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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.2023.1219716</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>Shell microstructures (disturbance lines) of <italic>Arctica islandica</italic> (Bivalvia): a potential proxy for severe oxygen depletion</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes" equal-contrib="yes">
<name>
<surname>H&#xf6;che</surname>
<given-names>Nils</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zettler</surname>
<given-names>Michael L.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1569995"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Xizhi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1603727"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes" corresp="yes">
<name>
<surname>Sch&#xf6;ne</surname>
<given-names>Bernd R.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1526754"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Institute of Geosciences, University of Mainz</institution>, <addr-line>Mainz</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Biological Oceanography, Leibniz Institute for Baltic Sea Research Warnem&#xfc;nde</institution>, <addr-line>Rostock</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Paul E. Renaud, Akvaplan niva AS, Norway</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Gernot Nehrke, Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research (AWI), Germany; Kozue Nishida, University of Tsukuba, Japan</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Bernd R. Sch&#xf6;ne, <email xlink:href="mailto:bernd.schoene@uni-mainz.de">bernd.schoene@uni-mainz.de</email>; Nils H&#xf6;che, <email xlink:href="mailto:nhoeche@icloud.com">nhoeche@icloud.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>05</day>
<month>12</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1219716</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>17</day>
<month>11</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 H&#xf6;che, Zettler, Huang and Sch&#xf6;ne</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>H&#xf6;che, Zettler, Huang and Sch&#xf6;ne</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>The spread of oxygen deficiency in nearshore coastal habitats endangers benthic communities. To better understand the mechanisms leading to oxygen depletion and eventually hypoxia, predict the future development of affected ecosystems, and define suitable mitigation strategies requires detailed knowledge of the dissolved oxygen (DO) history. Suitable high-resolution DO archives covering coherent time intervals of decades to centuries include bivalve shells. Here, we explored if the microstructure, specifically disturbance lines, in shells of <italic>Arctica islandica</italic> from the Baltic Sea can be used as an alternative or complementary proxy to Mn/Ca<sub>shell</sub> to track the frequency and severity of past low-DO events. Disturbance lines differ from periodic annual growth lines by the presence of fine complex crossed lamellae instead of irregular simple prisms. Aside from a qualitative assessment of microstructural changes, the morphology of individual biomineral units (BMUs) was quantitatively determined by artificial intelligence-assisted image analysis to derive models for DO reconstruction. As demonstrated, Mn-rich disturbance lines can provide a proxy for past deoxygenation events (i.e., DO &lt; 45 &#xb5;mol/L), but it currently remains unresolved if low DO leads to microstructurally distinct features that differ from those caused by other environmental stressors. At least in studied specimens from the Baltic Sea and Iceland, low temperature, salinity near the lower physiological tolerance, or food scarcity did not result in disturbance lines. With decreasing DO supply, disturbance lines seem to become more prominent, contain more Mn, and consist of increasingly smaller and more elongated BMUs with a larger perimeter-to-area ratio. Although the relationship between DO and BMU size or elongation was statistically significant, the explained variability (&lt;1.5%) was too small and the error too large to reconstruct DO values. BMU parameters may reveal a closer relationship with DO if studied in three dimensions and if the DO content was determined at high resolution, directly at the position where the bivalves lived, something that future work should address.</p>
</abstract>
<kwd-group>
<kwd>ocean quahog</kwd>
<kwd>bivalve sclerochronology</kwd>
<kwd>disturbance lines</kwd>
<kwd>physiological stress</kwd>
<kwd>hypoxia</kwd>
<kwd>Baltic Sea</kwd>
</kwd-group>
<counts>
<fig-count count="11"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="105"/>
<page-count count="18"/>
<word-count count="9988"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Global Change and the Future Ocean</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>There is growing concern about the rapid spread of bottom hypoxia in nearshore coastal habitats (<xref ref-type="bibr" rid="B21">Conley et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B15">Carstensen et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B31">Fennel and Testa, 2019</xref>). Severe oxygen depletion can have deleterious effects on marine biodiversity and ecosystem functioning (<xref ref-type="bibr" rid="B49">Karlson et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B91">Vaquer-Sunyer and Duarte, 2008</xref>; <xref ref-type="bibr" rid="B105">Zill&#xe9;n et&#xa0;al., 2008</xref>). Specifically, dissolved oxygen (DO) levels below 2.3 mg/L (equivalent to 1.7 mL/L or 71.9 &#xb5;mol/L at 1 atm and 10&#xb0;C) are lethal for most biota (<xref ref-type="bibr" rid="B91">Vaquer-Sunyer and Duarte, 2008</xref>), as proper breathing is then no longer possible (<xref ref-type="bibr" rid="B39">Herreid, 1980</xref>). This DO threshold marks the transition from normoxia to hypoxia. Furthermore, deoxygenation can result in an enhanced porewater efflux of nutrients into the overlying water body, which further increases eutrophication leading to enhanced primary production, organic carbon export to the seafloor, and subsequent oxygen loss in bottom waters (<xref ref-type="bibr" rid="B68">&#xd6;sterblom et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B22">Conley et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B15">Carstensen et&#xa0;al., 2014a</xref>).</p>
<p>In order to better comprehend the mechanisms leading to oxygen depletion (<xref ref-type="bibr" rid="B1">Andr&#xe9;n et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B17">Carstensen et&#xa0;al., 2014b</xref>), identify the ecosystem baseline (<xref ref-type="bibr" rid="B87">Sohlenius et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B105">Zill&#xe9;n et&#xa0;al., 2008</xref>), predict the future development of oxygen availability, and define proper mitigation and ecosystem restoration strategies (<xref ref-type="bibr" rid="B15">Carstensen et&#xa0;al., 2014a</xref>; <xref ref-type="bibr" rid="B11">Caballero-Alfonso et&#xa0;al., 2015</xref>), detailed knowledge of the DO history on seasonal to decadal timescales is required. However, even in the Baltic Sea, the largest and best-studied oxygen-depleted setting (<xref ref-type="bibr" rid="B16">Carstensen and Conley, 2019</xref>), this is not the case. The ultimate causes for coastal deoxygenation remain incompletely understood mainly due to short and incomplete instrumental datasets (online database of the <xref ref-type="bibr" rid="B56">Leibnitz-Institut f&#xfc;r Ostseeforschung Warnem&#xfc;nde, 2021</xref>, at <ext-link ext-link-type="uri" xlink:href="https://odin2.io-warnemuende.de/">https://odin2.io-warnemuende.de/</ext-link>; last access Nov. 20, 2022) and low-resolution proxy archives (e.g., <xref ref-type="bibr" rid="B97">Westman and Sohlenius, 1999</xref>; <xref ref-type="bibr" rid="B32">Filipsson and Nordberg, 2004</xref>; <xref ref-type="bibr" rid="B69">Osterman et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B46">Jilbert and Slomp, 2013</xref>). While sediments provide extremely valuable insights into the long-term DO trends and cycles (<xref ref-type="bibr" rid="B46">Jilbert and Slomp, 2013</xref>), little is known about the short-term fluctuations of bottom-water oxygen supply. Suitable high-resolution DO archives obtained by geochemical analysis include fish otoliths (<xref ref-type="bibr" rid="B58">Limburg et&#xa0;al., 2011</xref>) and, as recently demonstrated, shells of bivalve mollusks (<xref ref-type="bibr" rid="B104">Zhao et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al., 2022</xref>).</p>
<p>As shown by numerous studies, shells of bivalves can serve as very powerful, temporally well-constrained <italic>in situ</italic> archives providing information on seasonal to inter-annual changes of environmental conditions&#x2014;including DO&#x2014;over coherent time intervals of decades to centuries (<xref ref-type="bibr" rid="B96">Weidman et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B100">Witbaard et&#xa0;al., 1997</xref>; <xref ref-type="bibr" rid="B94">Wanamaker et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B59">Lohmann and Sch&#xf6;ne, 2013</xref>; <xref ref-type="bibr" rid="B73">Reynolds et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Edge et&#xa0;al., 2021</xref>). The shells of the sessile animals grow on a periodic basis, resulting in a distinct pattern of alternating growth increments (fast growth) and lines or bands (slow growth), which can be used to place each shell portion into a precise temporal context and determine the ontogenetic age of the bivalves (<xref ref-type="bibr" rid="B5">Belding, 1910</xref>; <xref ref-type="bibr" rid="B47">Jones, 1980</xref>). According to sclerochronological analyses, some species such as <italic>Arctica islandica</italic> attain a lifespan of nearly 400 to more than 500 years (<xref ref-type="bibr" rid="B82">Sch&#xf6;ne et&#xa0;al., 2005a</xref>; <xref ref-type="bibr" rid="B95">Wanamaker et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B10">Butler et&#xa0;al., 2013</xref>). Environmental changes experienced during life are recorded in the shells in the form of variable growth increment widths and chemical and microstructural properties (e.g., <xref ref-type="bibr" rid="B30">Epstein and Lowenstam, 1953</xref>; <xref ref-type="bibr" rid="B48">Jones et&#xa0;al., 1989</xref>; <xref ref-type="bibr" rid="B65">Milano et&#xa0;al., 2017</xref>). For example, when exposed to physiological stress (i.e., temperature and DO outside physiological tolerance), <italic>A. islandica</italic> forms disordered microstructures and a large number of disturbance lines in its shell (<xref ref-type="bibr" rid="B28">Dunca et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B42">H&#xf6;che et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B41">H&#xf6;che et&#xa0;al., 2022a</xref>). Furthermore, shell Mn/Ca ratios are negatively correlated to DO in the water column because sedimentary manganese can be remobilized under reducing conditions, i.e., the absence of oxygen (<xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al., 2022</xref>). Few species such as <italic>A. islandica</italic> are also highly tolerant against low oxygen supply and can survive in the complete absence of oxygen (anoxia) and even the presence of H<sub>2</sub>S (euxinia) for several weeks or months (<xref ref-type="bibr" rid="B90">Theede et&#xa0;al., 1969</xref>; <xref ref-type="bibr" rid="B27">Dries and Theede, 1974</xref>; <xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>). Under such hostile conditions, they leave their valves closed and switch to an anaerobic metabolism (<xref ref-type="bibr" rid="B90">Theede et&#xa0;al., 1969</xref>; <xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>). The generated acidic metabolites are then neutralized by the dissolution of inner shell surfaces (<xref ref-type="bibr" rid="B25">Crenshaw and Neff, 1969</xref>; <xref ref-type="bibr" rid="B24">Crenshaw, 1980</xref>). Specimens from the Baltic Sea thus tend to be very thin (&lt;1.5&#xa0;mm) and fragile with the inner shell layer and parts of the inner portion of the outer shell layer missing (pers. communication Weigelt cited in <xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>; <xref ref-type="bibr" rid="B81">Sch&#xf6;ne, 2013</xref>).</p>
<p>In the present study, we explored if the shell microstructure, specifically, disturbance lines can be used as an alternative or complementary proxy to Mn/Ca<sub>shell</sub> values to track the number and severity of past low-oxygen events. So far, descriptions of microstructural changes in shells of bivalves from stressful environments remain descriptive (<xref ref-type="bibr" rid="B20">Clark, 1974</xref>; <xref ref-type="bibr" rid="B52">Kennish and Olsson, 1975</xref>; <xref ref-type="bibr" rid="B28">Dunca et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B12">Cardoso et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B42">H&#xf6;che et&#xa0;al., 2021</xref>), and no detailed microstructural comparison of shells from oxygen-depleted and normoxic environments has been undertaken. For that purpose, here, the microstructure properties of <italic>A. islandica</italic> shells from NE Iceland (well-oxygenated habitat) were compared to specimens from the western Baltic Sea (Mecklenburg Bight, Fehmarn Belt), which were exposed to seasonally recurring oxygen depletion, occasionally hypoxia. Aside from a qualitative assessment of microstructural changes, the morphology of individual biomineral units (size, elongation, solidity, perimeter-to-size ratio, and coverage) was quantitatively determined by means of artificial intelligence-assisted image analysis to derive models for the reconstruction of DO. The results of our study can help to obtain better insights into the historical development of low-oxygen environments.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<p>Eight <italic>A. islandica</italic> specimens were collected alive between 2001 and 2020 by dredging from two different regions in the North Atlantic realm, namely, the western Baltic Sea (n = 4; three specimens from Mecklenburg Bight and one specimen from Fehmarn Belt) and NE Iceland (n = 4; &#xde;istilfj&#xf6;r&#xf0;ur) (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>; <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). All specimens were used for microstructure analyses <italic>via</italic> scanning electron microscopy (SEM). SEM analysis was preferred over more sophisticated analytical techniques such as electron backscatter diffraction (EBSD) and high-resolution electron backscatter diffraction (used, e.g., by <xref ref-type="bibr" rid="B50">Karney et&#xa0;al., 2012</xref>) in order to study large areas of shell in adequate time. In addition, we were interested in identifying a method that can be applied by a large number of laboratories; i.e., SEM is more often available than EBSD machines. In three specimens per region, individual biomineral units (BMUs) were quantitatively characterized, and in the remaining specimen, the microstructure was qualitatively described (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). All except one specimen from NE Iceland were used in previous studies targeting the element chemistry (in particular, Mn/Ca<sub>shell</sub> and Ba/Ca<sub>shell</sub>) and the seasonal timing and rate of shell growth (see <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> and references provided in the table caption).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>List of <italic>Arctica islandica</italic> shells used in present study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Region</th>
<th valign="top" align="left">Sample site</th>
<th valign="top" align="left">Specimen ID</th>
<th valign="top" align="left">Lon/Lat</th>
<th valign="top" align="left">Water depth (m)</th>
<th valign="top" align="left">Date of death</th>
<th valign="top" align="left">Age at death</th>
<th valign="top" align="left">Calendar years studied</th>
<th valign="top" align="left"># SEM images</th>
<th valign="top" align="left">Microstructure analysis</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1: W Baltic Sea</td>
<td valign="top" rowspan="3" align="left">Mecklenburg Bight</td>
<td valign="top" align="left">MLZ-St12-A4R<sup>a,b,c</sup>
</td>
<td valign="top" rowspan="3" align="left">54&#xb0;18&#x2032;59.50&#x2033;N, 011&#xb0;33&#x2032;00.00&#x2033;E</td>
<td valign="top" rowspan="3" align="left">24.8</td>
<td valign="top" rowspan="3" align="left">Oct. 25, 2001</td>
<td valign="top" align="left">19</td>
<td valign="top" align="left">1986&#x2013;2001</td>
<td valign="top" align="left">247</td>
<td valign="top" rowspan="3" align="left">BMU morphometry</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">MLZ-St12-A6R<sup>a,b,c</sup>
</td>
<td valign="top" align="left">14</td>
<td valign="top" align="left">1987&#x2013;2000</td>
<td valign="top" align="left">384</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">MLZ-St12-A7L<sup>a,b</sup>
</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">1997&#x2013;2000</td>
<td valign="top" align="left">325</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">Fehmarn Belt</td>
<td valign="top" align="left">MLZ-FBR36-A6R<sup>b</sup>
</td>
<td valign="top" align="left">54&#xb0;35&#x2032;53.67&#x2033;N, 011&#xb0; 00&#x2032;34.24&#x2033;E</td>
<td valign="top" align="left">21</td>
<td valign="top" align="left">June 29, 2020</td>
<td valign="top" align="left">9</td>
<td valign="top" align="left">2015&#x2013;2019</td>
<td valign="top" align="left">1112</td>
<td valign="top" align="left">Qualitative analysis</td>
</tr>
<tr>
<td valign="top" align="left">2: NE Iceland</td>
<td valign="top" rowspan="4" align="left">&#xde;istilfj&#xf6;r&#xf0;ur, NE Iceland</td>
<td valign="top" align="left">ICE06-6.2-A6R<sup>c</sup>
</td>
<td valign="top" rowspan="4" align="left">66&#xb0;11&#x2032;22.26&#x2033;N, 015&#xb0;21&#x2032;09.54W</td>
<td valign="top" rowspan="4" align="left">6.6</td>
<td valign="top" rowspan="4" align="left">Aug. 17, 2006</td>
<td valign="top" align="left">12</td>
<td valign="top" align="left">1994&#x2013;2006</td>
<td valign="top" align="left">566</td>
<td valign="top" rowspan="3" align="left">BMU morphometry</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">ICE06-6.2-A11R<sup>c</sup>
</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">2001&#x2013;2006</td>
<td valign="top" align="left">173</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">ICE06-6.2-A16R<sup>c</sup>
</td>
<td valign="top" align="left">15</td>
<td valign="top" align="left">1992&#x2013;2006</td>
<td valign="top" align="left">154</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">ICE06-6.2-A56R</td>
<td valign="top" align="left">6</td>
<td valign="top" align="left">2002&#x2013;2006</td>
<td valign="top" align="left">2519</td>
<td valign="top" align="left">Qualitative analysis</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>BMU morphometry, morphometric analysis of individual biomineral units (quantitative analysis) of specimens ultra-polished with 60 nm Buehler MasterMet suspension (qualitative analysis was performed on polished sections etched for 10 seconds in 1 M HCl). Shells used previously for sclerochronological analyses: a = <xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al. (2021)</xref>: Mn/Ca<sub>shell</sub>, Ba/Ca<sub>shell</sub>, seasonal timing and rate of shell growth (STR), annual shell growth in hinge (ASGh); b = <xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al. (2022)</xref>: Mn/Ca<sub>shell</sub>, Ba/Ca<sub>shell</sub>, STR, ASGh; c = <xref ref-type="bibr" rid="B41">H&#xf6;che et al. (2022a)</xref>: STR, morphometry of individual biomineral units within the annual increment (without disturbance lines and annual growth lines).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Map showing the regions where <italic>Arctica islandica</italic> specimens were collected. (1) Western Baltic Sea, (2) NE Iceland.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g001.tif"/>
</fig>
<sec id="s2_1">
<label>2.1</label>
<title>Sample preparation</title>
<p>For sclerochronological analyses, three ca. 3-mm-thick sections were cut from one valve of each specimen along the axis of maximum growth (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>). One of the sections was used for growth pattern analyses, the mirroring side for <italic>in situ</italic> chemical analyses, and the remaining shell slab for microstructure investigations. Before sectioning, the shells were covered along the cutting axis with an approx. 1&#x2013;1.5-cm-wide and 0.3-cm-thick protective layer of metal epoxy resin (WIKO EpoFix 05). To mount the shells for cutting, acrylic glass blocks were attached to the anterior side of the valves using a plastic welder (WIKO Multi Power 03). Specimens were then sliced at approx. 200 rpm using a rotational low-speed saw (Buehler IsoMet 1000) equipped with a 0.4-mm-thick diamond-coated blade (Buehler 15LC 11-4255). After cutting, the shell slabs were ground on glass plates using F800 and F1200 SiC grit powders (suspended in deionized water) and then polished on a polishing cloth (Buehler MasterTex) using a 1 &#xb5;m Al<sub>2</sub>O<sub>3</sub> suspension. After each grinding and polishing step, the samples were ultrasonically rinsed with deionized water. Sections used for growth pattern analysis were then mounted to glass slides using metal epoxy (WIKO EpoFix 05).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Growth pattern analysis and temporal alignment of the growth record</title>
<p>For growth pattern analysis, one polished slab of each specimen was immersed in Mutvei&#x2019;s solution (<xref ref-type="bibr" rid="B83">Sch&#xf6;ne et&#xa0;al., 2005b</xref>) for 20 minutes at 37&#xb0;C to 40&#xb0;C under constant stirring. This treatment facilitated the recognition of annual growth lines. Stained sections were then photographed with a digital camera (Canon EOS 600D) mounted to a reflected-light binocular microscope (Zeiss Stemi 508). Samples were illuminated using sectoral (= one-quarter) dark-field ring-light illumination (Schott VisiLED MC1000). Growth pattern analyses were carried out on stitched images (Microsoft Image Composite Editor) using the image analysis software ImageJ (<xref ref-type="bibr" rid="B80">Schneider et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B79">Schindelin et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B75">Rueden et&#xa0;al., 2017</xref>). The number of annual increments provided information on the lifespan of the studied specimens and helped to assign each shell portion to a precise calendar year. The time of the year represented by each SEM image was determined based on the relative position between consecutive annual growth lines and existing seasonal growth models for the study sites (<xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B41">H&#xf6;che et&#xa0;al., 2022a</xref>). For details on the seasonal dating procedure, see also <xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al. (2021)</xref>. These growth models provide information not only on the timing of seasonal shell growth but also on daily growth rates (in %).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Microstructural analysis via SEM</title>
<p>Shell microstructures (see review in, e.g., <xref ref-type="bibr" rid="B18">Checa, 2018</xref>) consist of hierarchically organized BMUs, which can be rounded as in the homogeneous microstructures (HOMs) or needle-shaped as in crossed-lamellar, fine complex crossed-lamellar (FCCL) and crossed-acicular (CA) microstructures. Each BMU is enveloped by intercrystalline organic matrices and interwoven with intracrystalline organic matrices (proteins, lipids, sugars, etc.) (<xref ref-type="bibr" rid="B8">Bevelander and Nakahara, 1980</xref>; <xref ref-type="bibr" rid="B61">Marin et&#xa0;al., 2012</xref>).</p>
<p>In the present study, different preparation techniques were employed for qualitative and quantitative analyses (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) of the microstructural properties of the shells. For qualitative analyses, the third polished shell section of each specimen was briefly (10 seconds) immersed in diluted (1 M) hydrochloric acid to generate a topographical relief highlighting the BMUs. Immediately after etching, specimens were rinsed with demineralized water, air-dried, and then coated with a 5-nm-thick platinum layer using a sputter coater (Leica EM ACE200). For quantitative BMU analyses, the same shell slabs were first repolished with 1 &#xb5;m Al<sub>2</sub>O<sub>3</sub> suspension and subsequently ultra-polished with an alkaline polishing agent (Buehler MasterMet, 60-nm grain size) and sputter-coated with Pt.</p>
<p>Microstructure investigations were conducted with a Desktop SEM (Phenom Pro, third generation) equipped with a CeB<sub>6</sub> electron source backscatter electron detector at 10 keV. For qualitative assessment of the HCl-etched shells, mappings of large shell regions were generated automatically by stitching up to 400 individual images together. Each SEM image was taken at approx. &#xd7;3,500 magnification. Quantitative measurements of the BMU shape were performed on individual SEM images taken at a magnification of approx. &#xd7;7,500. When viewed under backscatter SEM, the intercrystalline organic envelopes appeared black, while BMUs appeared in shadings of gray reflecting variations in the amount of intracrystalline organics. This approach greatly facilitated the quantitative BMU analysis.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Automated measurement of the BMU shape</title>
<p>SEM images taken for quantitative analysis of the BMU size and shape were fed into the machine learning-based image segmentation software ilastik (<xref ref-type="bibr" rid="B7">Berg et&#xa0;al., 2019</xref>). For details on how this software can assist in microstructure analysis, the reader is referred to (<xref ref-type="bibr" rid="B41">H&#xf6;che et&#xa0;al., 2022a</xref>). In brief, the program classifies each pixel of the SEM images (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;2A</bold>
</xref>) as belonging to either a BMU or the interstitial space (= organic envelope, intercrystalline organic matrix) based on user-supplied examples and returns an image where the pixels of each BMU are labeled in an individual color, while the background is labeled black. This color-coded image (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;2B</bold>
</xref>) can then be used as an input for automatic particle analysis to obtain the morphological parameters of each BMU. Particle analysis was performed using the python programming language and the scikit-learn image analysis library (as well as the image analysis software ImageJ using the plugin MorphoLibJ). The trained classifier used by ilastik is available in <xref ref-type="bibr" rid="B43">H&#xf6;che et&#xa0;al. (2022b)</xref>.</p>
<p>In addition to the BMU size, width, length, elongation, perimeter, and coverage, which have already been studied in prior publications (e.g., <xref ref-type="bibr" rid="B65">Milano et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B3">Ballesta-Artero et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B42">H&#xf6;che et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B41">H&#xf6;che et&#xa0;al., 2022a</xref>), several novel shape parameters were investigated in the present study, namely, i) the perimeter-to-size ratio of the BMUs, which is a two-dimensional representation of the surface-to-volume ratio of three-dimensional particles, and ii) the BMU solidity, i.e., the size of the BMUs in relation to the size of the smallest convex polygonal envelope of the BMU (= BMU size/size of convex hull; <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;2C</bold>
</xref>). This value decreases when a smaller proportion of the convex hull is filled out by the BMU, i.e., when the BMU has more crevices that are not filled with CaCO<sub>3</sub>.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analyses</title>
<p>For specimens from the Baltic Sea, correlation analysis was performed between the morphological parameters of the BMUs and environmental parameters. For this purpose, Spearman&#x2019;s rank correlation was used because BMU morphology data were not consistently normally distributed. In Baltic Sea shells, the properties of microstructures formed under well-oxygenated conditions were compared to such formed during low-oxygen conditions during summer. For this purpose, the time covered by the shell growth records was categorized into &#x201c;high-DO&#x201d; and &#x201c;low-DO&#x201d; intervals based on the oxygenation status during biomineralization. Since we do not know the DO concentration of the water inhaled by the bivalves (see also Section 4.1), the average summer DO concentration of the study region (Mecklenburg Bight and Fehmarn Belt) at 5&#xa0;m above the seafloor (where actual DO measurements were completed), i.e., 5 mL/L, was set as the boundary between &#x201c;high-DO&#x201d; and &#x201c;low-DO&#x201d;. Very likely, the formation of disturbance lines is coupled to the metabolic rate. According to <xref ref-type="bibr" rid="B88">Strahl et&#xa0;al. (2011)</xref>, in <italic>A. islandica</italic>, the metabolic rate decreases markedly below DO values of 5 kPa, which likely corresponds to the threshold set for the categorization into high- and low-DO time intervals. An oxygen partial pressure of 5 kPa (measured at 1 atm and 10&#xb0;C; <xref ref-type="bibr" rid="B88">Strahl et&#xa0;al., 2011</xref>) corresponds to 0.43 mL/L, 1.62 mg/L, or 44.93 &#xb5;mol/L DO assuming the environmental conditions of the Mecklenburg Bight, i.e., a temperature of 7.5&#xb0;C, a salinity of 19.3 (averages during the studied time interval), and water depth of 24.8&#xa0;m (converted using Henry&#x2019;s law and the ideal gas constant). Subsequently, all BMU data of the &#x201c;low-DO&#x201d; category were compared to those of the &#x201c;high-DO&#x201d; category using non-parametric Mann&#x2013;Whitney U-tests. An analogous comparison between low- and high-salinity conditions was not performed because salinity only causes severe stress in <italic>A. islandica</italic> below values of approx. 15 (<xref ref-type="bibr" rid="B40">Hiebenthal et&#xa0;al., 2012</xref>). Furthermore, salinity in Mecklenburg Bight only fell below this threshold for 25 days during the entire studied time interval.</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Environmental conditions at the study sites</title>
<p>For comparison with the microstructure data, instrumental temperature, salinity, DO, and chlorophyll a (Chl <italic>a</italic>) data were acquired for &#xde;istilfj&#xf6;r&#xf0;ur, NE Iceland, and Mecklenburg Bight, western Baltic Sea (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the case of &#xde;istilfj&#xf6;r&#xf0;ur, temperature data were obtained from Gr&#xed;msey station (<xref ref-type="bibr" rid="B35">Hanna et&#xa0;al., 2006</xref>), and salinity data were taken from satellite measurements (<xref ref-type="bibr" rid="B33">Gaillard et&#xa0;al., 2016</xref>). High-resolution DO time series were not available for the site at NE Iceland, but given that the habitat belongs to the well-agitated surface water body and the sandy substrates prevail, permanent well-oxygenated conditions can be assumed. According to the World Ocean Atlas (<ext-link ext-link-type="uri" xlink:href="https://www.ncei.noaa.gov">https://www.ncei.noaa.gov</ext-link>; last access Nov. 21, 2022), surface waters in that region contained ca. 0.35&#xa0;mol O<sub>2</sub> per g, corresponding to 11.2 mg/L or 4.9 mL/L O<sub>2</sub> at the water depth in which the bivalves lived, i.e., 6.6&#xa0;m, and the local water temperature (see below). For Mecklenburg Bight, temperature, salinity, and DO concentration data were taken from <italic>in situ</italic> measurements in a water depth of 20&#xa0;m at Station 12 (<xref ref-type="bibr" rid="B102">Zettler et&#xa0;al., 2017</xref>; online database, reference <xref ref-type="bibr" rid="B56">Leibnitz-Institut f&#xfc;r Ostseeforschung Warnem&#xfc;nde, 2021</xref>, at <ext-link ext-link-type="uri" xlink:href="https://odin2.io-warnemuende.de">https://odin2.io-warnemuende.de</ext-link>/, last access Nov. 20, 2022), located ca. 172&#xa0;m NW of the sampling site. Note that these DO data may overestimate the actual oxygen availability at the seafloor where the bivalves dwelled (see also discussion in <xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al., 2022</xref>). Within the timespan covered by the shell records (1986&#x2013;2006; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), the instrumental DO dataset (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>) comprises 179 points of data (on average, ca. nine per year), with 20 of them falling into summer months (i.e., one per year). All environmental datasets are provided in <xref ref-type="bibr" rid="B43">H&#xf6;che et&#xa0;al. (2022b)</xref>.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Shell Mn/Ca chronologies of the three studied Arctica islandica specimens from Mecklenburg Bight (<bold>(A)</bold> MLZ-St12-A4R, <bold>(B)</bold> &#x2026;-A6R, and <bold>(C)</bold> &#x2026;-A7L) in comparison to levels of dissolved oxygen (DO) measured 5&#xa0;m above the seafloor. Open circles denote actual DO measurements, and black connecting lines represent linearly interpolated DO data. Also shown are annual growth lines (black dashed lines) and disturbance lines (solid yellow lines). Note that the formation of disturbance lines occurs in summer (July/August) and typically falls together with the seasonal DO minimum and shell Mn/Ca maximum.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g002.tif"/>
</fig>
<p>The water at the study site at Mecklenburg Bight was, on average, &gt;3&#xb0;C warmer than at NE Iceland (7.4&#xb0;C &#xb1; 3.5&#xb0;C vs. 4.3&#xb0;C &#xb1; 2.3&#xb0;C; 1983&#x2013;2012) but significantly lower in salinity (19.4 &#xb1; 2.7 vs. 34.4 &#xb1; 0.2) and contained highly variable amounts of dissolved oxygen (2.0&#x2013;8.9 mL/L vs. ca. 4.2&#x2013;5.1 mL/L) (<xref ref-type="bibr" rid="B43">H&#xf6;che et&#xa0;al., 2022b</xref>). Food availability (Chl <italic>a</italic>) was nearly identical at both study sites (Mecklenburg Bight, 1.8 &#xb1; 0.7 mg/m<sup>3</sup>; NE Iceland, 1.8 &#xb1; 0.8 mg/m<sup>3</sup>) but more extreme in the Baltic Sea (0&#x2013;10.3 vs. 0.6&#x2013;4.7 mg/m<sup>3</sup>). Seasonal temperature and salinity amplitudes at Mecklenburg Bight (&#x2212;0.4&#xb0;C to 16.9&#xb0;C; 14.9&#x2013;28.9) clearly exceeded those at NE Iceland (&#x2212;1.1&#xb0;C to 10.3&#xb0;C; 34.4&#x2013;34.7). During summer, the study site at Mecklenburg Bight experienced temperatures as high as 12.2&#xb0;C &#xb1; 2.1&#xb0;C and salinities, Chl levels, and DO concentrations of 23.6 &#xb1; 2.7, 1.76 &#xb1; 0.02 mg/m<sup>3</sup>, and 3.0 &#xb1; 1.2 mL/L, respectively.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>After immersion in Mutvei&#x2019;s solution, cross-sectioned shells revealed internal growth patterns, i.e., annual growth lines and&#x2014;in the case of specimens from the Baltic Sea&#x2014;disturbance lines in both the hinge portion and the ventral margin (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figures&#xa0;3, 4</bold>
</xref>). Disturbance lines typically developed shortly before the annual growth lines and typically fell together with the seasonal DO minima and shell Mn/Ca maxima (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). As outlined further below, the two types of growth lines can be distinguished from each other by means of microstructure analysis. More distinct disturbance lines appeared to be associated with more severe oxygen depletion, but quantification of this link was not possible. For example, more prominent disturbance lines were observed in the summer of 1995 and 1999 (i.e., growing seasons 1994/95 and 1998/99), but weaker lines during the summer of 1996 and 1998, although DO levels dropped to similarly low values in 1996 as in 1995 (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figures&#xa0;3, 4</bold>
</xref>). In studied specimens from NE Iceland (well-oxygenated habitat), no disturbance lines developed (see <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;5</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Mutvei&#x2019;s solution-stained cross-section of an Arctica islandica specimen from Mecklenburg Bight (specimen MLZ-St12-A4R) showing annual growth lines (dashed white lines) and disturbance lines (yellow circles) in the hinge (upper panel) and the ventral margin (lower panel). Circles with red outlines denote particularly prominent disturbance lines. OSL, outer shell layer; ISL, inner shell layer; oOSL, iOSL, outer and inner portions of the OSL.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g003.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Relationship between shell growth and environmental parameters</title>
<p>In the western Baltic Sea, shells of <italic>A. islandica</italic> grew up to 0.6% of the annual growth increment within a single day (<xref ref-type="bibr" rid="B41">H&#xf6;che et&#xa0;al., 2022a</xref>). In general, daily growth rates increased with higher oxygen supply (<italic>r</italic> = 0.55, <italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). The fastest shell production (0.3%&#x2013;0.6% of annual growth per day) was observed at DO concentrations above ca. 6 mL/L. Below this threshold, however, no more than 0.25% of the annual growth increment was produced per day. Shell growth was also negatively correlated to water temperature (<italic>r</italic> = &#x2212;0.54, <italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). The fastest growth rates occurred between 2.5&#xb0;C and 5&#xb0;C. In contrast, in Iceland, growth rates were weakly positively linked to the water temperature (<italic>r</italic> = 0.22, <italic>p</italic> &lt; 0.05), and daily shell growth varied between 0.1% and 1% of the annual increment (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Correlation between intra-annual shell growth rate of Arctica islandica and environmental variables. Note that data were pooled from three specimens per site and the regression curves, thus treating all data points as independent variables. <bold>(A)</bold> Specimens from the western Baltic Sea (Mecklenburg Bight) grew faster when dissolved oxygen (DO) levels were higher. Below DO concentrations of ca. 6 mL/L, shell growth rates were strongly reduced. <bold>(B)</bold> In the Baltic Sea, shell growth rates decreased with rising water temperature, but the opposite was observed in specimens from NE Iceland (&#xde;istilfj&#xf6;r&#xf0;ur). Note that DO concentration was measured 5&#xa0;m above the sediment surface. Actual DO concentration experienced by the bivalves was much lower due to sedimentary porewater efflux.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g004.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Qualitative assessment of microstructural differences between localities</title>
<p>Irrespective of locality, the outer shell layer (OSL) of the ventral margin of the studied specimens (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) was subdivided into microstructurally distinct sub-layers (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), i.e., an outer portion (oOSL) dominated by HOM (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, D, G, J</bold>
</xref>) and an inner portion (iOSL) in which CA microstructure prevailed (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, K</bold>
</xref>). From the oOSL/iOSL transition (i.e., the boundary between HOM and CA microstructure) toward the myostracum, individual BMUs became gradually smaller and more elongated. In the innermost part of the iOSL, i.e., the slowest growing portion near the myostracum, FCCL microstructure was observed (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, L</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Microstructures in the ventral margin of Arctica islandica shells. Icelandic shells: left panel, blue header. Shells from the Baltic Sea: right panel, orange header. The direction of growth is from the upper right to the lower left in all images. <bold>(A, G)</bold> SEM overviews showing the position of magnified shell portions (letters in gray circles) as well as the periostracum (p; purple line), the myostracum (black line), and the boundary between the inner and outer portion of the outer shell layer (dashed red line). <bold>(B, K)</bold> Crossed-acicular and <bold>(C, L)</bold> fine complex-crossed lamellar microstructures were formed in annual increments toward the myostracum (bottom of the images). <bold>(K, L)</bold> Biomineral units (BMUs) in shells from the Baltic Sea were arranged in layers and traced by thin spacings (presumably filled with organics before preparation), and occasionally, voids were arranged like a row of pearls perpendicular to the growth direction. <bold>(B, C)</bold> This layered BMU arrangement including the voids was missing in shells from Iceland. <bold>(D, J)</bold> In the outermost portion of the outer shell layer, homogeneous microstructure was formed at both localities, with similar biomineral unit (BMU) morphologies, especially near the periostracum. <bold>(E, F)</bold> In shells from Iceland, BMU sizes varied strongly before and after an annual growth line (black arrows), but no strong enrichment of organic components was observed (which would be indicated by darker gray shadings). <bold>(H, I)</bold> In shells from the Baltic Sea, in contrast, BMU sizes remained nearly unchanged before and after annual growth lines or bands, but the growth lines/bands contained larger amounts of organics and were much broader than in Iceland (dark gray shadings). <bold>(L)</bold> Disturbance lines (yellow arrow) in the ventral margin of Baltic Sea specimens consisted of fine complex crossed-lamellar microstructures with small and highly elongated BMUs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g005.tif"/>
</fig>
<p>In contrast, the hinge plate (portion formed in the outer extrapallial space (i.e., the same from which the oOSL of the ventral margin was precipitated) was microstructurally more uniform than the ventral margin and showed less gradual microstructural transitions (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). CA microstructure prevailed, with occasional intercalations of FCCL microstructure (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, D, G, J</bold>
</xref>). In shells from both study sites, the annual growth lines in the hinge and ventral margin were typically composed of irregular simple/spherulitic prismatic (ISP) microstructure (e.g., <xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, C, E, F, I, K</bold>
</xref>), but significant differences were detected regarding their relative proportions. In the following, these differences will be described in more detail.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Shell microstructures in the hinge plate of Arctica islandica. Icelandic shells: left panel, blue header. Shells from the Baltic Sea: right panel, orange header. <bold>(A, G)</bold> SEM overviews showing the position of <bold>(B&#x2013;F, H&#x2013;I)</bold>, respectively (letters in gray circles). The periostracum (p) is indicated by the purple line. <bold>(D, J)</bold> Within the annual increments, crossed-acicular and fine complex crossed-lamellar microstructures prevailed. Biomineral units (BMUs) in shells from Iceland appeared more rounded than those of shells from the Baltic Sea. The latter were more acute and frequently contained small voids (presumably filled with organics before preparation). <bold>(B, C, E, F)</bold> Annual growth lines (black arrows) in the hinge plates of Icelandic specimens had the same microstructural appearance as in the ventral margin; i.e., BMU sizes varied strongly before and after the annual growth lines. <bold>(I, K)</bold> Annual growth lines of specimens from the Baltic Sea, in contrast, consisted of distinct bands (or layers) of irregular simple prismatic microstructure, and BMUs before and after the annual growth lines exhibited less variability in size than in specimens from Iceland. In addition, BMUs were more acute and elongated at the annual growth lines than in the annual increments. <bold>(H, K)</bold> Disturbance lines (yellow arrows) in the hinge plate of Baltic Sea specimens consisted of fine complex crossed-lamellar microstructure, interrupted by a thin, organic-rich layer, and occasionally clusters of untypically highly elongated BMUs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g006.tif"/>
</fig>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Ventral margin</title>
<p>The HOM of the oOSL of the ventral margin was nearly identical at both localities; i.e., the size and elongation of individual BMUs were virtually indistinguishable (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D, J</bold>
</xref>). Likewise, irrespective of the habitat, the annual growth lines in the oOSL were composed of ISP microstructure (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5D&#x2013;F, H, I</bold>
</xref>). However, the annual growth &#x201c;lines&#x201d; of the oOSL were much broader in specimens from the western Baltic Sea than in specimens from NE Iceland, especially underneath the periostracum, and are thus better ascribed as annual growth &#x201c;bands&#x201d; rather than &#x201c;lines&#x201d;. The width of these bands decreased gradually from the outer shell surface toward the oOSL/iOSL transition where they attained nearly the same width as in specimens from NE Iceland (from here toward the myostracum referred to as &#x201c;annual growth lines&#x201d;; <xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E, F, H, I</bold>
</xref>).</p>
<p>Shells from the western Baltic Sea and NE Iceland differed more distinctly by the microstructures of the iOSL of the ventral margin than the oOSL (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, C, K, L</bold>
</xref>). At both localities, the outer part of the iOSL (i.e., near the transition to the oOSL) was composed of CA microstructure (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, K</bold>
</xref>), whereas FCCL dominated the innermost parts (near the myostracum; <xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, L</bold>
</xref>). The appearance of these microstructures, however, differed between the two localities, as did their relative abundance. In specimens from the western Baltic Sea, CA BMUs were typically arranged in layers parallel to the growth front. Adjacent layers were separated from each other by a thin spacing or numerous voids arranged like a string of pearls (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5K</bold>
</xref>). Prior to etching, the latter may have been filled with organic components. This layered arrangement also occurred in shells from Iceland, but it was largely constrained to regions near annual growth lines (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E, F</bold>
</xref>). Furthermore, specimens from the Baltic Sea contained much more voids within the iOSL than specimens from Iceland.</p>
<p>Locality-specific microstructural differences were also observed in the appearance of the annual growth lines of the iOSL. In Baltic Sea shells, the vicinity of annual growth lines was strongly enriched in organics as indicated by the broad, dark gray shadings in the SEM images (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5H, I</bold>
</xref>), whereas only thin, distinct organic-rich lines developed in specimens from Iceland (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E, F</bold>
</xref>). The recognition of annual growth lines was greatly facilitated in Islandic shells for two more reasons. First, BMU sizes differed significantly before and after the annual growth lines, whereas nearly identical BMU sizes were observed in specimens from the Baltic Sea (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E, F, H, I</bold>
</xref>). Second, the annual growth lines in the iOSL of specimens from Iceland were composed of ISP microstructure (as within the oOSL) and thus deviated distinctly from the shell architecture in adjacent shell portions (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E, F</bold>
</xref>). In contrast, annual growth lines were much less prominent in specimens from the Baltic Sea because they consisted of the same CA microstructure as the surrounding regions (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5H, I</bold>
</xref>).</p>
<p>Furthermore, specimens from the Baltic Sea contained a large number of disturbance lines, which were missing in specimens from Iceland (and less well developed in the better oxygenated Fehmarn Belt site; <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>). These disturbance lines (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5L</bold>
</xref>) were easily distinguishable from the annual growth lines (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5E, F, H, I</bold>
</xref>) by the presence of FCCL microstructure, i.e., small, elongated BMUs, which were arranged in two predominant dipping angles (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5L</bold>
</xref>). Disturbance lines exclusively developed in shell portions that were strongly enriched in manganese (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>) (<xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al., 2021</xref>), i.e., shell portions that formed in the summer months during which dissolved oxygen in the water dropped markedly (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Hinge plate</title>
<p>Regardless of locality, in the hinge plate (oOSL), the annual growth lines consisted of irregular simple prisms (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A&#x2013;C, E, F, G, I, K</bold>
</xref>), while annual increments were predominantly composed of CA and FCCL microstructures (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6D, J</bold>
</xref>). However, shells from NE Iceland and the western Baltic Sea differed by the relative proportion of these two microstructure types. In specimens from NE Iceland, FCCL microstructure was typically limited to regions adjacent to annual growth lines (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, E</bold>
</xref>), whereas in shells from the Baltic Sea, this microstructure also occurred within the annual increments (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6G-K</bold>
</xref>).</p>
<p>Although the annual growth lines of the hinge plate of all studied specimens consisted of the same microstructure type (ISP), site-specific differences were observed at higher magnification (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A&#x2013;C, E, F, G, I, K</bold>
</xref>). In Icelandic specimens, the irregular simple prisms were broader and much smaller, and their boundaries were less well-defined than in specimens from the Baltic Sea (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6B, C, E, F</bold>
</xref>). In the latter, the annual growth lines consisted only of one layer of irregular simple prisms with clearly defined boundaries (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6I</bold>
</xref>). Occasionally, the ISP layer was completely missing in specimens from the Baltic Sea and replaced&#xa0;by a thin organic layer (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6K</bold>
</xref>). In addition, specimens from the Baltic Sea sometimes exhibited an extreme form of FCCL microstructure near the annual growth lines of the&#xa0;hinge. This unusual form consisted of highly elongated blocks&#xa0;of acute BMUs, arranged in alternating dipping directions (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6H</bold>
</xref>), closely resembling the appearance of simple crossed-lamellar microstructures.</p>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Quantitative assessment of microstructural differences between localities</title>
<p>The morphology of BMUs was quantitatively assessed in a total of 1,875 SEM images taken in six shells (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). In the following, the relationships between different BMU shape parameters will be described. Then, the BMU shape data of the two localities will be contrasted with each other, and finally, for specimens from the Baltic Sea, data of shell regions formed under low and high DO will be compared with each other.</p>
<sec id="s3_3_1">
<label>3.3.1</label>
<title>Relationship between morphological parameters of BMUs</title>
<p>The size of BMUs of <italic>A. islandica</italic> shells of both localities was weakly but significantly positively correlated to the coverage of BMUs in the SEM images (0.25 &lt; <italic>r</italic> &lt; 0.37, <italic>p</italic> &lt; 0.05); i.e., larger BMUs were associated with narrower interstitial spaces between them and thus less intercrystalline organic matrix (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). In addition, the BMU size was antiproportional to BMU elongation (&#x2212;0.20 &lt; <italic>r</italic> &lt; &#x2212;0.37, <italic>p</italic> &lt; 0.05); i.e., larger BMUs were more rounded, and smaller BMUs were more elongated (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). The strongest inverse correlation was found between the size and the perimeter-to-size ratio of BMUs (&#x2212;0.90 &lt; <italic>r</italic> &lt; &#x2212;0.91, <italic>p</italic> &lt; 0.05), a parameter that has not yet been studied in the context of bivalve shell microstructures (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). Larger BMUs came with smaller perimeter-to-size ratios (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). The second newly studied microstructural parameter, the BMU solidity, was also negatively linked to BMU size (&#x2212;0.46 &lt; <italic>r</italic> &lt; &#x2212;0.47, <italic>p</italic> &lt; 0.05), meaning that larger BMUs contained larger and more numerous notches and crevices. Larger BMUs thus appeared as less ideally shaped grains than smaller BMUs. All the above-mentioned relationships occurred at both sites without obvious site-specific differences.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Microstructural parameters of six Arctica islandica shells (three from Mecklenburg Bight, orange; three from NE Iceland, blue) plotted against each other. <bold>(A)</bold> Coverage of the biomineral units (BMUs) in the SEM images was positively correlated with the BMU size. <bold>(B)</bold> BMU elongation, <bold>(C)</bold> the perimeter-to-area ratio of the BMUs, and <bold>(D)</bold> the BMU solidity were all negatively correlated with BMU size. All correlations are statistically significant (p &lt; 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g007.tif"/>
</fig>
</sec>
<sec id="s3_3_2">
<label>3.3.2</label>
<title>Site-specific differences in BMU morphology</title>
<p>Typically, BMUs of shells from NE Iceland were significantly larger than those of shells from the Baltic Sea (average of 2.18 versus 1.79 &#xb5;m<sup>2</sup>; Mann&#x2013;Whitney U-test, <italic>p</italic> &lt; 0.05), particularly in the ventral margin (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>). The elongation of the BMUs of the ventral margin exhibited no significant difference between sites and equaled, on average, approx. 1.8 for both sites (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>). In the hinge, however, the elongation of BMUs differed significantly (<italic>p</italic> &lt; 0.05) between sites. BMUs of specimens from the Baltic Sea were, on average, more elongated (2.0) than in shells from Iceland (1.8; <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8B</bold>
</xref>). The average BMU solidity, however, returned statistically indistinguishable values for both sites, i.e., 0.76 (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8C</bold>
</xref>). The perimeter-to-size ratio of the BMUs (= two-dimensional surface area-to-volume ratio) was generally larger in the hinge than in the ventral margin. In both shell portions, perimeter-to-size ratios of BMUs of specimens from the Baltic Sea were significantly larger than those of specimens from Iceland (<italic>p</italic> &lt; 0.05; 5.2 vs. 4.5 in the ventral margin and 5.7 vs. 5.3 in the hinge; <xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8D</bold>
</xref>).</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Morphological parameters of biomineral units (BMUs) in different shell portions of Arctica islandica. <bold>(A)</bold> BMU size, <bold>(B)</bold> elongation <bold>(C)</bold> solidity, and <bold>(D)</bold> perimeter-to-area ratio.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g008.tif"/>
</fig>
</sec>
<sec id="s3_3_3">
<label>3.3.3</label>
<title>Correlation between BMU morphology and environmental parameters as well as shell growth rate</title>
<p>In specimens from the Mecklenburg Bight, BMU elongation and solidity were weakly but statistically significantly anticorrelated to DO concentration (<italic>r</italic> = &#x2212;0.11 and &#x2212;0.08, respectively; <italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). In addition, the BMU solidity was weakly but significantly negatively correlated to salinity (<italic>r</italic> = &#x2212;0.09, <italic>p</italic> &lt; 0.05), while the opposite applied to BMU elongation and salinity (<italic>r</italic> = 0.12, <italic>p</italic> &lt; 0.05). All other parameters, i.e., the BMU size, perimeter-to-area ratio, and solidity, were significantly linked with neither DO nor salinity. Both BMU size and coverage were inversely coupled with temperature, while the BMU elongation revealed a positive correlation (<italic>r</italic> = &#x2212;0.07, &#x2212;0.11, and 0.16, respectively; <italic>p</italic> &lt; 0.05). The BMU size was also significantly positively linked with the shell growth rate (<italic>r</italic> = 0.11, <italic>p</italic> &lt; 0.05), whereas the opposite applied to BMU elongation and perimeter-to-area ratio (<italic>r</italic> = &#x2212;0.15 and &#x2212;0.11, respectively; <italic>p</italic> &lt; 0.05).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Scatterplots illustrating correlations between biomineral unit (BMU) morphology of Arctica islandica shells and environmental parameters. Only data of specimens from the Baltic Sea are shown. In the case of statistically significant correlations between parameters, lines and shaded areas are shown, which represent linear regression models and their prediction intervals, respectively.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g009.tif"/>
</fig>
</sec>
<sec id="s3_3_4">
<label>3.3.4</label>
<title>Variations in BMU morphology over time</title>
<p>BMU parameters of specimens from the Baltic Sea exhibited substantial variability through ontogeny (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). Data from the ventral margin showed similar patterns over time as data from the hinge, but the levels of change in the two shell portions did not always match. BMUs in the hinge were smaller and more elongated and had larger perimeter-to-area ratios and a lower BMU coverage (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A</bold>
</xref>, <xref ref-type="fig" rid="f9">
<bold>9</bold>
</xref>). In the ventral margin, however, the BMU morphology of different specimens exhibited similar levels and highly synchronous variation through time, except for specimen MLZ-St12-A7L, which had approx. 1.0&#x2013;1.5 &#xb5;m<sup>2</sup> smaller and approx. 0.02 (i.e., 2%) more solid BMUs than the remaining specimens (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10B</bold>
</xref>). Typically, BMUs were largest in winter (~2.8 &#xb5;m<sup>2</sup> during December and January) and smaller in summer (~1&#x2013;2 &#xb5;m<sup>2</sup>). However, in 1994, the annual BMU size maximum already occurred in the fall, while from 1997 to 2000, it occurred later (ca. spring to summer). BMUs were more rounded at the annual boundaries and more elongated during summer, i.e., nearly contemporaneously with the seasonal hypoxia. Exceptions from this pattern occurred during 1994 and 1996 when BMUs remained rounded even during summer. In the case of the BMU solidity, perimeter-to-area ratio, and coverage, no pronounced seasonal patterns could be identified, and values exhibited much more variation between specimens than for the remaining parameters.</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Temporal variability of <bold>(A)</bold> environmental parameters (temperature, salinity, and dissolved oxygen) and <bold>(B)</bold> microstructural parameters of <italic>Arctica islandica</italic>. Only data of specimens from the Baltic Sea are shown. <bold>(A)</bold> Circles represent <italic>in situ</italic> measured data, and lines represent daily interpolations. <bold>(B)</bold> For biomineral unit (BMU) size, elongation, solidity, and perimeter-to-area, each data point represents the median of all BMUs within one SEM image. Data from different specimens are shown in different colors (blue, orange, and green). Curves represent LOESS models computed using a smoothing factor of 0.3 and representing changes in each parameter over time. Solid markers and black curves represent data from the ventral margin, whereas transparent markers and gray curves represent hinge plate data. Areas shaded in red represent time intervals with dissolved oxygen (DO) concentrations below 5 mL/L.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g010.tif"/>
</fig>
<p>In specimens from the Baltic Sea, several significant morphological differences were observed between BMUs precipitated below and above 5 mL/L DO (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>). In the ventral margin, BMUs formed at low DO were significantly (Mann&#x2013;Whitney U-test, <italic>p</italic> &lt; 0.05) more solid (0.765 versus 0.762), whereas all other morphological parameters were unrelated to oxygenation status. In the hinge plate, in contrast, BMUs formed below 5 mL/L DO were significantly smaller (1.3 versus 1.7 &#xb5;m<sup>2</sup>) and more elongated (2.06 versus 1.93) and had a higher perimeter-to-area ratio (5.95 <italic>vs.</italic> 5.57 &#xb5;m/&#xb5;m<sup>2</sup>) than BMUs formed at higher DO concentration.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Biomineral unit (BMU) morphology of Arctica islandica at different dissolved oxygen concentrations. Only data of specimens from the Baltic Sea are shown. A threshold of 7 mL/L dissolved oxygen at the time of formation (&#x2261; 743 &#xb5;mol/L) was used for classification of BMU data into low- and high-dissolved oxygen categories.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1219716-g011.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>As indicated by the results of this study, strongly reduced dissolved oxygen availability leads to the formation of disturbance lines in shells of <italic>A. islandica</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>), associated with a significant enrichment in manganese (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Disturbance lines were missing in shells of specimens from well-oxygenated sites at NE Iceland. Note that, at this locality, shell manganese concentration remained below the detection limit (<xref ref-type="bibr" rid="B86">Sch&#xf6;ne et&#xa0;al., 2023</xref>). Disturbance lines can be microstructurally distinguished from periodic annual growth lines because disturbance lines consist of fine complex crossed-lamellar microstructure, whereas annual growth lines are made of irregular simple prisms (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>, <xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>). As demonstrated by previous studies, the two types of growth lines can also be distinguished by means of trace element analysis because disturbance lines occur in shell portions that are strongly enriched in manganese, whereas the annual growth lines fall together with sharp Mg/Ca<sub>shell</sub> peaks (<xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al., 2022</xref>).</p>
<p>With decreasing oxygen content in the ambient water, the disturbance lines seem to become more prominent (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5</bold>
</xref>, <xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>) and contain increasingly smaller and more elongated individual biomineral units with a larger perimeter-to-area ratio (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f10">
<bold>10</bold>
</xref>). However, it was not possible to provide a quantitative relationship between the prominence of disturbance lines and DO values, largely because the oxygen levels in the water were measured too infrequently (see <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The actual seasonal low-oxygen minima may thus have been missed. Future studies under controlled laboratory experiments and constant monitoring of environmental parameters would be very useful to further explore the relationship between the prominence and microstructural features of disturbance lines in relation to varying DO levels. Such experiments should also be conducted with a larger number of specimens to assess potential individual differences between bivalves. Also, due to a lack of detailed descriptions of the microstructure at disturbance lines (micrometer to nanometer scale) in previous studies (<xref ref-type="bibr" rid="B70">Pannella and MacClintock, 1968</xref>; <xref ref-type="bibr" rid="B20">Clark, 1974</xref>; <xref ref-type="bibr" rid="B34">Gaspar et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B28">Dunca et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B12">Cardoso et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B92">Vihtakari et&#xa0;al., 2016</xref>), it currently remains unknown if strong oxygen depletion leads to microstructurally distinct disturbance lines that differ from those caused by other environmental stressors (something that controlled rearing experiments could likewise tackle). Unless combined with high-resolution element chemical analyses, disturbance lines can currently not be employed as an independent proxy for oxygen deficiency. Therefore, it is strongly recommended to verify at least in one specimen of a selected study site that the shell portions containing disturbance lines are enriched in manganese (= a chemical DO proxy in bivalve shells; <xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al., 2022</xref>).</p>
<sec id="s4_1">
<label>4.1</label>
<title>Disturbance lines as deoxygenation proxies, verification by Mn/Ca<sub>shell</sub>
</title>
<p>Disturbance lines were exclusively found in specimens from the Baltic Sea, specifically in shell portions formed under severe oxygen depletion during summer (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3</bold>
</xref>). None of the other environmental variables for which instrumental data were available caused comparable shell growth patterns at any other study locality. For example, the study site at NE Iceland is episodically strongly influenced by nutrient-poor polar waters (<xref ref-type="bibr" rid="B60">Marali and Sch&#xf6;ne, 2015</xref>). Despite that, the bivalves did not form disturbance lines (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;5</bold>
</xref>) but just grew slower (<xref ref-type="bibr" rid="B60">Marali and Sch&#xf6;ne, 2015</xref>). Likewise, no disturbance lines were formed in the present study at temperatures close to 0&#xb0;C or salinities as low as 14.6 (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>), conditions which are well-known to cause physiological stress and slow growth in ocean quahogs (<xref ref-type="bibr" rid="B101">Witbaard et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B40">Hiebenthal et&#xa0;al., 2012</xref>). In shells from the western Baltic Sea, disturbance lines formed in summer despite water temperatures (&#x2212;0.5&#xb0;C to 15.9&#xb0;C; <xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>) were near the species-specific optimum (6&#xb0;C to 16&#xb0;C; <xref ref-type="bibr" rid="B63">Merril et&#xa0;al., 1969</xref>; <xref ref-type="bibr" rid="B101">Witbaard et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B13">Cargnelli, 1999</xref>) and salinities (16.7&#x2013;28.9 between June and August; <xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>) well above values that exceed the species-specific tolerance (approx. 10&#x2013;12: <xref ref-type="bibr" rid="B93">von Oertzen and Schulz, 1973</xref>; <xref ref-type="bibr" rid="B103">Zettler et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B26">Darr et&#xa0;al., 2014</xref>). Given that the Baltic Sea is eutrophicated, the bivalves should also not have experienced any lack of food supply that could have led to disturbed shell growth in summer. While high algal densities were reported to negatively affect the feeding behavior of <italic>A. islandica</italic> (<xref ref-type="bibr" rid="B99">Winter, 1970</xref>), this effect is probably negligible in comparison to the effects of an actual lack of food supply. It is also unlikely that the disturbance lines resulted from predatory attacks. First, growth distortions related to predation are typically associated with distinct notches and damages on the outer shell surface (e.g., <xref ref-type="bibr" rid="B51">Kennish and Loveland, 1980</xref>; <xref ref-type="bibr" rid="B34">Gaspar et&#xa0;al., 1994</xref>; <xref ref-type="bibr" rid="B72">Ramsay et&#xa0;al., 2001</xref>), which were not observed. Second, predatory attacks should not be limited to low-DO times but occur year-round. Third, predation, for instance, by predatory fish (<xref ref-type="bibr" rid="B2">Arntz and Weber, 1970</xref>; <xref ref-type="bibr" rid="B76">Rumohr and Krost, 1991</xref>), is also common in other localities outside the Baltic Sea as well. The only reasonable remaining environmental factor that could have triggered the formation of the regularly developed disturbance lines in Baltic Sea shells is severe oxygen deficiency. This conclusion is supported by the concurrent enrichment of manganese in the shells as well as an inverse relationship between the prominence of disturbance lines and DO concentration (and the height of Mn/Ca<sub>shell</sub> peaks).</p>
<p>The rationale for using Mn/Ca ratios of bivalve shells as a surrogate for DO is as follows. Under reducing conditions (e.g., within the sediment), manganese becomes dissolved in the water column (<xref ref-type="bibr" rid="B38">Hem, 1963</xref>; <xref ref-type="bibr" rid="B4">Balzer, 1982</xref>; <xref ref-type="bibr" rid="B74">Rue et&#xa0;al., 1997</xref>) and is biologically available as Mn<sup>2+</sup>. Sedimentary porewater diffuses out of anoxic sediments (<xref ref-type="bibr" rid="B6">Ben-Yaakov, 1973</xref>; <xref ref-type="bibr" rid="B54">Kremling et&#xa0;al., 1997</xref>), mixes with water above the substrate, and may be inhaled by <italic>A. islandica</italic> (and other filter-feeding benthos). Dissolved manganese and other redox-sensitive elements can then reach the body fluids of the bivalves and eventually be incorporated into the shell. In the case of Mn<sup>2+</sup>, this occurs swiftly after uptake from the water (<xref ref-type="bibr" rid="B55">Langlet et&#xa0;al., 2007</xref>). Mn<sup>2+</sup> concentrations are highest near the sediment&#x2013;water interface and gradually decline with increasing distance from the seafloor as well as rising DO concentration in the free water column (<xref ref-type="bibr" rid="B53">Kremling and Petersen, 1978</xref>). The correlation between shell Mn/Ca values and DO measured at some distance from the sediment surface (e.g., approx. 5&#xa0;m above the substrate in the case of Mecklenburg Bight) indicates that the bioavailability of Mn<sup>2+</sup> near the seafloor is proportional to DO concentrations in the free water column. This relationship was previously evoked to suggest that Mn/Ca<sub>shell</sub> serves as a semiquantitative DO proxy in <italic>Astarte</italic> spp. and <italic>A. islandica</italic> (<xref ref-type="bibr" rid="B85">Sch&#xf6;ne et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B84">Sch&#xf6;ne et&#xa0;al., 2022</xref>).</p>
<p>Due to the lack of direct measurements of DO concentration at the very sites at which the bivalves lived and inhaled water (i.e., the fluffy layer), or even better, the DO content of the coelomic fluid, we can only provide the average DO value that prevailed 5&#xa0;m above the sediment surface when the disturbance lines were formed (below approx. 5 mL/L &#x2261; 516 &#xb5;mol/L at 2.43 atm and 7.5&#xb0;C). The water inhaled by the bivalves at the seafloor, however, most certainly contained much less oxygen than indicated by the instrumental DO data because of sedimentary porewater efflux. Presumably, DO concentration was less than 45 &#xb5;mol/L (&#x2261; 5 kPa, 0.43 mL/L &#x2261; 1.62 mg/L), i.e., the threshold at which the metabolic rate depression of <italic>A. islandica</italic> starts (<xref ref-type="bibr" rid="B88">Strahl et&#xa0;al., 2011</xref>). Controlled rearing experiments in future studies would be very useful to constrain and quantify the relationship between the prominence of disturbance lines and actual DO levels close to the seafloor where the bivalves live.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Microstructural characteristics of disturbance lines</title>
<p>Disturbance lines were associated with a strong reduction in shell growth rate (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) and a concomitant formation of FCCL microstructure (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>). FCCL BMUs became increasingly smaller, more elongated, and less convoluted (= lower surface roughness, higher solidity) as DO levels dropped. The correlation between BMU size and DO fits well with the observation that <italic>A. islandica</italic> strongly reduces the metabolic rate under low-oxygen conditions (<xref ref-type="bibr" rid="B90">Theede et&#xa0;al., 1969</xref>; <xref ref-type="bibr" rid="B89">Taylor and Brand, 1975</xref>; <xref ref-type="bibr" rid="B88">Strahl et&#xa0;al., 2011</xref>). As a consequence, much less energy would be available to transport Ca<sup>2+</sup> and HCO<sub>3</sub>
<sup>&#x2013;</sup> toward the site of biomineralization and H<sup>+</sup> ions away from it as well as to enzymatically convert metabolic CO<sub>2</sub> into bicarbonate ions. This would inevitably lead to a reduction of the BMU size because an active ion transport is crucial to form abundant CaCO<sub>3</sub> (<xref ref-type="bibr" rid="B98">Wilbur and Saleuddin, 1983</xref>; <xref ref-type="bibr" rid="B14">Carr&#xe9; et&#xa0;al., 2006</xref>). Furthermore, based on the observation that low-DO-induced stress changes the expression of certain genes (<xref ref-type="bibr" rid="B71">Philipp et&#xa0;al., 2012</xref>), it is speculated here that low-DO-induced physiological stress also influences the synthesis of proteins responsible for the formation of a specific BMU habit. A change in the type and composition of shell-forming proteins may have been responsible for the production of increasingly smooth biominerals as DO supply dropped. If that hypothesis holds true, there may be scope to detect oxygen deficiency in the past solely by detailed BMU morphometry or even to quantify the DO depletion based on BMU habit. Future work should thus further explore the diagnostic potential of the morphological properties of the BMUs. As shown here, the relationship between DO and BMU size or elongation was statistically significant, but the explained variability was too small and the error too large to be used to reconstruct DO concentration from morphometric data of the BMUs (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). Perhaps, the surface roughness, size, shape, or other parameters reveal a closer relationship with DO concentration if studied in three dimensions (e.g., <xref ref-type="bibr" rid="B44">Howes et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B62">Mehra et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Anaerobiosis and shell stability</title>
<p>As demonstrated by many controlled laboratory experiments (<xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>), under the persistent absence of oxygen (anoxia) or the presence of H<sub>2</sub>S (euxinia), <italic>A. islandica</italic> closes its valves for extended periods of time, ceases biomineralization, and switches to an anaerobic metabolism once all entrapped oxygen is consumed (<xref ref-type="bibr" rid="B25">Crenshaw and Neff, 1969</xref>). Acidic metabolites generated by this type of adenosine triphosphate production (i.e., anaerobic glycolysis) are neutralized by the dissolution of inner shell surfaces (<xref ref-type="bibr" rid="B25">Crenshaw and Neff, 1969</xref>; <xref ref-type="bibr" rid="B23">Crenshaw, 1972</xref>; <xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>). This process can readily explain the thinness (ca. 1 mm-tick; <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;1</bold>
</xref>) of ocean quahog shells from the western Baltic Sea as formerly hypothesized by Weigelt (cited as a personal communication in <xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>).</p>
<p>The shells from the Baltic Sea were not only very thin but also overall enriched in organic matrix compared to specimens inhabiting permanently normal marine, well-oxygenated settings (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4</bold>
</xref>, <xref ref-type="fig" rid="f5">
<bold>5</bold>
</xref>) (see also <xref ref-type="bibr" rid="B57">Li et&#xa0;al., 2015</xref>). Presumably, this is attributed to their lower BMU coverage values (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>) and to the fact that smaller BMUs come with a proportionally larger surface area (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>), which is occupied by an organic matrix (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). The surplus of organics demonstrably increases the elastic properties of shells (cf. <xref ref-type="bibr" rid="B57">Li et&#xa0;al., 2015</xref>), which results in higher toughness and strength (<xref ref-type="bibr" rid="B19">Chen et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B64">Meyers et&#xa0;al., 2008</xref>). Given that the shells were very thin, this may have served as an effective strategy to withstand predatory attacks. Toward the outer shell surface, the organic content increased as indicated by broader inter-crystalline organic sheets (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5J</bold>
</xref>) and the gradual broadening of the organic-rich annual growth bands (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5J</bold>
</xref>). This organic enrichment at the shell periphery may have further contributed to the toughness of the shell and could also have provided better protection against shell dissolution. However, porewaters of anoxic sediments are demonstrably buffered, and the pH value rarely drops below 7 (<xref ref-type="bibr" rid="B6">Ben-Yaakov, 1973</xref>; <xref ref-type="bibr" rid="B9">Bonaglia et&#xa0;al., 2019</xref>). An alternative explanation for higher organic content in shell portions closer to the periostracum is improved resistance against microbial attack. While increased amounts of organics can attract microorganisms resulting in even stronger bioerosion of the shell, in dys/anoxic sediments&#x2014;which exist at Mecklenburg Bight&#x2014;the rate of microbial decomposition of organic compounds is strongly reduced relative to a setting where the upper few centimeters of the sediment are well-oxygenated (cf. <xref ref-type="bibr" rid="B37">Hedges and Keil, 1995</xref>; <xref ref-type="bibr" rid="B36">Hartnett et&#xa0;al., 1998</xref>; <xref ref-type="bibr" rid="B45">Jessen et&#xa0;al., 2017</xref>) like at the study site at NE Iceland so that an organic-rich outer rim may still have fulfilled its task as an efficient physical barrier against predation.</p>
<p>The larger proportion of organic matrix relative to CaCO<sub>3</sub> in ocean quahogs from the Baltic Sea can be explained by generally smaller BMUs resulting from overall slower shell growth rates and lower metabolic rates (<xref ref-type="bibr" rid="B88">Strahl et&#xa0;al., 2011</xref>). <italic>A. islandica</italic> from localities outside the Baltic Sea not only grew considerably faster (<xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Figure&#xa0;6</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>) but also produced larger BMUs, specifically in warmer, food-rich water (<xref ref-type="bibr" rid="B42">H&#xf6;che et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B41">H&#xf6;che et&#xa0;al., 2022a</xref>). In the Baltic Sea, however, the positive correlation between BMU size and temperature or food supply seems to have been offset by the negative effects of persistently reduced salinity (and episodically recurring severe oxygen depletion) on shell growth rate. For the stenohaline <italic>A. islandica</italic>, lowered salinity (in particular below 15) exerts physiological stress that demonstrably leads to slower shell growth (<xref ref-type="bibr" rid="B40">Hiebenthal et&#xa0;al., 2012</xref>). While salinity at the study site (approx. 15 to 25) remained within the physiological tolerance of that species (<xref ref-type="bibr" rid="B67">Oeschger and Storey, 1993</xref>; <xref ref-type="bibr" rid="B13">Cargnelli, 1999</xref>), the osmotic stress may have triggered the rerouting of energy to maintain cellular homeostasis (e.g., osmoregulation; <xref ref-type="bibr" rid="B40">Hiebenthal et&#xa0;al., 2012</xref>) instead of supporting shell formation. Alternatively or in addition to that, low salinity demonstrably limits calcification due to increasing energetic requirements (<xref ref-type="bibr" rid="B77">Sanders et&#xa0;al., 2018</xref>) for the uptake and transport of calcium and bicarbonate ions across mantle epithelia toward the site of biomineralization and proton removal from the biomineralization front, as well as the catalytic conversion of metabolic CO<sub>2</sub> into HCO<sub>3</sub>
<sup>&#x2013;</sup> by means of carbonic anhydrase (<xref ref-type="bibr" rid="B61">Marin et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B77">Sanders et&#xa0;al., 2018</xref>). Furthermore, with declining salinity, HCO<sub>3</sub>
<sup>&#x2013;</sup> and, more importantly, the Ca<sup>2+</sup> concentration decrease, which can impede calcification. For <italic>Mytilus</italic> spp., a lower salinity threshold of 11 has been reported for calcification (<xref ref-type="bibr" rid="B78">Sanders et&#xa0;al., 2021</xref>). Assuming that the production of organic matrices proceeded at nearly similar rates, the reduced production of the mineral phase led to smaller BMUs and a higher proportion of organics <italic>vs.</italic> CaCO<sub>3</sub> in <italic>A. islandica</italic>.</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Summary and conclusions</title>
<p>Manganese-rich disturbance lines in shells of <italic>A. islandica</italic> can serve as a proxy to track past deoxygenation events. Based on their distinctive microstructure (fine complex crossed lamellae instead of irregular simple prisms), these growth patterns can be confidently distinguished from periodic annual growth lines. While the regular occurrence during times of seasonal oxygen depletion and eventually hypoxia in bottom waters and the concomitant increase in Mn/Ca<sub>shell</sub> values suggest a causal link between disturbed shell growth and limited oxygen availability, it currently remains unknown if strong oxygen depletion leads to microstructurally distinct disturbance lines that differ from those caused by other environmental stressors. At least in the studied specimens, extremely low temperature, salinity close to the lower physiological tolerance, and food scarcity did not cause the formation of disturbance lines.</p>
<p>With increasing oxygen deficiency, the disturbance lines became more prominent, contained more manganese, and consisted of increasingly smaller and more elongated individual biomineral units with a larger perimeter-to-area ratio. Although the relationship between DO and BMU size or elongation was statistically significant, the explained variability (&lt;1.5%) was too small and the error too large to reconstruct absolute DO values. BMU parameters may reveal a closer relationship with DO concentration if studied in three dimensions, something that future work should address. For a quantitative reconstruction of dissolved oxygen, it will also be necessary to measure the DO content directly at the sediment&#x2013;water interface, i.e., the very position at which the bivalves lived and inhaled water. In the present study, we compared BMU parameters to DO measurements completed 5&#xa0;m above the substrate assuming that disturbance lines started to form as soon as the lower DO threshold was reached at which the metabolic rate (as well as the biomineralization rate) of <italic>A. islandica</italic> decreases sharply, i.e., below 45 &#xb5;mol/L (&#x2261; 5 kPa, 0.43 mL/L or 1.62 mg/L; <xref ref-type="bibr" rid="B88">Strahl et&#xa0;al., 2011</xref>). Under anoxic and euxinic conditions (<xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>), the bivalves demonstrably cease shell formation, close their valves, and switch to anaerobic metabolism (<xref ref-type="bibr" rid="B25">Crenshaw and Neff, 1969</xref>) that eventually results in the dissolution of inner shell surfaces (<xref ref-type="bibr" rid="B25">Crenshaw and Neff, 1969</xref>; <xref ref-type="bibr" rid="B23">Crenshaw, 1972</xref>; <xref ref-type="bibr" rid="B66">Oeschger, 1990</xref>) and extremely thin shells (<xref ref-type="bibr" rid="B81">Sch&#xf6;ne, 2013</xref>). Baltic Sea bivalves still have tough and resistant shells because they contain a much larger proportion of organics than specimens from normal marine and well-oxygenated sites. This surplus of organics increases the elastic modulus and presumably relates at large to limited access to Ca<sup>2+</sup> in the hyposaline environment (<xref ref-type="bibr" rid="B78">Sanders et&#xa0;al., 2021</xref>).</p>
<p>Future studies should further explore the potential of BMU analyses to obtain quantitative data on DO or other environmental parameters.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: <ext-link ext-link-type="uri" xlink:href="http://doi.org/10.5281/zenodo.7404135">http://doi.org/10.5281/zenodo.7404135</ext-link>.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical review and approval were not required for the study on non-cephalopod mollusks in accordance with the local legislation in Germany and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>Conceptualization: BS. Data curation: NH. Formal analysis: NH, XH, and BS. Funding acquisition: BS. Investigation: NH and BS. Methodology: NH and BS. Project administration: BS. Resources: MZ and BS. Supervision: BS. Validation: NH and BS.&#xa0;Visualization: NH and BS. Writing &#x2013; original draft: NH and BS. Writing &#x2013; review &amp; editing: NH, XH, MZ, and BS. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>BRS, SCHO793/22-1 and SCHO793/23-1, German Research Foundation, <ext-link ext-link-type="uri" xlink:href="https://www.dfg.de/">https://www.dfg.de/</ext-link>; The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We are indebted to Heye Rumohr (&#x2020;), Wolfgang Dreyer (&#x2020;), Alda M&#xf6;ller, and Ronald Janssen for providing additional samples used to assess locality-specific differences in shell growth rate. We thank Alexander Darr for leading the research cruise during which Baltic Sea shells were collected. We gratefully acknowledge the help of Siggeir Stef&#xe1;nsson and &#xde;orgr&#xed;mur Kjartansson during fieldwork in Iceland and the acquisition of living bivalves.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<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 id="s11" sec-type="disclaimer">
<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>
<sec id="s12" 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.2023.1219716/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1219716/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.xlsx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM3" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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