<sec>
<title>4.4 Statistical analysis</title>
<p>Analysis of variance tests (ANOVA) were used to compare the mean stable isotope values between antlers, and linear regression models were used to analyze the relationship between the dependent isotope values and the independent variables of temperature and precipitation. Each antler had 10 evenly spaced samples taken from along the main beam. Resulting stable isotope values from each of these sub samples were associated with monthly mean environmental variables obtained from the closest weather stations (<xref ref-type="fig" rid="F1">Figure 1</xref>). Based on the knowledge of antler growth patterns, which begin in February, and the knowledge of the date of death of each deer specimen, we matched the 1&#x02013;10 sample sequence from each antler with the calendar dates of February-November to assess how seasonal changes in the local climate are reflected in the isotopic values of the antlers. This association of a month of development with a stable isotope value is conducted with the acknowledgment that this is not a precise pairing because antler velvet tends to be shed a month or two prior to November. Nevertheless, we believe that assessing the data in this way captures the patterns of seasonal change through time, with cooler periods at the beginning and ending of antler development. By analyzing the data in this manner we may assess how the extreme seasonal changes in environmental conditions of central Iowa might influence the intra-antler stable isotope data. Indeed, all analyzed antlers should have the earliest (most proximal) values representing climatic conditions of around February, samples from the middle of the antlers should correlate to the summer months, and the most distal samples should represent the early fall months (see <xref ref-type="fig" rid="F2">Figure 2</xref>). Statistical analyses and vizualizations were conducted in the R computing environment (version R-4.0.2) (R Core Team, <xref ref-type="bibr" rid="B60">2021</xref>). In addition to statistical tests of mean differences and intra-antler isotope/climate correlations, we also qualitatively assess the isotopic patterning of the isotopic data within the antlers. If seasonal changes strongly influence deer isotope values, then we would expect to see a similar <italic>U</italic>-shaped pattern within each antler reflecting the beginning and end of the summer season.</p>
</sec>
</sec>
<sec sec-type="results" id="s5">
<title>5 Results</title>
<p>Results of the stable isotope analyses of the antler collagen and apatite phases are available in the <xref ref-type="supplementary-material" rid="SM1">Supplementary material</xref>. The results demonstrated strong separation in stable isotope values between antlers (<xref ref-type="fig" rid="F3">Figure 3</xref>; <xref ref-type="table" rid="T1">Table 1</xref>). Separate one-way analysis of variance (ANOVA) tests confirmed that significant differences exist between the isotopic values of each antler (<italic>P</italic> &#x0003C; 0.001), except for &#x003B4;<sup>18</sup>O<sub>apa</sub> values which were not significantly different between antlers (<italic>P</italic> = 0.098). Additionally, we assessed the patterns of change over time within each antler. These can be viewed in <xref ref-type="fig" rid="F4">Figure 4</xref>, which shows the isotope values as a function of their distance in cm from the pedicle, and in <xref ref-type="fig" rid="F5">Figure 5</xref>, which shows the isotope values as a function of their relative position (1&#x02013;10) from the pedicle, with 1 representing the most proximal sample and 10 representing the most distal sample. For antler PEL-0164, the fifth &#x003B4;<sup>18</sup>O<sub>apa</sub> value from the pedicle (PEL-0164.134), which corresponds to the month of June in our analyses, exhibited an abnormally high value of &#x02212;1.5&#x02030; relative to the overall average of &#x02212;6.8&#x02030; for rest of the intra-antler samples of this individual (see <xref ref-type="fig" rid="F3">Figure 3</xref>). Because this may have been due to an error in sample processing, analysis, or due to a highly abnormal water acquisition strategy for the individual deer that month, we excluded this singular point for the statistical analysis.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Scatterplot of stable isotope data from intra-antler samples. The data include stable carbon and nitrogen values from collagen samples <bold>(A)</bold>, and stable carbon and oxygen isotope values from antler apatite <bold>(B)</bold>. Sample shapes and colors vary according to each antler specimen analyzed.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0003.tif"/>
</fig>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Mean and standard deviation values for each stable isotope variable from each antler.</p></caption>
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Antlers</bold></th>
<th valign="top" align="center"><bold>Mean &#x003B4;<sup>13</sup>C<sub>col</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>SD &#x003B4;<sup>13</sup>C<sub>col</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>Mean &#x003B4;<sup>15</sup>N<sub>col</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>SD &#x003B4;<sup>15</sup>N<sub>col</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>Mean &#x003B4;<sup>13</sup>C<sub>apa</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>SD &#x003B4;<sup>13</sup>C<sub>apa</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>Mean &#x003B4;<sup>18</sup>O<sub>apa</sub> &#x02030;</bold></th>
<th valign="top" align="center"><bold>SD &#x003B4;<sup>18</sup>O<sub>apa</sub> &#x02030;</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">PEL-0090</td>
<td valign="top" align="center">&#x02212;17.8</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">5.6</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">&#x02212;8.0</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">&#x02212;5.6</td>
<td valign="top" align="center">1.2</td>
</tr> <tr>
<td valign="top" align="left">PEL-0114</td>
<td valign="top" align="center">&#x02212;19.4</td>
<td valign="top" align="center">0.6</td>
<td valign="top" align="center">6.9</td>
<td valign="top" align="center">0.3</td>
<td valign="top" align="center">&#x02212;11.2</td>
<td valign="top" align="center">0.9</td>
<td valign="top" align="center">&#x02212;5.2</td>
<td valign="top" align="center">0.7</td>
</tr> <tr>
<td valign="top" align="left">PEL-0164</td>
<td valign="top" align="center">&#x02212;18.0</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">5.8</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">&#x02212;8.8</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">&#x02212;6.2</td>
<td valign="top" align="center">0.5</td>
</tr> <tr>
<td valign="top" align="left">PEL-0165</td>
<td valign="top" align="center">&#x02212;23.3</td>
<td valign="top" align="center">0.5</td>
<td valign="top" align="center">5.2</td>
<td valign="top" align="center">0.2</td>
<td valign="top" align="center">&#x02212;14.3</td>
<td valign="top" align="center">0.4</td>
<td valign="top" align="center">&#x02212;6.4</td>
<td valign="top" align="center">0.7</td>
</tr></tbody>
</table>
<table-wrap-foot>
<p>For each antler, <italic>N</italic> = 10.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Stable isotope data plotted as a function of the sample&#x00027;s distance in centimeters (dist) from the proximal base of each antler. The most distal samples represent the most recent period of antler development and the most proximal samples represent the oldest portion of the antlers. <bold>(A)</bold> Stable carbon isotope values from antler collagen; <bold>(B)</bold> stable nitrogen isotope values from antler collagen; <bold>(C)</bold> stable carbon isotope values from antler apatite; <bold>(D)</bold> stable oxygen isotope values from antler apatite.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Stable isotope data plotted as a function of the sample position along the main beam of each antler. The 1 position represents the most proximal sample and the 10 position represents the most distal sample. The period of development corresponds roughly to the calendar months of February through November. <bold>(A)</bold> Stable carbon isotope values from antler collagen; <bold>(B)</bold> stable nitrogen isotope values from antler collagen; <bold>(C)</bold> stable carbon isotope values from antler apatite; <bold>(D)</bold> stable oxygen isotope values from antler apatite.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0005.tif"/>
</fig>
<p>To explore intra-antler variation in stable isotope values (&#x003B4;<sup>13</sup>C<sub>col</sub>, &#x003B4;<sup>15</sup>N<sub>col</sub>, &#x003B4;<sup>13</sup>C<sub>apa</sub>, &#x003B4;<sup>18</sup>O<sub>apa</sub>) with reference to known seasonal changes of the regions in which they lived, we compared stable isotope data with known local weather data from the stations closest to each antler. For all antlers, the relationships between isotopic values and climate are visualized in <xref ref-type="fig" rid="F6">Figure 6</xref> for precipitation and <xref ref-type="fig" rid="F7">Figure 7</xref> for temperature. First, we examined the carbon and nitrogen isotope data from antler collagen with reference to the climate data. No significant correlations were observed between &#x003B4;<sup>13</sup>C<sub>col</sub> antler values and any climate variable. For &#x003B4;<sup>15</sup>N values, moderate to strong correlations were found with the 1-year (NOAA) mean temperature data within antlers PEL-0090 (<italic>R</italic> = &#x02212;0.80), PEL-0114 (<italic>R</italic> = 0.54), and PEL-0164 (<italic>R</italic> = 0.62), but not PEL-0165 (<italic>R</italic> = &#x02212;0.25). Notably however, while the correlation in &#x003B4;<sup>15</sup>N values and temperature for PEL-0090 is negative, the relationship is positive for PEL-0114 and PEL-0164. Additionally, &#x003B4;<sup>15</sup>N values of PEL-0090 were strongly correlated with the 50-year precipitation data (WorldClim; <italic>R</italic> = &#x02212;0.79), but not in any other antler.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Scatterplots displaying relationships between local precipitation variables and stable isotope values from intra-antler samples. Marker color and shape differentiate the sampled antlers.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0006.tif"/>
</fig>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p>Scatterplots displaying correlations between local mean monthly temperatures and stable isotope values from intra-antler shape differentiate the sampled antlers. <bold>(A)</bold> Stable carbon isotope values from antler collagen; <bold>(B)</bold> stable nitrogen isotope values from antler collagen; <bold>(C)</bold> stable carbon isotope values from antler apatite; <bold>(D)</bold> stable oxygen isotope values from antler apatite.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fearc-02-1221143-g0007.tif"/>
</fig>
<p>Secondly, we explored the relationships between local climate variables and the stable carbon and oxygen values from antler mineral apatite. For the &#x003B4;<sup>13</sup>C<sub>apa</sub> values, only PEL-0165 displayed any moderate to strong correlations with climate variables. Antler PEL-0165 had moderate negative correlations between &#x003B4;<sup>13</sup>C<sub>apa</sub> values and the 1-year monthly temperature means (NOAA; <italic>R</italic> = &#x02212;0.76), the 1-year precipitation means (NOAA; <italic>R</italic> = &#x02212;0.70), and the 50-year precipitation means (WorldClim; <italic>R</italic> = &#x02212;0.65). Notably all correlations between stable carbon isotope values from antler apatite and climate variables were negatively related, indicating a consistent response of this variable to seasonal change. For the &#x003B4;<sup>18</sup>O<sub>apa</sub> data, the only notable correlations were observed in antler PEL-0090, which had moderate to strong correlations between &#x003B4;<sup>18</sup>O<sub>apa</sub> and the 1-year temperature monthly means (NOAA; <italic>R</italic> = &#x02212;0.61) and with the 50-year monthly precipitation means (WorldClim; <italic>R</italic> = &#x02212;0.81). No other antler displayed significant correlations between &#x003B4;<sup>18</sup>O<sub>apa</sub> values and climate variables.</p>
</sec>
<sec sec-type="discussion" id="s6">
<title>6 Discussion</title>
<p>The results of this study found significant differences between the means of the intra-antler stable isotope values of carbon and nitrogen from bone collagen and stable isotope values of carbon from antler apatite from each of four white-tailed deer antlers. These differences suggest that, although intra-antler variation in diet did occur, the individual deer consumed distinct diets during the season of antler growth. Antler PEL-0090, for example, exhibited a mean &#x003B4;<sup>13</sup>C<sub>apa</sub> value of &#x02212;8.0 &#x000B1; 0.3&#x02030;, suggesting a diet relatively high in C4 plants, such as maize, while the antler of PEL-0165 exhibited a mean &#x003B4;<sup>13</sup>C<sub>apa</sub> value of &#x02212;14.3 &#x000B1; 0.4&#x02030;, suggesting a diet more consistent with natural C3 browse. The clear inter-individual differences in stable isotope values from the individuals sampled from four areas of Iowa suggest that isotopic values of antler tissue can reflect differences across a landscape, or at least the patches to which deer had access.</p>
<p>Within each antler, we investigated the relationship between the four stable isotope variables and local climatic variables from the nearby weather stations. Most isotopic variables did not exhibit clear correlations with the local climatic data. Isotopic values from PEL-0090, however, did exhibit significant negative correlations between stable nitrogen and oxygen isotope variables and precipitation and temperature variables, respectively. Other antlers, however, exhibited positive correlations between these variables, indicating the opposite relationship between &#x003B4;<sup>18</sup>O<sub>apa</sub> and &#x003B4;<sup>15</sup>N<sub>col</sub> values and precipitation and temperature. The only consistent trend to emerge from the isotope-climate correlations was the relationship between &#x003B4;<sup>13</sup>C<sub>apa</sub> values and all climate variables. The intra-antler &#x003B4;<sup>13</sup>C<sub>apa</sub> values from each individual studied exhibited negative correlations with the two precipitation variables and with mean temperature (<xref ref-type="fig" rid="F5">Figure 5</xref>). While these correlations are only significant in PEL-0165, the pattern is consistent across all four antlers. This suggests that among the four isotope variables, &#x003B4;<sup>13</sup>C<sub>apa</sub> values most consistently track seasonal changes in the diet of the deer. It remains unclear, however, whether this trend is driven by seasonal changes in precipitation and temperature or whether it may be a factor of changes in diet of the deer over the course of the period of antler growth. For example, the deer may have fed more on C4 agricultural refuse during the cold winter and fall months but on more natural browse during the warm and wet summer months.</p>
<p>The results of this study in combination with those of previous research highlight both opportunities for future areas of research utilizing intra-antler stable isotope analysis and drawbacks to the method that would need to be accounted for in future studies. We first consider the positive aspects of intra-antler analyses. The results of this study found that intra-antler isotope values of four deer consistently clustered together and that they reflect different diet and ecologies of each individual. This suggests the potential use of isotope values from antlers as proxies to characterize aspects of the local environment in which the deer lived. The intra-antler changes in isotopic values from the proximal to distal ends, moreover, indicate changes in feeding strategies over time. Temporally sensitive data such as these may be particularly useful to wildlife management and conservation efforts. Future isotopic studies of antlers could be used to track the extent of crop raiding by deer and to track how they exploit different environmental patches over the course of antler development.</p>
<p>This study also highlights several aspects of antler analysis that may limit their use in paleoenvironmental studies. Except for a trend of negative correlations between antler &#x003B4;<sup>13</sup>C<sub>apa</sub> values and all climate variables, this study found no consistent patterns between seasonal changes in temperature and precipitation and the intra-antler isotope values across the primary beams. This is especially clear, when the antler values are compared on the same scale (<xref ref-type="fig" rid="F5">Figure 5</xref>) and no consistent patterning is observed. This lack of clear patterning may be due to several factors. The fragmented landscape of Iowa contains large areas dedicated to the farming of maize, a C4 plant, and soybean, a leguminous C3 plant, in addition to areas of more natural riverine and wooded habitat. The movement of deer between such isotopically diverse patches could have resulted in larger changes in the isotopic composition of deer antlers over time than did the seasonal changes in temperature and precipitation.</p>
<p>The inconsistent rate of growth of antlers over time, moreover, presents a challenge to their use as a paleoclimate archive. During the period of peak antler development, which occurs from June to mid-July, the rate of growth can more than triple. This may complicate interpretations of paleo-seasonality as the summer months may be overrepresented in the antler sampling relative to the spring and fall months. Indeed, this irregular growth makes correlating seasonal changes in the climate with isotopic values, such as we have attempted in this study, a difficult task. Unless the differential growth rate across the antler beam can be controlled, the timing of specific changes in diet or environment is prone to errors.</p>
<p>Finally, the movement of male deer can be another factor influencing the utility of the method. While deer generally stay in fairly small habitat ranges, male deer can disperse many kilometers from their place of birth and can move between regions seasonally. This movement can result in deer isotope values not being reflective of the environment in which they were found, especially for carbon and nitrogen stable isotope values, which can vary dramatically between feeding patches. Therefore, because deer are mobile and are selective foragers, they cannot be considered passive reflections of local environmental conditions, and thus any interpretation of paleoclimatic or paleoenvironmental conditions must be made with consideration of these behavioral factors.</p>
<p>While the results overall suggest that intra-antler analyses may not be useful to reconstruct precise changes in climate variables such as precipitation and temperature across the year, they do reflect general differences in the diet and environment in which the individual deer lived. A productive avenue for future paleoclimate studies would be to focus on the intra-antler magnitude of variation across the season. Alternatively, dividing the antler samples into the three broad categories of proximal, intermediate, and distal, could provide general information on conditions during late winter/early spring, summer, and early fall, respectively. With larger sample sizes, such studies may permit the characterization of how pronounced the differences were between the seasons during the period in which the deer were living and growing their antlers.</p>
</sec>
<sec sec-type="conclusions" id="s7">
<title>7 Conclusion</title>
<p>This study analyzed four antlers from white-tailed deer specimens in central Iowa, USA, taking 10 intra-antler samples for four stable isotope variables (&#x003B4;<sup>13</sup>C<sub>ap</sub>, &#x003B4;<sup>18</sup>O<sub>ap</sub>, &#x003B4;<sup>13</sup>C<sub>col</sub>, &#x003B4;<sup>15</sup>N<sub>col</sub>) from each specimen. The results of the study showed clear differences between the individuals, but, despite the strong seasonal changes across the year within the study region, few meaningful patterns were observed when attempting to correlate intra-antler isotopic variations with known seasonal changes in precipitation and temperature. It is likely that diet and selective feeding strategies had a greater influence on intra-antler stable isotope values than did seasonal changes in climate. Uneven rates of growth of antlers and deer mobility, moreover, likely serve as additional sources of error when attempting to correlate climatic and isotopic variables. To be useful for paleoclimatic or paleoenvironmental research, future studies would likely need large sample sizes or would need to focus on other characteristics of the data that may reflect aspects of the past climate while not assuming a steady rate of growth, such as the within-antler amplitude of variation in isotopic values as proxies for the degree of paleoseasonality. It also remains possible that deer from more C3 dominated landscapes with less human modification may more faithfully track changes in the seasons within their antlers.</p>
<p>Despite the complications of using antlers in paleoclimate research, this study adds to our knowledge about how white-tailed deer diet, behavior, and ecology interact to influence the stable isotope ratios of their antlers. Isotopic studies of antlers seem particularly well-suited for studies of wildlife management and conservation. Intra-antler stable isotope analysis is a non-invasive method that can be performed on already shed antlers. Isotope values of carbon, nitrogen, and oxygen can reflect the extent to which individual deer were consuming human agricultural products over spring, summer, and fall months, and can be used to make inferences about patterns of dietary change over time. Antlers from differing deer population, moreover, could be compared to assess group-level differences in ecology and feeding behavior.</p>
</sec>
<sec sec-type="data-availability" id="s8">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s13">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="s9">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animal remains in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec sec-type="author-contributions" id="s10">
<title>Author contributions</title>
<p>JR and AS: project conception and design, data analysis and visualization, and article writing and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s11">
<title>Funding</title>
<p>Funding was made possible by professional development funds available to AS from the Department of World Languages and Cultures at Iowa State University.</p>
</sec>
<ack><p>This research was part of the Anthropology MA thesis research of JR in the Department of World Languages and Cultures at Iowa State University. We thank the committee members Matthew G. Hill and Alan Wannamaker for comments on an earlier version of the manuscript. We thank Jeff Barnes and Todd Gosselink of the Iowa Department of Natural Resources for donating three of the antlers for research. Finally, we thank Suzanne Ankerstjerne for support in the stable isotope laboratory.</p>
</ack>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest. AS declared that they were an editorial board member of Frontiers, at the time of submission.</p>
</sec>
<sec sec-type="disclaimer" id="s12">
<title>Publisher&#x00027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="s13">
<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/fearc.2023.1221143/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fearc.2023.1221143/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"/>
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