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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.2022.868987</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>Comprehensive Analysis of Circular RNAs to Decipher the Potential Roles in Blind-Side Hypermelanosis in Chinese Tongue Sole (<italic>Cynoglossus semilaevis</italic>)</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hu</surname>
<given-names>Yuanri</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/1667269"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Li</surname>
<given-names>Yangzhen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/752686"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Peng</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/1654506"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Songlin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/670186"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Shandong Key Laboratory of Marine Fisheries Biotechnology and Genetic Breeding, Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>National Demonstration Center for Experimental Fisheries Science Education, Shanghai Ocean University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Laboratory for Marine Fisheries Science and Food Production Processes, Pilot National Laboratory for Marine Science and Technology (Qingdao)</institution>, <addr-line>Qingdao</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Rodrigo Vidal, University of Santiago, Chile</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yunji Xiu, Qingdao Agricultural University, China; Lili Xing, Institute of Oceanology (CAS), China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Yangzhen Li, <email xlink:href="mailto:liyz@ysfri.ac.cn">liyz@ysfri.ac.cn</email>; Songlin Chen, <email xlink:href="mailto:chensl@ysfri.ac.cn">chensl@ysfri.ac.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>01</day>
<month>04</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>868987</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Hu, Li, Cheng and Chen</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Hu, Li, Cheng and Chen</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>Blind-side hypermelanosis is an emerging concern across the flatfish aquaculture industry including Chinese tongue sole (<italic>Cynoglossus semilaevis</italic>). Circular RNAs (circRNAs) as endogenous non-coding RNAs have been acknowledged to play important roles in various biological processes. However, the underlying regulatory mechanisms of circRNAs involved in flatfish blind-side hypermelanosis remain unclear. In this study, to profile the circRNA expression pattern and circRNA-microRNA-messenger RNA (mRNA) network, high-throughput sequencing was performed by using blind-side normal and hypermelanotic skins of tongue sole. A total of 73 differentially expressed circRNAs were identified, and the competing endogenous RNA (ceRNA) network was constructed. Furthermore, circRNA host genes and mRNAs involved in ceRNA network were subjected to Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes enrichment analyses. Several GO terms and pathways of biological significance were identified and well addressed the generation of blind-side hypermelanosis to some extent. These interesting results extend the understanding of the functional profile of circRNAs and yield valuable insights into the molecular regulatory mechanisms of hypermelanosis in flatfish.</p>
</abstract>
<kwd-group>
<kwd>circRNA</kwd>
<kwd>ceRNA network</kwd>
<kwd>body color</kwd>
<kwd>ncRNA</kwd>
<kwd>flatfish</kwd>
<kwd>malpigmentation</kwd>
</kwd-group>
<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">Agriculture Research System of China<named-content content-type="fundref-id">10.13039/501100010203</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="48"/>
<page-count count="11"/>
<word-count count="3776"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Chinese tongue sole (<italic>Cynoglossus semilaevis</italic>) is an indigenous flatfish species with high economic value in China. In the larvae stage, flatfishes undergo a morphological metamorphosis toward an asymmetric body plan (both eyes on the same side) to adapt the benthic dwelling lifestyle (<xref ref-type="bibr" rid="B5">Chen et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B12">Fox et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B21">L&#xfc; et&#xa0;al., 2021</xref>). Then, the body color of ocular and blind side exhibited as black-brown and pure white respectively in the wild. However, under commercial production environments, the coat color of the blind side is prone to pigment staining, which is referred to as blind-side hypermelanosis. The high proportion of hypermelanic individuals in production populations combined with their high area ratio of hypermelanosis has emerged as a major concern for fish farmers and consumers, as this yields an inferior product and substantially lower profit (<xref ref-type="bibr" rid="B15">Li et&#xa0;al., 2021a</xref>; <xref ref-type="bibr" rid="B17">Li et&#xa0;al., 2021b</xref>). Numerous key genes associated with blind-side hypermelanosis phenotype have been screened and identified, and single-nucleotide polymorphism mutations were detected in transcriptional level in flatfishes (<xref ref-type="bibr" rid="B25">Peng et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B15">Li et&#xa0;al., 2021a</xref>; <xref ref-type="bibr" rid="B43">Zhang et&#xa0;al., 2021</xref>). However, there is no clear evidence explaining the underlying regulatory mechanism of blind-side hypermelanosis especially regarding the regulation of non-coding RNA (ncRNA).</p>
<p>Evidence gathered over the past decade suggests that circular RNAs (circRNAs) as endogenous ncRNAs play crucial roles in various biological processes in eukaryotic cells (<xref ref-type="bibr" rid="B24">Memczak et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B11">Ebbesen et&#xa0;al., 2017</xref>). However, the functional mechanisms of circRNA are both complex and controversial. For a better understanding of the functions of circRNAs, firstly, the functions of their host genes should be focused. For example, circRNA can bind to its host gene locus through R-loop (RNA : DNA hybrid) formation, resulting in transcriptional pausing, which leads to phenotypic changes (<xref ref-type="bibr" rid="B8">Conn et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B41">Xu et&#xa0;al., 2020</xref>). Secondly, circRNAs could function as microRNA (miRNA) molecule sponges to counteract the inhibition of miRNA-mediated messenger RNA (mRNA) through competing endogenous RNA (ceRNA) networks (<xref ref-type="bibr" rid="B30">Salmena et&#xa0;al., 2011</xref>). In humans, recent studies detected thousands of circRNAs in melanocytes that were found to play key roles in cell proliferation and invasion (<xref ref-type="bibr" rid="B39">Wang et&#xa0;al., 2018b</xref>). Furthermore, circRNA can relieve the inhibition of miRNA on the <italic>tyr</italic> gene to promote melanogenesis through a ceRNA regulation network (<xref ref-type="bibr" rid="B22">Jiang et&#xa0;al., 2020</xref>). However, the specific roles and mechanisms of circRNAs in melanogenesis remain poorly understood, and further studies are needed (<xref ref-type="bibr" rid="B46">Zhou et&#xa0;al., 2021</xref>). Currently, pigmentation-related miRNAs have been identified in several fish species, including red tilapia (<italic>Oreochromis</italic> sp. red tilapia) (<xref ref-type="bibr" rid="B38">Wang et&#xa0;al., 2018a</xref>), common carp (<italic>Cyprinus carpio</italic>) (<xref ref-type="bibr" rid="B42">Yan et&#xa0;al., 2013</xref>), and Koi carp (<italic>Cyprinus carpio carpio</italic>) (<xref ref-type="bibr" rid="B20">Luo et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B9">Dong et&#xa0;al., 2020</xref>). Literature focusing on circRNA and ceRNA regulatory network involved in pigmentation is not available in fishes.</p>
<p>Therefore, in the current study, high-throughput sequencing and bioinformatics analyses were performed to decode the potential roles of circRNA in tongue sole blind-side hypermelanosis. Host genes of circRNAs were identified and functionally annotated. For the first time, the circRNA-miRNA-mRNA regulatory network associated with the blind-side hypermelanosis trait was predicted. This research expands the spectrum of non-coding regulatory mechanisms underpinning malpigmentation in flatfish.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>Experimental Fish and Sample Collection</title>
<p>Experimental fish (~50% pigmented area, body weight ~15 g) were randomly collected from our flatfish breeding center in Tangshan, China. Blind-side hypermelanotic (BH) and normal (BN) skin tissues were dissected from nine individuals. Each sample group used three pooled replicates (from three different individuals) that were named BH-1, BH-2, BH-3, BN-1, BN-2, and BN-3. Skin tissues were immediately frozen and stored in liquid nitrogen for later RNA isolation.</p>
</sec>
<sec id="s2_2">
<title>RNA Isolation, Library Preparation, and Sequencing</title>
<p>Total RNA from BH and BN samples was isolated using TRIzol reagent kit (Invitrogen, CA, USA) according to the manufacturer&#x2019;s protocol. RNA degradation and contamination were assessed using RNase-free agarose gel electrophoresis. RNA quality was monitored using Agilent 2100 Bioanalyzer (Agilent Technologies, CA, USA). Then, mRNA was enriched by Oligo(dT) beads, and ribosomal RNA (rRNA) was removed by Ribo-ZeroTM Magnetic Kit (Epicentre, Madison, WI, USA). Subsequently, enriched mRNA was fragmented into short fragments by using fragmentation buffer and reverse transcribed into cDNA with random primers. DNA polymerase I, RNase H, dNTP, and buffer were used to synthesize second-strand cDNA. These cDNA fragments were purified with QiaQuick PCR extraction kit (Qiagen, Venlo, Netherlands), end repaired, poly(A) appended, and ligated to Illumina sequencing adapters. Finally, ligation products were collected by agarose gel electrophoresis, PCR amplified, and sequenced using Illumina HiSeq2500 by Gene Denovo Biotechnology Co. (Guangzhou, China). Raw data are available from the NCBI database under accession number PRJNA760350.</p>
</sec>
<sec id="s2_3">
<title>Transcriptome Assembly and circRNA Identification</title>
<p>Raw data were filtered according to a series of procedures. Reads containing adapter, ploy-A, and low-quality reads were removed from raw data using fastp (v0.18.0) (<xref ref-type="bibr" rid="B6">Chen et&#xa0;al., 2018</xref>). Then, clean reads were aligned to the reference genome by HISAT2 (v2.1.0) (<xref ref-type="bibr" rid="B14">Kim et&#xa0;al., 2015</xref>). To obtain anchor reads, sequences from each end of unmapped reads (default 20 bp) were intercepted. These anchor reads were then aligned to the genome again, and the results were submitted to find_circ software (<xref ref-type="bibr" rid="B24">Memczak et&#xa0;al., 2013</xref>) to identify circRNAs. Host genes of circRNAs were identified by matching the genomic location of circRNAs to the location of genes detected by TopHat (<xref ref-type="bibr" rid="B37">Trapnell et&#xa0;al., 2009</xref>).</p>
</sec>
<sec id="s2_4">
<title>Different Expression Analysis of circRNAs and Quantitative Real-Time Reverse Transcription PCR Verification</title>
<p>The expression level of circRNAs was normalized using reads per million mapped reads (RPM). The package edgeR (<xref ref-type="bibr" rid="B28">Robinson et&#xa0;al., 2010</xref>) was used to analyze circRNA differential expressions between two groups. CircRNAs displaying changes of &gt;2-fold with p &lt; 0.05 were considered differential expression circRNAs (DEcircRNAs). A total of four DEcircRNAs were randomly selected for quantitative real-time reverse transcription PCR (qRT-PCR) analysis and Sanger sequencing to verify the Illumina sequencing result. The PrimeScript 1st strand cDNA Synthesis Kit (Takara, Japan) was used for synthetizing cDNA, and elongation factor 1-alpha (EF1&#x3b1;) was set as a reference gene. Primer sets were designed by Primer-BLAST (<uri xlink:href="http://www.ncbi.nlm.nih.gov/tools/primer-blast/">http://www.ncbi.nlm.nih.gov/tools/primer-blast/</uri>) based on their sequences. Specifically, the primers for circRNAs were designed to span the circRNA back-splicing junction. Information on all primers is listed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. qRT-PCR was performed with the 7500 Fast Real-Time PCR System (Applied Biosystems, USA) using SYBR<sup>&#xae;</sup> green I Premix Ex-Taq&#x2122; (TaKaRa, Japan). The relative expression of the circRNAs was calculated based on the comparative cycle threshold (Ct) method (2<sup>&#x2212;&#x394;&#x394;Ct</sup>) (<xref ref-type="bibr" rid="B18">Livak and Schmittgen, 2001</xref>). Data are expressed as mean &#xb1; standard error. All statistical analyses were performed using R software (v4.1.0).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Information of qRT-PCR primers.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Gene</th>
<th valign="top" align="center">Sequence (5&#x2032;&#x2013;3&#x2032;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">novel_circ_000033-F</td>
<td valign="top" align="left">TTCAGCCAGAAATGTCCCCT</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000033-R</td>
<td valign="top" align="left">CATGAGTCTCAGGATAGACGTTC</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000325-F</td>
<td valign="top" align="left">TCAGCTGTTAGCAAGCAACG</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000325-R</td>
<td valign="top" align="left">CCACCACACGGGATATCAAG</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000365-F</td>
<td valign="top" align="left">CCAAAAGGGCAAGATCCGTC</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000365-R</td>
<td valign="top" align="left">GAATTCATCCTGGCGAGTGG</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000369-F</td>
<td valign="top" align="left">CTGAAGATACACAAAAGAGGTCAGT</td>
</tr>
<tr>
<td valign="top" align="left">novel_circ_000369-R</td>
<td valign="top" align="left">TGTGACAGGGCCCAGAAGG</td>
</tr>
<tr>
<td valign="top" align="left">EF1&#x3b1;-F</td>
<td valign="top" align="left">GGTCTGTGATGCCCTTAGATGTC</td>
</tr>
<tr>
<td valign="top" align="left">EF1&#x3b1;-R</td>
<td valign="top" align="left">AGTGGGGTTCAGCGGGTTAC</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2_5">
<title>Functional Annotation of circRNA Host Genes</title>
<p>To better understand the underlying molecular functions of circRNAs, the host genes of circRNAs were annotated by Gene Ontology (GO) (<uri xlink:href="http://geneontology.org/">http://geneontology.org/</uri>) and Kyoto Encyclopedia of Genes and Genomes (KEGG) (<xref ref-type="bibr" rid="B13">Kanehisa and Goto, 2000</xref>). The significance for GO terms and KEGG pathways was set at a threshold p-value &lt;0.05.</p>
</sec>
<sec id="s2_6">
<title>Construction of circRNA-miRNA-mRNA Network</title>
<p>In combination with our previously reported transcriptome result of differentially expressed miRNA (DEmiRNA) (<xref ref-type="bibr" rid="B16">Li et&#xa0;al., 2022</xref>), the DEmiRNAs targeted by DEcircRNAs were predicted by three software packages: RNAhybrid (<xref ref-type="bibr" rid="B27">Rehmsmeier et&#xa0;al., 2004</xref>), miRanda (<uri xlink:href="http://www.microrna.org/microrna/home.do">http://www.microrna.org/microrna/home.do</uri>), and TargetScan (<uri xlink:href="http://www.targetscan.org/">http://www.targetscan.org/</uri>). To better assess the potential functions of circRNAs, a circRNA-mediated ceRNA network was constructed with previously reported miRNA&#x2013;mRNA pair data (<xref ref-type="bibr" rid="B16">Li et&#xa0;al., 2022</xref>). The standard steps of network construction were as follows: 1) candidate genes included only DEcircRNAs, DEmiRNAs, and DEmRNAs (i.e., differentially expressed genes); 2) the expression of miRNAs and target genes (circRNAs or mRNAs) followed opposite trends (Spearman rank correlation coefficient &lt;-0.7); 3) expression correlation (Pearson correlation coefficient) between circRNA and mRNA &gt;0.9; 4) co-expressed circRNA&#x2013;mRNA pairs shared the same miRNA. Cytoscape (v3.9.1) software (<uri xlink:href="http://www.cytoscape.org/">http://www.cytoscape.org/</uri>) was used to visualize the ceRNA network.</p>
</sec>
<sec id="s2_7">
<title>Functional Analysis of Differentially Expressed mRNAs Involved in the ceRNA Network</title>
<p>To further identify the potential roles of circRNAs and circRNA-miRNA-mRNA triplets involved in blind-side hypermelanosis in tongue sole, GO enrichment (<uri xlink:href="http://geneontology.org/">http://geneontology.org/</uri>) and KEGG (<xref ref-type="bibr" rid="B13">Kanehisa and Goto, 2000</xref>) pathway analyses were performed to annotate the function and signaling pathways of DEmRNAs involved in ceRNA networks. The significance for GO terms and KEGG pathways was set at a threshold p-value &lt;0.05.</p>
</sec>
</sec>
<sec id="s3">
<title>Results</title>
<sec id="s3_1">
<title>Identification of circRNAs in <italic>C. semilaevis</italic> Skin Tissues</title>
<p>Six rRNA-depleted RNA libraries from normal and melanistic skin in tongue sole were sequenced to analyze the profiles of circRNAs using RNA sequencing (RNA-Seq). A total of 1,556 unique circRNAs between blind-side normal skin and blind-side hypermelanotic skin were identified. According to the positions of the circRNAs in the genome, in both groups, the most abundant circRNA type was exonic circRNA (76%&#x2013;77%), whereas intergenic and intronic circRNAs only accounted for 23%&#x2013;24% (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A, B</bold>
</xref>
<bold>)</bold>. In this study, 91% (1,414/1,556) of circRNAs were less than 2,000 bp in length, and most lengths ranged from 0 to 500 bp (54%) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>). circRNAs with respect to their host genes showed that the great majority of host genes produce only one circRNA isoform (1,556 circRNA candidates from 1,147 host genes) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1D</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Summary statistics of circular RNA (circRNA) in blind-side skin tissues of tongue sole. <bold>(A)</bold> Derivation distribution of circRNAs in blind-side normal (BN) and blind-side hypermelanotic (BH) groups. <bold>(B)</bold> Length distribution of circRNAs. <bold>(C)</bold> CircRNA numbers from host gene. <bold>(D)</bold> CircRNA numbers from host genes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Differentially Expressed circRNAs and Validation of RNA Sequencing Data</title>
<p>To screen the key circRNAs regulating melanotic mechanisms, the package edgeR (<xref ref-type="bibr" rid="B28">Robinson et&#xa0;al., 2010</xref>) was used to identify the DEcircRNAs. Based on the differential expression analysis, 73 DEcircRNAs (71 downregulated and two upregulated) were identified (p &lt; 0.05) (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S1</bold>
</xref>). qRT-PCR was performed to confirm the reliability of RNA-Seq data. Sanger sequencing was employed to verify the existence of the back-splicing junction sites (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>). The results showed that the expression trends of the four randomly selected DEcircRNAs were similar to those obtained by sequencing data (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Volcano plot of differentially expressed circular RNAs (DEcircRNAs) between blind-side normal (BN) and blind-side hypermelanotic (BH) groups in tongue sole.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Validation of circular RNAs (circRNAs) by Sanger sequencing and qRT-PCR. <bold>(A)</bold> Sanger sequencing for the head-to-tail back-splicing of circRNAs. The nucleotides highlighted by red boxes indicate the junction sites. <bold>(B)</bold> The qRT-PCR analysis results and data obtained from RNA sequencing (RNA-Seq) in blind-side normal (BN) and blind-side hypermelanotic (BH) groups.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Putative Function of circRNAs Based on Host Gene</title>
<p>circRNAs participated in transcriptional control by cis-regulation of their host genes (<xref ref-type="bibr" rid="B19">Li et al., 2015</xref>). Functional enrichment analyses were conducted for host genes against GO and KEGG databases. The corresponding host genes of DEcircRNAs were significantly enriched in 60 GO terms (p &lt; 0.05), some of which functioned in ion export and Golgi-related processes, such as &#x201c;calcium ion export&#x201d;, &#x201c;Golgi membrane&#x201d;, and &#x201c;Golgi apparatus part&#x201d; (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S2</bold>
</xref>). KEGG enrichment analysis showed that these host genes were significantly enriched in seven pathways (p &lt; 0.05), including &#x201c;Ribosome biogenesis in eukaryotes&#x201d;, &#x201c;Wnt signaling pathway&#x201d;, and &#x201c;tight junction&#x201d; (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S3</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Gene Ontology (GO) enrichment analysis of host genes of differentially expressed circular RNAs (circRNAs) <bold>(A)</bold> and mRNAs <bold>(B)</bold> involved in the competing endogenous RNA (ceRNA) network.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Kyoto Encyclopedia of Genes and Genomes pathway analysis of the differentially expressed circular RNA (circRNA) host genes <bold>(A)</bold> and mRNAs <bold>(B)</bold> involved in the competing endogenous RNA (ceRNA) network.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g005.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>Construction of circRNA-miRNA-mRNA Network</title>
<p>To further identify the hypermelanosis regulatory network of mRNAs and ncRNAs, ceRNA networks based on the ceRNA hypothesis were constructed using DEcircRNAs, DEmiRNAs, and DEmRNAs. The relationship between DEcircRNA and DEmiRNA was predicted by RNAhybrid, miRanda, and TargetScan. A total of 241 DEcircRNA&#x2013;DEmiRNA pairs with rho (Spearman rank correlation coefficient) &lt;-0.7 were obtained, including 52 DEcircRNAs and 99 DEmiRNAs (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S4</bold>
</xref>). According to previously reported sequence data, there are 2,274 DEmRNA&#x2013;DEmiRNA pairs. After the above series of screening, 186 DEcircRNA-DEmiRNA-DEmRNA triplets (ceRNA network) were established (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S5</bold>
</xref>). The network contained 40 circRNAs, 76 miRNAs, and 101 mRNAs. These results show that there is a complicated regulatory mechanism of blind-side hypermelanosis in tongue sole, further suggesting that circRNAs may act as miRNA sponges, thus playing key roles in regulating mRNA expression for blind-side pigment generation and maintenance. Three circRNAs (i.e., novel_circ_000176, novel_circ_000301, and novel_circ_001038) with high degrees in the network are considered to be hub circRNAs, which are worthy of intensive study in the future.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The predicted biomathematical circular RNA (circRNA)-microRNA (miRNA)-messenger RNA (mRNA) networks associated with blind-side hypermelanosis in tongue sole.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g006.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Functional Analysis of Differentially Expressed mRNAs Involved in the ceRNA Network</title>
<p>To determine the biological roles of DEcircRNAs, GO and KEGG analyses were performed based on the DEmRNAs in the ceRNA crosstalk network. The results showed that these genes were significantly enriched into 87 GO terms (p &lt; 0.05), among which &#x201c;sensory perception of mechanical stimulus&#x201d; was the most significant term (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S6</bold>
</xref>), which is interesting. Moreover, we astutely noted that two GO terms &#x201c;L-tyrosine aminotransferase activity&#x201d; and &#x201c;L-phenylalanine aminotransferase activity&#x201d; may be of biological significance. KEGG pathway analysis identified seven significantly enriched pathways, of which &#x201c;glycosphingolipid biosynthesis-globo and isoglobo series&#x201d; was the most involved (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref> and <xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S7</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Despite the contribution of genetic and plastic traits to environmental adaptation, phenotypic plasticity allows species to survive in a wider range of conditions and respond quicker to environmental changes (<xref ref-type="bibr" rid="B1">Agrawal, 2001</xref>). One significant example of phenotypic plasticity in animals is body color change. In flatfish, blind-side pigment distribution abnormalities are often observed in farming populations. To understand the processes responsible for this adaptation and evolution, research linking to genetic factor and phenotype of body color is necessary (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2019</xref>). Recently, an increasing number of studies have focused on circRNAs because of their involvement in pigmentation regulatory function (<xref ref-type="bibr" rid="B48">Zhu et&#xa0;al., 2020</xref>). However, research on circRNAs in non-model organisms such as flatfish species is still lacking, especially studies on melanogenesis mechanism.</p>
<p>In the present paper, an overview of circRNAs in the blind-side skins of tongue sole is provided. A total of 73 DEcircRNAs were found between BN and BH. GO enrichment and KEGG pathway analyses for host genes of these DEcircRNAs showed that the variation in hypermelanosis was related to cellular components, such as &#x201c;Golgi membrane&#x201d;, &#x201c;Golgi apparatus part&#x201d;, and &#x201c;intrinsic component of Golgi membrane&#x201d;. Tyrosinase family proteins (e.g., <italic>TYR</italic> and <italic>TYRP1</italic>) play important roles in the melanin biosynthetic pathway. These two enzymes can be trafficked through the Golgi apparatus and then join type II melanosomes, thus promoting the deposition of melanin that finally develops into a mature melanosome (<xref ref-type="bibr" rid="B10">Dooley et&#xa0;al., 2012</xref>). On this basis, it can be speculated that circRNAs, such as novel_circ_000033, novel_circ_000485, and novel_circ_000748, might regulate their host genes to affect <italic>TYR</italic> and <italic>TYRP1</italic> transport on the Golgi. Additionally, the host gene (<italic>Slc8a2</italic>) of novel_circ_000935 was significantly enriched in &#x201c;calcium ion export&#x201d; and &#x201c;cGMP-PKG signaling pathway&#x201d;. <italic>Slc8a2</italic> is a member of the solute carrier 8 family and encodes a Na<sup>+</sup>/Ca<sup>2+</sup> exchanger to mediate cellular Ca<sup>2+</sup> efflux/influx (<xref ref-type="bibr" rid="B26">Quednau et&#xa0;al., 2004</xref>). The cGMP-PKG signaling pathway can inhibit Ca<sup>2+</sup> currents (<xref ref-type="bibr" rid="B31">Sandoval et&#xa0;al., 2017</xref>). Increasing intracellular Ca<sup>2+</sup> can mediate pigment aggregation (<xref ref-type="bibr" rid="B3">Aspengren et&#xa0;al., 2003</xref>). Therefore, the downregulated novel_circ_000935 and <italic>Slc8a2</italic> may partially explain the blind-side hypermelanosis in tongue sole.</p>
<p>Understanding concerning details on the body color change depends on knowledge of where pigment translocations originate on isolated melanophores from fish (<xref ref-type="bibr" rid="B35">Sk&#xf6;ld et&#xa0;al., 2016</xref>). The aggregation of pigment in fish is regulated by hormonal stimuli or direct innervation (<xref ref-type="bibr" rid="B3">Aspengren et&#xa0;al., 2003</xref>). When melanogenesis is activated, molecular motors carry melanosomes along the cytoskeleton, dispersing them throughout the cell or aggregating them in the cell center (<xref ref-type="bibr" rid="B4">Aspengren et&#xa0;al., 2009</xref>). During melanogenesis, pigment translocation depends on actin filaments and microtubules. In this study, it was found that circRNAs (novel_circ_000176, novel_circ_000290, novel_circ_000737, novel_circ_000839, novel_circ_000846, novel_circ_001038, novel_circ_001147, novel_circ_001237, and novel_circ_001416) mediated in the ceRNA network were associated with stimulus/perception-related biological processes. Examples are &#x201c;sensory perception of mechanical stimulus&#x201d;, &#x201c;sensory perception&#x201d;, and &#x201c;neurological system process&#x201d;. The relevant genes (e.g., <italic>slc17a8</italic>, <italic>Espn</italic>, <italic>MYO15A,</italic> and <italic>PJVK</italic>) mined in this study have been suggested to play important roles in mediating sensory transduction in various mechanosensory and chemosensory processes (<xref ref-type="bibr" rid="B32">Sekerkova et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B45">Zhang et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B29">Ryu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B47">Zhu et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B44">Zhang et&#xa0;al., 2019</xref>). Empirically, blind-side skin of tongue sole would show varying degrees of abrasions (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>) because of long-term captivity in aquaculture tanks (that are relatively smooth). A plausible explanation for this is that to better adapt to the benthic life, sensory perception-related genes are downregulated, and tongue sole fish may have &#x201c;tired&#x201d; of the smooth environment.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>
<bold>(A)</bold> Blind-side hypermelanosis of tongue sole (15-month-old male) with wounds (red box). <bold>(B)</bold> Blind-side cycloid scale (from 15-month-old female tongue sole). <bold>(C)</bold> Blind-side ctenoid scale (from 15-month-old female tongue sole).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-868987-g007.tif"/>
</fig>
<p>Coincidentally, blind-side hypermelanosis is accompanied by a morphological change of scales in the corresponding parts, where the scales cannot develop into cycloid scales (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>) but remain ctenoid scales (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). Normally, after metamorphosis in the larva stage, the blind side is initially covered by ctenoid scales (without pigmentation); then, ctenoid scales gradually change into cycloid scales in the juvenile stage. While, after metamorphosis, the ocular side is covered by ctenoid scales throughout the later life stages. This demonstrates that the morphological structure of scales may be closely associated with hypermelanosis. Fish scales originate from the dermis of the skin (<xref ref-type="bibr" rid="B34">Sire and Akimenko, 2004</xref>). In nature, flatfish bury themselves in sediment such as sand for camouflage, predation, and protection. To avoid removal of sand from the ocular-side skin by water currents, ctenoid scales lead to an increase of friction forces (<xref ref-type="bibr" rid="B36">Spinner et&#xa0;al., 2016</xref>). From this perspective, the interruption of morphological change of scales on the blind side may imply that tongue sole fish could tackle the relatively smooth artificial environment by maintaining ctenoid scales on the blind side. In this study, it was found that certain host genes of circRNAs were significantly enriched in &#x201c;Wnt signaling pathway&#x201d; and &#x201c;tight junction&#x201d; pathway. Previous studies reported that these two pathways are related to the development of fish scales (<xref ref-type="bibr" rid="B2">Aman et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B40">Wang et&#xa0;al., 2021</xref>). However, the causal relationship between ctenoid scale maintenance and hypermelanosis is still unclear.</p>
<p>In fishes, morphological color change requires weeks or months, which implies that substantial increases or decreases in the numbers of chromatophores are needed (<xref ref-type="bibr" rid="B35">Sk&#xf6;ld et&#xa0;al., 2016</xref>). A previous report regarding tongue sole has indicated that the melanocyte is a requisite for blind-side pigmentation (<xref ref-type="bibr" rid="B33">Shi et&#xa0;al., 2015</xref>). Melanin is enriched in melanocytes and mainly synthesized from tyrosine. Tyrosine aminotransferase (<italic>TAT</italic>) can catalyze phenylalanine into tyrosine (<xref ref-type="bibr" rid="B23">Mehere et&#xa0;al., 2010</xref>). Increased or reduced expression of <italic>TAT</italic> affects the synthesis of tyrosine and melanin. In the present study, it was predicted that novel_circ_000405 may act as a sponge for miR-1193-3p and miR-495-3p to regulate <italic>TAT</italic> expression. The expression level of <italic>TAT</italic> in the BH group was significantly lower than that in the BN group. This suggests that novel_circ_000405 may also play an important role in blind-side hypermelanosis in tongue sole.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>This is the first paper to describe the comprehensive expression of circRNAs of the blind-side hypermelanosis in tongue sole and predict the functional profile of circRNAs based on host gene analysis and ceRNA regulatory network construction. Numerous key circRNAs of functional significance were identified. The results suggest that circRNAs may play vital roles in blind-side pigmentation, and valuable insights into the molecular mechanism of hypermelanosis in flatfish are provided. It is concluded that blind-side hypermelanosis is an interesting game between fish and aquaculture environment. The findings also reveal adaptive trait evolution to the aquaculture environment.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can&#xa0;be found below: NCBI [accession: PRJNA760350].</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>The present study was approved by the Institutional Animal Care and Use Ethics Committee of the Yellow Sea Fisheries Research Institute, Chinese Academy of Fishery Sciences, Qingdao, China. When sampling, fishes were anesthetized with MS-222 to minimize suffering.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author Contributions</title>
<p>YH Methodology, software, and writing&#x2014;original draft preparation. YL Conceptualization, methodology, data curation, visualization, validation, and writing&#x2014;reviewing and editing. PC Visualization and investigation. SC Supervision and writing&#x2014;reviewing and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the China Agriculture Research System of MOF and MARA (CARS-47-G03), National Natural Science Foundation of China (31702333), the Innovative Team Project of Chinese Academy of Fishery Sciences (2020TD20), and Taishan Scholar Climbing Program of Shandong Province China.</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="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>
</body>
<back>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.868987/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.868987/full#supplementary-material</ext-link>
</p>
  <supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
</sec>
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