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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2021.651212</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Peruvian Fur Seals as Archivists of El Ni&#x00F1;o Southern Oscillation Effects</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Edwards</surname> <given-names>Mickie R.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1193875/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>C&#x00E1;rdenas-Alayza</surname> <given-names>Susana</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1073456/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Adkesson</surname> <given-names>Michael J.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1533473/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Daniels-Abdulahad</surname> <given-names>Mya</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1282089/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hirons</surname> <given-names>Amy C.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/215426/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Halmos College of Arts and Sciences, Nova Southeastern University</institution>, <addr-line>Dania Beach, FL</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Centro para la Sostenibilidad Ambiental, Universidad Peruana Cayetano Heredia</institution>, <addr-line>Lima</addr-line>, <country>Peru</country></aff>
<aff id="aff3"><sup>3</sup><institution>Chicago Zoological Society</institution>, <addr-line>Brookfield, IL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Rob Harcourt, Macquarie University, Australia</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Richard Reina, Monash University, Australia; Luis Cardona, University of Barcelona, Spain</p></fn>
<corresp id="c001">&#x002A;Correspondence: Amy C. Hirons, <email>hirons@nova.edu</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Marine Megafauna, a section of the journal Frontiers in Marine Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>15</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>651212</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>01</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Edwards, C&#x00E1;rdenas-Alayza, Adkesson, Daniels-Abdulahad and Hirons.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Edwards, C&#x00E1;rdenas-Alayza, Adkesson, Daniels-Abdulahad and Hirons</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>Peru&#x2019;s coastal waters are characterized by significant environmental fluctuation due to periodic El Ni&#x00F1;o- La Ni&#x00F1;a- Southern Oscillation (ENSO) events. This variability results in ecosystem-wide food web changes which are reflected in the tissues of the Peruvian fur seal (<italic>Arctocephalus australis</italic>). Stable isotope ratios (&#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N) in Peruvian fur seal vibrissae (whiskers) are used to infer temporal primary production and dietary variations in individuals. Sea surface temperature anomaly (SSTA) recordings from the Ni&#x00F1;o 1+2 Index region captured corresponding ENSO conditions. Fluctuations in &#x03B4;<sup>15</sup>N values were correlated to SSTA records, indicating that ENSO conditions likely impact the diet of these apex predators over time. Anomalous warm phase temperatures corresponded to decreased &#x03B4;<sup>15</sup>N values, whereas cold phase anomalous conditions corresponded to increased &#x03B4;<sup>15</sup>N values, potentially from upwelled, nutrient-rich water. Vibrissae &#x03B4;<sup>13</sup>C values revealed general stability from 2004 to 2012, a moderate decline during 2013 (La Ni&#x00F1;a conditions) followed by a period of increased values concurrent with the 2014&#x2013;2016 El Ni&#x00F1;o event. Both &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values were inversely correlated to each other during the strongest El Ni&#x00F1;o Southern Oscillation event on record (2014&#x2013;2016), possibly indicating a decline in production leading to an increase in food web complexity. Lower &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values were exhibited in female compared to male fur seal vibrissae. Findings suggest ENSO conditions influence resource availability, possibly eliciting changes in pinniped foraging behavior as well as food web of the endangered Peruvian fur seal.</p>
</abstract>
<kwd-group>
<kwd>Peruvian fur seal</kwd>
<kwd>stable isotope ratio</kwd>
<kwd>El Ni&#x00F1;o Southern Oscillation (ENSO)</kwd>
<kwd>&#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N</kwd>
<kwd>sea surface temperature anomalies</kwd>
<kwd>SECLER</kwd>
</kwd-group>
<contract-sponsor id="cn001">Nova Southeastern University<named-content content-type="fundref-id">10.13039/100009846</named-content></contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="2"/>
<ref-count count="72"/>
<page-count count="13"/>
<word-count count="8767"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="S1">
<title>Introduction</title>
<p>Large-scale climatic anomalies associated with periodic, alternating El Ni&#x00F1;o- La Ni&#x00F1;a-Southern Oscillation (ENSO) conditions are recorded globally through a combination of atmospheric and oceanic teleconnections, resulting in significant, ecosystem-wide impacts (<xref ref-type="bibr" rid="B59">Ropelewski and Halpert, 1987</xref>; <xref ref-type="bibr" rid="B67">Trenberth et al., 1998</xref>; <xref ref-type="bibr" rid="B46">McPhaden et al., 2006</xref>; <xref ref-type="bibr" rid="B63">Sulca et al., 2017</xref>). ENSOs are alternating cycles of warm and cold sea surface temperature (SST) in the tropical central and eastern Pacific Ocean; these conditions can last upward of 18 months with reoccurrence approximately every 2&#x2013;7 years (<xref ref-type="bibr" rid="B29">Gutierrez et al., 2007</xref>; <xref ref-type="bibr" rid="B65">Taylor et al., 2008</xref>; <xref ref-type="bibr" rid="B28">Grandi et al., 2012</xref>). ENSO events are classified by magnitude and are quantified using sea surface temperature anomalies (SSTA; <xref ref-type="bibr" rid="B66">Trenberth, 1997</xref>; <xref ref-type="bibr" rid="B52">Oliveira, 2011</xref>). Anomalies are deviations from the seasonal average conditions and are anything greater than &#x00B1; 1&#x00B0;C. Magnitudes of ENSO range from Weak (&#x00B1; 1 to 1.5&#x00B0;C) to Extreme (&#x00B1; 2.5 to 3.0&#x00B0;C; <xref ref-type="bibr" rid="B71">Waluda et al., 2006</xref>; <xref ref-type="bibr" rid="B28">Grandi et al., 2012</xref>).</p>
<p>The tropical eastern Pacific Ocean is dominated by the Humboldt Current Upwelling Ecosystem, a cold, nutrient-rich coastal current which supports a multitude of ecologically and economically important species (<xref ref-type="bibr" rid="B7">Barber and Chavez, 1983</xref>; <xref ref-type="bibr" rid="B50">&#x00D1;iquen and Bouchon, 2004</xref>; <xref ref-type="bibr" rid="B30">Heileman et al., 2008</xref>; <xref ref-type="bibr" rid="B48">Montecino and Lange, 2009</xref>; <xref ref-type="bibr" rid="B40">Kluger et al., 2019</xref>). Peruvian anchoveta (<italic>Engraulis ringens</italic>), a keystone species of this ecosystem, comprises the largest single-species fishery in the world, although the species experienced severe stock collapses during the 1971/72, 1982/83, 1997/98 ENSO events (<xref ref-type="bibr" rid="B17">Clark, 1976</xref>; <xref ref-type="bibr" rid="B3">Alheit and &#x00D1;iquen, 2004</xref>; <xref ref-type="bibr" rid="B50">&#x00D1;iquen and Bouchon, 2004</xref>; <xref ref-type="bibr" rid="B22">Espinoza-Morriber&#x00F3;n et al., 2017</xref>). South American pinniped mortality events and anchoveta abundance declines coincided with these ENSO periods (<xref ref-type="bibr" rid="B69">Trillmich and Ono, 1991</xref>; <xref ref-type="bibr" rid="B6">Arias-Schreiber and Rivas, 1998</xref>; <xref ref-type="bibr" rid="B52">Oliveira, 2011</xref>; <xref ref-type="bibr" rid="B12">C&#x00E1;rdenas-Alayza, 2012</xref>). Other apex predators residing in the eastern Pacific Ocean at the time of ENSO periods have been recorded exhibiting modified behaviors, body mass declines, and unusual mortality events. During the 1982/83 El Ni&#x00F1;o event, the Galapagos fur seal (<italic>Arctocephalus galapagoensis</italic>), a top predator found in the direct impact zone of equatorial ENSO conditions, experienced large mortality events and lowered pup production in the following breeding season, likely due to resource limitation (i.e., starvation; <xref ref-type="bibr" rid="B68">Trillmich and Limberger, 1985</xref>). Similarly, the 1997/98 El Ni&#x00F1;o affected behaviors in northern elephant seals (<italic>Mirounga angustirostris</italic>) off the coast of southern California, whose foraging trip duration and distance traveled increased to compensate for lower foraging success (<xref ref-type="bibr" rid="B18">Crocker et al., 2006</xref>). During this same ENSO event (1997/98), South American sea lions (<italic>Otaria byronia</italic>) off the coast of Peru were recorded foraging at deeper depths evidenced through dietary changes. This apex predators&#x2019; diet altered from predominantly anchoveta and squat lobster (<italic>Pleuroncodes monodon</italic>) to mostly demersal species; interestingly, the only time pelagic squat lobster was absent in this otariid&#x2019;s diet was during the recorded El Ni&#x00F1;o event (<xref ref-type="bibr" rid="B62">Soto et al., 2006</xref>).</p>
<p>The complex marine food web along the Peruvian coastal margin is influenced by the aforementioned periodic bio-physical changes (<xref ref-type="bibr" rid="B16">Chiu-Werner et al., 2019</xref>). The Humboldt Current is inhabited by two fur seal independent evolutionary units of unsettled taxonomic status, the South American fur seal (<italic>Arctocephalus australis</italic>) and the Peruvian fur seal (<italic>A. australis</italic> unnamed sp.; <xref ref-type="bibr" rid="B70">V&#x00E1;squez, 1995</xref>; <xref ref-type="bibr" rid="B72">Zavalaga et al., 1998</xref>; <xref ref-type="bibr" rid="B4">Arias-Schreiber, 2000</xref>, <xref ref-type="bibr" rid="B5">2003</xref>; <xref ref-type="bibr" rid="B14">C&#x00E1;rdenas-Alayza and Oliveira, 2016</xref>). Geographical isolation between South American fur seal breeding colonies has led to the genetic variation between these two fur seal taxa (<xref ref-type="bibr" rid="B9">Berta and Churchill, 2012</xref>; <xref ref-type="bibr" rid="B51">Nyakatura and Bininda-Emonds, 2012</xref>; <xref ref-type="bibr" rid="B53">Oliveira and Brownell, 2014</xref>). The Peruvian fur seal, found along the eastern Pacific coastline of South America (<xref ref-type="bibr" rid="B9">Berta and Churchill, 2012</xref>; <xref ref-type="bibr" rid="B53">Oliveira and Brownell, 2014</xref>; <xref ref-type="bibr" rid="B14">C&#x00E1;rdenas-Alayza and Oliveira, 2016</xref>), feed most commonly on pelagic and demersal-pelagic fishes and cephalopods; Peruvian anchoveta and Teuthidae squids comprise 40&#x2013;60% of their diet (<xref ref-type="bibr" rid="B70">V&#x00E1;squez, 1995</xref>; <xref ref-type="bibr" rid="B72">Zavalaga et al., 1998</xref>; <xref ref-type="bibr" rid="B4">Arias-Schreiber, 2000</xref>, <xref ref-type="bibr" rid="B5">2003</xref>; <xref ref-type="bibr" rid="B54">Oliveira et al., 2008</xref>). The fur seals forage in proximity to their breeding colonies (150 km, <xref ref-type="bibr" rid="B21">Espinoza et al., 2017</xref>) and the majority of dives are concentrated at 11&#x2013;30 m in depth (<xref ref-type="bibr" rid="B26">Gentry and Kooyman, 1986</xref>). These seals are subjected to El Ni&#x00F1;o events in the tropical Pacific, which seem to alter their foraging habits, evidenced in both the 1982/83 and 1997/98 El Ni&#x00F1;os. During these times adult females foraged at depth averaging 29 to 170 m with trip durations lasting upward of 10 to 20 days searching for prey. These findings suggest pup survival rate was negatively impacted (<xref ref-type="bibr" rid="B26">Gentry and Kooyman, 1986</xref>; <xref ref-type="bibr" rid="B43">Majluf, 1987a</xref>, <xref ref-type="bibr" rid="B44">b</xref>; <xref ref-type="bibr" rid="B13">C&#x00E1;rdenas-Alayza, 2018</xref>).</p>
<p>Peruvian pinnipeds are distinctly vulnerable during these strong magnitude ENSO episodes (<xref ref-type="bibr" rid="B52">Oliveira, 2011</xref>). These marine mammals serve as sentinel species, indicative of ecosystem health in an environment at the center of fluctuating ENSO conditions (<xref ref-type="bibr" rid="B23">Fossi and Panti, 2017</xref>). The feeding ecology and movements of these pinnipeds are of substantial interest as ENSO events continue to intensify in both frequency and magnitude (<xref ref-type="bibr" rid="B61">Sep&#x00FA;lveda et al., 2014</xref>). Through a combined analysis of stable isotope profiles and abiotic recordings from El Ni&#x00F1;o indices, the feeding ecology of the Peruvian fur seal was investigated in Punta San Juan, Peru (<xref ref-type="fig" rid="F1">Figure 1</xref>) over a time series of various ENSO conditions. Stable isotope ratios were used to depict the trophic fluctuations of fur seal individuals and their population. Abiotic recordings from the Ni&#x00F1;o 1+2 index are reflective of environmental changes due to alternating ENSO conditions along the coast of Peru. By using continuously growing, metabolically inert vibrissae (whiskers) from Peruvian fur seals, it is possible to obtain valuable, multi-year dietary information representative of their foraging environment across fluctuating conditions during overlapping, multiple ENSO events (<xref ref-type="bibr" rid="B32">Hirons, 2001</xref>; <xref ref-type="bibr" rid="B15">Cherel et al., 2009</xref>; <xref ref-type="bibr" rid="B58">Rea et al., 2015</xref>; <xref ref-type="bibr" rid="B20">Edwards, 2018</xref>). This is the first study to capture potential ecosystem changes recorded by individual Peruvian fur seals through the assessment of trophic level via vibrissae analyses and relate these changes to multiple ENSO events off the Pacific coast of South America.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Location of the Punta San Juan reserve (PSJ) in Peru (shaded in gray), and an insert of PSJ with the beach used as the study site (S3), the main breeding colony of Peruvian fur seals. The black square represents the region of coastal waters of Ni&#x00F1;o Index 1 + 2 found along the equator, characterized by the dashed line. (Map adapted from <xref ref-type="bibr" rid="B12">C&#x00E1;rdenas-Alayza, 2012</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g001.tif"/>
</fig>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="S2.SS1">
<title>Study Area and Sample Collection</title>
<p>Certified personnel of the Punta San Juan Program and Chicago Zoological Society collected pinniped vibrissae during annual health assessments between 2010 and 2016 at the Punta San Juan reserve (PSJ) in southern Peru&#x2019;s Ica province (15&#x00B0; 22&#x2032; S, 75&#x00B0; 11&#x2032; W), which forms part of a national natural protected area network called &#x201C;<italic>Reserva Nacional Sistema de Islas, Islotes y Puntas Guaneras</italic>,&#x201D; or RNSIIPG for its Spanish acronym.</p>
<p>To retrieve the most recent growth, mystacial vibrissae were pulled from live animals in November of each year (2010&#x2013;2012, 2015&#x2013;2016). Animals were restrained using inhalant anesthetics and/or remotely delivered, multimodal anesthetic drugs as previously described elsewhere (<xref ref-type="bibr" rid="B2">Adkesson et al., 2012</xref>, <xref ref-type="bibr" rid="B1">2019</xref>). Vibrissae from sixty-four Peruvian fur seals were collected: 47 adult females and seventeen adult males. The sample years included 2010 (<italic>N</italic> = 29), 2011 (<italic>N</italic> = 12), 2012 (<italic>N</italic> = 11), 2015 (<italic>N</italic> = 6), and 2016 (<italic>N</italic> = 6; <xref ref-type="table" rid="T1">Table 1</xref>). All samples were collected following methods approved under research permits Resoluci&#x00F3;n Jefatural No. 009- 2010-, No. 023- 2011-, No. 022- 2012-, No. 008- 2015-, and No. 019-2016-SERNANP-RNSIIPG issued by the Peruvian National Service of Natural Protected Areas (Spanish acronym SERNANP) and the Peruvian Ministry of the Environment (Spanish acronym MINAM).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Total number of Peruvian fur seal <italic>Arctocephalus australis</italic> unnamed sp. vibrissae analyzed in this study, including year sampled, mean vibrissae length, and associated sex.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Sample year</td>
<td valign="top" align="center">Total <italic>N</italic></td>
<td valign="top" align="center">Length <italic>x</italic> &#x00B1; SD; cm</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Male</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">2010</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">11.73 &#x00B1; 2.69</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">2011</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">15.21 &#x00B1; 4.24</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">6</td>
</tr>
<tr>
<td valign="top" align="left">2012</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">12.79 &#x00B1; 2.61</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">5</td>
</tr>
<tr>
<td valign="top" align="left">2015</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">8.21 &#x00B1; 2.75</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">NA</td>
</tr>
<tr>
<td valign="top" align="left">2016</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">10.33 &#x00B1; 1.92</td>
<td valign="top" align="center">NA</td>
<td valign="top" align="center">6</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>NA = not available.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S2.SS2">
<title>Stable Isotope Analyses</title>
<p>Fur seal vibrissae were cleaned using a scrubbing pad and rinsed with deionized water to remove any surface contaminants. After being thoroughly dried at 60&#x00B0;C for a minimum of 24 h, vibrissae were cut into 0.25 cm sections from base (proximal) to tip (distal) to meet mass requirements for the isotopic analysis (0.6&#x2013;0.8 mg). Segments were placed in individual tin capsules and pelletized. Samples were combusted and analyzed for &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values at the Smithsonian Institution&#x2019;s Museum Conservation Institute (Suitland, MD, United States) using a Thermo Delta V Advantage mass spectrometer in continuous flow mode coupled to a Costech 4010 Elemental Analyzer (EA) via a Thermo Conflo IV (CF-IRMS). A set of standards were run for every 10&#x2013;12 samples. The standards included USGS40 and USGS41 (L-glutamic acid) as well as Costech acetanilide. All samples and standards were run with the same parameters; this included an expected reproducibility of the standards &#x2264;0.2&#x2030; (1&#x03C3;) for both &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N. Stable isotope values were expressed in terms of &#x03B4; and were reported relative to the standard reference material, Vienna Pee Dee Belemnite standard for &#x03B4;<sup>13</sup>C and atmospheric air (N<sub>2</sub>) for &#x03B4;<sup>15</sup>N. Following <xref ref-type="bibr" rid="B10">Bond and Hobson (2012)</xref>, stable isotope values were reported with the standard parts per thousand notation (&#x2030;):</p>
<disp-formula id="S2.E1"><label>(1)</label><mml:math id="M1" display="block"><mml:mrow><mml:mrow><mml:msup><mml:mi mathvariant="normal">&#x03B4;</mml:mi><mml:mrow><mml:mi mathvariant="normal">j</mml:mi><mml:mo>/</mml:mo><mml:mi mathvariant="normal">i</mml:mi></mml:mrow></mml:msup><mml:mtext>X</mml:mtext></mml:mrow><mml:mo>=</mml:mo><mml:mrow><mml:mfrac><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:mmultiscripts><mml:mrow><mml:mtext>X</mml:mtext></mml:mrow><mml:mprescripts/><mml:none/><mml:mrow><mml:mtext>j</mml:mtext></mml:mrow></mml:mmultiscripts><mml:mmultiscripts><mml:mrow><mml:mtext>X</mml:mtext></mml:mrow><mml:mprescripts/><mml:none/><mml:mrow><mml:mtext>i</mml:mtext></mml:mrow></mml:mmultiscripts></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mtext>sample</mml:mtext></mml:mrow><mml:mrow><mml:mrow><mml:mo>(</mml:mo><mml:mfrac><mml:mmultiscripts><mml:mrow><mml:mtext>X</mml:mtext></mml:mrow><mml:mprescripts/><mml:none/><mml:mrow><mml:mtext>j</mml:mtext></mml:mrow></mml:mmultiscripts><mml:mmultiscripts><mml:mrow><mml:mtext>X</mml:mtext></mml:mrow><mml:mprescripts/><mml:none/><mml:mrow><mml:mtext>i</mml:mtext></mml:mrow></mml:mmultiscripts></mml:mfrac><mml:mo>)</mml:mo></mml:mrow><mml:mtext>standard</mml:mtext></mml:mrow></mml:mfrac><mml:mo>-</mml:mo><mml:mn>1</mml:mn></mml:mrow></mml:mrow></mml:math></disp-formula>
<p>where <sup><italic>j</italic></sup>X is the heavier isotope, such as <sup>13</sup>C, and <sup><italic>i</italic></sup>X the lighter isotope, such as <sup>12</sup>C, in the analytical sample (numerator) and the international measurement standard (denominator).</p>
</sec>
<sec id="S2.SS3">
<title>Oceanographic Conditions</title>
<p>Sea surface temperature anomalies (&#x00B0;C) from the 1+2 Ni&#x00F1;o index, our proxy for ENSO conditions, were obtained from the National Oceanographic and Atmospheric Administration&#x2019;s (NOAA) Teleconnections ENSO website<sup><xref ref-type="fn" rid="footnote1">1</xref></sup>. NOAA_ERSST_V5 data were obtained from NOAA/OAR/ESRL PSD, Boulder, Colorado, United States<sup><xref ref-type="fn" rid="footnote2">2</xref></sup>. Data were collected from Extended Reconstructed Sea Surface Temperature (ERSST.v5) dataset, which is a global, monthly SST analysis derived from the International Comprehensive Ocean-Atmosphere Dataset (ICOADS). The ERSST.v5 dataset includes information from modern buoy observation, Argos-profiling CTD floats, global drift buoys like ICOADS R3.0 (from R2.5), and Hadley Center Ice-SST version 2 (HadISST2) sea ice concentration (<xref ref-type="bibr" rid="B36">Huang et al., 2014</xref>, <xref ref-type="bibr" rid="B38">2015</xref>, <xref ref-type="bibr" rid="B37">2017</xref>, <xref ref-type="bibr" rid="B34">2018a</xref>, <xref ref-type="bibr" rid="B35">b</xref>; <xref ref-type="bibr" rid="B42">Liu et al., 2014</xref>).</p>
</sec>
<sec id="S2.SS4">
<title>Statistical Analyses</title>
<p>The most recent vibrissa growth is located at the base of the whisker, and an individual vibrissa can represent several years&#x2019; growth (<xref ref-type="bibr" rid="B33">Hirons et al., 2001</xref>; <xref ref-type="bibr" rid="B27">Ginter et al., 2012</xref>). The vibrissae growth rate used for this study was based on <xref ref-type="bibr" rid="B39">Kelleher (2016)</xref> northern fur seal (<italic>Callorhinus ursinus</italic>) growth rate of 0.09 mm/day. Each 0.25 cm segment represented approximately 28 days using this growth rate. With an average of 12.31 &#x00B1; 3.28 cm in length for each adult, individual vibrissa represented on average 45.6 &#x00B1; 12 months (3.8 &#x00B1; 1 years). By analyzing monthly means of individual seals&#x2019; isotopic values, a mean for both &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values can be acquired on a monthly scale for the overall population of seals (i.e., month, year). Across the 64 sampled vibrissae, a total of 12 years&#x2019; stable isotope data were recorded.</p>
<p>The statistical package <xref ref-type="bibr" rid="B57">R Core Team (2016)</xref> was used for all analyses. Both covariance and correlation analyses were calculated between &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N, &#x03B4;<sup>13</sup>C and SSTA, and &#x03B4;<sup>15</sup>N and SSTA for both fur seal sexes. Correlations tested the strength of relationships between the stable isotope ratios of the vibrissae and ENSO conditions. Pearson&#x2019;s correlations were used when the parametric assumptions were met; however, non-parametric conditions, for sample sizes greater than 30, used Kendall&#x2019;s tau correlations when datasets could not be transformed to meet parametric assumptions. Covariances detected how changes in SSTA were associated with changes in vibrissae &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values.</p>
<p>Linear Mixed Effects models (<xref ref-type="bibr" rid="B56">Pinheiro and Bates, 2000</xref>) with Gaussian distributions and identity link functions were applied to test for a significant linear relationship between SSTA, sex and/or their interaction term to explain changes in &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values in sampled individuals. Mixed effects models were used to account for the repeated measurements in individuals over time. These models had individual identity (i.e., Animal ID) as a random effect to account for repeated measures of each response variable on the different segments of each vibrissa (<xref ref-type="bibr" rid="B25">Franco-Trecu et al., 2014</xref>). We constructed linear mixed effects models using nlme (<xref ref-type="bibr" rid="B55">Pinheiro et al., 2017</xref>) since we consider that each individual can have a different isotopic signature and variation depending on the month and year of sampling. Model diagnostics were verified to not violate Gaussian assumptions. We ran backwards selection, progressively removing the non-significant terms, and compared sequential models. Best model was selected based on the lowest Akaike&#x2019;s Information Criterion (AIC) score. We applied a bootstrapping routine (<italic>n</italic> = 1000) to estimate 95% confidence intervals for the population average for each sex with lme package (<xref ref-type="bibr" rid="B8">Bates et al., 2015</xref>) in R statistical environment (<xref ref-type="bibr" rid="B57">R Core Team, 2016</xref>).</p>
</sec>
</sec>
<sec sec-type="results" id="S3">
<title>Results</title>
<p>Similarity in isotopic oscillating patterns occurred across all vibrissae. Both male and female fur seal vibrissae exhibited nearly identical mean stable isotope patterns, but male fur seals exhibited higher values than females in both stable isotopes by up to 0.5&#x2030; (&#x03B4;<sup>13</sup>C) and 1.5&#x2030; (&#x03B4;<sup>15</sup>N; <xref ref-type="fig" rid="F2">Figure 2</xref>). Overall, &#x03B4;<sup>13</sup>C values ranged from &#x2212;18.13 to &#x2212;13.17&#x2030; with a mean of &#x2212;14.31 &#x00B1; 0.31&#x2030; and &#x03B4;<sup>15</sup>N values ranged from 15.83 to 22.31&#x2030; with a mean of 19.08 &#x00B1; 0.83&#x2030;. The &#x03B4;<sup>13</sup>C values exhibited minor fluctuations from 2004 to 2009 [&#x2212;14.08 to &#x2212;13.59&#x2030; (&#x0394; 0.49&#x2030;)]; then &#x03B4;<sup>13</sup>C was highly variable from 2010 through 2016 (&#x2212;15.09 to &#x2212;13.80&#x2030;; &#x0394; 1.29&#x2030;). Additionally, from late 2015 through 2016, &#x03B4;<sup>13</sup>C values resembled patterns previously recorded in 2004&#x2013;2009, where &#x03B4;<sup>13</sup>C ranged &#x2212;14.46 to &#x2212;13.80&#x2030; (&#x0394; 0.66&#x2030;). The &#x03B4;<sup>13</sup>C values from 2010 to 2014 were the most depleted (&#x2212;14.42&#x2030;) and had the largest range, &#x2212;15.09 to &#x2212;13.91&#x2030; (&#x0394; 1.18&#x2030;) across all years of the study. In contrast to &#x03B4;<sup>13</sup>C, &#x03B4;<sup>15</sup>N values had much larger fluctuations. From late 2004, the earliest stable isotope data recorded, through 2009, &#x03B4;<sup>15</sup>N values decreased 2.41&#x2030;. The &#x03B4;<sup>15</sup>N values ranged from 18.40 to 20.81&#x2030;. Following this nearly 6-year gradual decline in &#x03B4;<sup>15</sup>N values, a rapid, approximately 2&#x2030; increase, occurred between 2010 and 2011, after which &#x03B4;<sup>15</sup>N returned to levels recorded in previous years (ca. 2004/2005). A gradual decline of 4.35&#x2030; in &#x03B4;<sup>15</sup>N values (20.84&#x2030; decreasing to 16.49&#x2030;) took place from the beginning of 2012 until 2016. Data from the remainder of 2016 showed a steep increase from 17.00 to 18.56&#x2030; (&#x0394; 1.56&#x2030;).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Peruvian fur seal male and female &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N measured in parts per thousand (&#x2030;), 2004&#x2013;2016. Female &#x03B4;<sup>13</sup>C is purple and &#x03B4;<sup>15</sup>N is pink, while male &#x03B4;<sup>13</sup>C is blue and &#x03B4;<sup>15</sup>N is red.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g002.tif"/>
</fig>
<p>A Kendall&#x2019;s tau correlation assessed the relationship between ever-changing SSTA and stable isotope values across all 12 years from November 2004 through 2016. The number of animals, adult female (<italic>N</italic> = 47) and adult male (<italic>N</italic> = 17), represent a monthly mean ranging anywhere from 1 to 47 individuals per month. The fur seals&#x2019; mean &#x03B4;<sup>13</sup>C did not correlate with SSTA over the 12-year period. However, &#x03B4;<sup>13</sup>C values did significantly correlate with SSTA over a shorter period of 7 years, 2009 through 2016 (<italic>p</italic> = 0.040). A significant inverse correlation existed between mean &#x03B4;<sup>15</sup>N values and SSTA (<italic>r</italic> = &#x2212;0.254, <italic>p</italic> &#x003C; 0.001). Warmer temperature anomalies correlated to lower &#x03B4;<sup>15</sup>N values. Peruvian fur seal vibrissae mean &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values did not correlate over the entire 12-year period; however, a Pearson&#x2019;s correlation coefficient showed &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values were significantly inversely correlated during the 2014&#x2013;2016 ENSO event (<italic>p</italic> = 0.002).</p>
<p>Two linear mixed effect models were employed to explain changes in Peruvian fur seal &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values over time with changing environmental conditions (SSTA):</p>
<disp-formula id="S3.E2"><label>(2)</label><mml:math id="M2" display="block"><mml:mtable displaystyle="true" rowspacing="0pt"><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mi>Model</mml:mi><mml:mn>&#x2004;1</mml:mn><mml:mo rspace="5.3pt">.</mml:mo><mml:msup><mml:mi mathvariant="normal">&#x03B4;</mml:mi><mml:mn>13</mml:mn></mml:msup><mml:mtext>C</mml:mtext><mml:mo>&#x223C;</mml:mo><mml:mpadded width="+2.8pt"><mml:msup><mml:mtext>SSTA</mml:mtext><mml:mo>&#x002A;</mml:mo></mml:msup></mml:mpadded><mml:mi>Sex</mml:mi><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">|</mml:mo><mml:mtext>Animal</mml:mtext><mml:mo>.</mml:mo><mml:mtext>ID</mml:mtext><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mpadded lspace="40pt" width="+42.8pt"><mml:mtext>AnimalID</mml:mtext></mml:mpadded><mml:mo rspace="5.3pt">=</mml:mo><mml:mo>=</mml:mo><mml:mpadded width="+2.8pt"><mml:mi>random</mml:mi></mml:mpadded><mml:mi>effect</mml:mi></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mi>Model</mml:mi><mml:mn>&#x2004;2</mml:mn><mml:mo rspace="5.3pt">.</mml:mo><mml:msup><mml:mi mathvariant="normal">&#x03B4;</mml:mi><mml:mn>15</mml:mn></mml:msup><mml:mtext>N</mml:mtext><mml:mo>&#x223C;</mml:mo><mml:mpadded width="+2.8pt"><mml:msup><mml:mtext>SSTA</mml:mtext><mml:mo>&#x002A;</mml:mo></mml:msup></mml:mpadded><mml:mi>Sex</mml:mi><mml:mo>+</mml:mo><mml:mrow><mml:mo>(</mml:mo><mml:mn>1</mml:mn><mml:mo stretchy="false">|</mml:mo><mml:mtext>Animal</mml:mtext><mml:mo>.</mml:mo><mml:mtext>ID</mml:mtext><mml:mo>)</mml:mo></mml:mrow></mml:mrow></mml:mtd></mml:mtr><mml:mtr><mml:mtd columnalign="left"><mml:mrow><mml:mpadded lspace="40pt" width="+42.8pt"><mml:mtext>AnimalID</mml:mtext></mml:mpadded><mml:mo rspace="5.3pt">=</mml:mo><mml:mo>=</mml:mo><mml:mpadded width="+2.8pt"><mml:mi>random</mml:mi></mml:mpadded><mml:mi>effect</mml:mi></mml:mrow></mml:mtd></mml:mtr></mml:mtable></mml:math></disp-formula>
<p>Exploratory plots were accessed for both Models 1 and 2; when year is factored, patterns are visible in relation to SSTA and stable isotope values. Model 1 revealed similar trends in &#x03B4;<sup>13</sup>C values throughout the years with a decline around 2013 linked to colder sea surface waters and a change to rapidly warming conditions in the following years (2014&#x2013;2016) when the trend in &#x03B4;<sup>13</sup>C values began to increase (<xref ref-type="fig" rid="F3">Figure 3</xref>). Model 2 revealed dynamic patterns from year to year in comparison to Model 1 (&#x03B4;<sup>13</sup>C); however, &#x03B4;<sup>15</sup>N values began a declining trend seen as early as 2013 with increasing SSTA over the following years (2013&#x2013;2016; <xref ref-type="fig" rid="F4">Figure 4</xref>). Linear Mixed Models are presented in <xref ref-type="table" rid="T2">Table 2</xref> where the estimates for the fixed factors are reported for each variable. The interaction term of Sex:SSTA was not significant for the &#x03B4;<sup>13</sup>C; and sex alone was not sufficient to explain the variation in &#x03B4;<sup>15</sup>N values. The best fitting model (lowest AIC score) included the sum of Sex and SSTA as explanatory variables of &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values (<italic>p</italic> &#x003C; 0.01). Prediction plots for both Models 1 and 2 (<xref ref-type="fig" rid="F5">Figure 5</xref>) illustrated sex differences; males generally had more enriched <sup>13</sup>C and <sup>15</sup>N than females. Best fit values seen in Model 1 showed a slight increase in <sup>13</sup>C with increasing SSTA whereas best fit values from Model 2 showed a decrease in <sup>15</sup>N with increasing SSTA.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption><p><bold>(A)</bold> Mixed Linear Effects ggplot of Model 1. &#x03B4;<sup>13</sup>C measured in parts per thousand (&#x2030;) versus recorded SSTA in degrees Celsius (&#x00B0;C). Year is an additional factor; all years are different colors (see key for reference). <bold>(B)</bold> A boxplot of &#x03B4;<sup>13</sup>C measured in parts per thousand (&#x2030;) to visualize distribution of &#x03B4;<sup>13</sup>C for each year. Points seen outside the extreme line may or may not represent outliers.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption><p><bold>(A)</bold> Mixed Linear Effects ggplot of Model 2. &#x03B4;<sup>15</sup>N measured in parts per thousand (&#x2030;) versus recorded SSTA in degrees Celsius (&#x00B0;C). Year is an additional factor; all years are different colors (see key for reference). <bold>(B)</bold> A boxplot of &#x03B4;<sup>15</sup>N measured in parts per thousand (&#x2030;) to visualize distribution of &#x03B4;<sup>15</sup>N for each year.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g004.tif"/>
</fig>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Linear mixed models for &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N vibrissae values and sex, SSTA and their interactions as fixed effects.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Response</td>
<td valign="top" align="center">Explanatory variables</td>
<td valign="top" align="center">Intercept</td>
<td valign="top" align="center">Sex</td>
<td valign="top" align="center">SSTA</td>
<td valign="top" align="center">Sex:SSTA</td>
<td valign="top" align="center">AIC</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">&#x03B4;<sup>13</sup>C</td>
<td valign="top" align="center">Sex:SSTA</td>
<td valign="top" align="center">&#x2212;14.073319859 (0.000)</td>
<td valign="top" align="center">&#x2212;0.253962 (0.0122)</td>
<td valign="top" align="center">0.042529588 (0.0405)</td>
<td valign="top" align="center">&#x2212;0.008855 (0.7096)</td>
<td valign="top" align="center">1161.581</td>
</tr>
<tr>
<td/>
<td valign="top" align="center"><bold>Sex+SSTA</bold></td>
<td valign="top" align="center">&#x2212;<bold>14.327234 (0.000)</bold></td>
<td valign="top" align="center">&#x2212;<bold>0.250919 (0.0131)</bold></td>
<td valign="top" align="center"><bold>0.049286 (0.000)</bold></td>
<td valign="top" align="center">&#x2212;</td>
<td valign="top" align="center"><bold>1154.078</bold></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sex</td>
<td valign="top" align="center">&#x2212;14.325959 (0.000)</td>
<td valign="top" align="center">&#x2212;0.271654 (0.0058)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1168.043</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">SSTA</td>
<td valign="top" align="center">&#x2212;14.279629 (0.000)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">0.050662 (0.000)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1155.561</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">&#x223C;1</td>
<td valign="top" align="center">&#x2212;14.27428 (0.000)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1170.964</td>
</tr>
<tr>
<td valign="top" align="left">&#x03B4;<sup>15</sup>N</td>
<td valign="top" align="center">Sex:SSTA</td>
<td valign="top" align="center">19.044001 (0.000)</td>
<td valign="top" align="center">0.491069 (0.0125)</td>
<td valign="top" align="center">&#x2212;0.096811 (00015)</td>
<td valign="top" align="center">&#x2212;0.141290 (0.0230)</td>
<td valign="top" align="center">3926.04</td>
</tr>
<tr>
<td/>
<td valign="top" align="center"><bold>Sex+SSTA</bold></td>
<td valign="top" align="center"><bold>19.044619 (0.000)</bold></td>
<td valign="top" align="center"><bold>0.442844 (0.0259)</bold></td>
<td valign="top" align="center">&#x2212;<bold>0.130320 (0.000)</bold></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center"><bold>3925.44</bold></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">Sex</td>
<td valign="top" align="center">19.041347 (0.000)</td>
<td valign="top" align="center">0.388203 (0.0586)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">3941.762</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">SSTA</td>
<td valign="top" align="center">19.128395 (0.000)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2212;0.126235 (0.000)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">3927.053</td>
</tr>
<tr>
<td/>
<td valign="top" align="center">&#x223C;1</td>
<td valign="top" align="center">19.11522 (0.000)</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">3942.042</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Estimates and p-values (in brackets) are shown for each variable. In bold we show the selected best fitting model by the Akaike Information Criterion (AIC).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption><p>Prediction plot for best fitted values for <bold>(A)</bold> &#x03B4;<sup>13</sup>C and SSTA by Sex and <bold>(B)</bold> &#x03B4;<sup>15</sup>N and SSTA by Sex. The black line represents the model&#x2019;s estimated average stable isotope value measured in parts per thousand (&#x2030;) across various sea surface temperature anomaly (SSTA) recordings (&#x00B0;C). The area within the dashed black lines represents the uncertainty in the average stable isotope value (95% confidence interval). F = Females (purple) and M = Males (blue).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g005.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="S4">
<title>Discussion</title>
<sec id="S4.SS1">
<title>Capturing El Ni&#x00F1;o Southern Oscillation Signals</title>
<p>The proxy for ENSO conditions (e.g., monthly SSTA readings) in this study was collected from the closest Ni&#x00F1;o index, Ni&#x00F1;o 1+2, which is located more than 800 km from the Punta San Juan rookery. Although this is a substantial distance, previous ENSO years have shown documented impacts in the coastal Peruvian ecosystem based on the index, including the 1997/98 anchoveta fishery collapse which is believed to have caused a Peruvian fur seal mass mortality event documented in PSJ, Peru (<xref ref-type="bibr" rid="B6">Arias-Schreiber and Rivas, 1998</xref>; <xref ref-type="bibr" rid="B12">C&#x00E1;rdenas-Alayza, 2012</xref>). The analysis of &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values from vibrissae in this study provided a timeline of trophic and production changes in this dynamic ecosystem, one where ENSO conditions fluctuate, and organisms must adapt to survive potentially stressful conditions. The PSJ population&#x2019;s vibrissae recorded significant differences in &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values with varying SSTA among years. SST is correlated with primary production changes in the ecosystem but may also influence the movement patterns of fishes and cephalopods as well. It is presumed that prey availability played a significant role in these findings; however, primary producer and potential prey stable isotope values are needed for further evaluation.</p>
<p>According to the SSTA from the Ni&#x00F1;o 1+2 region, the strongest ENSO on record occurred during this study in years 2014&#x2013;2016, and the biotic results of the event were reflected in vibrissae collected in 2015 and 2016. Results in this study suggest that the 2014&#x2013;2016 ENSO event impacted the trophic dynamics of the Peruvian coastal ecosystem in ways that had not been seen throughout the prior 9 years evaluated (2004&#x2013;2013). The significant inverse correlation between &#x03B4;<sup>15</sup>N and &#x03B4;<sup>13</sup>C values during the 2014&#x2013;2016 extreme El Ni&#x00F1;o event demonstrates sharply declining &#x03B4;<sup>15</sup>N while &#x03B4;<sup>13</sup>C slowly increases. This distinct change in fur seal trophic dynamics may correspond to a dietary shift linked to an influx of oceanic prey species during ENSO conditions. Meanwhile, the incremental increase in carbon enrichment may reflect a change in the dominate primary producers supporting the food web during nutrient limitation. This is evidenced in decreased surface chlorophyll concentrations, more pronounced during temperature extremes (<xref ref-type="bibr" rid="B22">Espinoza-Morriber&#x00F3;n et al., 2017</xref>). Additionally, alternate foraging grounds may be linked to a weakening and delay in offshore transport of cold waters, as reported in previous ENSO events, may contribute to this isotopic variation (<xref ref-type="bibr" rid="B60">Roy and Reason, 2001</xref>; <xref ref-type="bibr" rid="B49">Montecinos and Gomez, 2010</xref>). These findings could infer that strong ENSO cycles may alter the specialized diet of the Peruvian fur seal.</p>
</sec>
<sec id="S4.SS2">
<title>Stable Carbon Isotope (&#x03B4;<sup>13</sup>C)</title>
<p>A wild animal&#x2019;s trophic discrimination factor varies according to the species&#x2019; diet and body condition, both of which would be potentially altered during ENSO periods. The comparison of consumer tissue &#x03B4;<sup>13</sup>C values over time provides information regarding ocean production in foraging grounds throughout fluctuating ENSO conditions (<xref ref-type="bibr" rid="B24">France and Peters, 1997</xref>; <xref ref-type="bibr" rid="B33">Hirons et al., 2001</xref>; <xref ref-type="bibr" rid="B41">Kurle and Worthy, 2001</xref>). From 2014 through 2016 as SSTA increased, declines in primary production were expected, reflected as lower &#x03B4;<sup>13</sup>C values. However, the mixed &#x03B4;<sup>13</sup>C values observed during this time (<xref ref-type="fig" rid="F6">Figure 6</xref>) may also suggest a change in dominant primary producers in the system as well as use of alternate foraging locations (C&#x00E1;rdenas-Alayza pers comm). However, an investigation into the region&#x2019;s trophic structure would be necessary to support these inferences. Production variability and behavioral modifications may explain how fur seals are able to survive the extreme food shortages presumed to occur during ENSO events.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption><p>Peruvian fur seal male mean &#x03B4;<sup>13</sup>C (blue) and female mean &#x03B4;<sup>13</sup>C (purple) measured in parts per thousand (&#x2030;) relative to sea surface temperature anomaly (orange) degrees Celsius (&#x00B0;C), 2004&#x2013;2016.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g006.tif"/>
</fig>
<p>Related studies with sampling efforts in the Humboldt Current, such as <xref ref-type="bibr" rid="B21">Espinoza et al. (2017)</xref>, revealed more depleted <sup>13</sup>C values further offshore (<xref ref-type="bibr" rid="B64">Sydeman et al., 1997</xref>; <xref ref-type="bibr" rid="B31">Hill et al., 2006</xref>; <xref ref-type="bibr" rid="B47">Miller et al., 2008</xref>). Increased distance from shore corresponded to increased faunal <sup>13</sup>C depletion which is common in upwelling ecosystems (<xref ref-type="bibr" rid="B64">Sydeman et al., 1997</xref>; <xref ref-type="bibr" rid="B47">Miller et al., 2008</xref>; <xref ref-type="bibr" rid="B22">Espinoza-Morriber&#x00F3;n et al., 2017</xref>). Primary production decreases from coastal to neritic to oceanic waters (<xref ref-type="bibr" rid="B24">France and Peters, 1997</xref>; <xref ref-type="bibr" rid="B31">Hill et al., 2006</xref>; <xref ref-type="bibr" rid="B21">Espinoza et al., 2017</xref>). ENSO conditions could also contribute to fluctuating patterns in primary production during warm and cold phases, subsequently compromising resource availability within an environment.</p>
</sec>
<sec id="S4.SS3">
<title>Stable Nitrogen Isotope (&#x03B4;<sup>15</sup>N)</title>
<p>The &#x03B4;<sup>15</sup>N in consumer tissues relative to diet provide information regarding potential food web linkages (<xref ref-type="bibr" rid="B24">France and Peters, 1997</xref>; <xref ref-type="bibr" rid="B33">Hirons et al., 2001</xref>; <xref ref-type="bibr" rid="B41">Kurle and Worthy, 2001</xref>). The adult Peruvian fur seals all showed a similar pattern in &#x03B4;<sup>15</sup>N values through time, a long-term gradual decline followed by a quick increase. The &#x03B4;<sup>15</sup>N values from 2004 to 2009 were lower (&#x0394;&#x2212;2.41&#x2030;), followed by a rapid rise (&#x0394;+2.17&#x2030;) from 2010 to 2011. A similar pattern persisted from 2012 through the end of 2016, revealing an oscillation of a 5-year decline (&#x0394;&#x2212;4.35&#x2030;) followed by a 9-month (&#x0394;+1.56&#x2030;) increase. Males showed consistently higher &#x03B4;<sup>15</sup>N values than females regardless of changes in SSTA recorded in the Nino 1+2 index (<xref ref-type="fig" rid="F7">Figure 7</xref>). Whether this pattern specifically corresponds to ENSO conditions is uncertain; however, as El Ni&#x00F1;o conditions strengthened and lasted longer, &#x03B4;<sup>15</sup>N continually decreased.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption><p>Peruvian fur seal male mean &#x03B4;<sup>15</sup>N (blue) and female mean &#x03B4;<sup>15</sup>N (purple) measured in parts per thousand (&#x2030;) relative to sea surface temperature anomaly (orange) degrees Celsius (&#x00B0;C), 2004&#x2013;2016.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-08-651212-g007.tif"/>
</fig>
<p>Warmer SSTs correlated to lower &#x03B4;<sup>15</sup>N values. When evaluating ENSO conditions by phase (i.e., cold, normal, and warm), significant correlations between warmer phases and lower &#x03B4;<sup>15</sup>N values as well as colder phases and higher &#x03B4;<sup>15</sup>N values were identified. During warmer phases, the lowest &#x03B4;<sup>15</sup>N values were detected, while consistently higher &#x03B4;<sup>15</sup>N values were detected during cold phases. The increasing magnitude of ENSO conditions revealed significant correlation to lower &#x03B4;<sup>15</sup>N values; stronger or more abnormally warm conditions revealed below average &#x03B4;<sup>15</sup>N values, whereas norm, weak, and moderate magnitudes revealed mean population &#x03B4;<sup>15</sup>N values (<xref ref-type="bibr" rid="B20">Edwards, 2018</xref>). Previous trophic study methodology on South American fur seal populations in Peru were done via scat analyses. A valuable diet evaluation was done from 1982 to 1988, which similarly to us, encompassed varying cold and warm periods, including two El Ni&#x00F1;o events. Scat findings in fur seal diet varied as a result of anchoveta availability; a wider range of prey was seen in scat when anchoveta were less available (<xref ref-type="bibr" rid="B45">Majluf, 1989</xref>). It can be hypothesized that mean Peruvian fur seal &#x03B4;<sup>15</sup>N values could be reflecting these wider prey ranges during periods of anchoveta absence in foraging grounds in relation to warmer SSTA. This adaptive behavior has also been seen in the Peruvian population of South American sea lions during the 1998 El Ni&#x00F1;o, where they fed on a variety of prey when their primary prey source(s) were scarce (<xref ref-type="bibr" rid="B62">Soto et al., 2006</xref>).</p>
</sec>
<sec id="S4.SS4">
<title>Sex Evaluation</title>
<p>Both &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values were significantly different between adult male and female Peruvian fur seal. Female <sup>13</sup>C and <sup>15</sup>N values were significantly lower than males so foraging differences between sex can be inferred. Male Peruvian fur seals are known to forage in larger ranges than adult females with pups; females must return to the rookery to nurse their pup, so they have abbreviated forage trips in comparison to males (Punta San Juan Program, unpublished data). While no gender-size and foraging relationships are known for Peruvian fur seals, they have been observed in South American sea lions. Male sea lions from northern Patagonia exploit benthic and deeper foraging grounds than smaller females (<xref ref-type="bibr" rid="B11">Campagna et al., 2001</xref>; <xref ref-type="bibr" rid="B19">Drago et al., 2009</xref>), although <xref ref-type="bibr" rid="B19">Drago et al. (2009)</xref> noted differences in foraging habits between the sexes are not constant over time. The potential for foraging in dissimilar water masses with contrasting prey composition may explain why male &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values were higher than females (0.51&#x2030;, 1.36&#x2030;, respectively). Whether this is due to physical ability, metabolic capability, foraging location, depth, or simply different prey, these differences cannot be explained without potential prey source isotope signatures and/or tracking data (<xref ref-type="bibr" rid="B20">Edwards, 2018</xref>).</p>
</sec>
</sec>
<sec sec-type="conclusion" id="S5">
<title>Conclusion</title>
<p>The Punta San Juan rookery located within the Humboldt Current Large Marine Ecosystem is home to the Peruvian fur seal (<italic>A. australis</italic>) unnamed sp. Environmental conditions within the ecosystem fluctuate frequently due to ENSO conditions, producing ecological consequences for wildlife. Vibrissae yield biochemical, multi-year timelines which allow for the evaluation of long-term trophic fluctuations within this dynamic ecosystem. Stable isotope ratios from Peruvian fur seals revealed temporal variations, possibly in diet, ecosystem production, and/or foraging habitat, related to anomalous ENSO conditions. The &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values acted as a proxy for sex-related resource and habitat use.</p>
<p>Variability in SSTA was correlated to fluctuations in both &#x03B4;<sup>13</sup>C and &#x03B4;<sup>15</sup>N values, providing evidence that ENSO conditions alter the foraging of these apex predators, potentially due to changes in surrounding resources over time. Although behavioral adaptations could not be evaluated solely by these pinnipeds&#x2019; stable isotope ratios, fluctuations in both stable isotopes across years revealed that the fur seals were still feeding during these stressful conditions. Sex-related stable isotope ratio differences observed during ENSO conditions illustrated that sex-specific adaptations may exist. Further long term, trophic-based studies will be necessary to demonstrate the existence of true adaptations.</p>
<p>The anomalous climatic conditions along the western South American coast may lead Peruvian fur seals to utilize alternative foraging strategies to survive; these data corroborate <xref ref-type="bibr" rid="B62">Soto et al. (2006)</xref> that Peruvian fur seals may be utilized as a biological indicator of relative changes in marine resources. With the mean trend of SSTA in the 1+2 Nino region continuously increasing over 1&#x00B0;C during the past decade, culminating in the strongest ENSO event on record (2014&#x2013;2016), both increased ENSO duration and magnitude threaten this vulnerable species and the coastal marine ecosystem.</p>
</sec>
<sec sec-type="data-availability" id="S6">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="DS1">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="S7">
<title>Ethics Statement</title>
<p>Ethical review and approval was not required for the animal study because sample collection was conducted by MA during a previous project &#x2013; CZS IACUC approved.</p>
</sec>
<sec id="S8">
<title>Author Contributions</title>
<p>AH and ME acquired funding for the analyses. MA and SC-A previously collected the samples. ME and MD-A processed all samples. ME, SC-A, and AH performed all data analyses. All authors contributed equally to the project development and manuscript preparation.</p>
</sec>
<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.</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>
</body>
<back>
<ack>
<p>These data contributed to the completion of Master of Science thesis by ME Nova Southeastern University&#x2019;s President&#x2019;s Faculty Research and Development Grant (PFRDG) provided funding to AH. The Southern Florida Chapter of the Explorers Club provided field work funding to ME. J. Coley and L. Alfino provided laboratory assistance. R. Milligan provided analytical assistance. C. France from the Smithsonian Institution&#x2019;s Museum Support Center provided stable isotope analyses. Chicago Zoological Society and the Punta San Juan Consortium funded the field research and all associated field operations. We thank G. Jankowski, J. Meegan, M. Allender, and the veterinary and field biologist staff that assisted with sample collection. We further acknowledge SERNANP for access to the RNSIIPG-PSJ reserve and AGRORURAL for use of field facilities. All samples were collected in accordance with the SERNANP research permits Resoluci&#x00F3;n Jefatural Nos. 009-2010, 023-2011, 022-2012, and 008-2015-SERNANP-RNSIIPG.</p>
</ack>
<sec id="S10" sec-type="supplementary material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2021.651212/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2021.651212/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Data_Sheet_1.csv" id="DS1" mimetype="text/csv" xmlns:xlink="http://www.w3.org/1999/xlink"/>
<supplementary-material xlink:href="Table_1.docx" id="TS1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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<fn id="footnote1">
<label>1</label>
<p><ext-link ext-link-type="uri" xlink:href="http://www.cpc.ncep.noaa.gov/data/indices/sstoi.indices">www.cpc.ncep.noaa.gov/data/indices/sstoi.indices</ext-link></p></fn>
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<label>2</label>
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