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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.2022.1111241</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>Full-length transcriptome analysis provides insights into larval shell formation in <italic>Mulinia lateralis</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Guo</surname>
<given-names>Xiaolin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Xixi</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Feng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Danwen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Zujing</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1451987"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Moli</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Yajuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Huilan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Hao</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1613847"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Qin</surname>
<given-names>Zhenkui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/648023"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Zhifeng</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bao</surname>
<given-names>Zhenmin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/558396"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Ministry of Education Key Laboratory of Marine Genetics and Breeding, College of Marine Life Sciences, Ocean University of China</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Key Laboratory of Tropical Aquatic Germplasm of Hainan Province, Sanya Oceanographic Institution, Ocean University of China</institution>, <addr-line>Sanya</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yuehuan Zhang, South China Sea Institute of Oceanology (CAS), China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Zekun Huang, Xiamen University, China; Qiong Shi, BGI Academy of Marine Sciences, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zhenkui Qin, <email xlink:href="mailto:qinzk@ouc.edu.cn">qinzk@ouc.edu.cn</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Fisheries, Aquaculture and Living Resources, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>1111241</elocation-id>
<history>
<date date-type="received">
<day>29</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Guo, Li, Zhao, Liu, Yang, Li, Li, Wei, Wang, Qin, Zhang and Bao</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Guo, Li, Zhao, Liu, Yang, Li, Li, Wei, Wang, Qin, Zhang and Bao</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>Mollusca is the second largest animal phylum and represents one of the most evolutionarily successful animal groups. <italic>Mulinia lateralis</italic>, a small bivalve, is a promising model organism to facilitate studies of mollusc development. However, because of the lack of published genomic and transcriptomic resources, integrated research on the formation of larval shells in this species, which is a representative developmental process of molluscs and of great importance for larva survival, is hindered. In this study, the blastula, gastrula, trochophore larva, and D-shaped larva of <italic>M. lateralis</italic> were utilized for generating a comprehensive full-length transcriptome through Pacific BioSciences (PacBio) isoform sequencing (Iso-seq) and Illumina RNA-Seq. A total of 238,919 full-length transcripts with an average length of 3,267 bp and 121,424 annotated genes were obtained. Illumina RNA-Seq data analysis showed that 4,512, 10,637, and 17,829 differentially expressed genes (DEGs) were obtained between the two adjacent developmental stages. Functional annotation and enrichment analysis revealed the specific function of genes in shell biomineralization during different developmental stages. Twelve genes that may be involved in the formation of the larval shell of <italic>M. lateralis</italic> were identified, including <italic>insoluble shell matrix protein-encoding gene 1</italic> (<italic>ISMP1</italic>), <italic>ISMP2</italic>, <italic>ISMP5</italic>, <italic>chitin synthase</italic>, <italic>tyrosinase</italic>, <italic>chitin-binding protein</italic>, <italic>collagen</italic> and <italic>pu14</italic> involved in shell matrix deposition, and <italic>carbonic anhydrase</italic>, <italic>solute carrier family 4 member 8</italic> (<italic>slc4a8</italic>), <italic>EF-hand</italic>, and a calmodulin coding gene <italic>C-2442</italic> participated in ion transportation. In addition, calcium ion binding function, calcium signaling pathway, and endocrine and other factor-regulated calcium reabsorption pathways were significantly enriched. Weighted gene correlation network analysis (WGCNA) identified two modules related to biomineralization and larval shell formation, and <italic>slc4a8</italic> and <italic>ring finger protein 41</italic> (<italic>rnf41</italic>) were key hub genes that may be involved in this process. Moreover, it could be implied that the process of ion transport occurs earlier than the deposition of the shell matrix. This work provided a clear view of the transcriptome for <italic>M. lateralis</italic> and will be valuable in elucidating the mechanisms of larval shell formation as well as other developmental processes in molluscs.</p>
</abstract>
<kwd-group>
<kwd>
<italic>Mulinia lateralis</italic>
</kwd>
<kwd>full-length transcriptome</kwd>
<kwd>early development</kwd>
<kwd>larval shell formation</kwd>
<kwd>biomineralization</kwd>
</kwd-group>
<contract-num rid="cn001">32070516</contract-num>
<contract-num rid="cn002">ZR2018ZA0748</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>
<contract-sponsor id="cn002">Natural Science Foundation of Shandong Province<named-content content-type="fundref-id">10.13039/501100007129</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="83"/>
<page-count count="13"/>
<word-count count="6731"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Molluscs play a crucial ecological role in the marine environment, including creating marine soft bottom, filtering harmful algae, and providing winter food for seabirds (<xref ref-type="bibr" rid="B67">Tan and Zheng, 2020</xref>). A pair of hard shells is the most significant characteristic of bivalve molluscs, which are firstly secreted by the shell gland or mantle and then solidified through the biomineralization process. Exploration of the genes and pathways involving in shell formation could provide us insights into the biomineralization regulatory mechanisms as well as uncover the fitness of bivalves in carbon dioxide acidifying seawater environment.</p>
<p>Biomineralization is a common physiological process in metazoans from sponges to vertebrates and from intracellular to extracellular (<xref ref-type="bibr" rid="B16">Gilbert et&#xa0;al., 2022</xref>). Shell formation is a complicated process and a typical biomineralization phenomenon in molluscs, and most related studies focus on bivalves (<xref ref-type="bibr" rid="B75">Yarra et&#xa0;al., 2021</xref>). During the development process, bivalves generally form two types of shells, larval shell and adult shell (<xref ref-type="bibr" rid="B16">Gilbert et&#xa0;al., 2022</xref>), and the major developmental steps occur rapidly within the first days of life to produce the larval shell (prodissoconch I (PD I)) (Yarra et&#xa0;al., 2021). The first shell formation process usually begins at the end of gastrulation and forms a shell-forming region (<xref ref-type="bibr" rid="B45">Marin et&#xa0;al., 2012</xref>). The dorsal population of cells in this region invaginates into the blastocoel to form the shell gland, after which cells in the shell gland gradually move outward, evaginating to form the shell field (<xref ref-type="bibr" rid="B30">Kurita et&#xa0;al., 2009</xref>). The shell field then grows over the larval body until the first larval shell finishes (<xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>). The larval shell of bivalves plays a crucial role in their survival, which eventually differentiates from the adult shell-secreting organ mantle (<xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2020</xref>). Although a moderate threefold increase of calcium content occurs in the trochophore larva, the first shell of a bivalve trochophore larva is not calcified (<xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>), and this type of larval shell is designated as the initial non-calcified shell (InCaS) to distinguish it from the calcified larval shell (<xref ref-type="bibr" rid="B23">Huan et&#xa0;al., 2013</xref>). InCaS contains only organic components, which are mainly composed of polysaccharides and proteins, functions in crystal nucleation and growth, and provide the organic template for Ca<sup>2+</sup> deposition during biomineralization (<xref ref-type="bibr" rid="B11">Falini et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B46">Marin et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B3">Arroyo et&#xa0;al., 2020</xref>). The larval shell begins to calcify in the D-shaped larva stage, and the calcified PD I shell forms during this period (<xref ref-type="bibr" rid="B49">Mouza et&#xa0;al., 2006</xref>). At the same time, an important part of the adult shell hinge forms in the posterior middle of the larval shell (<xref ref-type="bibr" rid="B2">Ansell, 1962</xref>).</p>
<p>Although the shell field can be discriminated in the gastrula, the larval shell does not appear until the later stage of the trochophore larva (<xref ref-type="bibr" rid="B49">Mouza et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B23">Huan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B56">Ramesh et&#xa0;al., 2019</xref>). Generally, studies exploring embryonic shell development focus on two larval stages, the trochophore larva and D-shaped larva (<xref ref-type="bibr" rid="B23">Huan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B17">Gonzalez-Socoloske et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B34">Li et&#xa0;al., 2020</xref>). Reported studies have identified several genes and many shell matrix proteins (SMPs) that are proven to be related to shell formation, such as <italic>decapentaplegic</italic> (<italic>dpp</italic>), <italic>tyrosinase</italic> (<italic>tyr</italic>), <italic>carbonic anhydrase</italic> (<italic>CA</italic>), and <italic>engrailed</italic> (<xref ref-type="bibr" rid="B48">Miyamoto et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B50">Nederbragt et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B23">Huan et&#xa0;al., 2013</xref>). In Pacific oysters (<italic>Crassostrea gigas</italic>), <italic>tyr</italic> gene plays a role in larval shell biogenesis (<xref ref-type="bibr" rid="B23">Huan et&#xa0;al., 2013</xref>). <xref ref-type="bibr" rid="B47">Miglioli et&#xa0;al. (2019)</xref> found that <italic>tyr</italic> is involved in the calcification process during larval development in Mediterranean mussels (<italic>Mytilus galloprovincialis</italic>). Bicarbonate transporters are reported to be key factors in the calcification of marine animals. The solute carrier 4 (SLC4) is responsible for supplying HCO<sub>3</sub><sup>-</sup> to the site of calcification in the braching coral (<italic>Stylophora pistillata</italic>) (<xref ref-type="bibr" rid="B83">Zoccola et&#xa0;al., 2015</xref>). In blue mussels (<italic>Mytilus edulis</italic>), SLC family members SLC26 and SLC4 have been proven to be involved in the process of adult shell repair (<xref ref-type="bibr" rid="B74">Yarra, 2018</xref>). Some important transcription factors have also been found in <italic>C. gigas</italic> to function during the formation of larval shells, such as GATA2/3, BMP2/4, and SOXC homologs, which involve the regulation of membrane biogenesis, cell proliferation, and biomineralization (<xref ref-type="bibr" rid="B50">Nederbragt et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B36">Liu et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B37">Liu et&#xa0;al., 2017</xref>).</p>
<p>Although genetic resources have been exploited in recent years in molluscs (<xref ref-type="bibr" rid="B39">Liu et&#xa0;al., 2021</xref>), the available information is still limited in the second-largest animal phylum that molluscs represent. The full-length transcriptome is an alternative complete data resource for species without a reference genome (<xref ref-type="bibr" rid="B20">Hoang et&#xa0;al., 2017</xref>). With the continuous development of nucleic acid sequencing technology, the Pacific BioSciences (PacBio) single-molecule real-time (SMRT) sequencing, as the third-generation sequencing technology, has been utilized to generate full-length transcripts without assembly. Furthermore, the combined analysis of second- and third-generation sequencing could overcome the shortages of both technologies and is widely used currently (<xref ref-type="bibr" rid="B18">Grabherr et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B8">Cao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B44">Luo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B33">Liao et&#xa0;al., 2022</xref>). In bivalves, <xref ref-type="bibr" rid="B77">Zeng et&#xa0;al. (2022)</xref> published the first report of full-length transcriptome regarding bivalve gonads in freshwater pearl mussels (<italic>Hyriopsis schlegelii</italic>), and <xref ref-type="bibr" rid="B33">Liao et&#xa0;al. (2022)</xref> used a full-length transcriptome to reveal the tissue-specific gene expression profile of mangrove clam (<italic>Geloina erosa</italic>).</p>
<p>To investigate the first steps of shell formation during early developmental stages, <italic>Mulinia lateralis</italic>, which is naturally distributed in estuarine benthic and intertidal zones along the Atlantic coast from Canada to the Caribbean Sea (<xref ref-type="bibr" rid="B69">Walker and Tenore, 1984</xref>), was selected. <italic>M. lateralis</italic> is a typical dioecious species with a small size and short generation interval of 2 months, and artificial breeding of <italic>M. lateralis</italic> in the laboratory is easy to achieve, which provides a promising model species of bivalve studies (<xref ref-type="bibr" rid="B19">Guo and Allen, 1994</xref>; <xref ref-type="bibr" rid="B9">Cripe, 2006</xref>; <xref ref-type="bibr" rid="B73">Yang et&#xa0;al., 2021</xref>). Up to now, neither transcriptomic nor genomic information has been published in <italic>M. lateralis</italic>. In order to have a more comprehensive understanding of the larval shell genesis, we combined the long-read SMRT sequencing and the short-read RNA-Seq technologies in the present study and established an integrated transcriptome of <italic>M. lateralis</italic> with embryos/larvae of four early developmental stages (blastula, gastrula, trochophore larva, and D-shaped larva). Our study aims to generate a reference transcriptome dataset with functional annotation, explore gene expression patterns during early developmental stages, and identify possible genes as well as pathways involved in the initial shell formation. To the best of our knowledge, this is the first comprehensive transcriptome of <italic>M. lateralis</italic>, which provides a valuable genetic resource to facilitate studies on larval shell formation and the early development of molluscs.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Sample collection and RNA preparation</title>
<p>Sexually mature <italic>M. lateralis</italic> adults were selected from the culture system of MOE Key Laboratory of Marine Genetic and Breeding, and spawning was induced with drying in the shade followed by 26&#xb0;C thermal shock method. Fertilized eggs of <italic>M. lateralis</italic> were incubated in a 15-L tank with filtered seawater at 22&#xb0;C. After removal of abnormal embryos and larvae, samples of four developmental stages, blastula (3&#xa0;h post fertilization (hpf)), gastrula (5 hpf), trochophore larva (8 hpf), and D-shaped larva (14 hpf) were collected (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>), immediately frozen in liquid nitrogen, and preserved at &#x2212;80&#xb0;C until RNA extraction.</p>
<p>The total RNA of 12 samples, with three parallel of each stage, was extracted individually by phenol&#x2013;chloroform extraction (<xref ref-type="bibr" rid="B36">Liu et&#xa0;al., 2015</xref>). The extracted RNAs were analyzed with 1.2% agarose gel electrophoresis and NanoDrop 2000 (Thermo Fisher Scientific, Waltham, MA, USA). RNA concentration was measured using a Qubit 2 fluorometer (Invitrogen, Carlsbad, CA, USA), and integrity was assessed using the Agilent Bioanalyzer 2100 system (Agilent Technologies, Santa Clara, CA, USA). Then, the quantified RNA samples were subsequently used for cDNA library construction.</p>
</sec>
<sec id="s2_2">
<title>PacBio Iso-seq library construction, sequencing, and preprocessing</title>
<p>Equal amounts of RNAs from these four developmental stages of <italic>M. lateralis</italic> were pooled together for the construction of PacBio isoform sequencing (Iso-seq) library. The library was prepared according to the Isoform Sequencing protocol (Iso-Seq) using the Clontech SMARTer PCR cDNA Synthesis Kit (Clontech, Mountain View, CA, USA) and the BluePippin Size Selection System (Sage Science, Beverly, MA, USA) as described by Pacific Biosciences (PN 100-092-800-03). PacBio library was sequenced on the PacBio Sequel platform (Pacific Biosciences, Menlo Park, CA, USA).</p>
<p>Sequence data were processed using the SMRTlink 5.1 software (<xref ref-type="bibr" rid="B21">Hon et&#xa0;al., 2020</xref>). The subreads were processed by the Circular Consensus Sequence (CCS) algorithm to obtain the CCS (min_length 50, max_drop_fraction 0.8, no_polish TRUE, min_zscore &#x2212;9,999.0, min_passes 2, min_predicted_accuracy 0.8, max_length 15,000). CCSs were then classified into full-length and non-full-length reads using pbclassify.py (ignore polyA false and minSeqLength 200). All fasta files produced were then fed into the cluster step for isoform-level clustering (ICE), followed by final Arrow polishing (hq_quiver_min_accuracy 0.99, bin_by_primer false, bin_size_kb 1, qv_trim_5p 100, and qv_trim_3p 30) (<xref ref-type="bibr" rid="B8">Cao et&#xa0;al., 2020</xref>). To further improve the sequencing accuracy, additional nucleotide errors in consensus reads were corrected using the Illumina RNA-Seq data of the present study with the software LoRDEC (<xref ref-type="bibr" rid="B58">Salmela and Rivals, 2014</xref>). Any redundancy in consensus reads was removed by CD-HIT (-c 0.95, -T 6, -G 0, -aL 0.00, -aS 0.99) (<xref ref-type="bibr" rid="B14">Fu et&#xa0;al., 2012</xref>) to obtain the final transcripts, which were then considered as the reference transcriptome (designated as ref) for the subsequent analysis.</p>
</sec>
<sec id="s2_3">
<title>Gene functional annotation and structural analysis</title>
<p>The obtained non-redundant transcript sequences were functionally annotated using the following databases: National Center for Biotechnology Information (NCBI) non-redundant protein (NR), EuKaryotic Orthologous Groups (KOG), Swiss-Prot, Kyoto Encyclopedia of Genes and Genomes (KEGG), NCBI nucleotide sequences (NT), Protein Family (Pfam), and Gene Ontology (GO). The first four database annotations were performed using diamond v0.8.36 with an e-value threshold of 1e&#x2212;5 (<xref ref-type="bibr" rid="B7">Buchfink et&#xa0;al., 2015</xref>). The ncbi-blast-2.7.1+ with an e-value threshold of 1e&#x2212;5 was utilized for NT database annotation, and the Pfam databases annotations were performed using Hmmscan of the HMMER 3.1 package (<xref ref-type="bibr" rid="B51">Nguyen et&#xa0;al., 2016</xref>). Script of protein annotation results based on Pfam database was used for GO annotations (<xref ref-type="bibr" rid="B4">Ashburner et&#xa0;al., 2000</xref>).</p>
<p>Predictive analysis of coding sequence (CDS) was performed using ANGEL v. 2.4 software, and bivalve species confident protein sequences were used for ANGEL training (<xref ref-type="bibr" rid="B61">Shimizu et&#xa0;al., 2006</xref>). Transcription factors were predicted using the AnimalTFDB 2.0 database with iTAK software (<xref ref-type="bibr" rid="B68">Tatusov et&#xa0;al., 2003</xref>). Coding&#x2013;Non-coding index (CNCI) (<xref ref-type="bibr" rid="B64">Sun et&#xa0;al., 2013</xref>), Coding Potential Calculator (CPC) (<xref ref-type="bibr" rid="B29">Kong et&#xa0;al., 2007</xref>), Pfam-scan (<xref ref-type="bibr" rid="B13">Finn et&#xa0;al., 2016</xref>), Predictor of Long Non-coding RNAs, and Messenger RNAs based on an Improved k-mer scheme (PLEK) (<xref ref-type="bibr" rid="B43">Li et&#xa0;al., 2014</xref>) were integrated to identify long non-coding RNAs (lncRNAs) in the transcripts. Transcripts longer than 200 nt without coding potential were selected as lncRNA candidates.</p>
<p>Simple sequence repeats (SSRs) of the transcriptome sequences were identified using MISA 1.0 with default parameters (<xref ref-type="bibr" rid="B5">Beier et&#xa0;al., 2017</xref>). The minimum repeat time for core repeat motifs was set as 10 for mononucleotides, 6 for dinucleotides, and 5 for trinucleotides, tetranucleotides, pentanucleotides, and hexanucleotides.</p>
</sec>
<sec id="s2_4">
<title>Illumina library preparation and sequencing</title>
<p>Twelve RNA samples of <italic>M. lateralis</italic> embryos/larvae from four developmental stages were used for Illumina cDNA library construction using NEBNext Ultra&#x2122; RNA Library Prep Kit for Illumina (NEB, Ipswich, MA, USA) following the manufacturer&#x2019;s instructions. Qualified libraries were applied to next-generation sequencing (NGS) using an Illumina Hiseq X Ten platform (Illumina, USA) to generate 150-bp paired-end sequence reads. Raw reads were firstly preprocessed for quality control to obtain the clean reads by removing reads containing adapters, ambiguous N nucleotides, and low-quality reads. Then, all clean reads obtained were mapped onto the PacBio Iso-Seq ref with bowtie2 (-end-to-end, -sensitive) (<xref ref-type="bibr" rid="B32">Langmead and Salzberg, 2012</xref>).</p>
</sec>
<sec id="s2_5">
<title>Identification and analysis of differentially expressed genes</title>
<p>The mapping results from bowtie2 were calculated by RSEM (<xref ref-type="bibr" rid="B35">Li and Dewey, 2011</xref>), and the read count values of each gene from each sample were converted into FPKM (expected number of fragments per kilobase of transcription sequence per mills base pairs sequence) to determine the expression level of each gene. Both heatmap and hierarchical cluster analyses were carried out using the R package &#x201c;pheatmap&#x201d;.</p>
<p>DESeq 1.10.1 package (<xref ref-type="bibr" rid="B1">Anders and Huber, 2010</xref>) was used for differential expression analysis of genes between two sequential developmental stages. Unigenes with false discovery rate (FDR)&lt; 0.01 and |log<sub>2</sub>(FoldChange)| &gt; 1 were considered to be the differentially expressed genes (DEGs).</p>
<p>Gene Ontology enrichment analysis of DEGs between different stages was implemented by the R package &#x201c;GOseq&#x201d; (<xref ref-type="bibr" rid="B76">Young et&#xa0;al., 2010</xref>), in which gene length bias was corrected. GO terms with a Benjamini and Hochberg (BH)-corrected <italic>p</italic>-value of less than 0.05 were considered significantly enriched. The enrichment analysis of the KEGG pathway was performed using KOBAS (2.0) (<xref ref-type="bibr" rid="B71">Xie et&#xa0;al., 2011</xref>). The <italic>p</italic>-value correction method and the threshold value were consistent with the above.</p>
</sec>
<sec id="s2_6">
<title>Weighted gene correlation network analysis</title>
<p>The R package &#x201c;WGCNA&#x201d; was utilized to construct the co-expression network (<xref ref-type="bibr" rid="B31">Langfelder and Horvath, 2008</xref>), and 25,664 annotated genes with FPKM values greater than 0.1 were selected. Firstly, samples were clustered to assess the presence of any obvious outliers. Then, the R function pickSoftThreshold was used to calculate the soft thresholding power &#x3b2;, and the connectivity between genes met a scale-free network distribution (scale-free <italic>R</italic>
<sup>2</sup> = 0.9) when the value of soft thresholding power &#x3b2; was set to 6. Hierarchical clustering and the dynamic tree cut function were used to detect modules, and gene significance (GS) and module membership (MM) were calculated to relate modules with clinical traits. The minimum module size was set to 30 (CutHeight = 0.99, minModuleSize = 30), and the modules with a higher correlation were merged (r&lt; 0.25). The corresponding gene information of each module was extracted for further analysis. Lastly, Cytoscape 3.7.0 software was used to visualize the network of eigengenes.</p>
</sec>
<sec id="s2_7">
<title>Quantitative RT-PCR validation</title>
<p>Six unigenes related to larval shell formation (<italic>tyr</italic>, <italic>chitin synthase</italic>, <italic>CA</italic>, <italic>EF-hand</italic>, a <italic>calmodulin coding gene</italic> (designated as <italic>C-2442</italic>), and <italic>solute carrier family 4 member 8</italic> (<italic>slc4a8</italic>)) were selected to confirm the RNA-Seq results with quantitative RT-PCR (RT-qPCR) according to their expression difference and functional annotation. RNA samples were isolated from <italic>M. lateralis</italic> of different developmental stages, and first-strand cDNAs were synthesized using PrimeScript&#x2122; RT reagent Kit (Takara, Dalian, China). Primers were designed with Primer Premier5 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>), and <italic>Ef-1b</italic> was used as a reference gene (<xref ref-type="bibr" rid="B42">Li et&#xa0;al., 2019</xref>). PCRs were conducted using SYBR Green Real-Time PCR Master Mix (Takara, China) and the LightCycler 480 Real-time fluorescence quantitative PCR instrument (Roche, Basel, Switzerland). Data were analyzed using the 2<sup>&#x2212;&#x394;&#x394;Ct</sup> method (<xref ref-type="bibr" rid="B40">Livak and Schmittgen, 2001</xref>) and presented as mean &#xb1; SD. All reactions were performed with three biological replicates and three technical replicates. Statistical analysis was tested using one-way ANOVA followed by Duncan&#x2019;s test (SPSS 22.0, USA), and a statistically significant difference was set as <italic>p</italic>&lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results and discussion</title>
<sec id="s3_1">
<title>Establishment of full-length transcriptome of <italic>M. lateralis</italic> with PacBio Iso-Seq and Illumina RNA-Seq</title>
<p>Through PacBio Iso-Seq sequencing, a total of 6,623,650 subreads (15.11-Gb nucleotides) were obtained after initial quality control by removal of the adaptor reads and subreads&lt;50 bp (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The subreads were then self-corrected, and a total of 337,922 CCSs were produced, of which 238,919 sequences were identified as full-length non-chimeric (FLNC) reads. After iterative clustering for error correction (ICE) and polishing using Arrow, 184,784 high-quality full-length consensus transcripts were generated. After the raw reads generated were trimmed and filtered by the Illumina RNA-Seq, more than 54,095,792 high-quality clean reads (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) were generated for each sample with Q30 values greater than 92.18%. To build the full-length transcripts with higher accuracy and lower error rate, all full-length CCSs were corrected with Illumina RNA-Seq data by LoRDEC. At last, 121,424 unigenes, as the gene reference sequences, were obtained after the removal of redundant sequences by CD-HIT (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Then, the clean reads of each sample obtained by Illumina sequencing were mapped to the ref, and the mapping rate ranged from 64.64% to 84.75% (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary of PacBio Iso-Seq of <italic>Mulinia lateralis</italic>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Item</th>
<th valign="middle" align="center">Number</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Subreads base (Gb)</td>
<td valign="middle" align="center">15.11</td>
</tr>
<tr>
<td valign="middle" align="left">Subreads number</td>
<td valign="middle" align="center">6,623,650</td>
</tr>
<tr>
<td valign="middle" align="left">Average subread length</td>
<td valign="middle" align="center">2,281</td>
</tr>
<tr>
<td valign="middle" align="left">N50 (subreads)</td>
<td valign="middle" align="center">3,418</td>
</tr>
<tr>
<td valign="middle" align="left">CCS</td>
<td valign="middle" align="center">337,922</td>
</tr>
<tr>
<td valign="middle" align="left">Number of FLNC</td>
<td valign="middle" align="center">238,919</td>
</tr>
<tr>
<td valign="middle" align="left">Average length of FLNC reads (bp)</td>
<td valign="middle" align="center">3,185</td>
</tr>
<tr>
<td valign="middle" align="left">Number of full-length consensus transcripts</td>
<td valign="middle" align="center">184,784</td>
</tr>
<tr>
<td valign="middle" align="left">Number of unigenes</td>
<td valign="middle" align="center">121,424</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>FLNC, full-length non-chimeric.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Statistics of the Illumina RNA-Seq data of <italic>Mulinia lateralis</italic>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Sample stage</th>
<th valign="middle" align="center">Sample</th>
<th valign="middle" align="center">Clean reads</th>
<th valign="middle" align="center">Total mapped reads</th>
<th valign="middle" align="center">Mapping percentage to ref</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="3" align="left">Blastula</td>
<td valign="middle" align="center">blstl1</td>
<td valign="middle" align="center">59,228,906</td>
<td valign="middle" align="center">50,195,222</td>
<td valign="middle" align="center">84.75%</td>
</tr>
<tr>
<td valign="middle" align="center">blstl2</td>
<td valign="middle" align="center">54,209,606</td>
<td valign="middle" align="center">45,098,564</td>
<td valign="middle" align="center">83.19%</td>
</tr>
<tr>
<td valign="middle" align="center">blstl3</td>
<td valign="middle" align="center">56,803,480</td>
<td valign="middle" align="center">37,563,304</td>
<td valign="middle" align="center">66.13%</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Gastrula</td>
<td valign="middle" align="center">gstrl1</td>
<td valign="middle" align="center">56,285,888</td>
<td valign="middle" align="center">43,486,214</td>
<td valign="middle" align="center">77.26%</td>
</tr>
<tr>
<td valign="middle" align="center">gstrl2</td>
<td valign="middle" align="center">56,656,408</td>
<td valign="middle" align="center">46,860,770</td>
<td valign="middle" align="center">82.71%</td>
</tr>
<tr>
<td valign="middle" align="center">gstrl3</td>
<td valign="middle" align="center">54,095,792</td>
<td valign="middle" align="center">34,969,592</td>
<td valign="middle" align="center">64.64%</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">Trochophore larva</td>
<td valign="middle" align="center">trchph1</td>
<td valign="middle" align="center">62,177,342</td>
<td valign="middle" align="center">49,148,186</td>
<td valign="middle" align="center">79.05%</td>
</tr>
<tr>
<td valign="middle" align="center">trchph2</td>
<td valign="middle" align="center">60,887,014</td>
<td valign="middle" align="center">47,599,694</td>
<td valign="middle" align="center">78.18%</td>
</tr>
<tr>
<td valign="middle" align="center">trchph3</td>
<td valign="middle" align="center">60,702,176</td>
<td valign="middle" align="center">48,444,988</td>
<td valign="middle" align="center">79.81%</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">D-shaped larva</td>
<td valign="middle" align="center">Dlarv1</td>
<td valign="middle" align="center">55,709,656</td>
<td valign="middle" align="center">45,887,240</td>
<td valign="middle" align="center">82.37%</td>
</tr>
<tr>
<td valign="middle" align="center">Dlarv2</td>
<td valign="middle" align="center">64,208,280</td>
<td valign="middle" align="center">51,669,462</td>
<td valign="middle" align="center">80.47%</td>
</tr>
<tr>
<td valign="middle" align="center">Dlarv3</td>
<td valign="middle" align="center">61,332,498</td>
<td valign="middle" align="center">50,797,896</td>
<td valign="middle" align="center">82.82%</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>This study combined the PacBio Iso-Seq and Illumina RNA-Seq technologies to generate a full-length transcriptome for <italic>M. lateralis</italic>. After correction, the average length of full-length consensus transcripts was 3,267 bp with an N50 of 3,879 bp (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>), which were much longer than that of the <italic>de novo</italic> assembled transcripts (<xref ref-type="bibr" rid="B24">Hu et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B52">Nie et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B53">N&#xfa;&#xf1;ez-Acu&#xf1;a et&#xa0;al., 2022</xref>) and comparative with the full-length transcriptome of bivalve species recently reported (<xref ref-type="bibr" rid="B33">Liao et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B77">Zeng et&#xa0;al., 2022</xref>). The average mapping rate of Illumina sequences was greater than 75%, indicating that a good reference dataset was established. The results suggested the full-length transcriptome obtained in the present provided good genetic resources for <italic>M. lateralis</italic>.</p>
</sec>
<sec id="s3_2">
<title>Gene functional annotation of full-length transcripts</title>
<p>The identified 121,424 unigenes were annotated by searching against seven databases, and a total of 73,367 (60.42%) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>) were annotated in at least one database, as well as 10,036 were annotated in all seven databases (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>, <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). According to the prediction by NR database, 62,786 unigenes were annotated in 642 homologous species, where the top 20 species were shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>. <italic>C. gigas</italic>, whose genome was the first to be described as a marine bivalve (<xref ref-type="bibr" rid="B54">Qi et&#xa0;al., 2021</xref>), was found to contain the highest number of homologous sequences (29,485, 46.96%) with <italic>M. lateralis</italic>. The second and third species were <italic>Lottia gigantea</italic> (5628, 4.63%) and <italic>Lingula anatina</italic> (3576, 2.95%), respectively. More than 60% of unigenes have been annotated in at least one database, which provided important information for studying the shell formation as well as other development processes of <italic>M. lateralis</italic>.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Summary of unigenes annotation of <italic>Mulinia lateralis</italic>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Database</th>
<th valign="top" align="center">Annotated unigenes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">NR</td>
<td valign="middle" align="center">62,786 (51.71%)</td>
</tr>
<tr>
<td valign="middle" align="left">SwissProt</td>
<td valign="middle" align="center">48,262 (39.75%)</td>
</tr>
<tr>
<td valign="middle" align="left">KEGG</td>
<td valign="middle" align="center">59,418 (48.93%)</td>
</tr>
<tr>
<td valign="middle" align="left">KOG</td>
<td valign="middle" align="center">40,132 (33.05%)</td>
</tr>
<tr>
<td valign="middle" align="left">GO</td>
<td valign="middle" align="center">37,777 (31.11%)</td>
</tr>
<tr>
<td valign="middle" align="left">NT</td>
<td valign="middle" align="center">22,658 (18.66%)</td>
</tr>
<tr>
<td valign="middle" align="left">Pfam</td>
<td valign="middle" align="center">37,777 (31.11%)</td>
</tr>
<tr>
<td valign="middle" align="left">At least one database</td>
<td valign="middle" align="center">73,367 (60.42%)</td>
</tr>
<tr>
<td valign="middle" align="left">All databases</td>
<td valign="middle" align="center">10,036 (8.27%)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>KEGG, Kyoto Encyclopedia of Genes and Genomes; KOG, EuKaryotic Orthologous Groups; GO, Gene Ontology; NT, NCBI nucleotide sequences; Pfam, Protein Family.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Functional annotation of <italic>Mulinia lateralis</italic> full-length transcripts. <bold>(A)</bold> Statistics of transcripts annotated in different databases. <bold>(B)</bold> KEGG pathway classification of annotated transcripts. <bold>(C)</bold> Distribution of the species with matched transcripts based on NR database. X-axis, different species ID; Y-axis, number of transcripts matched. <bold>(D)</bold> GO term classification of annotated transcripts. <bold>(E)</bold> KOG classification of the annotated transcripts. KEGG, Kyoto Encyclopedia of Genes and Genomes; GO, Gene Ontology; KOG, EuKaryotic Orthologous Groups.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g001.tif"/>
</fig>
<p>There were 37,777 (31.11%) unigenes assigned to the three main GO categories and then categorized into 55 GO terms. The three most abundant terms in the biological process were &#x201c;cellular process&#x201d;, &#x201c;metabolic process&#x201d;, and &#x201c;single-organism process&#x201d;. Within the cellular component category, &#x201c;cell part&#x201d;, &#x201c;cell&#x201d;, and &#x201c;organelle&#x201d; were the prominent terms. &#x201c;Binding&#x201d;, &#x201c;catalytic activity&#x201d;, and &#x201c;transporter activity&#x201d; were dominant in the molecular function category (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>). The term &#x201c;extracellular matrix&#x201d; associated with the cellular component category is generally supposed to be related to shell formation genes (<xref ref-type="bibr" rid="B63">Song et&#xa0;al., 2022</xref>), and collagen and calcium-binding protein were recognized in this term.</p>    <p>A total of 59,418 (48.93%) transcripts were annotated in 1,280 pathways in the KEGG database. According to the KEGG classification, the unigenes were assigned to six level 1 KEGG categories (cellular processes, environmental information processing, genetic information processing, metabolism, organismal systems, and human diseases) and 45 level 2 subcategories (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The top five prominent subcategories were &#x201c;Signal transduction&#x201d;, &#x201c;Cancers: Overview&#x201d;, &#x201c;Transport and catabolism&#x201d;, &#x201c;Endocrine system&#x201d;, and &#x201c;Cell growth and death&#x201d;. Notably, it was reported that the &#x201c;calcium signaling pathway&#x201d;, &#x201c;Wnt signaling pathway&#x201d;, and &#x201c;tyrosine metabolism pathway&#x201d; probably play significant roles in the biomineralization process (<xref ref-type="bibr" rid="B60">Shi M. et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B36">Liu et&#xa0;al., 2015</xref>). Among these three pathways, <italic>calmodulin</italic>, <italic>tyr</italic>, <italic>&#x3b2;-catenin</italic>, <italic>TCF</italic>, and <italic>wnt5</italic> are supposed to be related to calcium signal transduction and the shell formation process (<xref ref-type="bibr" rid="B62">Shi Y. et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B15">Gao et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B80">Zhang et&#xa0;al., 2021</xref>).</p>
<p>The KOG analysis demonstrated that 40,132 (33.05%) unigenes were classified into 26 functional clusters (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1E</bold>
</xref>). In <italic>M. lateralis</italic>, the most numerous five categories were &#x201c;General function prediction only (R)&#x201d;, &#x201c;Signal transduction mechanisms (T)&#x201d;, &#x201c;Posttranslational modification, protein turnover, chaperones (O)&#x201d;, &#x201c;transcription (K)&#x201d;, and &#x201c;Intracellular trafficking, secretion, and vesicular transport (U)&#x201d;. A total of 1,071 unigenes were assigned to &#x201c;Inorganic ion transport and metabolism (P)&#x201d;, 39 genes of which were annotated as members of the SLC4 family, a <inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> transporter family that can supply calcified substrates ( <inline-formula>
<mml:math display="inline" id="im3">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mtext>Ca</mml:mtext>
</mml:mrow>
<mml:mrow>
<mml:msup>
<mml:mn>2</mml:mn>
<mml:mtext>&#xa0;</mml:mtext>
</mml:msup>
<mml:mo>+</mml:mo>
</mml:mrow>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula>
<mml:math display="inline" id="im4">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>) to calcified sites through cross-epithelial transport (<xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>). Moreover, 6,636 unigenes were assigned to the category &#x201c;Signal transduction mechanisms (T)&#x201d;, within which <italic>tyr</italic>, <italic>CA</italic>, <italic>calmodulin</italic>, and <italic>chitin synthase</italic> were reported to be involved in shell formation (<xref ref-type="bibr" rid="B48">Miyamoto et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B47">Miglioli et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2022</xref>).</p>
</sec>
<sec id="s3_3">
<title>Identification of TFs, SSRs, and lncRNAs</title>
<p>In this study, animalTFDB 2.0 was used to identify animal transcription factors in <italic>M. lateralis</italic>. A total of 3,015 transcripts were predicted as animal transcription factors (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>). The first three transcription factor families were the zf-C2HC transcription factor family (1177), Homeobox transcription factor family (249), and ZBTB transcription factor family (238) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Identification of transcription factors (TFs), simple sequence repeats (SSRs), and long non-coding RNAs (lncRNAs) in <italic>Mulinia lateralis</italic>. <bold>(A)</bold> Prediction of transcription factor families. <bold>(B)</bold> Histogram distribution of different types of SSRs. <bold>(C)</bold> Venn diagram of lncRNAs predicted by CPC, CNCI, CPAT, and Pfam.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g002.tif"/>
</fig>
<p>SSR is widely and evenly distributed in the genome of eukaryotes. The software MISA was used to search the SSR profiles in the unigenes of <italic>M. lateralis</italic>. A total of 39,049 SSR-containing unigenes were detected. In the four developmental stages, mono-nucleotide repeat motifs (9&#x2013;12) were the most abundant, followed by di-nucleotide repeats and tri-nucleotide repeats (5&#x2013;8) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>).</p>
<p>Four computational approaches (CPC, CNCI, CPAT, and Pfam) were combined to identify lncRNAs. As is shown in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>, 36,386 unigenes were predicted as lncRNAs by all four methods, accounting for 29.97% of the total predicted lncRNAs.</p>
</sec>
<sec id="s3_4">
<title>Analysis of differentially expressed genes</title>
<p>To investigate the expression patterns of unigenes in <italic>M. lateralis</italic>, the Illumina clean reads were mapped back to the ref to determine their expression levels. The FPKM values of more than 95% of genes were &#x2264;5, and approximately 1% of the genes were &gt;15 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S5</bold>
</xref>). A Venn diagram was drawn to exhibit the unigenes with FPKM &gt; 0.1 in all four stages (30,178 unigenes) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>), and the number of genes uniquely expressed in each stage was 776 (blastula), 1,974 (gastrula), 4,002 (trochophore larva), and 3,072 (D-shaped larva). There were 327 (blastula), 366 (gastrula), 413 (trochophore larva), and 485 (D-shaped larva) unigenes with high expression (FPKM &gt; 60) in each of the four developmental stages. Specific to these highly expressed unigenes (FPKM &gt; 60,619 genes), a hierarchical clustering analysis was performed with the normalized value of log<sub>10</sub>(FPKM + 1) (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>). The expression patterns of genes between the blastula and gastrula were similar, as most of the genes highly expressed in the blastula were also highly expressed in the gastrula. However, the genes highly expressed in the D-shaped larva were very low or even not expressed in the other three development stages (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Analysis of gene expression in four development stages of <italic>Mulinia lateralis</italic>. <bold>(A)</bold> Venn diagram of unigenes expressed in four development stages. <bold>(B)</bold> Hierarchical clustering of the highly expressed unigenes in four development stages.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g003.tif"/>
</fig>
<p>Pairwise comparisons between the two adjacent developmental stages (designated as b&amp;g for the blastula and gastrula, g&amp;t for the gastrula and trochophore larva, and t&amp;d for the trochophore larva and D-shaped larva) were performed to identify the DEGs (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S6</bold>
</xref>). The maximal DEGs were observed between the trochophore larva and D-shaped larva (17,829), while the fewest existed between the blastula and gastrula, (4512). Moreover, 10,637 DEGs were identified between gastrula and trochophore larva (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). Among those genes, <italic>tyr</italic>, <italic>CA</italic>, <italic>insoluble shell matrix protein-encoding gene 1</italic> (<italic>ISMP1</italic>), and <italic>EF-hand</italic>, which play key roles in embryo shell development in bivalve molluscs (<xref ref-type="bibr" rid="B79">Zhang and He, 2011</xref>; <xref ref-type="bibr" rid="B81">Zhao et&#xa0;al., 2018</xref>), were identified to have significant differential expression between the trochophore larva and the D-shaped larva in <italic>M. lateralis</italic>.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Number of differentially expressed genes among developmental stages of <italic>Mulinia lateralis</italic>.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Groups</th>
<th valign="middle" align="center">Developmental stage</th>
<th valign="middle" align="center">Upregulated genes</th>
<th valign="middle" align="center">Downregulated genes</th>
<th valign="middle" align="center">Differentially expressed genes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">
<bold>b&amp;g</bold>
</td>
<td valign="middle" align="left">Blastula <italic>vs.</italic> gastrula</td>
<td valign="middle" align="center">3,433</td>
<td valign="middle" align="center">1,079</td>
<td valign="middle" align="center">4,512</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>g&amp;t</bold>
</td>
<td valign="middle" align="left">Gastrula <italic>vs.</italic> trochophore</td>
<td valign="middle" align="center">5,227</td>
<td valign="middle" align="center">5,410</td>
<td valign="middle" align="center">10,637</td>
</tr>
<tr>
<td valign="middle" align="left">
<bold>t&amp;d</bold>
</td>
<td valign="middle" align="left">Trochophore <italic>vs.</italic> D-shaped</td>
<td valign="middle" align="center">9,346</td>
<td valign="middle" align="center">8,483</td>
<td valign="middle" align="center">17,829</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>GO and KEGG enrichment analyses were used to mine DEGs related to shell formation. The most representative level 2 GO terms of DEGs from the three groups were &#x201c;binding&#x201d;, &#x201c;cellular process&#x201d;, and &#x201c;metabolic process&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S7</bold>
</xref>). In the &#x201c;biological process&#x201d; category, the top three GO terms for b&amp;g were &#x201c;organic cyclic compound metabolic process&#x201d;, &#x201c;cellular aromatic compound metabolic process&#x201d;, and &#x201c;heterocycle metabolic process&#x201d;, which indicated that compound metabolic process may be very different between the blastula and gastrula. The DEGs in g&amp;t were mainly assigned to &#x201c;single-organism process&#x201d;, &#x201c;biological regulation&#x201d;, and &#x201c;regulation of biological process&#x201d;. The most enriched GO terms for t&amp;d were &#x201c;single-organism process&#x201d;, &#x201c;single-organism cellular process&#x201d;, and &#x201c;localization&#x201d;. In the &#x201c;molecular function&#x201d; category, more DEGs in g&amp;t were enriched in &#x201c;transition metal ion binding&#x201d;, while DEGs of t&amp;d were significantly enriched in &#x201c;chitin binding&#x201d; categories, as well as in &#x201c;transcription factor activity&#x201d;. In addition, 80, 172, and 254 DEGs in the b&amp;g, g&amp;t, and t&amp;d groups, respectively, were involved in the &#x201c;calcium ion binding function&#x201d; GO category, some of which were involved in shell formation (<italic>EF-hand</italic> and <italic>calmodulin</italic>). The upregulated DEGs in the D-shaped larva such as <italic>collagen</italic> and <italic>calcium-binding proteins</italic> were involved in the &#x201c;extracellular matrix&#x201d;.</p>
<p>KEGG enrichment analysis showed that DEGs in b&amp;g were mostly enriched in the pathways of &#x201c;Huntington&#x2019;s disease&#x201d;, &#x201c;Pathogenic Escherichia coli infection&#x201d;, and &#x201c;Phagosome&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S8</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). &#x201c;Metabolic pathways&#x201d;, &#x201c;Biosynthesis of secondary metabolites&#x201d;, and &#x201c;Protein processing in endoplasmic reticulum&#x201d; were the top KEGG pathways in the g&amp;t group (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S8</bold>
</xref>; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). For the t&amp;d group, the top three pathways were &#x201c;Metabolic pathways&#x201d;, &#x201c;Cell cycle&#x201d;, and &#x201c;Biosynthesis of secondary metabolites&#x201d; (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S8</bold>
</xref>; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>). Moreover, more DEGs in the t&amp;d group were enriched into the &#x201c;calcium signaling pathway&#x201d; and &#x201c;endocrine and other factor-regulated calcium reabsorption&#x201d; pathways than those in the g&amp;t group. Thirty DEGs enriched in the &#x201c;calcium signaling pathway&#x201d; were annotated as <italic>calcium/calcium-like protein-encoding genes</italic>, which are involved in the regulation of calcium transport and secretion (<xref ref-type="bibr" rid="B41">Li et&#xa0;al., 2004</xref>). A total of nine DEGs enriched in &#x201c;endocrine and other factor-regulated calcium reabsorption&#x201d; were annotated as <italic>solute carrier family 8</italic> (<italic>slc8a</italic>), which encode proteins mediating Ca<sup>2+</sup> extrusion in most cell types (<xref ref-type="bibr" rid="B6">Brini and Carafoli, 2011</xref>). The increasing genes involved in the calcium reabsorption pathway during larval development suggested that the trochophore larva was the key stage for the individuals to absorb calcium ions, which was coincident with the discoveries in mussels (<xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment analysis of tissue-specific expressed genes. <bold>(A)</bold> blastula <italic>vs.</italic> gastrula. <bold>(B)</bold> Gastrula <italic>vs.</italic> trochophore. <bold>(C)</bold> Trochophore <italic>vs.</italic> D-shaped.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g004.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Construction of the co-expression network</title>
<p>To construct and analyze the gene co-expression network, 25,664 annotated genes with FPKM values greater than 0.1 were utilized. With the soft thresholding power &#x3b2; of 6 and the minimum module size of 30, a total of 14 modules were identified through hierarchical clustering (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). To explain the gene expression variation, module eigengenes (MEs) were calculated to represent each module. Relationships between the identified modules were mapped (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>), and the results indicated that gene expressions were relatively independent between modules (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>). With the connectivity analysis of eigengenes, these 14 modules could be clustered into two clusters (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Construction of the co-expression network. <bold>(A)</bold> Clustering dendrogram of genes, with dissimilarity based on topological overlap, together with assigned module colors. <bold>(B)</bold> Clustering dendrogram of 14 module eigengenes. Heatmap depicts the topological overlap matrix (TOM) among all genes included in the analysis. Light color represents a low overlap. Progressively darker red color represents an increasing overlap. <bold>(C)</bold> Eigengene dendrogram. <bold>(D)</bold> Adjacency heatmap of module eigengenes. Red indicates a high correlation. Blue represents the opposite results.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g005.tif"/>
</fig>
<p>The developmental stage (blastula, gastrula, trochophore larva, and D-shaped larva) was used as the traits to select the trait-related modules, and the association between the modules and traits was explored by measuring the correlation between ME values and features. The results indicated that pink and salmon modules were most positively correlated with D-shaped larva (r = 0.99, <italic>p</italic> = 4e&#x2013;09; r = 0.89, <italic>p</italic> = 5e&#x2212;04), and negative correlations were observed with the other three traits (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). Meanwhile, a high degree of connectivity between pink and salmon modules was revealed (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). In the pink module, <italic>insoluble matrix shell protein</italic>, <italic>tyr</italic>, and <italic>chitin-binding protein</italic> genes could be identified. Moreover, <italic>EF-hand</italic> and <italic>C-2442</italic> were found in the salmon module. GO analysis of genes in the modules pink and salmon was conducted, and the results showed that the genes within the pink module were significantly revealed to have multiple functions associated with biomineralization, such as calcium ion binding and transmembrane transporter activity (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>), while the genes that belonged to the salmon module were significantly enriched in translation and protein metabolic process (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>WGCNA of the annotated genes. <bold>(A)</bold> Module&#x2013;trait associations. <bold>(B, C)</bold> GO analysis of the genes involved in the pink module <bold>(B)</bold> and salmon module <bold>(C)</bold>. <bold>(D)</bold> The co-expression network of hub genes is in the pink module, and the yellow circles represent <italic>rnf41</italic> and the closely related genes. WGCNA, weighted gene correlation network analysis; GO, Gene Ontology.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g006.tif"/>
</fig>
<p>To further analyze the functions represented by the pink module, which exhibited the highest concentration in the D-shaped larva, we use a |GS| over 0.2 and an |MM| over 0.8 as cutoff criteria and identified 948 hub genes. According to the recommendation of the weighted gene correlation network analysis (WGCNA) official website, the top 85 genes with the highest weight value were selected, and the co-expression network was visualized using Cytoscape (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). Among these hub genes, <italic>slc4a8</italic>, a bicarbonate transporter from the slc4 family, was identified, which is involved in calcium transport and shell repair, and calcification during blue muscle larval development (<xref ref-type="bibr" rid="B56">Ramesh et&#xa0;al., 2019</xref>). We found that <italic>rnf41</italic> (<italic>E3 ubiquitin-protein ligase NRDP1</italic>) was highly connected with <italic>slc4a8</italic> (weight = 0.6144), and these two genes may regulate the calcification process during the early shell formation (<xref ref-type="bibr" rid="B12">Fang et&#xa0;al., 2012</xref>).</p>
</sec>
<sec id="s3_6">
<title>Search for DEGs associated with biomineralization</title>
<p>To focus on the analysis of larval shell formation in <italic>M. lateralis</italic>, all DEGs were retrieved, and 12 candidate genes were obtained to be related to biomineralization. Among these 12 DEGs, 8 unigenes function in shell matrix deposition (<italic>ISMP1</italic>, <italic>ISMP2</italic>, <italic>ISMP5</italic>, <italic>chitin synthase</italic>, <italic>tyr</italic>, <italic>chitin-binding protein</italic>, <italic>collagen</italic>, and <italic>pu14</italic>), and 4 unigenes were related to ion transportation (<italic>CA</italic>, <italic>slc4a8</italic>, <italic>C-2442</italic>, and <italic>EF-hand</italic>).</p>
<p>In order to verify the genes that were putatively involved in the biomineralization process, we selected six unigenes, including two genes involved in matrix deposition (<italic>chitin synthase</italic> and <italic>tyr</italic>), two <inline-formula>
<mml:math display="inline" id="im5">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> transporter genes (<italic>CA</italic> and <italic>slc4a8</italic>), and two calcium transporter genes (<italic>EF-hand</italic> and <italic>C-2442</italic>) for RT-qPCR analysis. As expected, the expression profiles of these genes showed similar trends with the RNA-Seq data (<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>Expression level of identified larval shell formation genes among different developmental stages of <italic>Mulinia lateralis</italic>. <bold>(A&#x2013;F)</bold> represents <italic>chintin synthase, carbonic anhydrase, EF-hand, tyrosinase, slc4a8 and C-2442</italic> gene, respectively. Each gene with the lowest expression level was set as standard 1, and the expression levels in other stages were indicated as relative fold-change. All data were represented as mean &#xb1; SD (n = 3), *<italic>p</italic>&lt; 0.05; **<italic>p</italic>&lt; 0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-1111241-g007.tif"/>
</fig>
<p>
<italic>CA</italic> and <italic>chitin synthase</italic> exhibited similar expression patterns that considerably increased to the peak in trochophore larva and then dropped quickly in D-shaped larva. It is worth noting that the expression of <italic>CA</italic> dramatically increased to 503.8-fold that in the blastula. CA plays several essential roles in multiple physiological processes such as pH regulation, electrolyte balance, ionic transportation, carboxylation or decarboxylation reactions, and biocalcification, which is considered one of the most important enzymes in CaCO<sub>3</sub> biomineralization due to its ability to catalyze the hydration of carbon dioxide and provides bicarbonate ions that react with Ca<sup>2+</sup> to form CaCO<sub>3</sub> (<xref ref-type="bibr" rid="B66">Supuran, 2011</xref>; <xref ref-type="bibr" rid="B55">Ramesh et&#xa0;al., 2017</xref>). It is proposed that molluscs usually absorb calcium first and CA catalyzes the hydration of CO<sub>2</sub> reacting with calcium to facilitate its deposition at the stratum corneum formed by the shell matrix after calcium accumulates to a certain extent in the body (<xref ref-type="bibr" rid="B10">Evans, 2019</xref>; <xref ref-type="bibr" rid="B59">Sharker et&#xa0;al., 2021</xref>). Chitin synthases are crucial enzymes for the metabolism of chitin. Arthropod chitin forms a major part of the exoskeleton, and the supporting layer of the tubular trachea system and chitin synthase is a key factor to regulate most insect growth and molting (<xref ref-type="bibr" rid="B28">Jiang et&#xa0;al., 2021</xref>). In shellfish, chitin synthase has been proven to be involved in shell biosynthesis of trochophore larva chitin shell, which is then covered by the calcified shell at early D-shaped larva (<xref ref-type="bibr" rid="B78">Zhang et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B38">Liu et&#xa0;al., 2018</xref>). We observed that during the development of <italic>M. lateralis</italic>, the shell formation process was completed within 1&#xa0;h. The obvious expression fluctuation suggested that <italic>CA</italic> and <italic>chitin synthase</italic> played a key role during the larval shell formation and calcium accumulation process in such a short time window.</p>
<p>
<italic>slc4a8</italic> and <italic>C-2442</italic> began to upregulate in the trochophore larva and reached the peak in D-shaped larva. SLC4 family bicarbonate transporters mediate the co-transport of sodium and bicarbonate. In sea urchin embryos, the SLC4 family member regulates intra- and extracellular exchange of <inline-formula>
<mml:math display="inline" id="im6">
<mml:mrow>
<mml:msubsup>
<mml:mrow>
<mml:mtext>HCO</mml:mtext>
</mml:mrow>
<mml:mn>3</mml:mn>
<mml:mo>&#x2212;</mml:mo>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> with Na<sup>+</sup> and is fundamentally linked to the biological precipitation of CaCO<sub>3</sub> (<xref ref-type="bibr" rid="B25">Hu et&#xa0;al., 2018</xref>). In molluscs, some SLC4A family members have been identified in mantle transcriptome data of <italic>C. gigas</italic> (<xref ref-type="bibr" rid="B78">Zhang et&#xa0;al., 2012</xref>), <italic>Pinctada fucata</italic> (<xref ref-type="bibr" rid="B62">Shi Y. et&#xa0;al., 2013</xref>), and <italic>Tridacna squamosa</italic> (<xref ref-type="bibr" rid="B26">Ip et&#xa0;al., 2017</xref>), but the function of these transporters and a description of the Ca<sup>2+</sup> transporting mechanisms still need to be explored. <italic>C-2442</italic> codes calmodulin, and the protein has been found to mediate the enhanced calcium deposition induced by CO<sub>2</sub> exposure (<xref ref-type="bibr" rid="B70">Wang et&#xa0;al., 2022</xref>). The expression characteristics of both genes suggested that ion transportation mainly began at the trochophore larva and continuously provided a substrate for biomineralization.</p>
<p>
<italic>EF-hand</italic> also encodes calmodulin, which is structurally conserved and functionally preserved throughout the animal kingdoms (<xref ref-type="bibr" rid="B72">Xu et&#xa0;al., 2017</xref>). It has been proven to be served as the calcium ion transporter during shell formation in a variety of shellfish (<xref ref-type="bibr" rid="B22">Huang et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B65">Sun et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B27">Jain et&#xa0;al., 2017</xref>). In molluscs, <italic>tyr</italic> is strongly expressed in the edge of the mantle, which is the main biomineralization tissue, and tyrosinase proteins have also been detected in the proteome of the shell prismatic layer and nacreous layer, indicating its key role in the shell matrix deposition (<xref ref-type="bibr" rid="B23">Huan et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B47">Miglioli et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B57">Ren et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B82">Zhu et&#xa0;al., 2021</xref>). Moreover, tyrosinase was confirmed to participate in the embryo shell ontogeny of the organic matrix in <italic>M. galloprovincialis</italic> and <italic>Hyriopsis cumingii</italic> (<xref ref-type="bibr" rid="B47">Miglioli et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B57">Ren et&#xa0;al., 2020</xref>). In <italic>M. lateralis</italic>, the expression pattern of these two genes was obviously upregulated in D-shaped larva. The results indicated that these genes may be involved in the formation of larval calcified shells. The characteristics of these genes suggested that the process of ion transport occurs earlier than the deposition of the shell matrix, and the trochophore larva and D-shaped larva were the key stages of larval shell formation. Further studies are needed to functionally validate the regulatory mechanisms of larval shell formation, and <italic>M. lateralis</italic> will provide a promising platform to facilitate the related research.</p>
</sec>
</sec>
<sec id="s4" sec-type="conclusions">
<title>Conclusion</title>
<p>The present study provides new genetic resources of the comprehensive full-length transcriptome for <italic>M. lateralis</italic>, a promising model organism of bivalve molluscs. The results showed that a total of 238,919 high-quality non-redundant full-length transcripts were generated with an average length of 3267 bp, and 121,424 unigenes were annotated. The transcription factors (TFs), SSR, and lncRNAs of <italic>M. lateralis</italic> were predicted. In addition, 4512, 10,637, and 17,829 differentially expressed genes were obtained between the two adjacent developmental stages, of which 12 genes were identified to be involved in the formation of the larval shell, including <italic>ISMP1</italic>, <italic>ISMP2</italic>, <italic>ISMP5</italic>, <italic>chitin synthase</italic>, <italic>tyr</italic>, <italic>chitin-binding protein</italic>, <italic>collagen</italic>, <italic>pu14</italic>, <italic>CA</italic>, <italic>slc4a8</italic>, <italic>C-2442</italic>, and <italic>EF-hand</italic>. Our research provides valuable full-length transcriptome resources to <italic>M. lateralis</italic> and offers important clues for further exploration of the larval shell formation as well as other biological processes in molluscs.</p>
</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(s) can be found in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. The datasets generated for this study can be accessed through the Sequence Read Archive (SRA) database. The PacBio Iso-Seq transcriptome data were deposited under the accession number of SRR17545269. The Illumina RNA-Seq raw data were deposited as: blastula SRR17520086, SRR17520089, SRR17520090; gastrula SRR17520083, SRR17520084, SRR17520085; trochophore larva SRR17520080, SRR17520081, SRR17520082; D-shaped larva SRR17520079, SRR17520087, SRR17520088.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZQ, ZZ, and ZB conceived and designed the study. XG and FZ performed the experiments. XG, XL, and DL participated in data analysis. ZY, ML, YL, HLW, and HW contributed to reagent/material/computer resource/sample culture and collection. XG and ZQ wrote the manuscript. All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (32070516) and the Major Basic Research Projects of Shandong Natural Science Foundation (ZR2018ZA0748).</p>
</sec>
<sec id="s8" 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="s9" 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="s10" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.1111241/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.1111241/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.xls" id="SM1" mimetype="application/vnd.ms-excel"/>
</sec>
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