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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.2024.1407743</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>Effects of heating rate on upper thermal limit: insights from cardiac performance and transcriptomic response in mudflat snail <italic>Batillaria attramentaria</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Li-Na</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Du</surname>
<given-names>Ying-Hui</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Han</surname>
<given-names>Guo-Dong</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1819645"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>College of Life Science, Yantai University</institution>, <addr-line>Shandong</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Md Saydur Rahman, The University of Texas Rio Grande Valley, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Xianliang Meng, Chinese Academy of Fishery Sciences (CAFS), China</p>
<p>Lene H. Petersen, Texas A&amp;M University at Galveston, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Guo-Dong Han, <email xlink:href="mailto:hangd@ytu.edu.cn">hangd@ytu.edu.cn</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>07</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1407743</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>03</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>06</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Du, Du and Han</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Du, Du and Han</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>Studying the effect of heating rate on upper thermal limit has gained considerable attention in enhancing our mechanistic understanding of how organisms respond to changing temperatures in the context of climate change. The present study aimed to investigate the effects of heating rate on upper thermal limit and understand the physiological and molecular mechanisms used by organisms to cope with thermal stress at different heating rates. <italic>Batillaria attramentaria</italic> snails were exposed to slow (3&#xb0;C/h) or fast (9&#xb0;C/h) heating rates. The median lethal temperature (LT<sub>50</sub>) of snails exposed to these varying heating rates was determined. Additionally, we assessed heart rate under constant heating and investigated the transcriptomic response at the temperature where the heart rate reaches zero (FLT). The results revealed that snails exhibit a higher upper thermal limit (approximately 1.5&#xb0;C) during fast heating as compared to slow heating. On average, the heart rate of slowly heated snails was 11 beats per minute lower than that of fast heated snails when the temperature was below 45&#xb0;C. The findings indicate that the metabolic rate is lower during slow heating compared to fast heating when subjected to the same level of thermal stress. When exposed to a temperature of FLT, snails initiated a typical heat shock response to thermal stress, which included the increased expression of genes encoding <italic>heat shock proteins</italic> (<italic>HSPs</italic>) and <italic>protein disulfide isomerase</italic> (<italic>PDIA5</italic>) involved in protein folding. Remarkably, the genes <italic>glucose-regulated protein 94</italic> (GRP94) and <italic>Calnexin</italic>, which are associated with the binding of unfolded proteins, showed distinct up-regulation in snails that were heated slowly, indicating the accumulation of misfolded proteins. The accumulation of misfolded proteins, coupled with additional energy consumption, may contribute to the lower upper thermal limit observed at a slow heating rate. Our research provides valuable insights for determining the realistic upper limits of temperature tolerance and improving predictions of how organisms will be affected by climate change in the future.</p>
</abstract>
<kwd-group>
<kwd>heart rate</kwd>
<kwd>heat shock proteins</kwd>
<kwd>misfolded proteins</kwd>
<kwd>carbohydrate metabolism</kwd>
<kwd>heat stress</kwd>
</kwd-group>
<contract-num rid="cn001">42006107</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="57"/>
<page-count count="12"/>
<word-count count="5153"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Aquatic Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Climate change, characterized by global warming (<xref ref-type="bibr" rid="B16">Hoegh-Guldberg et&#xa0;al., 2018</xref>) and more frequent extreme heat events (<xref ref-type="bibr" rid="B12">Fr&#xf6;licher et&#xa0;al., 2018</xref>), represents a pressing concern that amplifies the energy requirements of ectothermic organisms (<xref ref-type="bibr" rid="B1">Alton and Kellermann, 2023</xref>) and jeopardizes the long-term survival of these species (<xref ref-type="bibr" rid="B7">Dahlke et&#xa0;al., 2020</xref>). To better understand how organisms will respond to climate change, scientists have developed mechanistic modeling approaches to predict population extinction risks and future geographic distributions (<xref ref-type="bibr" rid="B22">Kearney and Porter, 2009</xref>). One mechanistic approach to assess an organism&#x2019;s tolerance to future warming is by comparing its upper thermal limit to the highest temperature it encounters in the field (<xref ref-type="bibr" rid="B50">Sunday et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B39">Pinsky et&#xa0;al., 2019</xref>). Traditionally, quantification of the upper thermal limit involves controlled conditions utilizing the dynamic method (<xref ref-type="bibr" rid="B28">Lutterschmidt and Hutchison, 1997</xref>), wherein organisms are exposed to a continuous heating rate until they exhibit symptoms of thermal stress or reach the point of death (<xref ref-type="bibr" rid="B11">Fern&#xe1;ndez-Loras et&#xa0;al., 2019</xref>). However, a limitation of upper thermal limit studies arises from the influence of the heating rate during tolerance measurement on the obtained results (<xref ref-type="bibr" rid="B9">Dong et&#xa0;al., 2022</xref>). Understanding the physiological and molecular mechanisms governing organismal sensitivity, and assessing whether such sensitivity varies with heating rate, is crucial for enhancing predictions of organism vulnerability to future climate change.</p>
<p>In the range of examined heating rates (0.5&#xb0;C/h - 60&#xb0;C/h), faster heating resulted in an elevated upper thermal limit in diverse organisms, including ants (<italic>Atta sexdens rubropiosa</italic>, <xref ref-type="bibr" rid="B42">Ribeiro et&#xa0;al., 2012</xref>), tropical marine fishes (<italic>Acanthochromis polyacanthus</italic>, <italic>Amphiprion melanopus</italic>, and <italic>Lates calcarifer</italic>, <xref ref-type="bibr" rid="B19">Illing et&#xa0;al., 2020</xref>), and flies (<italic>Glossina pallidipes</italic>, <xref ref-type="bibr" rid="B51">Terblanche et&#xa0;al., 2007</xref>). Conversely, moth (<italic>Cydia pomonella</italic>, <xref ref-type="bibr" rid="B5">Chidawanyika and Terblanche, 2011</xref>) and crabs (<italic>Eurypanopeus abbreviatus</italic> and <italic>Menippe nodifrons</italic>, <xref ref-type="bibr" rid="B52">Vinagre et&#xa0;al., 2015</xref>) exhibited reverse correlations, as individuals subjected to faster heating displayed significantly reduced tolerance. Additionally, Antarctic fish <italic>Harpagifer antarcticus</italic> demonstrated no significant difference in upper thermal limits across various heating rates (<xref ref-type="bibr" rid="B44">Saravia et&#xa0;al., 2021</xref>). These findings highlight the species-specific nature of the relationship between heating rate and upper thermal limit, necessitating individualized analysis for each species when assessing realistic upper thermal limits in laboratory studies.</p>
<p>Furthermore, research has shown that the effect of heating rate on upper thermal limits depends on the characteristics of the habitat. Research on a variety of tropical marine ectotherms suggested that organisms inhabiting rapidly changing thermal environments, such as the upper shore, exhibit steeper relationships between thermal limits and temperature change rates compared to those living in less variable environments on the lower or subtidal shore (<xref ref-type="bibr" rid="B35">Nguyen et&#xa0;al., 2011</xref>). Moyen and colleagues (<xref ref-type="bibr" rid="B33">2019</xref>) demonstrated that the upper thermal limit of high-zone mussels was significantly higher at the faster heating rate compared to the slower heating rate. Consequently, the rate at which heating occurs is a critical factor in thermal acclimatization, emphasizing the need for a thorough understanding of heating rates in natural environments to accurately determine the maximum thermal limits of species (<xref ref-type="bibr" rid="B14">Han et&#xa0;al., 2023</xref>).</p>
<p>Previous studies have shown how heating rates affect upper thermal limits and emphasized the importance of considering these effects in models predicting population dynamics (<xref ref-type="bibr" rid="B26">Liao et&#xa0;al., 2021</xref>). However, little research has been done to investigate the physiological or molecular mechanisms used by organisms to deal with thermal stress at different heating rates (<xref ref-type="bibr" rid="B49">S&#xf8;rensen et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B19">Illing et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B44">Saravia et&#xa0;al., 2021</xref>). The cellular stress response (CSR) is essential for organisms to manage thermal damage to proteins, nucleic acids, and membranes. When proteins unfold due to heat, they trigger the prompt activation of gene transcription for <italic>HSPs</italic> (<xref ref-type="bibr" rid="B47">Somero, 2020</xref>). In ectotherms, physiological responses are temperature-dependent, with metabolic rates generally increasing with body temperatures (<xref ref-type="bibr" rid="B40">P&#xf6;rtner, 2001</xref>; <xref ref-type="bibr" rid="B48">Somero et&#xa0;al., 2017</xref>). Heat stress augments energy metabolism in ectotherms, and the increased tissue oxygen demand is satisfied by an elevation in heart rate (<xref ref-type="bibr" rid="B6">Christen et&#xa0;al., 2018</xref>). Consequently, heart rate serves as a potential indicator of metabolic rate (<xref ref-type="bibr" rid="B18">Hui et&#xa0;al., 2020</xref>). Thermal stress induces a range of transcriptomic responses, encompassing ATP-generating pathways, DNA and protein damage repair, and the elimination of cellular and molecular debris generated by stress (<xref ref-type="bibr" rid="B45">Sokolova et&#xa0;al., 2012</xref>). Transcriptional studies thus offer valuable insights into the molecular mechanisms employed by organisms under different heating rates.</p>
<p>In the present study, we tested dark unbanded shell type <italic>Batillaria attramentaria</italic> exposed to gradual temperature increase of 3&#xb0;C/h (slow-heated) or 9&#xb0;C/h (fast-heated) starting at 27&#xb0;C. The snail is a dominant species within temperate tidal flats, playing a crucial role in the ecosystem due to its influence on carbon flows within the ecosystem (<xref ref-type="bibr" rid="B21">Kawasaki et&#xa0;al., 2019</xref>). The selected heating rates represented the typical slow and fast heating rates observed in the field (see <xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure S1</bold>
</xref> for details). Using median lethal temperature (LT<sub>50</sub>) as an index, we compared the upper thermal limit of snails exposed to slow and fast heating rates. Additionally, we measured the heart rate (HR) under constant heating at both slow and fast heating rates. Studies on the response of gastropods to heat stress have primarily concentrated on cardiac physiology, assessing the impact of sudden temperature variations on HR. Acute thermal stress typically leads to heightened metabolic requirements, with increased tissue oxygen demand being met through enhanced cardiac function (<xref ref-type="bibr" rid="B29">Marshall et&#xa0;al., 2011</xref>). And we investigated the transcriptomic response in snails at the temperature where heart rate falls to zero (FLT). Our key objective was to contribute insights into the physiological and molecular underpinnings of the observed variations in upper thermal limit measurements resulting from different heating rates. The implications of our findings extend to facilitating a more accurate assessment of upper thermal limits in laboratory investigations.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Snails&#x2019; collection</title>
<p>Snails were collected from a muddy shore located at Yangmadao Island (37&#xb0;27&#x2032;N, 121&#xb0;36&#x2032;E) during low tides in the daytime in summer (July 2023). After collection, snails were transported back to the laboratory within 1&#xa0;h and acclimated in a plastic box. The snails were immersed under fresh seawater for 4&#xa0;h every day. Before performing measurements, a 3-day common garden acclimation was conducted with a temperature of ~27&#xb0;C. Snails were not fed during acclimation.</p>
</sec>
<sec id="s2_2">
<title>Determination of upper thermal limit</title>
<p>Snails were placed in empty test tubes with a diameter of 25&#xa0;mm. The test tubes were then immersed in a water bath (Grant TXF 200, Grant, Shepreth, UK). The snails were exposed to temperature increases at rates of either 3&#xb0;C/h or 9&#xb0;C/h. An additional subset of snails (n=3) was randomly chosen to monitor body temperature. A small hole (0.8&#xa0;mm diameter) was drilled in the shell at a position above the heart. Subsequently, a K-type thermocouple was inserted, and the snails were positioned at the bottom of an empty test tube. Body temperature of snails was recorded every 1&#xa0;min. Survival in response to exposures at temperatures of 46, 49, 50, 51, 52, and 53&#xb0;C was assessed across three groups, each consisting of 10 snails (&#x2211;N = 2 heating rates &#xd7; 6 temperatures &#xd7; 3 groups &#xd7; 10 snails = 360 snails in total). After heating stress, the test tubes containing the snails were submerged in flow-through seawater at ~27&#xb0;C during a 3-day recovery period. Snails that did not exhibit an opercular reflex (rapid and complete withdrawal into their shell) upon stimulation by a sharp probe on the foot were scored as dead. The median lethal temperature (LT<sub>50</sub>) at three days after heat stress was calculated with logistic analysis in R. Differences in LT<sub>50</sub> between individuals subjected to fast and slow heating rates were analyzed by a two-sample <italic>t</italic>-test.</p>
</sec>
<sec id="s2_3">
<title>Measurement of heart rate</title>
<p>Snails were randomly selected to measure heart rate using a method described by Dong and colleagues (<xref ref-type="bibr" rid="B8">2021</xref>). An infrared sensor was affixed to the shell at a position above the heart (the upper left of the aperture) using Blu-Tac (Bostik, Australia). Subsequently, snail was placed on the bottom of an empty test tube and warmed in air by heating the test tube in a water bath. Experimental temperature was increased from 27&#xb0;C at rates of either 3&#xb0;C/h or 9&#xb0;C/h until a temperature was reached where heart rate fell to zero. The heartbeat was detected by means of an infrared sensor affixed to the shell. The light-dependent current produced by the heartbeat underwent amplification through an amplifier (AMP03, Newshift, Leiria, Portugal) and was further filtered and recorded using a Powerlab AD converter (8/30, ADIstruments, Bella Vista, NSW, Australia). Data were viewed and analyzed using <italic>LabChart</italic> v7 (ADInstruments). The number of heartbeats was counted manually every one minute (expressed as beats per minute, &#x2211;N = 2 heating rates &#xd7; 20 replicates = 40 snails in total).</p>
<p>To determine the temperature at which heart rate initially increases, we firstly used the <italic>dplyr</italic> package in R to calculate the mean heart rate in 1-&#xb0;C intervals (HR<sub>1&#xb0;C</sub>) for each heating rate when temperature below 45&#xb0;C (the temperature maximum heart rate achieved). Secondly, we performed Games-Howell tests in R to compare the differences of HR<sub>1&#xb0;C</sub> between temperatures for each heating rate. The Arrhenius Breakpoint Temperature (ABT) for cardiac performance, which indicates the temperature at which there is a significant decrease in heart rate with progressive heating (usually from 40&#xb0;C to FLT), was calculated using segmented regression methods in R software (<xref ref-type="bibr" rid="B34">Muggeo, 2008</xref>). The method generates the best-fit line on either side of a putative break point for the relationship of ln-transformed heart rate against the reciprocal value of absolute temperature. The Flatline Temperature (FLT) designates the temperature at which the heart rate drops to zero. Variations in maximum heart rate (MHR), ABT and FLT between individuals subjected to fast and slow heating rates were examined using a two-sample <italic>t</italic>-test.</p>
</sec>
<sec id="s2_4">
<title>RNA sequencing</title>
<p>To assess the transcriptomic response to different heating rates, we subjected snails to two heating rates in air: 3&#xb0;C/h and 9&#xb0;C/h, starting from an initial temperature of 27&#xb0;C. When temperature increased to 49.0&#xb0;C (approximating mean FLT), four snails from each heating rate were dissected, and foot muscle samples were immediately flash-frozen in liquid nitrogen. Concurrently, a control group consisting of four unheated snails was randomly selected to provide a baseline for comparison (&#x2211;N = 3 treatments &#xd7; 4 replicates = 12 snails in total).</p>
<p>We extracted total RNA using TRIzol reagent (Thermo Fisher Scientific, Waltham, MA, USA) following the manufacturer&#x2019;s instructions. The integrity of the RNA was assessed using the Fragment Analyzer 5400 (Agilent Technologies, CA, USA). The extracted total RNA served as the input material for subsequent RNA sample preparations. Sequencing libraries were crafted using the NEBNext UltraTM RNA Library Prep Kit for Illumina (NEB, USA), following the manufacturer&#x2019;s recommended procedures, with index codes incorporated to uniquely identify sequences for each sample. The clustering of the index-coded samples was performed on a cBot Cluster Generation System using TruSeq PE Cluster Kit v3-cBot-HS (Illumia) according to the manufacturer&#x2019;s instructions. After cluster generation, the library preparations were sequenced on an Illumina Novaseq 6000 platform at Novogene (Tianjin, China), yielding 150 bp paired-end reads.</p>
<p>Raw reads were processed with <italic>trimmomatic</italic> v0.39 to remove the adapter sequences, and low-quality bases (<xref ref-type="bibr" rid="B2">Bolger et&#xa0;al., 2014</xref>). The clean reads were aligned to <italic>B. attramentaria</italic> draft genome (<xref ref-type="bibr" rid="B37">Patra et&#xa0;al., 2023</xref>; GCA_018292915.1) using <italic>HISAT2</italic> v2.2.1 (<xref ref-type="bibr" rid="B38">Pertea et&#xa0;al., 2016</xref>), and sorted using <italic>SAMtools</italic> v1.6 (<xref ref-type="bibr" rid="B24">Li et&#xa0;al., 2009</xref>). All BAM files were merged using <italic>SAMtools</italic>, and transcripts were genome-guided assembled by <italic>Trinity</italic> v2.1.1 using the merged BAM file. These assembled transcripts were further bundled into a non-redundant set by <italic>PASA</italic> v2.5.2. Additionally, <italic>TransDecoder</italic> v5.7.1 was executed to identify coding regions within the transcripts. A Gene Transfer Format (GTF) annotation file for the mussel draft genome was generated, incorporating transcripts coding for more than 100 amino acids. Transcript abundances of each sample were estimated using <italic>StringTie</italic> v2.1.7 with the &#x201c;-eB&#x201d; option, based on GTF file. Read counts, essential for subsequent differential expression analysis, were obtained using the python script &#x2018;&#x2018;prepDE.py&#x2019;&#x2019; (<ext-link ext-link-type="uri" xlink:href="http://ccb.jhu.edu/software/stringtie/dl/prepDE.py">http://ccb.jhu.edu/software/stringtie/dl/prepDE.py</ext-link>).</p>
<p>Differential expression analysis was carried out between fast and slow-heated snails and control snails using <italic>DESeq2</italic> v1.28.1 (<xref ref-type="bibr" rid="B27">Love et&#xa0;al., 2014</xref>). Thresholds for screening differentially expressed genes (DEGs) were set at an absolute value of log<sub>2</sub>fold-change &#x2265; 1 and an adjusted <italic>P</italic>-value &lt; 0.05. To elucidate common and specific responses of snails to fast and slow heating rates, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analyses were performed using <italic>compareCluster</italic> v3.0.4 (<xref ref-type="bibr" rid="B55">Wu et&#xa0;al., 2021</xref>) in R.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Heating rate affects upper thermal limit</title>
<p>The mean LT<sub>50</sub> values of snails at fast and slow heating rates were 50.5 &#xb1; 0.2&#xb0;C and 49.0 &#xb1; 0&#xb0;C, respectively (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The results of two-sample <italic>t</italic>-test revealed a significantly higher LT<sub>50</sub> for snails exposed to fast heating rate compared to those subjected to the slow heating rate (<italic>t</italic>= 12.35, df = 4, <italic>P</italic> &lt; 0.001, Cohen&#x2019;s <italic>d</italic> = 10.084).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Survival rate of <italic>B. attramentaria</italic> individuals after exposure to elevated body temperature. The red and blue curves were produced through logistic regression analysis for snails subjected to fast and slow heating rates, respectively. <bold>(B)</bold> Average LT<sub>50</sub> for snails subjected to fast or slow heating rates (mean &#xb1; s.d., n=3). ** indicates significant differences (t-test, <italic>P</italic> &lt; 0.001).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Heating rate affects HR variables</title>
<p>Under constant heating, the cardiac performance exhibited divergent patterns in snails subjected to fast and slow heating rates (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). At a fast heating rate, there was a significant increase in HR<sub>1&#xb0;C</sub> at 32&#xb0;C (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>) accompanied by a plateau in the curve spanning temperatures from 34 to 40&#xb0;C. Conversely, HR<sub>1&#xb0;C</sub> remained constant between 28 and 40&#xb0;C during slow heating. Upon reaching approximately 45&#xb0;C, both fast- and slow-heated snails exhibited MHR. Below 45&#xb0;C, the mean heart rate differed, with values of 68.6 &#xb1; 10.0 and 57.0 &#xb1; 9.2 beats per minute for fast- and slow-heated snails, respectively. The mean heart rate of individuals at fast heating rate was higher than that of individuals at slow heating rate (<italic>t</italic> = 3.845, df = 38, <italic>P</italic> &lt; 0.001, Cohen&#x2019;s <italic>d</italic> = 1.216).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Cardiac performance curves of <italic>B. attramentaria</italic> individuals over an acute warming ramp. Each thin transparent line represents the cardiac performance of a snail at fast or slow heating rate over different temperatures. The red and blue thick curves were fitted from GAMM for snails at fast (n=20) and slow (n=20) heating rates, respectively. The gray regions represent the 95% confidence intervals. <bold>(B)</bold> HR<sub>1&#xb0;C</sub> in snails at fast versus slow heating rate when temperature was below 45&#xb0;C. Significant differences between temperatures (n=20) for each heating rate were indicated by different letters (<italic>P</italic>&lt;0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g002.tif"/>
</fig>
<p>The MHR exhibited a significant discrepancy between the two heating rates (<italic>t</italic> = 2.688, df = 38, <italic>P</italic> = 0.011, Cohen&#x2019;s <italic>d</italic> = 0.850). Specifically, the average MHR was 125.4 &#xb1; 15.3 beats per minute during fast heating and 111.3 &#xb1; 17.6 beats per minute during slow heating (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). In terms of the ABT, individuals displayed mean values of 45.5 &#xb1; 1.6 and 46.4 &#xb1; 1.1&#xb0;C for fast and slow heating rates, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). Notably, no statistically significant difference in ABT was observed between the two heating rates (<italic>t</italic> = -1.913, df = 38, <italic>P</italic> = 0.063, Cohen&#x2019;s <italic>d</italic> = -0.605). The FLT among individuals subjected to fast heating surpassed that of individuals exposed to slow heating (<italic>t</italic> = 2.591, df = 50, <italic>P</italic> = 0.013, Cohen&#x2019;s <italic>d</italic> = 0.724). The mean FLT for fast and slow heating rates was 49.4 &#xb1; 0.4 and 49.0 &#xb1; 0.6&#xb0;C, respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3C</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Maximum Heart Rate [MHR, <bold>(A)</bold>], Arrhenius Breakpoint Temperature [ABT, <bold>(B)</bold>] and Flatline Temperature [FLT, <bold>(C)</bold>] in snails at fast versus slow heating rate. Boxplots outline the 25th and 75th percentiles, and the midline indicates the median. Each data point represents an individual snail (n=20 at fast heating rate, n=20 at slow heating rate). * indicates significant differences (<italic>t</italic>-test, <italic>P</italic>&lt;0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>DEGs under different heating rate</title>
<p>A total of 75.128 Gb of clean bases were obtained from the transcriptomes of 12 individuals. The average mapping rate was 82.34%. Following assembly and identification of coding regions, a GTF file was generated, containing predictions for 35,328 genes. The expression levels of these 35,328 genes under each treatment condition (control, fast heating, or slow heating) were assessed by quantifying the reads mapped to the genome. Subsequent screening revealed 1,468 and 2,778 genes as DEGs in response to fast and slow heating, respectively. Specifically, during fast heating, 655 genes exhibited up-regulation, while 813 genes displayed down-regulation (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). In contrast, 1,697 genes were up-regulated, and 1,081 genes were down-regulated during slow heating (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). A total of 759 DEGs were commonly identified at both fast and slow heating rate. Additionally, 709 and 2019 DEGs were uniquely identified at fast and slow heating rate, respectively.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Volcano plots showing DEGs in fast heated <bold>(A)</bold> and slowly heated snails <bold>(B)</bold> versus control snails. The red and green dots represent up-regulated and down-regulated DEGs, respectively, and the black dots represent non-DEGs. Vertical dotted lines represent an absolute value of log<sub>2</sub>fold-change = 1, and horizontal dotted line represents the significance cut-off (<italic>P</italic>adj = 0.05).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Functional analysis of DEGs</title>
<p>Enrichment analyses conducted for GO terms unveiled common enrichment of DEGs in &#x201c;ATP-dependent protein folding chaperone&#x201d;, &#x201c;serine-type endopeptidase inhibitor activity&#x201d;, and &#x201c;DNA-binding transcription factor activity&#x201d; when comparing fast and slow heating rates (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). And KEGG enrichment analyses indicated consistent enrichment of DEGs in &#x201c;Antigen processing and presentation&#x201d;, &#x201c;Longevity regulation pathway&#x201d;, &#x201c;Estrogen signaling pathway&#x201d;, and &#x201c;Protein processing in the endoplasmic reticulum&#x201d; (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Functional analysis of differential gene expression. DEGs enriched in the GO terms <bold>(A)</bold> and KEGG pathways <bold>(B)</bold>. The dot size represents the count of the number of DEGs enriched in each category. The adjusted <italic>P</italic>-value (Padj) are shown as different colours, with red being more significant than blue.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g005.tif"/>
</fig>
<p>Further scrutiny of DEGs in fast-heated snails revealed unique enrichment in 13 GO terms, with the top 5 significantly enriched terms being &#x201c;extracellular region&#x201d;, &#x201c;chitin binding&#x201d;, &#x201c;multicellular organism development&#x201d;, &#x201c;carbohydrate metabolic process&#x201d;, and &#x201c;cell-matrix adhesion&#x201d;. Moreover, these DEGs exhibited unique enrichment in two KEGG pathways: &#x201c;Amino sugar and nucleotide sugar metabolism&#x201d; and the &#x201c;MAPK signaling pathway&#x201d;.</p>
<p>In contrast, DEGs in slow-heated snails displayed exclusive enrichment in six GO terms, encompassing &#x201c;ribosome&#x201d;, &#x201c;structural constituent of ribosome&#x201d;, &#x201c;translation&#x201d;, &#x201c;endoplasmic reticulum&#x201d;, &#x201c;unfolded protein binding&#x201d;, and &#x201c;translation initiation factor&#xa0;activity&#x201d;. Additionally, DEGs from slow heating rate demonstrated unique enrichment in three KEGG pathways: &#x201c;Ribosome&#x201d;, &#x201c;Oxidative phosphorylation&#x201d;, and &#x201c;Thermogenesis&#x201d;.</p>
<p>A total of 22 DEGs revealed enrichment in &#x201c;ATP-dependent protein folding chaperone&#x201d;, &#x201c;protein folding&#x201d;, and &#x201c;unfolded protein binding&#x201d; (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Notably, all these genes exhibited up-regulation in response to a temperature increase to 49.0&#xb0;C. Among these, three genes (<italic>Chaperonin Containing TCP1 Subunit 5</italic>, <italic>CCT5</italic>; <italic>Glucose-regulated protein 94</italic>, <italic>GRP94</italic>; and <italic>Calnexin</italic>) were uniquely up-regulated in slow-heated snails.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The expression levels of DEGs involved in protein folding and unfolded protein binding. Colour gradient represents the expression level of DEGs, and grey represents no significant difference. The numbers in heatmap are log<sub>2</sub>fold-change of DEGs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g006.tif"/>
</fig>
<p>Moreover, a total of 38 DEGs associated with the ribosome pathway were identified in slow-heated snails, whereas no DEGs were observed in the same pathway for fast-heated snails (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). The 38 DEGs from slow-heated snails comprised 23 large (<italic>RPL</italic>) and 15 small subunit ribosomal proteins (<italic>RPS</italic>), all of which were up-regulated except for <italic>RPL35e</italic>.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Heatmap of DEGs enriched in selected functional categories. Each DEG is represented by a single row, and the log<sub>2</sub>fold-change values are shown in different colours: red corresponds to an up-regulated gene, blue corresponds to a down-regulated gene and grey represents no significant difference.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g007.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The investigation of heating rate impacts on thermal limits has garnered significant attention in enhancing our mechanistic understanding of physiological responses to changing thermal conditions in the context of climate change. Nevertheless, there has been limited exploration of the physiological and molecular mechanisms employed by organisms to cope with thermal stress under varying heating rates. This study aims to fill this gap by demonstrating that the mudflat snail <italic>B. attramentaria</italic> reveals the physiological and molecular adaptations in response to distinct heating rates.</p>
<p>At a fast heating rate, heart rate of <italic>B. attramentaria</italic> exhibited a notable increase at 32&#xb0;C, plateauing between 33 and 40&#xb0;C. This observation implies that, during fast heating, <italic>B. attramentaria</italic> suppresses resting metabolism within the moderate thermal range, which is similar to other marine intertidal gastropods (<xref ref-type="bibr" rid="B29">Marshall et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B4">Chen et&#xa0;al., 2021</xref>). The metabolic rate depression serves as an adaptive strategy, enabling prolonged survival under thermal extremes by conserving energy stores while ensuring an adequate supply of ATP for essential physiological functions (<xref ref-type="bibr" rid="B45">Sokolova et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B30">Marshall and McQuaid, 2020</xref>). In contrast to the response in fast-heated snails, heart rate exhibited insensitivity to temperature variations during slow heating, with no significant increase between 27 and 40&#xb0;C. The heart rate peaked at approximately 45&#xb0;C. Thermal stress usually results in increased metabolic demands, and the increased requirement for tissue oxygen is met through improved cardiac performance (<xref ref-type="bibr" rid="B29">Marshall et&#xa0;al., 2011</xref>). On average, the heart rate of snails subjected to slow heating was 11 beats per minute lower than that of snails exposed to rapid heating when the temperature was below 45&#xb0;C. A lower heart rate during slow heating signifies a decreased need for oxygen. Thus, our results indicate that the metabolic rate during slow heating is lower than that during rapid heating under comparable thermal stress conditions.</p>
<p>The MHR in ectotherms displays sensitivity to energy content, with individuals harboring greater energy stores exhibiting a heightened MHR under thermal stress (<xref ref-type="bibr" rid="B15">Hardison et&#xa0;al., 2023</xref>). When subjected to constant heating, snails experiencing slow heating manifested a lower MHR compared to fast-heated snails, indicative of diminished energy stores in slow-heated snails as the temperature reached 45&#xb0;C. Despite the fact that snails exhibit a reduced metabolic rate at the equivalent temperature during slow heating, slow heating also prolongs exposure time to stressful conditions, resulting in higher energy consumption during slow heating as opposed to fast heating. In contrast to the ABT, slow-heated snails showed a significant decrease in their FLT compared to the fast-heated snails, similar to the difference observed in the LT<sub>50</sub>. These results suggest that FLT can be used as an effective measure to determine the maximum temperature tolerance in <italic>B. attramentaria</italic> snails.</p>
<p>When temperatures approach or surpass the FLT in intertidal mollusks, cellular damage becomes irreversible, as evidenced by the upregulation of genes responsible for encoding proteins involved in eliminating irreversibly damaged proteins from the cell (<xref ref-type="bibr" rid="B13">Gracey et&#xa0;al., 2008</xref>). Functional enrichment analyses revealed that DEGs were notably enriched in &#x201c;ATP-dependent protein folding chaperones&#x201d; during both fast and slow heating when the temperature increased to FLT. The translocation-associated proteins (<italic>TRAP</italic>), recognized as membrane channels facilitating protein transport during translation into the endoplasmic reticulum (ER) (<xref ref-type="bibr" rid="B20">Jaskolowski et&#xa0;al., 2023</xref>), and protein disulfide isomerase (<italic>PDIA5</italic>), another ER-resident protein (<xref ref-type="bibr" rid="B54">Wilkinson et&#xa0;al., 2005</xref>), were identified in the analyses. This suggests an augmentation in protein translocation into the ER and unfolding of ER proteins during both fast and slow heating.</p>
<p>ATP-dependent chaperones necessitate ATP hydrolysis to assist in protein folding, preventing the accumulation of aberrant protein conformations that may lead to proteotoxicity (<xref ref-type="bibr" rid="B31">Mitra et&#xa0;al., 2022</xref>). Our findings indicate that snails activate an energy-costly heat shock response during both fast and slow heating rates. The expression levels of most chaperones were slightly higher during slow heating than fast heating, except for one <italic>HSP70B2</italic> gene, which exhibited a dramatic up-regulation during slow heating (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). These results suggest an increased production of chaperones aimed at removing irreversibly damaged proteins from the cell during slow heating when temperatures approach the FLT. Among these chaperones, we identified eight <italic>HSP70B2</italic> genes with significantly increased expression under heat stress. It has been documented that <italic>HSP70B2</italic> genes undergo expansion in intertidal invertebrates (<xref ref-type="bibr" rid="B10">Dong et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B25">Liang et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B56">Yuan et&#xa0;al., 2023</xref>). Furthermore, <italic>HSP70B2</italic> expression is predominantly up-regulated during air exposure, indicating its pivotal role in intertidal adaptation (<xref ref-type="bibr" rid="B56">Yuan et&#xa0;al., 2023</xref>). Our results indicated the importance of <italic>HSP70B2</italic> in response to heat stress in snail <italic>B. attramentaria</italic>.</p>
<p>The finding that a slower heating rate elicits a more pronounced CSR compared to a faster heating rate implies that the slower heating rate causes greater heat-induced damage at the cellular level. Specifically, two chaperones involved in binding unfolded proteins, <italic>GRP94</italic> and <italic>Calnexin</italic>, were found to be up-regulated in slow-heated snails. <italic>GRP94</italic> helps detect misfolded proteins in the endoplasmic reticulum and sends them for degradation (<xref ref-type="bibr" rid="B3">Buc Calderon et&#xa0;al., 2018</xref>). <italic>Calnexin</italic> is a molecular chaperone that assists in the folding and quality control of proteins associated with membranes and secretion (<xref ref-type="bibr" rid="B36">Paskevicius et&#xa0;al., 2023</xref>). These findings suggest that misfolded proteins accumulate at a slow heating rate, requiring additional energy for their degradation (<xref ref-type="bibr" rid="B46">Somero, 2002</xref>). Slow heating also leads to the enrichment of &#x201c;oxidative phosphorylation&#x201d; and &#x201c;thermogenesis&#x201d; pathways. Genes encoding proteins involved in redox regulation, such as <italic>cytochrome C oxidases</italic> (<italic>COX5A</italic>, <italic>COX5B</italic>), <italic>ATP synthases</italic> (<italic>ATP5MC2</italic>), and <italic>cytochrome reductase</italic> (<italic>Cytc</italic>), were up-regulated, indicating improved energy production when the temperature reaches the FLT (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>). The accumulation of misfolded proteins and the increased energy consumption may contribute to the lower FLT and LT<sub>50</sub> observed during slow heating.</p>
<p>The folding of newly synthesized proteins into their native conformation relies on the assistance of a network of heat shock protein chaperones. Initially, these proteins are produced as linear chains on ribosomes and must undergo folding to adopt their functional conformations (<xref ref-type="bibr" rid="B17">Hu et&#xa0;al., 2022</xref>). Our study found that the expression of several ribosomal protein genes was up-regulated in <italic>B. attramentaria</italic> when subjected to a slow heating rate. Ribosome activity has been identified as a potential biomarker for cellular stress. For instance, mudflat clams exposed to heat stress in mud-air conditions showed an increase in the expression of several ribosomal protein genes (<xref ref-type="bibr" rid="B57">Zhang et&#xa0;al., 2020</xref>). The up-regulation of ribosomal protein genes associated with both the large and small subunits can enhance the tolerance of fish to thermal stress (<xref ref-type="bibr" rid="B41">Quinn et&#xa0;al., 2011</xref>). Our findings suggest an increase in ribosome biogenesis in slowly heated snails, indicating that it plays a role in conferring tolerance to slow heating but not fast heating.</p>
<p>The GO terms &#x201c;carbohydrate metabolic process,&#x201d; &#x201c;chitin binding,&#x201d; and &#x201c;chitin synthase activity,&#x201d; as well as the KEGG pathway &#x201c;amino sugar and nucleotide sugar metabolism,&#x201d; were specifically enriched during fast heating. These categories are related to the metabolism of carbohydrates. Several DEGs were identified as being involved in chitin hydrolysis or synthesis, such as <italic>CHIT1</italic>, <italic>CDA8</italic>, and <italic>Hex</italic>. The expression of these genes decreased during fast heating, suggesting that chitin metabolism is temporally constrained when the temperature increases to FLT. Chitin is an insoluble linear polymer composed of &#x3b2;-(1,4) linked N-acetyl-D-glucosamine units and is commonly found in mollusk shells. For instance, the sea snail <italic>Conus inscriptus</italic> shell chitin has a yield of 21.65% on a dry weight basis (<xref ref-type="bibr" rid="B32">Mohan et&#xa0;al., 2019</xref>). The restricted chitin metabolism may conserve energy and allocate more resources to repair processes, which could contribute to the higher upper thermal limits of <italic>B. attramentaria</italic> during fast heating.</p>
<p>Four genes involved in carbohydrate metabolism, namely <italic>XYN1</italic>, <italic>BXL5</italic>, <italic>FUT1</italic>, and <italic>Fuc</italic>, were found to be upregulated in both treatment groups. <italic>XYN1</italic> is a glycoside hydrolase that can cleave the &#x3b2;-1,4-glycoside linkages in the xylan backbone (<xref ref-type="bibr" rid="B23">Kim et&#xa0;al., 2023</xref>). <italic>BXL5</italic> belongs to the exoglycosidase enzyme category and has a unique ability to break down xylo-oligosaccharides into xylose (<xref ref-type="bibr" rid="B43">Saleem et&#xa0;al., 2012</xref>). <italic>Fuc</italic> plays a role in catalyzing the hydrolysis of terminal fucose residues or trans-fucosylation (<xref ref-type="bibr" rid="B53">Wan et&#xa0;al., 2020</xref>). These findings suggest that xylan and fucose may serve as important energy sources for the snail <italic>B. attramentaria</italic> when exposed to high temperatures.</p>
<p>In conclusion, our study provides insights into the physiological and molecular foundations underlying the differences in upper thermal limit measurements obtained using different heating rates. We observed distinct patterns of cardiac performance in snails subjected to fast and slow heating rates. The heart rate during slow heating was lower compared to fast heating under equivalent thermal stress. However, slow heating also prolonged exposure to stressful temperatures, resulting in higher energy consumption. When the temperature reached the temperature of FLT, snails exhibited a common heat shock response characterized by the up-regulation of genes involved in protein folding, such as <italic>HSPs</italic> and <italic>PDIA5</italic> (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). Interestingly, slow-heated snails uniquely up-regulated genes involved in unfolded protein binding, namely <italic>GRP94</italic> and <italic>Calnexin</italic>, indicating the accumulation of misfolded proteins. This accumulation, along with the additional energy consumption, may contribute to the lower upper thermal limit observed in slowly heated snails. Our findings have implications for determining realistic upper thermal limits and improving predictions of organism vulnerability to future climate change.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Summary of the molecular responses of <italic>B. attramentaria</italic> to thermal stress at different heating rates. Snails respond to thermal stress by activating a common heat shock response. This response involves the up-regulation of genes associated with protein folding, such as <italic>HSPs</italic> and <italic>PDIA5</italic>. During fast heating, genes involved in chitin hydrolysis or synthesis, such as <italic>CHIT1</italic>, <italic>CDA8</italic>, and <italic>Hex</italic>, showed a unique decrease, suggesting that chitin metabolism is temporally constrained. On the other hand, genes <italic>GRP94</italic> and <italic>Calnexin</italic>, which are related to unfolded protein binding, were uniquely up-regulated in slowly heated snails, indicating the accumulation of misfolded proteins. Additionally, genes encoding proteins involved in redox regulation, such as <italic>ATP5MC2</italic>, <italic>COX5A</italic>, and <italic>Cytc</italic>, were up-regulated, suggesting improved energy production in slowly heated snails.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-11-1407743-g008.tif"/>
</fig>
</sec>
<sec id="s5" 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 can be found below: <uri xlink:href="https://ngdc.cncb.ac.cn/gsa">https://ngdc.cncb.ac.cn/gsa</uri>, CRA015574.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Ethics Committee for Experimental Animals of Yantai University. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>L-ND: Formal analysis, Writing &#x2013; original draft. Y-HD: Data curation, Formal analysis, Methodology, Writing &#x2013; original draft. G-DH: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was supported by the National Natural Science Foundation of China (42006107).</p>
</sec>
<sec id="s9" 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="s10" 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="s11" 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.2024.1407743/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2024.1407743/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Image_1.tif" id="SF1" mimetype="image/tiff">
<label>Supplementary Figure&#xa0;1</label>
<caption>
<p>The model temperature of <italic>Batillaria attramentaria</italic>. <bold>(A)</bold> Distribution of model temperature on all test days. <bold>(B)</bold> Changes in temperature in any given 10&#xa0;min during temperature measurement. The horizontal axis shows the model temperature and the vertical axis shows the relative abundance (as normalized density). Data are from <xref ref-type="bibr" rid="B14">Han et&#xa0;al., 2023</xref>. Biomimetic models were positioned on the dry surface of a mud flat inhabited by snails at Yangmadao Island during sunny days in late July and early August 2022. The models were uniformly oriented and exposed to direct sunlight. The internal shell temperature was recorded every 10 seconds using a Modbus data logger (LCES_UDR_V62, Songyue, Guangdong, China). Changes in temperature within any given 10-minute interval for each model during temperature measurements were determined using a sliding window method (with a window size of 10 minutes and a jump size of 10 seconds).</p>
</caption>
</supplementary-material>
</sec>
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