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<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>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1513070</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>Exploring the drivers of otolith Sr/Ca during the early life stages of <italic>Larimichthys polyactis</italic>: insights from cultured and wild populations</article-title>
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<contrib contrib-type="author">
<name>
<surname>Kang</surname>
<given-names>Zhongjie</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Dade</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
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<sup>&#x2020;</sup>
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<surname>Zhang</surname>
<given-names>Hushun</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<sup>3</sup>
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<contrib contrib-type="author">
<name>
<surname>Liang</surname>
<given-names>Long</given-names>
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<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Chengbin</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<name>
<surname>Jiang</surname>
<given-names>Tao</given-names>
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<sup>4</sup>
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<contrib contrib-type="author">
<name>
<surname>Zhu</surname>
<given-names>Fei</given-names>
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<sup>1</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xiong</surname>
<given-names>Ying</given-names>
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<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
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<aff id="aff1">
<sup>1</sup>
<institution>Jiangsu Marine Fisheries Research Institute</institution>, <addr-line>Nantong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>State Key Laboratory of Estuarine and Coastal Research, East China Normal University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>College of Marine Living Resource Sciences and Management, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Key Laboratory of Fishery Ecological Environment Assessment and Resource Conservation in Middle and Lower Reaches of Yangtze River, Freshwater Fisheries Research Center, Chinese Academy of Fishery Sciences</institution>, <addr-line>Wuxi</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Mohammad Afzal Khan, Aligarh Muslim University, India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Aafaq Nazir, The University of Tokyo, Japan</p>
<p>Patricia Lastra Luque, Technological Center Expert in Marine and Food Innovation (AZTI), Spain</p>
<p>Samroz Majeed, Korea Institute of Ocean Science and Technology, Republic of Korea</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ying Xiong, <email xlink:href="mailto:yxiongshfu@126.com">yxiongshfu@126.com</email>
</p>
</fn>
<fn fn-type="other" id="fn003">
<p>&#x2020;These authors share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1513070</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>03</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Kang, Song, Zhang, Liang, Zhang, Jiang, Zhu and Xiong</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Kang, Song, Zhang, Liang, Zhang, Jiang, Zhu and Xiong</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>Otolith Sr/Ca profiles are widely used to investigate early life migration and habitat use in both diadromous and oceanodromous fishes. This study focuses on <italic>Larimichthys polyactis</italic>, an oceanodromous species of significant ecological and commercial importance in East Asian waters. This study investigates the influence of environmental factors on the otolith Sr/Ca ratios during its early life stages (ELS). In Experiment A, we analyzed both laboratory-reared specimens&#x2014;maintained under stable temperature (19&#x2013;21&#xb0;C) and salinity (27&#x2013;28 PSU) conditions&#x2014;and wild-captured specimens. The results revealed a consistent decline in Sr/Ca ratios throughout the ELS in both groups, suggesting that temperature and salinity may not be the primary drivers of otolith Sr/Ca ratios during early development. In Experiment B, Sr/Ca ratios in the core (incubation stage) and edge (recently spawned stage) zones of otoliths from both wild and laboratory-reared adult fish were compared. Sr/Ca ratios were significantly higher in the core zone than in the edge zone, indicating that maternal influences are may not be the main cause of elevated Sr/Ca ratios in the otolith core. Collectively, these findings suggest that otolith Sr/Ca ratios during ELS in <italic>L. polyactis</italic> are more affected by the ontogenetic developmental stage than by environmental factors such as temperature, salinity, or maternal effects. This challenges previous assumptions about the dominance of environmental factors in shaping otolith chemistry and highlights the need for more nuanced interpretations of Sr/Ca data, especially in studies of oceanodromous fishes. When utilizing otolith microchemistry to reconstruct life history, it is essential to minimize physiological effects through controlled culture experiments to ensure the accuracy and reliability of the results.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Larimichthys polyactis</italic>
</kwd>
<kwd>otolith Sr : Ca ratios</kwd>
<kwd>early life stages</kwd>
<kwd>cultured and wild populations</kwd>
<kwd>environmental and physiological factors</kwd>
</kwd-group>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="92"/>
<page-count count="14"/>
<word-count count="7581"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Fisheries, Aquaculture and Living Resources</meta-value>
</custom-meta>
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</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>The early life stages (ELS), encompassing embryonic, larval, and juvenile phases, are pivotal periods in the life cycle of fish, marked by notably high mortality rates (<xref ref-type="bibr" rid="B30">Houde, 1997</xref>). Connectivity among these ELS acts as a vital link, bridging spatially segregated life history stages and profoundly influencing the population structure, dynamics, and evolution of fish species (<xref ref-type="bibr" rid="B16">Cowen and Sponaugle, 2009</xref>; <xref ref-type="bibr" rid="B39">Kool et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B57">Ovenden, 2013</xref>). For numerous marine species, dispersal occurs during the ELS, which is crucial for population connectivity and recruitment success (<xref ref-type="bibr" rid="B56">Ospina-Alvarez et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B7">Cabral et&#xa0;al., 2021</xref>). For example, the Pacific salmon undergoes a remarkable journey from freshwater spawning grounds to the ocean, navigating through various habitats during its ELS, which greatly influences its population dynamics and survival (<xref ref-type="bibr" rid="B3">Arbeider et&#xa0;al., 2024</xref>). The challenges encountered during ELS, especially among marine fish, include their limited swimming capabilities and the complexities of their vast environment (<xref ref-type="bibr" rid="B16">Cowen and Sponaugle, 2009</xref>), underscoring the significant roles played by abiotic factors, such as temperature, currents, and dissolved oxygen (<xref ref-type="bibr" rid="B4">Bailey et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B51">Molina-Valdivia et&#xa0;al., 2021</xref>); biotic factors, including prey density, predators, and competition (<xref ref-type="bibr" rid="B65">Saito et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B27">Fennie et&#xa0;al., 2020</xref>); and anthropogenic pressures, such as fishing activity (<xref ref-type="bibr" rid="B10">Cartwright, 2009</xref>); all of which directly or indirectly influence migration, growth, and recruitment patterns. Based on the critical importance of early life history (ELH) information, especially for migratory and overexploited fish species, there is a growing consensus within the fisheries management community to prioritize robust research in this area (<xref ref-type="bibr" rid="B77">Tulp et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B36">Jiang et&#xa0;al., 2022</xref>). Understanding ELS not only contributes to effective fisheries management, but also informs broader conservation efforts and ecosystem management strategies, ensuring the sustainability of marine ecosystems and the livelihoods of coastal communities.</p>
<p>There are formidable challenges associated with identifying and delineating the ELH traits of migratory fishes, particularly for the vast and intricate environment of the open ocean (<xref ref-type="bibr" rid="B16">Cowen and Sponaugle, 2009</xref>). The microchemistry of otoliths has proven an unrivaled tool for exploring the ELH traits of numerous fishes (<xref ref-type="bibr" rid="B23">Elsdon and Gillanders, 2003</xref>; <xref ref-type="bibr" rid="B63">Ruttenberg et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B69">Starrs et&#xa0;al., 2014</xref>). Two key assumptions underlie the use of otolith microchemistry as environmental tracers and proxies to reconstruct habitat histories. First, otolith chemistry is believed to reflect the chemical composition of the surrounding water (<xref ref-type="bibr" rid="B24">Elsdon and Gillanders, 2004</xref>; <xref ref-type="bibr" rid="B33">Izzo et&#xa0;al., 2015</xref>). Second, variations in otolith chemistry are influenced by ambient environmental conditions, such as salinity and temperature (<xref ref-type="bibr" rid="B19">Dorval et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B53">Morrissey et&#xa0;al., 2020</xref>). Among the various elements found in otoliths, strontium (Sr) has attracted particular attention due to its unique properties and potential applications for studying environmental histories of fish (<xref ref-type="bibr" rid="B47">Macdonald and Crook, 2010</xref>). The concentration of Sr relative to calcium (Ca) within otoliths has shown relative stability across different aquatic habitats, with significant variations observed among habitats (<xref ref-type="bibr" rid="B25">Elsdon and Gillanders, 2006</xref>; <xref ref-type="bibr" rid="B86">Yang et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B82">Xiong et&#xa0;al., 2021</xref>). This stability, along with Sr&#x2019;s passive transport across membrane barriers and its incorporation into otolith mineral precipitation, renders it a promising candidate for environmental tracing in fish (<xref ref-type="bibr" rid="B8">Campana, 1999</xref>; <xref ref-type="bibr" rid="B31">H&#xfc;ssy et&#xa0;al., 2020</xref>). Moreover, previous studies have demonstrated correlations between water Sr/Ca ratios and salinity (<xref ref-type="bibr" rid="B86">Yang et&#xa0;al., 2011</xref>), providing a basis for reconstructing salinity histories experienced by fish with various migratory patterns (<xref ref-type="bibr" rid="B66">Santana et&#xa0;al., 2018</xref>). However, it is essential to recognize that otolith microchemistry is influenced not only by environmental factors, but also by physiological factors and feeding habits (<xref ref-type="bibr" rid="B70">Sturrock et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B34">Izzo et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B76">Tran et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">H&#xfc;ssy et&#xa0;al., 2020</xref>). However, the effects of these factors are often minimal, especially for diadromous migration between freshwater and marine environments, where the substantial differences in habitats offset these minor influences (<xref ref-type="bibr" rid="B31">H&#xfc;ssy et&#xa0;al., 2020</xref>). In contrast, for oceanodromy exclusively within marine environments, where the salinity of the habitats is relatively stable, the relative importance of physiological factors increases (<xref ref-type="bibr" rid="B71">Sturrock et&#xa0;al., 2012</xref>). Relying solely on otolith microchemistry to reconstruct fish life histories may not be entirely reliable, particularly during periods of rapid growth and development during the ELS of fish (<xref ref-type="bibr" rid="B6">Brown and Severin, 2009</xref>; <xref ref-type="bibr" rid="B71">Sturrock et&#xa0;al., 2012</xref>).</p>
<p>
<italic>Larimichthys polyactis</italic>, a typically oceanodromous species that inhabits the East China, Yellow, and Bohai Seas, holds significant ecological and commercial importance in East Asian nations (<xref ref-type="bibr" rid="B88">Ying et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B12">Choi and Kim, 2020</xref>; <xref ref-type="bibr" rid="B68">Song et&#xa0;al., 2022a</xref>). Studies that focused on the otolith microchemistry of <italic>L. polyactis</italic> predominantly centered around otolith Sr/Ca analysis, constituting approximately 73% of the relevant literature (based on searches conducted on 19 March 2024 via the Web of Science and China National Knowledge Infrastructure databases, with search criteria including (<italic>L. polyactis</italic>) and (otolith)). However, a substantial disparity exists between the findings of these studies (<xref ref-type="bibr" rid="B83">Xiong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>) and field monitoring observations for the eggs and larvae of <italic>L. polyactis</italic> (<xref ref-type="bibr" rid="B43">Lin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>) regarding ELH traits. In numerous investigations, the otolith Sr/Ca profiles of <italic>L. polyactis</italic> exhibited two notable characteristics: (<italic>i</italic>) markedly elevated Sr/Ca values in the otolith core zone, and (<italic>ii</italic>) a gradual decline in otolith Sr/Ca during ELH (<xref ref-type="bibr" rid="B83">Xiong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>; <xref ref-type="bibr" rid="B82">Xiong et&#xa0;al., 2021</xref>). Consequently, it is hypothesized that the ELH involves migration from offshore with high-salinity waters (salinity: 25&#x2013;34 PSU) to nearshore areas with relatively lower salinity (salinity: 5&#x2013;25 PSU) (<xref ref-type="bibr" rid="B83">Xiong et&#xa0;al., 2017</xref>). Conversely, field monitoring surveys of <italic>L. polyactis</italic> have indicated that the eggs predominantly occur in offshore waters exceeding 30 m in depth (salinity of 28&#x2013;34 PSU), while larvae are mainly distributed in nearshore waters (salinity of 25&#x2013;32 PSU), and juveniles tend to migrate to open ocean waters (<xref ref-type="bibr" rid="B43">Lin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>). The most significant difference between the otolith Sr/Ca profile interpretation and the field monitoring surveys lies in the salinity of the nursery habitats. Otolith microchemistry suggests that <italic>L. polyactis</italic> prefers lower salinity estuarine waters (5&#x2013;25 PSU) as nursery grounds, while field surveys indicate a scarcity of <italic>L. polyactis</italic> in these estuarine, low-salinity areas (<xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>). According to the field surveys, it is theoretically anticipated that the otolith Sr/Ca during the ELH of <italic>L. polyactis</italic> should exhibit a trend of an initial decrease followed by an increase in later stages.</p>
<p>In the present study, we aimed to explore the drivers of otolith Sr/Ca during the ELS, focusing on <italic>L. polyactis</italic>, a species subject to overexploitation and migratory patterns. The schematic representation of the study&#x2019;s fundamental framework is depicted in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>, which consists of four parts (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a, b</bold>
</xref>). <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1a</bold>
</xref> illustrates the basic procedure for extracting otoliths from the brain of <italic>L. polyactis</italic> for Sr/Ca analysis, while the subsequent figures detail other key processes in the study. Previous investigations into the otolith Sr/Ca of <italic>L. polyactis</italic> have revealed two common characteristics (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>). Drawing from the correlations between water Sr/Ca ratios and salinity, it is inferred that their ELH involves incubation in offshore waters with high salinity (25&#x2013;34 PSU), followed by feeding and nursery phases in nearshore waters with relatively lower salinity (5&#x2013;25 PSU). However, this inference contradicts findings from field monitoring surveys of <italic>L. polyactis</italic> eggs and larvae (<xref ref-type="bibr" rid="B43">Lin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>). Therefore, experiments A and B were conducted to explore the potential factors that contributed to the observed common characteristics of otolith Sr/Ca. Experiment A was designed to investigate whether the Sr/Ca ratio patterns observed in wild <italic>L. polyactis</italic> could be attributed to specific environmental factors, such as temperature and salinity. This experiment did not aim to directly compare wild and cultured samples but rather to use the cultured samples to validate the Sr/Ca patterns observed in the wild. The cultured fish were reared under stable and controlled environmental conditions (i.e., constant temperature and salinity), where significant fluctuations in otolith Sr/Ca ratios would not be expected. The wild samples, in contrast, were exposed to natural environmental variations. This setup allows us to determine whether the Sr/Ca changes observed in the wild are primarily driven by these environmental factors. Thus, the purpose of Experiment A was not to compare the two groups directly but to use the cultured group to explore the potential role of environmental conditions in the observed Sr/Ca patterns in the wild (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>). Experiment B focused on comparing the Sr/Ca ratios in the core and edge regions of otoliths from adult <italic>L. polyactis</italic> (wild and cultured), specifically targeting individuals at gonadal development stages V (spawning period) and VI (spent period) (<xref ref-type="bibr" rid="B41">Lim et&#xa0;al., 2010</xref>). The otolith core reflects the environmental conditions experienced during the early life stage (i.e., hatching), whereas the edge corresponds to conditions experienced during the adult stage (i.e., after spawning). By comparing these two regions, we aimed to assess whether maternal influence affected the Sr/Ca deposition in the otolith. If the Sr/Ca ratios in the core and edge are similar, it would suggest a maternal effect on Sr/Ca deposition. Conversely, if significant differences exist between the two regions, it would imply that environmental or physiological factors played a more prominent role in shaping the otolith&#x2019;s Sr/Ca profile (<xref ref-type="bibr" rid="B28">Hegg et&#xa0;al., 2018</xref>). This comparison allows us to explore the potential influences of maternal inheritance versus environmental conditions (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1b</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Fundamental framework of this study. <bold>(a)</bold>: Procedural framework entailing the extraction, grinding, observation, and subsequent analysis of otolith chemistry. <bold>(b)</bold>: Two common characteristics of otolith Sr/Ca in ELS of <italic>L. polyactis</italic> (<xref ref-type="bibr" rid="B83">Xiong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>; <xref ref-type="bibr" rid="B82">Xiong et&#xa0;al., 2021</xref>). The first characteristic, represented by a black hollow arrow, indicates a gradual decline in otolith Sr/Ca concentrations throughout ELS. The second characteristic, depicted by a light-blue rectangle, highlights the notable elevation in Sr/Ca values at the otolith core zone. The letters E, L, M, and J correspond to the egg, larva, metamorphosis, and juvenile stages, respectively. Experiment A devised to probe the first characteristic of otolith Sr/Ca in <italic>L. polyactis</italic>. Experiment B tailored to scrutinize the second characteristic of otolith Sr/Ca in <italic>L. polyactis</italic>.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g001.tif"/>
</fig>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Experiment A</title>
<sec id="s2_1_1">
<label>2.1.1</label>
<title>Egg incubation</title>
<p>Eggs were acquired through induced spawning of captive broodstock housed at Rudong Station, Jiangsu Marine Fisheries Research Institute, located in Nantong, China, adjacent to the Lvsi fishing ground (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), utilizing the methodology outlined by <xref ref-type="bibr" rid="B26">Fang et&#xa0;al. (2023)</xref>. A cohort of 30 robust and vigorous two-year-old <italic>L. polyactis</italic> (with a sex ratio of two females to one male) received intramuscular injections of gonadotropin-releasing hormone analog (GnRHa). Eggs were transferred and incubated in 2,500-L fiber-reinforced plastic tanks maintained at mean temperature, salinity, and pH levels of 18&#xb0;C, 25 PSU, and 8.0, respectively.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Map depicting the breeding grounds of <italic>Larimichthys polyactis</italic> and the sampling sites for wild <italic>L. polyactis</italic> in the offshore Lvsi fishing ground, China. The letters &#x201c;LS&#x201d; in the figure represent the Lvsi fishing ground.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g002.tif"/>
</fig>
</sec>
<sec id="s2_1_2">
<label>2.1.2</label>
<title>Rearing treatments</title>
<p>After approximately 60 hours, the eggs hatched, and the larvae were transferred to a 750-L fiber-reinforced plastic tank, where the water temperature was controlled between 19 &#xb0;C and 21 &#xb0;C, with salinity levels of 27&#x2013;28 PSU and a pH range of 8.0 to 8.3, for up to 45 days. Previous research has shown that a temperature close to 21 &#xb0;C promotes better growth and higher survival rates for <italic>L. polyactis</italic> compared to lower (16 &#xb0;C) or higher (34 &#xb0;C) temperatures (<xref ref-type="bibr" rid="B72">Sun et&#xa0;al., 2018</xref>). In this study, the salinity was maintained at 27-28 PSU throughout the entire rearing period, from the development of juvenile fish to adulthood, to ensure consistency with the broodstock&#x2019;s environment. In China, coastal waters typically have lower salinity levels, ranging from 25 to 30 PSU, and over time, farmed <italic>L. polyactis</italic> have adapted to these conditions. By keeping the salinity stable at 27&#x2013;28 PSU, we aimed to avoid stressing the larvae due to sudden changes in salinity, providing them with an environment similar to that of the broodstock.</p>
<p>Temperature control was facilitated by a digital temperature controller (ZKH-WK90, ZHONGKEHAI, Qingdao, China). The salinity levels were regulated by diluting filtered seawater from the Lvsi fishing ground (32 &#xb1; 0.25 PSU) with non-chlorinated well water from Rudong Station. Pre-mixed salinity treatments were stored in each cold room for 24 h prior to use in tanks to eliminate the need for acclimation during daily water exchanges. Partial water exchanges (50%) were conducted daily, coupled with the removal of excess food, waste, or deceased fish through siphoning. The temperature and salinity levels were monitored daily for consistency using a YSI-55 probe. To maintain water quality, ammonia levels were regularly assessed and maintained below 0.25 ppm using commercial test kits (API, Chalfont, PA, USA). Beginning four days post-hatching (DPH), the larvae were provided with a sequential diet consisting of rotifers, artemia nauplii, and pellet feed. As the fry continued to develop, timely segregation was performed to reduce fry density, thereby promoting higher survival rates.</p>
</sec>
<sec id="s2_1_3">
<label>2.1.3</label>
<title>Aquaculture water collection and analysis</title>
<p>On the first DPH and approximately every 10 d thereafter, duplicate water samples were collected from the aquaculture tank using polypropylene syringes to determine the water&#x2019;s elemental concentrations. Throughout the entire experimental aquaculture period, a total of six water samples were collected. These were filtered through GF/F filters (0.22-&#x3bc;m pore size) into 100-mL flasks and acidified with concentrated ultrapure nitric acid (HNO<sub>3</sub>) in a 1:50 ratio. These samples were then stored at 4&#xb0;C until analysis.</p>
<p>Prior to elemental quantification by inductively coupled plasma&#x2013;mass spectrometry (ICP-MS), 3 mL of each water sample underwent further acidification at a 1:10 ratio by adding 3 mL of previously distilled 10% nitric acid solution. The water samples were then analyzed for <sup>43</sup>Ca and <sup>88</sup>Sr using a Thermo Fisher Scientific Model iCAP Q spectrophotometer (Bremen, Germany). The ICP-MS measurements were calibrated using a five-point calibration curve per element. Standard solutions were prepared by diluting a multi-element standard (92091, Periodic table mix 1 for ICP, Sigma-Aldrich) and a standard curve was generated for each element. For calcium (Ca), the calibration was performed within the range of 0 to 5 mg/L with an R&#xb2; value of 0.99996. This calibration range was selected to accurately reflect the concentration of Ca, given that it is a macro element present in higher concentrations. For strontium (Sr), the calibration curve was within the range of 0 to 100 &#xb5;g/L, as previously detailed in the Sr calibration curve. This range was selected to capture the trace levels of Sr in the samples. The calibration for Sr also demonstrated high linearity with an R&#xb2; value of 0.9997. The blank controls comprised ultrapure water acidified with HNO<sub>3</sub> at 10%. Standards and blanks were analyzed at the beginning and throughout each analysis session. After each group of samples is analyzed, rinse twice with 10% HNO<sub>3</sub> and triple rinsed with Milli-Q water. The deviation of three parallel samples with known concentrations from the actual concentration was less than 10%. The quantification limits for <sup>43</sup>Ca and <sup>88</sup>Sr were determined to be 0.014 &#xb5;g/L and 14.66 &#x3bc;g/L, respectively.</p>
</sec>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Sample collection and otolith preparation</title>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Experiment A</title>
<p>A total of 10 cultured young <italic>L. polyactis</italic>, aged between 45 and 60 DPH, were collected, encompassing the whole ELS. The wild young <italic>L. polyactis</italic> were captured using a custom-designed sampling net in the offshore Lvsi fishing ground (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>; <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The sampling nets were constructed using a framework of stow nets comprised of a square steel pipe (1.35 m &#xd7; 1.35 m) affixed to the mouth. Fabricated from polyethylene, these nets had a length of 6 m and mesh size of 2 mm. Anchored by a single stake, with additional floats affixed to enhance buoyancy, the orientation of the net mouth was designed to dynamically adjust with the prevailing current, optimizing the sample capture efficiency. Based on otolith microstructure (<xref ref-type="bibr" rid="B9">Campana and Neilson, 1985</xref>; <xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>), 20 wild individuals with an approximate age of 60 DPH were selected for comparative analysis with the cultured young individuals.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Detailed information of <italic>Larimichthys polyactis</italic> selected for experiments A and B.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Experiment</th>
<th valign="middle" align="center">Sample type</th>
<th valign="middle" align="center">Developmental stage</th>
<th valign="top" align="center">Days post-hatching(DPH)/Age</th>
<th valign="middle" align="center">
<italic>n</italic>
</th>
<th valign="middle" align="center">Sampling date</th>
<th valign="middle" align="center">Standard Length (mean &#xb1; SD)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="2" align="center">A</td>
<td valign="middle" align="center">Wild</td>
<td valign="middle" align="center">Young</td>
<td valign="top" align="center">60 DPH</td>
<td valign="middle" align="center">20</td>
<td valign="middle" align="center">May 22 2022</td>
<td valign="middle" align="center">31.78 &#xb1; 7.61</td>
</tr>
<tr>
<td valign="middle" align="center">Cultured</td>
<td valign="middle" align="center">Young</td>
<td valign="top" align="center">45~60 DPH</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">May 2022</td>
<td valign="middle" align="center">16.82 &#xb1; 9.53</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="center">B</td>
<td valign="middle" align="center">Wild</td>
<td valign="middle" align="center">Adult</td>
<td valign="top" align="center">1~2 age</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">April 20 2017</td>
<td valign="middle" align="center">137.83 &#xb1; 9.31</td>
</tr>
<tr>
<td valign="middle" align="center">Cultured</td>
<td valign="middle" align="center">Adult</td>
<td valign="top" align="center">1~3 age</td>
<td valign="middle" align="center">10</td>
<td valign="middle" align="center">April 2022</td>
<td valign="middle" align="center">168.8 &#xb1; 14.27</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>All collected specimens were promptly stored at &#x2013;4&#xb0;C until subsequent analysis. Prior to dissection, standard length (SL, mm) and body weight (BW, g) measurements were taken for each specimen. Sagittal otoliths were extracted from <italic>L</italic>. <italic>polyactis</italic>, and meticulously cleaned, desiccated, numbered, and stored in plastic tubes. Age information was obtained by observing otolith micro-increments (daily increments and annual increments) and by referring to the growth equation (<xref ref-type="bibr" rid="B38">Kang et&#xa0;al., 2022</xref>). Samples details are presented in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<p>Throughout their range, the ELS of <italic>L. polyactis</italic> tend to inhabit the upper strata of the water column, a behavior attributed to their constrained swimming abilities (<xref ref-type="bibr" rid="B43">Lin et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B45">Liu et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>). Their diet predominantly comprises phytoplankton and zooplankton (including copepods, decapods, and mysids), positioning them strategically within the upper water layers (<xref ref-type="bibr" rid="B80">Wei et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B55">Oh et&#xa0;al., 2022</xref>). Thus, this study used daily surface salinity (SSS) and sea surface temperature (SST) datasets from the Hybrid Coordinate Ocean Model (HYCOM), to elucidate the thermal and salinity profiles experienced by wild <italic>L. polyactis</italic>. The HYCOM is a data-assimilative ocean model that integrates both observational data and numerical modeling to provide accurate estimates of oceanographic conditions, including temperature, salinity, and currents (<xref ref-type="bibr" rid="B17">Cummings and Smedstad, 2013</xref>). These datasets, featuring a spatial resolution of 1/12&#xb0;, encompassed the geographic coordinates spanning from 121&#xb0;E to 123&#xb0;E longitude and 32&#xb0;N to 34&#xb0;N latitude, with temporal coverage spanning March to May 2022. The spatial extent of environmental data extraction aptly encapsulated the early activity range of the <italic>L. polyactis</italic> (<xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>). The daily mean SST and SST values pertinent to the specified geographical coordinates were computed leveraging the capabilities Google Earth Engine (GEE).</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Experiment B</title>
<p>Ten cultured adult <italic>L. polyactis</italic> (the first minimum age for sex maturity was age 1) at gonadal development stage VI (spawned stage) were collected, as well as ten wild adult <italic>L. polyactis</italic> at stage VI sampled from catches by commercial vessels utilizing gill nets with a mesh size of 50 mm. The methodologies for treating <italic>L. polyactis</italic> samples and preparing otoliths were as described for Experiment A.</p>
<p>The otolith Sr/Ca analysis regions for both wild and cultured adult <italic>L. polyactis</italic> were the core and edge zones. The otolith core zone corresponds to stage E described below. Additionally, the otolith edge zone corresponds to the last weeks before the fish were captured, representing the signature of the sampling location.</p>
</sec>
<sec id="s2_2_3">
<label>2.2.3</label>
<title>Otolith treatment</title>
<p>Research on larval rearing of <italic>L. polyactis</italic> has established a strong linear relationship between the fish&#x2019;s age in days (<italic>t</italic>) and the number of otolith increments (<italic>y</italic>), expressed as <italic>y</italic> = &#x2013;0.74 + 0.99<italic>t</italic> (n = 61, <italic>R</italic>&#xb2; = 0.997, <italic>P</italic> &lt; 0.001) (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>). The increments in <italic>L. polyactis</italic> otoliths were found to form daily, with characteristic marks indicating key stages of development such as incubation, first feeding, and metamorphosis (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). This daily growth pattern was validated through these experiments, providing a reliable method to track early life stages. Based on the morphological developmental characteristics and otolith microstructure features of <italic>L</italic>. <italic>polyactis</italic>, the ELS of <italic>L</italic>. <italic>polyactis</italic> can be subdivided into the yolk sac (E), larval (L), metamorphosis (M), and juvenile (J) stages (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). (1) Stage E occurs before 4 DPH, during which the main source of nutrition is absorption from the yolk sac (<xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). On the otolith, the prominent features are the primordium and the first feeding check. The first feeding check occurred on the fourth increment of a distance of 20.67 &#xb1; 2.28 &#x3bc;m from the central nucleus, displaying a larger width, deeper color, and high clarity (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>). (2) Stage L occurs between 6 and 15 DPH, during which feeding gradually shifts toward zooplanktonic organisms, such as <italic>Mysidacea</italic>, <italic>Copepoda</italic>, and <italic>Euphausiacea</italic> (<xref ref-type="bibr" rid="B55">Oh et&#xa0;al., 2022</xref>). (3) Stage M occurs between 16 and 25 DPH, marking the transition from larva to juvenile. During this period, the fish&#x2019;s fin rays and skeletal structures gradually develop and mature, while the otolith exhibits sub-daily increments (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). The sub-daily increments in stage M exhibit irregularity and incompleteness, posing challenges in counting daily increments for investigating early life migration (<xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>). (4) Stage J occurs between 26 and 45 DPH, during which <italic>L. polyactis</italic> exhibit significant changes in feeding habits, primarily consuming small planktonic shrimp (<xref ref-type="bibr" rid="B80">Wei et&#xa0;al., 2018</xref>). The developmental stages described correspond to the otolith regions of both wild and cultured <italic>L. polyactis</italic> that were analyzed for Sr/Ca.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Detailed information of experiments A and B for otolith Sr/Ca analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="center">Experiment</th>
<th valign="middle" align="center">Growth stage/zone</th>
<th valign="middle" align="center">Growth code</th>
<th valign="middle" align="center">Distance from the core (&#x3bc;m)</th>
<th valign="middle" align="center">Number of detected points</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="4" align="left">A</td>
<td valign="middle" align="left">Yolk sac</td>
<td valign="middle" align="center">E</td>
<td valign="middle" align="center">0 &#x2013; 20</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="left">Larval</td>
<td valign="middle" align="center">L</td>
<td valign="middle" align="center">30 &#x2013; 80</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<td valign="middle" align="left">Metamorphosis</td>
<td valign="middle" align="center">M</td>
<td valign="middle" align="center">90 &#x2013; 140</td>
<td valign="middle" align="center">6</td>
</tr>
<tr>
<td valign="middle" align="left">Juvenile</td>
<td valign="middle" align="center">J</td>
<td valign="middle" align="center">150 &#x2013; 540</td>
<td valign="middle" align="center">40</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">B</td>
<td valign="middle" align="left">Core</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">0 &#x2013; 20</td>
<td valign="middle" align="center">3</td>
</tr>
<tr>
<td valign="middle" align="left">Edge</td>
<td valign="middle" align="center"/>
<td valign="middle" align="center">Last 40</td>
<td valign="middle" align="center">5</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>As outlined in the &#x201c;2.3 Electron probe microanalysis method&#x201d; section, measurements were taken at 10 &#x3bc;m intervals, with each &#x2018;detected point&#x2019; representing a specific location where Sr and Ca concentrations were determined.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Sagittal otolith of wild young <italic>Larimichthys polyactis</italic> showing detecting spots for otolith Sr/Ca analysis. The yellow, red, green, and blue dots represent the yolk sac, larva, metamorphosis, and juvenile stages, respectively. The letter &#x201c;F&#x201d; represents the first feeding check.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Electron probe microanalysis method</title>
<p>The methodology employed for the analysis of otolith Sr/Ca ratios was electron probe microanalysis (EPMA) that followed the protocols detailed by <xref ref-type="bibr" rid="B37">Jiang et&#xa0;al. (2017)</xref>. Initially, prepared sagittal otoliths were embedded in transparent epoxy resin (EpoFix; Struers, Copenhagen, Denmark) and subjected to thin-sectioning along the sagittal plane using a diamond cup wheel (Discoplan-TS; Struers, Copenhagen, Denmark). Subsequently, these thin sections were affixed to glass microscope slides with AB glue, followed by meticulous sanding to expose the core encircled by distinct daily rings on both faces, utilizing 1200&#x2013;2000-grit SiC paper. Further refinement was achieved through polishing with 0.3-&#x3bc;m alumina on an automated polishing wheel (Labopol-35, struers, Copenhagen, Denmark) to eliminate significant surface imperfections. Post-polishing, the otoliths underwent sonication in an ultrasonic cleaner for 5 min and rinsing with deionized water. Ultimately, all samples were dried and carbon-coated using a high-vacuum evaporator (JEE-420, JEOL Ltd., Tokyo, Japan) to facilitate subsequent analysis.</p>
<p>For EPMA, otolith sections were prepared following the methodology delineated by <xref ref-type="bibr" rid="B37">Jiang et&#xa0;al. (2017)</xref>, with minor adaptations. Specifically, the Sr and Ca within the otoliths were quantitatively assessed along the longest linear path from the core to the periphery (i.e., otolith radius) utilizing an electron probe microanalyzer (JXA-8100; JEOL Ltd.). Quantitative determinations were conducted under the following beam parameters: 15 kV for accelerating voltage, 20 nA for the beam current, and a circular scanning beam with a diameter of 2 &#x3bc;m, with measurements spaced at 10 &#x3bc;m intervals. To ensure accuracy, commercial standards of calcite (CaCO<sub>3</sub>) and tausonite (SrTiO<sub>3</sub>) sourced from the Institute of Mineral Resources, Chinese Academy of Geological Sciences, Beijing, China, were employed to calibrate the Sr and Ca concentrations within the otoliths. The precision (error) of the Sr and Ca measurements was 0.36% for Sr and 0.22% for Ca, with limits of detection at 472 ppm for Sr and 92 ppm for Ca.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data analysis</title>
<p>In conventional otolith research, the results for Sr and Ca are reported as ratios of Sr to Ca amplified by 1000 by a conversion based on the molecular mass of CaO and SrO. The Sr/Ca dataset in the ELS of <italic>L. polyactis</italic> was collected at 10 &#x3bc;m intervals, creating a time-series-like structure with strong correlations between data points. To reduce this correlation and increase data independence in Experiment A, we averaged the Sr/Ca values for each stage (E, L, M, and J), as well as for the core and edge zones in Experiment B.</p>
<p>In Experiment A, we first conducted Shapiro-Wilk normality tests and Levene&#x2019;s test for homogeneity of variance on the data. The results confirmed that the data met the assumptions of normality and homogeneity. Consequently, a one-way ANOVA was performed to assess the differences in otolith Sr/Ca ratios among the E, L, M, and J stages for both cultured and wild samples. Given that there were only four groups, Tukey&#x2019;s test was used for <italic>post-hoc</italic> multiple comparisons to identify specific group differences. Additionally, an independent samples <italic>t</italic>-test was used to determine the significance of differences between wild and cultured groups at the same developmental stages.</p>
<p>To better observe the Sr/Ca trends for wild and cultured samples during the early life stages (ELS), we applied the STARS analysis (Sequential <italic>t</italic>-test analysis of regime shifts), following the method of <xref ref-type="bibr" rid="B61">Rodionov (2004)</xref>; <xref ref-type="bibr" rid="B62">Rodionov and Overland (2005)</xref>; <xref ref-type="bibr" rid="B83">Xiong et&#xa0;al. (2017)</xref>. This approach automatically detects significant changes in the mean levels of time-series data. For our analysis, we set the Huber weight to 1, confidence level to 0.5, and cut-off length to 5. The STARS analysis allowed us to effectively identify Sr/Ca trend shifts in the wild and cultured samples at different developmental stages, helping us better understand the significant transitions during the early life history of <italic>L. polyactis</italic>.</p>
<p>In Experiment B, we compared the Sr/Ca ratios between the core and edge zones within the same samples from both wild and cultured fish. Since this involved comparing paired data, a paired samples <italic>t</italic>-test was applied to determine the significance of the differences between the two regions.</p>
<p>All statistical analyses were performed using Origin 2024 (Originlab, Northampton, MA, USA).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Aquaculture water environment in experiment A</title>
<p>In our aquaculture experiments, stringent control was exercised over the salinity and temperature of the rearing water, maintaining them within stable values of 27.44 &#xb1; 0.5 PSU and 20.17 &#xb1; 0.86&#xb0;C, respectively. Throughout the 45-d rearing period, systematic monitoring of the water Sr/Ca ratio was conducted at 10-d intervals. The Sr/Ca ratio in the rearing water exhibited consistent values of 14.0, 14.8, 14.5, 14.6, and 14.4 &#x3bc;mol&#xb7;mol<sup>&#x2212;1</sup> across successive assessments.</p>
<p>Through meticulous examination of otolith microstructures, we selectively sampled wild young <italic>L. polyactis</italic> specimens that hatched around April 1st from the Lvsi fishing ground. April 1st marks the designated birth date for <italic>L. polyactis</italic>, with subsequent periods delineated as follows: stages E (April 1st to 4th), L (April 5th to 15th), M (April 16th to 25th), and J (April 26th to May 15th). The daily average SST and SSS data spanning April 1<sup>st</sup> to May 31<sup>st</sup>, 2022, were extracted for the nearshore waters of the Lvsi fishing ground (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). SST exhibited a progressive rise from 11.54&#xb0;C to approximately 20&#xb0;C. Notably, wild young <italic>L. polyactis</italic> experienced average SSTs of 11.66, 13.35, 14.95, and 17.77&#xb0;C during stages E, L, M, and J, respectively. Conversely, SSS demonstrated a marginal decline from an initial value of approximately 32 to 30, maintaining an approximate 2 PSU differential relative to the aquaculture water.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Daily average SST and SSS of Lvsi fishing ground from April to May 2022. The letters E, L, M, and J in the figure represent the four stages of <italic>L. polyactis</italic> early life history, separated by vertical dashed lines.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g004.tif"/>
</fig>
<p>The Lvsi Fishing Ground, located near the northern part of the Yangtze River Estuary, is heavily influenced by the freshwater outflow from the Yangtze River, which significantly affects both SST and SSS in the surrounding marine environment (<xref ref-type="bibr" rid="B5">Bao et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B89">Yu et&#xa0;al., 2020</xref>). The observed environmental changes, including the 8&#xb0;C increase in SST and the 2 PSU decrease in SSS over the 45-day study period, align with the region&#x2019;s seasonal dynamics. The period from April to May marks the transition from spring to early summer in the Northern Hemisphere, during which surface waters warm rapidly (<xref ref-type="bibr" rid="B85">Xu et&#xa0;al., 2023</xref>). Additionally, this period coincides with the increased freshwater discharge from the Yangtze River, diluting the seawater causing a decrease in salinity. These factors collectively reflect the natural seasonal changes in the region, driven by both climatic conditions and the hydrological cycle of the Yangtze River.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Otolith Sr/Ca ratios during ELS of young <italic>L</italic>. <italic>polyactis</italic> from experiment A</title>
<p>The Sr/Ca ratio trends in wild and cultured <italic>L. polyactis</italic> during their ELS were analyzed using the STARS method. In the wild <italic>L. polyactis</italic> group, the overall Sr/Ca ratios exhibited a gradual decline during the ELS (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Within each of the four developmental stages, the Sr/Ca ratios showed distinct patterns. During stage E, the ratios remained relatively high but began to decrease steadily by the onset of stage L. In stages L and M, the decline became more pronounced, with noticeable shifts in mean Sr/Ca levels. By stage J, the Sr/Ca ratios stabilized at lower levels, indicating a gradual reduction over time as the fish progressed through the early life stages. For the cultured group, a similar downward trend in Sr/Ca ratios was observed (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). However, the decline was less steep compared to the wild samples. In stages E and L, the ratios started higher but decreased more gradually. The transitions between stages were smoother in the cultured group, with fewer abrupt shifts in Sr/Ca levels compared to the wild group. Stage J showed lower Sr/Ca ratios, but the overall decline was less significant than in the wild samples.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Otolith Sr/Ca profiles of the wild (n = 20) and cultured (n = 10) young <italic>L</italic>. <italic>polyactis</italic> during their early life stages. The solid lines represent the overall fluctuation of Sr/Ca ratios for wild and cultured groups, based on the Sequential t-test analysis of regime shifts (<xref ref-type="bibr" rid="B61">Rodionov, 2004</xref>). The letters E, L, M, and J in the figure represent the four stages of <italic>L. polyactis</italic> early life history, separated by vertical dashed lines.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g005.tif"/>
</fig>
<p>The Sr/Ca ratios (mean &#xb1; SD) observed at stages E, L, M, and J among wild and cultured <italic>L. polyactis</italic> were as follows: 8.30 &#xb1; 1.98 and 7.64 &#xb1; 1.79, 7.13 &#xb1; 1.35 and 6.16 &#xb1; 1.14, 6.72 &#xb1; 1.22 and 6.19 &#xb1; 0.96, and 5.42 &#xb1; 1.12 and 3.96 &#xb1; 1.07, respectively. Throughout the ELS of both wild and cultured <italic>L. polyactis</italic>, a gradual decline in the Sr/Ca ratios of their otoliths was evident (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), punctuated by two significant decline nodes: from stages E to L and from stages M to J (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Notably, the otolith Sr/Ca ratios at stages E, L, M, and J of the wild samples consistently exceeded those of cultured samples (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Furthermore, within these stages, stages L and J of the wild samples exhibited significantly higher Sr/Ca values compared with cultured samples (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Boxplot illustrating the otolith Sr/Ca variation of the wild and cultured young <italic>L</italic>. <italic>polyactis</italic>. Lowercase and uppercase letters positioned above the boxes indicate significant differences among the early life stages (E, L, M, and J) of wild and cultured <italic>L. polyactis</italic>, respectively, as determined by one-way ANOVA (<italic>p</italic> &lt; 0.001). Asterisks indicate significant differences between the same stages based on independent samples <italic>t</italic>-test (*** = <italic>p</italic> &lt; 0.001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g006.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Sr/Ca ratios of core and edge zones of <italic>L</italic>. <italic>polyactis</italic> otoliths from experiment B</title>
<p>The Sr/Ca ratio (mean &#xb1; SD) observed at the core and edge zones of wild adult <italic>L. polyactis</italic> were 6.53 &#xb1; 1.12 and 4.70 &#xb1; 1.13, respectively, whereas those from cultured adult <italic>L. polyactis</italic> were 7.37 &#xb1; 1.18 and 5.60 &#xb1; 0.91. Notably, the otolith Sr/Ca ratios at the core zone for both wild and cultured samples were significantly higher than those observed at their respective edge zones (<italic>p</italic> &lt; 0.05; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Otolith Sr/Ca variation between core and edge zones of the wild and cultured adult <italic>L</italic>. <italic>polyactis</italic>. Asterisks indicate significant differences based on paired samples <italic>t</italic>-test (*** = p &lt; 0.001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1513070-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>During the ELS, the otolith Sr/Ca ratios in both cultured and wild <italic>L. polyactis</italic> exhibited a descending trend (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>), consistent with previous findings (<xref ref-type="bibr" rid="B83">Xiong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>). Notably, there was no significant difference between the Sr/Ca ratios at stages L and M (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). If not for the comparison with cultured samples, based solely on the variations in SST and SSS of the habitat of wild samples (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), it would be highly plausible to attribute the pattern of otolith Sr/Ca in the wild samples to the changes in SST. Indeed, some experimental studies have shown a negative correlation between otolith Sr/Ca and temperature, such as for <italic>Gadus macrocephalus</italic> (<xref ref-type="bibr" rid="B18">DiMaria et&#xa0;al., 2010</xref>) and <italic>Perca flavescens</italic> (<xref ref-type="bibr" rid="B13">Collingsworth et&#xa0;al., 2010</xref>). Generally, in regions with cold water, the solubility of strontium (Sr<sup>2+</sup>) and barium (Ba<sup>2+</sup>) ions tends to be higher, leading to elevated concentrations (<xref ref-type="bibr" rid="B14">Corr&#xe8;ge, 2006</xref>; <xref ref-type="bibr" rid="B64">Saenger et&#xa0;al., 2008</xref>). Consequently, fish inhabiting such environments incorporate more of these ions into their otoliths during formation, resulting in higher Sr/Ca or Ba/Ca ratios (<xref ref-type="bibr" rid="B52">Mondal et&#xa0;al., 2022</xref>). Conversely, in warmer regions, the solubilities of Sr<sup>2+</sup> and Ba<sup>2+</sup> ions are lower, resulting in lower concentrations in water (<xref ref-type="bibr" rid="B14">Corr&#xe8;ge, 2006</xref>; <xref ref-type="bibr" rid="B64">Saenger et&#xa0;al., 2008</xref>). As a result, fish forming otoliths in warmer water absorb fewer Sr<sup>2+</sup> and Ba<sup>2+</sup> ions, leading to lower Sr/Ca and Ba/Ca ratios (<xref ref-type="bibr" rid="B18">DiMaria et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B52">Mondal et&#xa0;al., 2022</xref>). In aquaculture environments with relatively stable water temperatures, the otolith Sr/Ca ratios of cultured <italic>L. polyactis</italic> also gradually declined, suggesting that water temperature may not be the primary factor influencing the deposition of Sr/Ca in <italic>L. polyactis</italic> otoliths. Previous studies have conducted meta-analyses focusing on Sr and Ba in otolith chemistry literature, that considered various species, life histories, and environmental conditions, to explore the relationship between ambient salinity and otolith Sr/Ca ratios (<xref ref-type="bibr" rid="B8">Campana, 1999</xref>; <xref ref-type="bibr" rid="B34">Izzo et&#xa0;al., 2018</xref>). The synthesis of data from these studies indicates a significant positive relationship between ambient salinity and otolith Sr/Ca (<xref ref-type="bibr" rid="B2">Arai, 2010</xref>; <xref ref-type="bibr" rid="B29">Hicks et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B58">Panfili et&#xa0;al., 2015</xref>). Moreover, extensive monitoring data revealed that river and lake environments exhibit a wider range of Sr/Ca levels than marine environments (<xref ref-type="bibr" rid="B6">Brown and Severin, 2009</xref>). The median river (2.39) and lake (1.92) Sr/Ca levels are substantially lower than those in the sea (8.61), with Sr/Ca levels ranging from 0.27 to 19.18 in rivers, 0.20 to 5.02 in lakes, and 8.17 to 8.87 in marine water (<xref ref-type="bibr" rid="B86">Yang et&#xa0;al., 2011</xref>). The otolith Sr and Sr/Ca ratios are significantly related to salinity for all species, but their predictive resolution is only sufficient to discriminate among fresh water, brackish water, and saltwater residency (<xref ref-type="bibr" rid="B91">Zimmerman, 2005</xref>). The salinity of both wild and cultured <italic>L. polyactis</italic>&#x2019;s habitat waters remained relatively stable without significant fluctuations, indicating salinity was unlikely to have been the primary determinant of the observed decrease in otolith Sr/Ca ratios. The black line in the <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> represents the Sr/Ca trend in the wild <italic>L. polyactis</italic> samples. As observed, the Sr/Ca ratios in the wild samples exhibit more pronounced fluctuations and a steeper decline during the ELS. After ruling out temperature and salinity as the primary influencing factors, it is hypothesized that this trend may relate to the physiological growth and development of the fish (<xref ref-type="bibr" rid="B60">Pontual et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B59">Peek and Clementz, 2012</xref>). During ELS, rapid protein synthesis is essential for growth, particularly in the formation of skeletal structures. This increased demand for calcium in protein synthesis may result in lower calcium availability for otolith formation. As a consequence, the calcium content in the otolith crystal structure decreases, potentially causing other elements related to calcium, such as strontium (Sr), to increase in concentration. <xref ref-type="bibr" rid="B50">Mohan et&#xa0;al. (2022)</xref> suggested that the combination of heightened protein concentrations and lower calcium levels could lead to elevated concentrations of other elements, including Sr. In this scenario, Sr may replace Ca in the otolith&#x2019;s calcium carbonate matrix, contributing to the observed higher Sr/Ca ratios in the core zone of the otolith during early life stages (<xref ref-type="bibr" rid="B15">Courtemanche et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B20">Doubleday et&#xa0;al., 2014</xref>). This substitution mechanism could explain the significant differences in Sr/Ca ratios among ELS, particularly during the initial stages of development, when the demand for calcium in biological processes is higher. Considering the temperature and salinity environments of their respective habitats, it is plausible this phenomenon related to an additive effect of temperature, salinity, and internal physiological factors (<xref ref-type="bibr" rid="B49">Mazloumi et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B74">Tian et&#xa0;al., 2021</xref>).</p>
<p>For the adult otolith, If the Sr/Ca ratios in the core and on the edges differ significantly, it could indicate that environmental factors (such as temperature and salinity) and internal physiological factors (such as individual growth and development), rather than maternal effects, are the dominant influences on otolith composition. Notably, the otolith Sr/Ca ratios within the core zone, relating to the incubation period, for both wild and cultured specimens markedly exceeded those manifesting within their respective edge zones, relating to the spawning period, as depicted in <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>. Given the myriad and efficacious applications of otolith Sr/Ca in diadromous fishes, it is widely acknowledged that otolith Sr/Ca exhibits a robust correlation with ambient water salinity (<xref ref-type="bibr" rid="B42">Lin et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B79">Walsh and Gillanders, 2018</xref>; <xref ref-type="bibr" rid="B32">Islam et&#xa0;al., 2019</xref>). Consequently, previous investigations utilizing otolith Sr/Ca consistently postulated that <italic>L. polyactis</italic> eggs are incubated in offshore waters with elevated ambient water salinity, thereafter migrating to nearshore waters with lower salinity for feeding and growth (<xref ref-type="bibr" rid="B83">Xiong et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>). However, this assertion appears to falter under scrutiny when considering the relatively stable ambient water salinity experienced by the cultured <italic>L. polyactis</italic>, which exhibited a similar otolith Sr/Ca trend. Other oceanodromous fish species, such as <italic>Collichthys lucidus</italic> (<xref ref-type="bibr" rid="B44">Liu et&#xa0;al., 2015</xref>) and <italic>Miichthys miiuy</italic> (<xref ref-type="bibr" rid="B81">Xiong et&#xa0;al., 2015a</xref>), also exhibit declining otolith Sr/Ca during their ELH. Furthermore, <xref ref-type="bibr" rid="B82">Xiong et&#xa0;al. (2021)</xref> identified a striking resemblance in the otolith Sr/Ca trends of <italic>L. polyactis</italic> collected a decade apart in 2003 and 2013. Additionally, <xref ref-type="bibr" rid="B67">Song et&#xa0;al. (2022b)</xref> compared the otolith Sr/Ca trends of <italic>L. polyactis</italic> that originated from Lvsi fishing ground, Haizhou Bay fishing ground, and waters off the western coast of the Korean Peninsula, uncovering notable similarities. Consistent decreasing otolith Sr/Ca trends in <italic>L. polyactis</italic> during ELS, irrespective of spatial or temporal variations in samples, suggests that it is unlikely to be solely driven by external environmental factors, such as salinity and temperature (<xref ref-type="bibr" rid="B75">Tom&#xe1;s et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B1">Albuquerque et&#xa0;al., 2012</xref>). Therefore, the results of experiment a suggesting that temperature and salinity may not be the primary drivers of otolith Sr/Ca ratios during early development.</p>
<p>The descending Sr/Ca ratios observed during ELH likely originated from three principal factors. First, during ELH, individuals undergo substantial changes in their morphology, physiology, and feeding behavior (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B84">Xiong et&#xa0;al., 2015b</xref>; <xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B80">Wei et&#xa0;al., 2018</xref>). In the initial stages, individuals rely on internal yolk sacs for nourishment (<xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). As development progresses, individuals transition to external feeding, shifting from initially consuming phytoplankton to more complex food sources, such as small zooplankton (<xref ref-type="bibr" rid="B80">Wei et&#xa0;al., 2018</xref>). Concurrently, there are significant morphological changes, with the skeletal structure, fin rays, and scales of the fish gradually developing (<xref ref-type="bibr" rid="B40">Li et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). <xref ref-type="bibr" rid="B87">Yatsu et&#xa0;al. (1998)</xref> reported differential impacts of Sr and Ca concentrations in the otolith cores of <italic>Ommastrephes bartramii</italic> during embryonic stages compared with the subsequent ontogenetic phases. In the case of <italic>L. polyactis</italic>, the complete absorption of the yolk sac within six days post-hatching, followed by reliance on exogenous nutrition with constrained feeding capacities, was a likely contributor (<xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>). Second, significant protein levels are likely necessary in <italic>L. polyactis</italic> during otolith core zone calcification, as suggested by <xref ref-type="bibr" rid="B54">Murayama et&#xa0;al. (2004)</xref> and <xref ref-type="bibr" rid="B73">Sved&#xe4;ng et&#xa0;al. (2020)</xref>. Moreover, studies propose lower Ca concentrations in the otolith core zone compared with the other zones (<xref ref-type="bibr" rid="B21">Dove et&#xa0;al., 1996</xref>). The combination of heightened protein concentrations and reduced Ca levels could lead to elevated concentrations of other Ca-related elements (<xref ref-type="bibr" rid="B50">Mohan et&#xa0;al., 2022</xref>). Elements such as Sr replacing Ca as the primary inclusion mechanism in otolith calcium carbonate matrices, may contribute to the higher Sr/Ca ratios in the core zone (<xref ref-type="bibr" rid="B15">Courtemanche et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B20">Doubleday et&#xa0;al., 2014</xref>). The third factor is centered around the appearance of <italic>L. polyactis</italic>&#x2019; first feeding ring on the fourth increment, approximately 20.67 &#xb1; 2.28 &#x3bc;m away from the core zone, indicating prior reliance on yolk sac nutrients for sustenance (<xref ref-type="bibr" rid="B90">Zhan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B67">Song et&#xa0;al., 2022b</xref>). Sagittal otoliths in teleost fish form during the embryonic period (<xref ref-type="bibr" rid="B48">Marannu et&#xa0;al., 2017</xref>); hence, maternal contributions to progeny otoliths are inevitable (<xref ref-type="bibr" rid="B28">Hegg et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B35">Janak et&#xa0;al., 2021</xref>). This is supported by evidence of maternal influences in various fishes, such as <italic>Morone Saxatilis</italic> (<xref ref-type="bibr" rid="B22">Elking, 2014</xref>), <italic>Mallotus villosus</italic> (<xref ref-type="bibr" rid="B46">Loeppky et&#xa0;al., 2018</xref>), and <italic>Oncorhynchus nerka</italic> (<xref ref-type="bibr" rid="B35">Janak et&#xa0;al., 2021</xref>). It is suggested that embryonic otolith chemistry may not reflect environmental conditions, such as water chemistry and temperature during egg incubation; rather, it may reflect maternally derived trace elements in the yolk (<xref ref-type="bibr" rid="B78">Volk et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B92">Zimmerman and Reeves, 2002</xref>) or be influenced by genetically controlled uptake dynamics (<xref ref-type="bibr" rid="B11">Chittaro et&#xa0;al., 2006</xref>). Although the results of experiment b suggest that maternal influences may not be the primary cause of elevated Sr/Ca ratios in the otolith core, they remain an essential factor in studying the early life history of fish. Collectively, otolith Sr/Ca ratios during ELS in <italic>L. polyactis</italic> are more affected by the ontogenetic developmental stage than by environmental factors such as temperature, salinity, or maternal effects.</p>
<p>Given the limitations of current experimental conditions, the Sr/Ca ratios analysis of otoliths has been confined to their growth stages for <italic>L. polyactis</italic>. Our research will benefit from combining daily environmental data with daily incremental analysis, which may lead to more accurate results. Furthermore, this underscores the necessity for a more detailed interpretation of Sr/Ca ratios. When investigating the life history of oceanodromous fish using Sr/Ca ratios or other elemental analyses, controlled culture experiments should be conducted to mitigate the influence of physiological factors and other variables.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>This study explored the dynamics of otolith Sr/Ca ratios in <italic>Larimichthys polyactis</italic> during early life stages (ELS), examining both wild and cultured populations. Through Experiment A, we identified a consistent decline in Sr/Ca ratios across developmental stages (E, L, M, and J), suggesting that factors beyond simple environmental conditions, such as temperature and salinity, influence otolith chemistry. Experiment B further demonstrated significant differences in Sr/Ca ratios between the otolith core and edge zones, indicating the potential role of early developmental processes in shaping otolith composition. These findings challenge the prevailing notion that Sr/Ca ratios are solely driven by external environmental factors. Instead, our results suggest that internal biological processes, e.g. ontogenetic changes, play a more critical role in determining Sr/Ca deposition patterns. The similar trends observed in both wild and cultured fish reinforce this conclusion, as environmental stability in aquaculture did not prevent the progressive decline in Sr/Ca ratios. While this study provides valuable insights, it also raises new questions. Future research should investigate the precise biological mechanisms behind these Sr/Ca dynamics, including the potential interaction of other environmental factors such as food availability and water chemistry. Additionally, employing advanced statistical models like generalized linear models (GLM) may offer further clarity on the interplay between various influences. The study also offers valuable insights into novel culture experiments that investigate early life history through the analysis of chemical elements at the edge of otoliths, utilizing continuous sampling in conjunction with daily increments. Overall, this study enhances our understanding of otolith chemistry in larval fish and underscores the importance of considering multiple factors when interpreting Sr/Ca data, particularly in tracking early life histories.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Jiangsu Marine Fisheries Research Institute. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZK: Conceptualization, Formal Analysis, Investigation, Methodology, Software, Validation, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. DS: Conceptualization, Formal Analysis, Investigation, Methodology, Software, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. HZ: Formal Analysis, Investigation, Methodology, Software, Validation, Writing &#x2013; original draft. LL: Data curation, Formal Analysis, Investigation, Methodology, Software, Validation, Writing &#x2013; original draft. CZ: Investigation, Methodology, Software, Writing &#x2013; original draft. TJ: Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. FZ: Investigation, Resources, Writing &#x2013; original draft. YX: Conceptualization, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This study was funded by the National Natural Science Foundation of China (Grant No. 31802297).</p>
</sec>
<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="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" 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>
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