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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1202846</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>Identification of key regulatory pathways and genes involved in the dynamic progression of pigmentation in <italic>Sinibrama taeniatus</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Yuan</surname>
<given-names>Dengyue</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1673562"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Xiaoqin</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2047948"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Siya</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2279182"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Haoyu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2047929"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Junting</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2326583"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhao</surname>
<given-names>Zhe</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2354586"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wei</surname>
<given-names>Lan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2354610"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Linfeng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2354596"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Teng</surname>
<given-names>Ran</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2354583"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Zhijian</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1314235"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Department of Aquaculture, Integrative Science Center of Germplasm Creation in Western China (CHONGQING) Science City &amp; Southwest University</institution>, <addr-line>Chongqing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Enric Gisbert, Institute of Agrifood Research and Technology (IRTA), Spain</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Mingkun Luo, Nanjing Agricultural University, China; Paula Suarez-Bregua, Spanish Institute of Oceanography (IEO), Spain</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Zhijian Wang, <email xlink:href="mailto:wangzj1969@126.com">wangzj1969@126.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>06</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1202846</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>06</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Yuan, Liu, Wang, Wang, Li, Zhao, Wei, Cheng, Teng and Wang</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Yuan, Liu, Wang, Wang, Li, Zhao, Wei, Cheng, Teng and Wang</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>
<sec>
<title>Intorduction</title>
<p>Coloration is a prominent trait in fish that is closely linked to their market value. Fish exhibit a diverse range of body colors, making them an excellent model for studying molecular mechanisms underlying pigmentation. Although regulatory pathways involved in pigmentation have been extensively studied in model fish such as zebrafish and medaka, the presence of varying chromatophore types across different fish species suggests that fish pigmentation mechanisms are not fixed. Therefore, more studies should be conducted on non-model fish. <italic>Sinibrama taeniatus</italic> is an endemic fish in the upper Yangtze River that is highly valued for its ornamental and edible properties.</p>
</sec>
<sec>
<title>Methods</title>
<p>In this study, we identified three chromatophore types in <italic>S. taeniatus</italic> and investigated changes in body color, chromatophores, and pigments at different developmental stages. Subsequently, RNA-seq analysis revealed that retinol metabolism, thyroid hormone synthesis, purine metabolism, and pyrimidine metabolism pathway are closely associated with pigmentation.</p>
</sec>
<sec>
<title>Results</title>
<p>Weighted gene co-expression network analysis (WGCNA) identified several hub genes, including <italic>mitf</italic>, <italic>wnt 9a</italic>, <italic>wnt10b</italic>, <italic>wnt11</italic>, <italic>adcy5</italic>, <italic>edn1</italic>, <italic>adcy8</italic>, and <italic>rdh8</italic>, that may play an important role in pigmentation.</p>
</sec>
<sec>
<title>Discussion</title>
<p>Overall, our findings provide valuable insights into the role of genes and pathways in fish pigmentation and offer useful information for body color-based molecular breeding programs in aquaculture.</p>
</sec>
</abstract>
<kwd-group>
<kwd>color formation</kwd>
<kwd>chromatophores</kwd>
<kwd>pigments</kwd>
<kwd>pigmentation gene</kwd>
<kwd>Cyprinidae fish</kwd>
</kwd-group>
<contract-sponsor id="cn001">Fundamental Research Funds for the Central Universities<named-content content-type="fundref-id">10.13039/501100012226</named-content>
</contract-sponsor>
<counts>
<fig-count count="8"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="70"/>
<page-count count="13"/>
<word-count count="5725"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Aquatic Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Coloration is a crucial characteristic of animals that serves various purposes, such as social communication, mate selection, thermoregulation, camouflage, and photoprotection (<xref ref-type="bibr" rid="B59">Wittkopp and Beldade, 2009</xref>; <xref ref-type="bibr" rid="B6">Cuthill et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B42">Patterson and Parichy, 2019</xref>). The combination and distribution of pigment-bearing cells, called chromatophores, are responsible for animal coloration (<xref ref-type="bibr" rid="B41">Olsson et&#xa0;al., 2013</xref>). While mammals have only one type of chromatophore, melanocytes, which produce eumelanin and pheomelanin, fish exhibit a greater diversity of body color patterns due to multifarious types of chromatophores (<xref ref-type="bibr" rid="B48">Schartl et&#xa0;al., 2016</xref>). Up till now, six distinct types of chromatophores including melanophore, xanthophore, iridophore, leucophore, erythrophore, and cyanophore were identified in fish (<xref ref-type="bibr" rid="B45">Salis et&#xa0;al., 2019</xref>). All types of chromatophores develop from neural crest&#x2013;derived progenitors (<xref ref-type="bibr" rid="B22">Lapedriza et&#xa0;al., 2014</xref>). Fish melanophores produce melanin, while xanthophores and erythrophores contain pteridines and carotenoids (<xref ref-type="bibr" rid="B2">Cal et&#xa0;al., 2017</xref>). Iridophores and leucophores contain purine platelets and uric acids, respectively, which are responsible for light reflection and light scattering (<xref ref-type="bibr" rid="B51">Sk&#xf6;ld et&#xa0;al., 2016</xref>). Cyanophores, which contain unknown chemical composition, give rise to the blue color found in only a few fish species (<xref ref-type="bibr" rid="B11">Goda et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B51">Sk&#xf6;ld et&#xa0;al., 2016</xref>). The types of chromatophores differ among fish species, indicating that pigmentation mechanisms are not fixed but vary. For example, zebrafish (<italic>Danio rerio</italic>) has melanophore, xanthophore, and iridophore, while medaka (<italic>Oryzias latipes</italic>) also have leucophore in addition to the three types mentioned above (<xref ref-type="bibr" rid="B43">Quigley and Parichy, 2002</xref>; <xref ref-type="bibr" rid="B35">Lynn Lamoreux et&#xa0;al., 2005</xref>)</p>
<p>Color patterns of animals are controlled by specific genes known as pigmentation genes (<xref ref-type="bibr" rid="B52">Sturm et&#xa0;al., 2001</xref>), which consist of various pigmentation pathways that impact the formation and differentiation of chromatophores and the production of pigments (<xref ref-type="bibr" rid="B13">Hubbard et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B14">Irion and N&#xfc;sslein-Volhard, 2019</xref>). In fish, several pigmentation genes have been identified in color pattern mutants of model organisms like zebrafish and medaka (<xref ref-type="bibr" rid="B17">Kelsh et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B42">Patterson and Parichy, 2019</xref>). These genes can be broadly categorized into two groups based on pigmentation types: melanin-associated pigmentation and non-melanin-associated pigmentation (<xref ref-type="bibr" rid="B34">Luo et&#xa0;al., 2021</xref>). The genes involved in melanogenesis are extensively studied because almost all vertebrates have melanophores. Microphthalmia-associated transcription factor (Mitf) is a key regulator in melanogenesis, regulating several genes critical for melanophores development and proliferation, and melanin synthesis, such as <italic>tyrosinase</italic> (<italic>tyr</italic>) (<xref ref-type="bibr" rid="B63">Yasumoto et&#xa0;al., 1994</xref>), <italic>bcl2</italic> (<xref ref-type="bibr" rid="B36">McGill et&#xa0;al., 2002</xref>), and <italic>cyclin-dependent kinase 2</italic> (<italic>cdk2</italic>) (<xref ref-type="bibr" rid="B9">Du et&#xa0;al., 2004</xref>). Interestingly, Mitf activity is regulated by other transcription factors, including Sox10, Lef1, Creb, andTfap2, which facilitate Mitfin regulating pigmentation gene expression (<xref ref-type="bibr" rid="B30">Liu and Fisher, 2010</xref>; <xref ref-type="bibr" rid="B18">Kenny et&#xa0;al., 2022</xref>). The melanocortin system, consisting of melanocortin receptors, melanocyte-stimulating hormone (Msh), melanocortin peptides, and agouti signaling proteins, plays a crucial role in melanogenesis (<xref ref-type="bibr" rid="B2">Cal et&#xa0;al., 2017</xref>). Specifically, &#x3b1;-MSH induces melanin synthesis by binding toMc1r, which increases cAMP levels and activates the rate-limiting enzyme, Tyr (<xref ref-type="bibr" rid="B23">Leclercq et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B8">Dijkstra et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B55">Wang L. M. et&#xa0;al., 2022</xref>). Thus, melanogenesis is a complex process regulated by multiple genes and pathways. Genes associated with non-melanin pigmentation have been studied less extensively. Pteridines are a primary source of yellow xanthophore pigmentation. GTP cyclohydrolase 2 (Gch2) is a critical enzyme in the pteridines biosynthesis pathway, and mutation of <italic>gch2</italic> results in defective yellow pigmentation (<xref ref-type="bibr" rid="B29">Lister, 2019</xref>). Similarly, xanthine oxidase (Xod), xanthine dehydrogenase (Xdh), and MYC binding protein 2 (Mycbp2) also play an important role in xanthophore pigmentation through regulating pteridines synthesis (<xref ref-type="bibr" rid="B69">Ziegler, 2003</xref>; <xref ref-type="bibr" rid="B24">Le Guyader et&#xa0;al., 2005</xref>). Additionally, genes involved in xanthophore differentiation are responsible for yellow pigmentation. Loss of <italic>paired box gene 7a</italic> (<italic>pax7a</italic>), a transcriptional factor for xanthophore development, reduced the yellow pigment in zebrafish (<xref ref-type="bibr" rid="B39">Minchin and Hughes, 2008</xref>; <xref ref-type="bibr" rid="B40">Nord et&#xa0;al., 2016</xref>). Iridophores do not produce pigment but can generate iridescent colors through purine platelets reflecting lights, and genes involved in guanine synthesis are crucial for iridophores pigmentation. Mutants of zebrafish and medaka loss genes related to purine synthesis, such as <italic>mitochondrial inner membrane protein</italic> (<italic>mpv17</italic>) and <italic>purine nucleoside phosphorylase 4a</italic> (<italic>pnp4a</italic>), exhibit pigmentation defects in iridophores (<xref ref-type="bibr" rid="B7">D&#x2019;Agati et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B20">Kimura et&#xa0;al., 2017</xref>). While numerous pigmentation genes have been identified in model fish, their counterparts in non-model fish are still largely unknown. However, the vast array of color patterns found in wild fish presents a valuable resource for identifying pigmentation genes. Skin color is a crucial economic trait that impacts both ornamental and food fish, and the use of genome editing techniques to enhance skin color is an important aspect of selective breeding programs (<xref ref-type="bibr" rid="B34">Luo et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B33">Lu et&#xa0;al., 2022</xref>). Therefore, further exploration of pigmentation genes and their functions in non-model fish is warranted.</p>
<p>The study of color formation is crucial in understanding the genes and pathways involved in pigmentation. However, studying color formation in animals is hindered by long developmental times, increasing body size, and limited imaging possibilities (<xref ref-type="bibr" rid="B50">Singh and N&#xfc;sslein-Volhard, 2015</xref>). To overcome these challenges, it is necessary to focus on organisms that can be easily observed in the periods when coloration occurs (<xref ref-type="bibr" rid="B15">Irion et&#xa0;al., 2016</xref>). <italic>Sinibrama taeniatus</italic> is an endemic Cyprinidae fish found in the upper reaches of the Yangtze River (<xref ref-type="bibr" rid="B56">Wang et&#xa0;al., 2020</xref>). It exhibits excellent reproductive performance, has a short breeding cycle (two weeks), and reaches sexual maturity within 4-5 months post-fertilization under artificial breeding conditions. In preparatory work, we found that <italic>S. taeniatus</italic> takes a long time to form the completed color pattern, which is different from most fish species. For example, Nile tilapia formed the adult body color phenotype around 3 mpf (<xref ref-type="bibr" rid="B57">Wang et&#xa0;al., 2021</xref>). The adult color pattern of zebrafish was established during the first month of life (<xref ref-type="bibr" rid="B44">Rawls et&#xa0;al., 2001</xref>). In addition, the body color of <italic>S. taeniatus</italic> exhibits obvious differences at different developmental stages. Our previous study showed that the juvenile of <italic>S. taeniatus</italic> (90 days post-fertilization, dpf) is not heavily pigmented, which still exhibits a translucent phenotype (<xref ref-type="bibr" rid="B56">Wang et&#xa0;al., 2020</xref>). In <italic>S. taeniatus</italic>, the unpigmented regions of the body still exist until 12 mpf. Therefore, we think <italic>S. taeniatus</italic> is a suitable model for studying the color formation in fish. In this study, we characterized the types of chromatophores in <italic>S. taeniatus</italic> and investigated the dynamic changes in body color, chromatophores, and pigments at differential development stages. We identified key regulatory pathways and genes in the dynamic progression of pigmentation using RNA-seq analyses. Our results provide a foundation for studying the molecular mechanisms underlying fish pigmentation and support color-based molecular breeding programs in aquaculture.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Experimental fish and sampling</title>
<p>Fish were caught from the Minjiang River using brails and transferred to the indoor tanks (50 &#xd7; 40 &#xd7; 30&#xa0;cm) with a water-circulating system at 26&#xb0;C under a 13L:10D lighting cycle. The healthy individuals were selected as the brood stock, and their progenies were obtained through artificial fertilization. The larva was fed with artemia three times a day, while fry and adult fish were fed twice daily with commercial feed. Seven developmental stages were identified based on skin color changes during development: 3 dpf, 15 dpf, 1 month post fertilization (mpf), 3 mpf, 6 mpf, 9 mpf, and 12 mpf. At 3 dpf and 15 dpf, the body size of the larvae is too small to directly obtain the skin tissue. Therefore, larvae which are removed with heads, viscera and yolk sacs were sampled and denoted as ST-3d and ST-15d, respectively. Similarly, dorsal skins were sampled at 1mpf, 3 mpf, 6 mpf, 9 mpf, and 12 mpf, and denoted as ST-1m, ST-3m, ST-6m, ST-9m, and ST-12m, respectively. Fish were anesthetized with MS-222 (Sigma-Aldrich, USA) before tissue sampling. All experimental protocols were approved by Southwest University and conducted under the Institutional Animal Care and Use Committee&#x2019;s protocols.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Chromatophores types and quantitative analysis</title>
<p>The skin, scale, dorsal fin, pectoral fin, ventral fin, and anal fin of adult fish (n=3) were immersed in 0.65% normal saline and were observed under a stereomicroscope (Nikon SMZ25, Japan) to identify types of chromatophore. To investigate the dynamic density changes of melanophores and iridophores, the dorsal skin and head skin (n=9) were observed and imaged under the Nikon SMZ25 stereomicroscope at different developmental stages, viz., ST-1m, ST-3m, ST-6m, ST-9m, and ST-12m. Then, the number of melanophores per unit area of the dorsal skin and the ratio of the iridophores area to the total head area were calculated using ImageJ, respectively. Because iridophores are not obvious at 1mpf, iridophores are calculated only at 3 mpf, 6 mpf, 9 mpf, and 12 mpf. Statistical analysis of the data was performed using SPSS 26.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Pigments quantitative analysis</title>
<p>The pigment contents of dorsal skins at ST-1m, ST-3m, ST-6m, ST-9m, and ST-12m stages were analyzed. For melanin detection, dorsal skin samples (n=3; weigh=0.1 g/sample) were placed in a tube, then added 0.9 mL of phosphate buffer (0.1mol/L; pH=7.0). This mixture was homogenized in an ice-water bath for 10&#xa0;min. 50 &#x3bc;L of the supernatant was detected using a fish melanin ELISA kit (Ruixin, China). The absorbance (OD) value was measured at a wavelength of 450 nm using a microplate reader (Rayto RT-6100, USA) to calculate the melanin concentration.</p>
<p>The contents of pteridine, &#x3b2;-carotene, and guanine were detected using a high-performance liquid chromatography (HPLC) system (Agilent 1200, USA). For pteridine detection, dorsal skin samples (n=3; weigh=0.3 g/sample) were ground into a powder and transferred 0.1&#xa0;g of powder to a brown tube, then added 0.5% potassium hydroxide solution (5mL). This mixture was homogenized at 4&#xb0;C for 5&#xa0;min and oscillated for 2&#xa0;min. The pH value was adjusted to 7.5 with 0.1% phosphoric acid water, followed by sonication at 4&#xb0;C for 30&#xa0;min and the addition of distilled water to 8mL. After oscillating mixing, 1 mL of supernatant was filtered with a 0.45 &#x3bc;m filter membrane, and then 20 &#x3bc;L of supernatant was detected at a wavelength of 360 nm using the HPLC system.</p>
<p>To detect &#x3b2;-carotene, dorsal skin samples (n=3; weigh=0.3 g/sample) were ground into a powder and placed 0.1&#xa0;g of powder in a brown tube. A 0.1% butylated hydroxytoluene (BHT) -ethanol solution (5mL) was added to the tube, and the mixture oscillated at 25&#xb0;C for 4h in a dark place. The resulting supernatant was transferred to a fresh brown tube, and the process was repeated once. The supernatant was collected and combined with the previously obtained supernatant. The final supernatant was mixed with 0.1% BHT-ethanol to a total volume of 10 mL. After oscillating mixing, 0.2 mL of the supernatant was filtered through a 0.22 &#x3bc;m filter membrane and detected at a wavelength of 445 nm using an HPLC system.</p>
<p>To detect guanine, dorsal skin samples (n=3; weigh=0.3 g/sample) were ground into a powder and placed 0.1&#xa0;g of powder in a brown tube. Trifluoroacetic acid (5 mL) and formic acid (5 mL) were sequentially added to the tube, and the mixture oscillated at 90&#xb0;C for 12min. The cooled supernatant was transferred to a fresh tube, dried under nitrogen, and reconstituted in 1mL of mobile phase consisting of 0.01 mol/L phosphate buffered salt solution (pH = 6.2) and methanol. The resulting solution was filtered through a 0.22 &#x3bc;m filter membrane and detected at a wavelength of 210 nm using an HPLC system.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>RNA sequencing analysis</title>
<p>Total RNA was extracted from larvae (n=3) at two developmental stages (ST-3d and ST-15d) and dorsal skins (n=3) at five developmental stages (ST-1m, ST-3m, ST-6m, ST-9m, and ST-12m) using Trizol reagent (Takara Bio, Japan). RNA quality and quantity were assessed using a Nanodrop ND-1000 spectrophotometer (LabTech, USA) and 2100 Bioanalyzer (Agilent Technologies, USA) as described in a previous study (<xref ref-type="bibr" rid="B64">Yuan et&#xa0;al., 2020</xref>). Samples that met the criteria (total RNA concentration &#x2265;100 ng/&#x3bc;L; RIN &#x2265; 8) were used for sequencing library construction using a paired-end sample preparation kit (Illumina Inc., USA), and the library was sequenced on an Illumina HiSeq 2000 sequencer.</p>
<p>Prior to bioinformatics analysis, the raw sequencing reads underwent quality filtering using fastp (<xref ref-type="bibr" rid="B4">Chen et&#xa0;al., 2018</xref>). The resulting clean reads were aligned to the reference genome of <italic>S. taeniatus</italic> using HISAT2 (<xref ref-type="bibr" rid="B19">Kim et&#xa0;al., 2019</xref>). Gene expression quantification was calculated using RSEM (<xref ref-type="bibr" rid="B26">Li and Dewey, 2011</xref>). Differentially expressed genes (DEGs) analysis was conducted using DESeq2 (<xref ref-type="bibr" rid="B32">Love et&#xa0;al., 2014</xref>), with a threshold value (<italic>P</italic> value &lt; 0.01 and |log<sub>2</sub>FC| &gt; 1). Enrichment analysis of Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) was performed using R package clusterProfiler 4.0 (<xref ref-type="bibr" rid="B60">Wu et&#xa0;al., 2021</xref>), and results were visualized using ggplot2 and stringr packages. To explore gene co-expression patterns and their associations with phenotypic traits (i.e., chromatophores number and pigments content), weighted gene co-expression network analysis (WGCNA) was performed using R package WGCNA (<xref ref-type="bibr" rid="B21">Langfelder and Horvath, 2008</xref>). Gene expression filtering was applied to retain genes with FPKM values &#x2265; 1 in more than half of all samples. The power parameter was set to 8, and modules were identified using a minimum module size of 30 and an abline of 0.25. Based on the expression levels of all genes and the similarity of module eigengene (ME), the biological modules were then classified. Pearson correlation analysis was conducted to study the correlation coefficient of phenotypic traits (i.e., chromatophores number and pigments content) and modules according to the ME values for modules. Modules with the squared Pearson correlation coefficient (R<sup>2</sup>) &gt; 0.55 and <italic>P</italic> &lt; 0.01 were considered significant, and their gene functions were further explored using GO and KEGG enrichment analysis. Intramodular connectivity between genes and intermodular correlations were calculated using the WGCNA package. Based on enrichment analysis results, genes involved in pigmentation pathways were used to construct a gene co-expression network using Cytoscape (<xref ref-type="bibr" rid="B49">Shannon et&#xa0;al., 2003</xref>), and hub genes with high connectivity were identified.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Validation of RNA-Seq results</title>
<p>Dorsal skins from differential development were used to extract total RNA, followed by cDNA was synthesized using the PrimeScript RT Reagent Kit (Takara Bio). Gene expressions were analyzed by real-time PCR (RT-PCR) using TB Green Premix Ex TaqTM II Kit (Takara Bio) and performed on Quant Studio 1 (Thermo Fisher, USA). Primers for target genes were designed based on the genomic and transcriptomic data of <italic>S. taeniatus</italic> (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table A.1</bold>
</xref>). <italic>&#x3b2;-actin</italic> was employed as the reference gene, and the 2<sup>-&#x25b3;&#x25b3;Ct</sup> method was utilized to determine relative gene expression levels.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>The types of chromatophores in <italic>Sinibrama taeniatus</italic>
</title>
<p>Three chromatophores including melanophore, xanthophore, and iridophore were observed in the scale, fins, and skins of adult <italic>S. taeniatus</italic> using optical microscopy. Both stellate and punctate melanophores exist in <italic>S. taeniatus</italic>. Xanthophores are dispersed near melanophores and exhibit an irregular yellow shape. Iridophores, the smallest of the three, display a punctate shape and reflect light (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Melanophores first appeared on the head and base of the ventral fin of <italic>S. taeniatus</italic> at 3 dpf, followed by iridophores on the ventral trunk at 4dpf, and finally xanthophores on the head and base of the ventral fin at 5dpf (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). These three chromatophores are throughout the body of <italic>S. taeniatus</italic>, including skin, head, eye, fin, and scale.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The morphological characteristics of chromatophores in <italic>Sinibrama taeniatus</italic>. <bold>(A&#x2013;C)</bold> Chromatophores on dorsal fin; <bold>(D&#x2013;F)</bold> Chromatophores on pectoral fin; <bold>(G&#x2013;I)</bold> Chromatophores on tail fin; <bold>(J&#x2013;L)</bold> Chromatophores on scale; <bold>(M-O)</bold> Chromatophores on dorsal skin; <bold>(P&#x2013;R)</bold> Chromatophores on head skin. The green, black, and blue arrow indicates melanophore, xanthophore, and iridophore, respectively. The scale bar in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A-L</bold>
</xref> is 0.5&#xa0;mm.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g001.tif"/>
</fig>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Time of the first occurrence of chromatophores in <italic>Sinibrama taeniatus</italic>. <bold>(A)</bold> Melanophore; <bold>(B)</bold> Iridophore; <bold>(C)</bold> Xanthophore; <bold>(D)</bold> Time table of the first appearance of every types of chromatophores.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Dynamic changes of body color, chromatophores, and pigments at different developmental stages</title>
<p>The yolk-sac larva of <italic>S. taeniatus</italic> is transparent, gradually developing body color in the postlarva stage. Although most regions of the body are not heavily pigmented, the organ systems remain visible and fish maintains translucence at 2 months post fertilization (mpf). At 3 mpf, the peritoneum becomes covered with chromatophores presenting a silver-black color, while a dark line composed of chromatophores appears below the lateral line at 9 mpf (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The body&#x2019;s pigmented regions increase with development, but the caudal region of the body remains translucent until 12 mpf (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). The density of melanophores showed a significant increase with individual development, particularly at 12 mpf. However, the density of melanophores in the dorsal skins was no significant change between 6 mpf and 9 mpf. The density of Iridophores in the head skins significantly increased at 3 mpf, 6 mpf, and 9 mpf, before decreasing at 12 mpf. In addition, there is no significant change between 3 mpf and 12 mpf (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). Xanthophores are obscured by a large number of melanophores, so their density change is not counted in <italic>S. taeniatus</italic>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The body color of <italic>Sinibrama taeniatus</italic> at different developmental stages. <bold>(A)</bold> 1dpf; <bold>(B)</bold> 4dpf; <bold>(C)</bold> 5dpf; <bold>(D)</bold> 10 dpf; <bold>(E)</bold> 15 dpf; <bold>(F)</bold> 20 dpf; <bold>(G)</bold> 25 dpf; <bold>(H)</bold> 1 mpf; <bold>(I)</bold> 2 mpf; <bold>(J)</bold> 3 mpf; <bold>(K)</bold> 4 mpf; <bold>(L)</bold> 5 mpf; <bold>(M)</bold> 6 mpf; <bold>(N)</bold> 7 mpf; <bold>(O)</bold> 8 mpf; <bold>(P)</bold> 9 mpf; <bold>(Q)</bold> 10 mpf; <bold>(R)</bold> 11 mpf; <bold>(S)</bold> 12 mpf.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>The chromatophores and pigments of <italic>Sinibrama taeniatus</italic> at different developmental stages. <bold>(A)</bold> The density of melanophores; <bold>(B)</bold> The density of iridophores; <bold>(C)</bold> The content of guanine; <bold>(D)</bold> The content of pteridine; <bold>(E)</bold> The content of &#x3b2;-carotenoid; <bold>(F)</bold> The content of melanin. Significant differences among developmental stages are indicated by different letters above the error bars.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g004.tif"/>
</fig>
<p>Additionally, the pigments secreted from three chromatophores were analyzed and quantitated. The levels of melanin, pteridine, and &#x3b2;-carotenoid significantly increased during individual development, with peak values observed at 12 mpf (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In contrast, the guanine content showed an initial increase at 1 and 3 mpf, followed by a slight decrease at 6 and 9 mpf, and a subsequent increase at 12 mpf (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Differential expression analysis reveals key pathways involved in pigmentation</title>
<p>A systematic understanding of the transcriptional level changes during color formation was achieved through RNA-seq analysis at various developmental stages (3 dpf, 15 dpf, 1 mpf, 3 mpf, 6 mpf, 9 mpf, and 12 mpf). The raw reads were deposited in the NCBI BioProject database under accession number PRJNA949530. Approximately 957.57 Mb of clean reads were obtained after filtering. The clean reads had an average Q20 and Q30 of 98.11% and 93.99%, respectively, and approximately 90.36% of them were mapped to the reference genome of <italic>S. taeniatus</italic> (<xref ref-type="supplementary-material" rid="ST2">
<bold>Supplementary Table A.2</bold>
</xref>).</p>
<p>DEGs were identified among seven developmental stages through pairwise transcriptome comparison, and a total of 21 comparative results were obtained. The largest number of DEGs was observed between the ST-3d group and ST-9m group. Conversely, the smallest number of DEGs was observed between the ST-15d group and ST-1m group (<xref ref-type="supplementary-material" rid="ST3">
<bold>Supplementary Table A.3</bold>
</xref>). GO and KEGG functional enrichment analyses for DEGs were conducted to elucidate the predominant pathways involved in pigmentation. The results showed that DEGs were significantly enriched (p &lt; 0.05) in ten pathways, including retinol metabolism, thyroid hormone synthesis, purine metabolism, pyrimidine metabolism, thyroid hormone signaling pathway, tyrosine metabolism, melanogenesis, melanoma, and Wnt signaling pathway (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>; <xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Tables A.4</bold></xref>, <xref ref-type="supplementary-material" rid="ST5"><bold>A.5</bold>
</xref>). Among these ten pathways, four pathways with high frequency, including retinol metabolism, thyroid hormone synthesis, purine metabolism, and pyrimidine metabolism, may be closely related to pigmentation in <italic>S. taeniatus</italic>. Additionally, DEGs from ST-3d vs. ST-15d, ST-3d vs. ST-1m, and ST-15d vs. ST-1m were significantly enriched in tyrosine metabolism. The thyroid hormone signaling pathway was significantly enriched in ST-3d vs. ST-3m, ST-3d vs. ST-6m, ST-3m vs. ST-6m, ST-6m vs. ST-12m. The melanogenesis and Wnt signaling pathways were significantly enriched in ST-6m vs. ST-12m and ST-9m vs. ST-12m. However, melanoma was only significantly enriched in ST-3d vs. ST-9m (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). The previously reported pigmentation genes from these ten pathways were chosen (<xref ref-type="supplementary-material" rid="ST6">
<bold>Supplementary Table A.6</bold>
</xref>), and the dynamic expression changes of these genes at different developmental stages were presented in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Enriched KEGG and DGEs in different developmental stages of <italic>S. taeniatus</italic>. <bold>(A)</bold> Significantly enriched KEGG items of DEGs. <bold>(B)</bold> Dynamic expression profiles of DEGs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g005.tif"/>
</fig>
<p>To validate the RNA-seq results, six differentially expressed pigmentation genes were randomly selected and analyzed by RT-PCR. The gene expression patterns detected using RT-PCR were highly consistent with RNA-seq data (<xref ref-type="supplementary-material" rid="SF1">
<bold>Supplementary Figure A.1</bold>
</xref>).</p>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>WGCNA analysis reveals hub genes involved in pigmentation</title>
<p>A total of 19 modules were obtained by WGCNA based on 21,260 genes with relative expression levels &gt; 1 (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Four modules were significantly associated with pigments and chromatophores. The darked module was found to be significantly related to melanin and guanine content, as well as the number of melanophores and iridophores. The thistle module was significantly associated with pteridine content and melanophore count, while the darkorange2 module was significantly related to the number of iridophores. The darkmagenta module was found to be significantly associated with melanin content and iridophore count (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Go and KEGG enrichment analyses of genes from these modules revealed significant enrichment of retinol metabolism, thyroid hormone synthesis, thyroid hormone signaling pathway, melanogenesis, melanoma, pyrimidine metabolism, and Wnt signaling pathway (<xref ref-type="fig" rid="f7">
<bold>Figure 7</bold>
</xref>; <xref ref-type="supplementary-material" rid="ST7">
<bold>Supplementary Table A.7</bold>
</xref>). Co-expression network analysis identified two hub genes (<italic>adcy8</italic> and <italic>rdh8</italic>) in the darked module and six hub genes (<italic>mitfa</italic>, <italic>wnt9a</italic>, <italic>wnt10b</italic>, <italic>wnt11</italic>, <italic>adcy5</italic>, and <italic>edn1</italic>) in the darkmagenta module (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>), highlighting their potential roles in pigmentation. However, due to insufficient gene numbers, co-expression network analysis was not conducted for the thistle and darkorange2 modules.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Relationships between modules and chromatophores/pigments. The color scale on the right shows module-trait correlation coefficients from -1 (green) to 1 (red), indicating low to high correlations. The numbers in brackets represent the <italic>P</italic> value.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g006.tif"/>
</fig>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Enrichment analyses of four significant modules. <bold>(A)</bold> Darked module; <bold>(B)</bold> Thistle module; <bold>(C)</bold> Darkorange2 module; <bold>(D)</bold> Darkmagenta module.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g007.tif"/>
</fig>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Gene co-expression networks for the darked and darkmagenta modules. <bold>(A)</bold> Darked module; <bold>(B)</bold> Darkmagenta module.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1202846-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Changes in chromatophores and pigments along with body color formation</title>
<p>This study aimed to characterize changes in chromatophores and pigments at various developmental stages of <italic>S. taeniatus</italic>. Chromatophores as a complex palette form the skin colors and color patterns in fish (<xref ref-type="bibr" rid="B51">Sk&#xf6;ld et&#xa0;al., 2016</xref>). Three types of chromatophores, black melanophore, yellow xanthophore, and silvery or blue iridophore were identified in <italic>S. taeniatus</italic>. These chromatophores form three monolayers, with iridophores on the top layer, melanophores in the middle layer, and xanthophores on the bottom layer. The appearance of melanophores on the head and base of the ventral fin was observed at 3 dpf followed by iridophores at 4 dpf and xanthophores at 5 dpf. In comparison, zebrafish displays melanophores, xanthophores and iridophores around 30&#xa0;h postfertilization (hpf), 42 hpf, and 48 hpf, respectively (<xref ref-type="bibr" rid="B16">Kelsh, 2004</xref>). In Nile tilapia, melanophores were first observed during embryonic stages, followed by xanthophores, iridophores, and erythrophores at 6 dpf, 8 dpf, and 50 dpf, respectively (<xref ref-type="bibr" rid="B57">Wang et&#xa0;al., 2021</xref>). In summary, it can be known that the emergence of chromatophores in fish is species-specific.</p>
<p>Chromatophores&#x2019; density and distribution determine the body colors and patterns (<xref ref-type="bibr" rid="B41">Olsson et&#xa0;al., 2013</xref>). In the case of <italic>S. taeniatus</italic>, the larval and juvenile stages exhibit a translucence color due to the low pigmentation in most regions. The body colors of <italic>S. taeniatus</italic> are not fully developed until 12 mpf, with high concentrations of pigments such as melanin, guanine, pteridine, and carotenoid at this stage. This suggests that <italic>S. taeniatus</italic> takes longer to develop its body colors compared to other teleosts, such as the juvenile crucian carp (<xref ref-type="bibr" rid="B31">Liu et&#xa0;al., 2016</xref>) and Nile tilapia (<xref ref-type="bibr" rid="B57">Wang et&#xa0;al., 2021</xref>), which already exhibit adult-like coloration. In nature, species often develop unique phenotypic traits in response to their environment. The translucence color in <italic>S. taeniatus</italic> may serve as a camouflage strategy under ambient light conditions, reducing the animal&#x2019;s silhouette and allowing it to evade predators (<xref ref-type="bibr" rid="B70">Zylinski and Johnsen, 2011</xref>). However, further studies are required to confirm this hypothesis.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Key pathways and genes involved in melanin-associated pigmentation</title>
<p>To elucidate the mechanisms of pigmentation in <italic>S. taeniatus</italic>, RNA-seq was conducted at seven developmental stages (3 dpf, 15 dpf, 1 mpf, 3 mpf, 6 mpf, 9 mpf, and 12 mpf). The analysis revealed significant enrichment of in the tyrosine metabolism, Wnt signaling pathway, thyroid hormone synthesis, and thyroid hormone signaling pathway. Previous studies have linked the tyrosine metabolism pathway to melanin-based pigmentation in fish, which comprises genes such as <italic>tyr</italic>, <italic>tyrp1</italic>, <italic>hpdb</italic>, <italic>hgd</italic>, <italic>dct</italic>, and f<italic>ah</italic> (<xref ref-type="bibr" rid="B10">Gan et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B61">Wu et&#xa0;al., 2022</xref>). Among these genes, <italic>tyr</italic> is a key regulator that determines the rate of melanin production (<xref ref-type="bibr" rid="B5">Cooksey et&#xa0;al., 1997</xref>), and <italic>tyrp1</italic> plays a crucial role in the catalysis of melanin synthesis (<xref ref-type="bibr" rid="B1">Burgoyne et&#xa0;al., 2015</xref>). Notably, in larval <italic>S. taeniatus</italic>, the expression of <italic>tyr</italic> and <italic>tyrp1</italic> decreased at 15 dpf and 30 dpf as compared to 3 dpf, indicating early inhibition of melanin synthesis, consistent with the small number of melanophores observed in the larvae. However, in the later stage of development, particularly at 12 mpf, there was a significant increase in melanophore numbers. Our findings indicate that the Wnt signaling pathway plays a dominant role in regulating melanocyte differentiation and pigmentation in fish (<xref ref-type="bibr" rid="B62">Yamada et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B27">Lim and Nusse, 2013</xref>; <xref ref-type="bibr" rid="B53">Takeo et&#xa0;al., 2016</xref>). Specifically, we observed an increase in <italic>wnt5b</italic> expression at 12 mpf, while <italic>wnt10b</italic> expression decreased. In a hybrid grouper, <italic>wnt5b</italic> expression was downregulated in the albino type compared to the wild type (<xref ref-type="bibr" rid="B68">Zhou et&#xa0;al., 2022</xref>), whereas <italic>wnt10b</italic> was found to be higher in the albino type of <italic>Astronotus ocellatus</italic> (<xref ref-type="bibr" rid="B58">Wang Q. et&#xa0;al., 2022</xref>). These results suggest that <italic>wnt5b</italic> has a positive effect on melanocyte differentiation, while <italic>wnt10b</italic> has the opposite effect. Additionally, our study revealed that <italic>wnt7b</italic> and <italic>wnt11</italic> were upregulated and downregulated in 12 mpf, respectively, indicating their involvement in the terminal differentiation of melanocytes in <italic>S. taeniatus</italic>. However, the role of <italic>wnt7b</italic> and <italic>wnt11</italic> in pigmentation in other teleosts remains unknown, and further studies are needed to clarify their function. Furthermore, our WGCNA results identified <italic>wnt 9a</italic>, <italic>wnt10b</italic>, and <italic>wnt11</italic> as central regulators of pigmentation, closely associated with other pigmentation-related genes such as <italic>mitfa</italic>, <italic>adcy5</italic>, and <italic>edn1</italic>. Nevertheless, the regulatory roles of the <italic>wnt</italic> gene family in other pigmentation genes require further investigation.</p>
<p>Mitf is a crucial activator of pigmentation genes, such as <italic>tyr</italic>, <italic>tyrp1</italic>, and <italic>mc1r</italic>, and plays a vital regulatory role in melanocyte development, proliferation, survival, and melanin synthesis (<xref ref-type="bibr" rid="B54">Vachtenheim and Borovansk&#xfd;, 2010</xref>). Our study revealed high expression levels of <italic>mitf</italic> at 6 and 9 mpf, suggesting its involvement in melanogenesis during the adult stage of <italic>S. taeniatus</italic>. A similar expression pattern was observed in the rb1 gene. Studies have shown that Rb1 stimulated melanogenesis <italic>via</italic> Pka/Creb/Mitf signaling in humans (<xref ref-type="bibr" rid="B28">Lin et&#xa0;al., 2014</xref>). However, it remains unclear whether an interaction exists between <italic>mitfa</italic> and <italic>rb1</italic> in fish, and further research is needed to elucidate their relationship.</p>
<p>The thyroid hormone plays a critical role in regulating fish pigmentation by controlling pigment cell development and patterning (<xref ref-type="bibr" rid="B37">McMenamin et&#xa0;al., 2014</xref>). In zebrafish, the absence of thyroid hormone leads to an increase in melanophore numbers and a loss of visible xanthophore and carotenoid pigments in the xanthophore (<xref ref-type="bibr" rid="B47">Saunders et&#xa0;al., 2019</xref>). Similarly, in clownfish (<italic>Amphiprion percula</italic>), the thyroid hormone regulates iridophore stripe formation and promotes the expression of <italic>duox</italic>, a gene involved in iridophore development (<xref ref-type="bibr" rid="B46">Salis et&#xa0;al., 2021</xref>). Our WGCNA study found that the thyroid hormone synthesis pathway in <italic>S. taeniatus</italic> was closely related to melanophore numbers and melanin accumulation, while the thyroid hormone signaling pathway was associated with melanophore numbers and pteridine accumulation. However, the genes involved in the thyroid hormone pathway for pigmentation in fish remain poorly understood. Previous studies in zebrafish have shown that <italic>adcy3</italic> and <italic>adcy5</italic> play a role in melanosome dispersion and melanocyte stripe formation (<xref ref-type="bibr" rid="B66">Zhang et&#xa0;al., 2022</xref>). Our WGCNA results identified <italic>adcy5</italic> and <italic>adcy8</italic> as hub genes in pigmentation of <italic>S. taeniatus</italic>. Furthermore, we observed significant changes in the expression of <italic>adcy3</italic>, <italic>adcy5</italic>, and <italic>adcy8</italic> during color formation, and these three genes were significantly enriched in thyroid hormone synthesis (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table A.4</bold>
</xref>). Therefore, we suggest that <italic>adcy3</italic>, <italic>adcy5</italic>, and <italic>adcy8</italic> may play an essential role in pigmentation regulated by thyroid hormone. Our findings provide insights into the regulatory mechanisms of thyroid hormone on fish pigmentation. Furthermore, the thyroid hormone serves as a crucial endocrine factor that contributes to the process of metamorphosis in teleosts, which involves irreversible changes in both morphology and physiology from larvae to juvenile stages (<xref ref-type="bibr" rid="B38">McMenamin and Parichy, 2013</xref>). During the metamorphic stage of fish, the levels of thyroxine (T4) and triiodothyronine (T3) increase, along with markers of gene expression, such as <italic>thyroglobulin</italic> (<italic>tg</italic>), <italic>thyrotropin</italic> (<italic>tshb</italic>), <italic>deiodinase 2</italic> (<italic>dio2</italic>) (<xref ref-type="bibr" rid="B3">Campinho, 2019</xref>). In our study, we observed a significant upregulation of <italic>tg</italic> expression at 6 mpf and 9 mpf (<xref ref-type="supplementary-material" rid="ST4">
<bold>Supplementary Table A.4</bold>
</xref>; gene ID: Sin0120320). This finding suggests that the thyroid hormone signaling pathway not only plays a crucial role in pigmentation but also contributes to the process of metamorphosis in <italic>S. taeniatus</italic>. However, considering that thyroid hormone levels must be tightly regulated within the body, further research is necessary to elucidate the simultaneous functioning of thyroid hormones in various physiological processes.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Key pathways and genes involved in non-melanin-associated pigmentation</title>
<p>Fish have more complex mechanisms of pigmentation than mammals due to their possession of multiple pigment cell types, unlike mammals that only have one type (melanophore). However, compared to melanin-based pigmentation, fewer studies have focused on regulatory pathways underlying non-melanin-associated pigmentation. In our study, WGCNA results showed that the retinol metabolism pathway was also highly related to pigmentation. KEGG analyses showed that carotenoid-associated genes, such as <italic>beta-carotene oxygenase 1</italic> (<italic>bco1</italic>), were significantly enriched in this pathway. Studies on salmon have shown that <italic>bco1</italic> and <italic>bco2</italic> expression are significantly associated with the red coloration of flesh (<xref ref-type="bibr" rid="B12">Helgeland et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B25">Lehnert et&#xa0;al., 2019</xref>). In <italic>S. taeniatus</italic>, <italic>bco1</italic> was observed to be highly expressed at 1 mpf, indicating its involvement in carotenoid-based pigmentation during the larval stage. However, at the adult stage, despite the increased generation of xanthophores, the expression of <italic>bco1</italic> significantly decreased in <italic>S. taeniatus</italic>. We suggest that adult <italic>S. taeniatus</italic> are more likely to absorb carotenoids from their foods. However, we did not observe any significant expression changes in the expression of <italic>bco2</italic> concerning body coloration in <italic>S. taeniatus</italic>. Xanthophores are responsible for the synthesis and storage of both carotenoids and pteridines. Xdh is a key enzyme responsible for pteridine biosynthesis (<xref ref-type="bibr" rid="B69">Ziegler, 2003</xref>). Studies on <italic>Carassius auratus</italic> have identified <italic>xdh</italic> as a key driver of variation in skin color (<xref ref-type="bibr" rid="B65">Zhang et&#xa0;al., 2017</xref>). In our study, <italic>xdh</italic> was observed to have a high expression level at the early stage of <italic>S. taeniatus</italic>, coinciding with the accumulation of xanthophores. However, we did not find any reported genes involved in pteridine-based pigmentation with a high expression level during later developmental stages, despite the high levels of pteridine accumulation. Therefore, we speculate that some novel genes may participate in pteridine-based pigmentation during late stages, and further studies are needed to explore new functional genes.</p>
<p>Iridophores reflect light through platelets derived from guanine to generate iridescent colors. In our study, we observed the expression changes of genes in the purine metabolism pathway were observed accompanying body color formation in <italic>S. taeniatus</italic>. The <italic>purine nucleoside phosphorylase</italic> (<italic>pnp</italic>) gene family (i.e., <italic>pnp4a</italic>, <italic>pnp4b</italic>, <italic>pnp5a</italic>, <italic>pnp5b</italic>, and <italic>pnp6</italic>) occupied a major part of the purine metabolism pathway. However, these genes exhibited distinct gene expression patterns at different developmental stages of <italic>S. taeniatus</italic>. <italic>Pnp5a</italic> and <italic>pnp6</italic> had a high expression level during larval/early stages, while <italic>pnp4a</italic>, <italic>pnp4b</italic>, and <italic>pnp5b</italic> were primarily expressed during late stages. This suggests that genes of <italic>pnp</italic> family may play different roles in the stage-specific pigmentation of <italic>S. taeniatus</italic>. Previous studies have shown that <italic>pnp4a</italic> knockout leads to a significant decrease in iridophores, indicating its important role in iridophores-based pigmentation (<xref ref-type="bibr" rid="B20">Kimura et&#xa0;al., 2017</xref>). Transcriptome analysis of a body color mutant showed that <italic>pnp5a</italic> is involved in the pigmentation of a carp-goldfish hybrid (<xref ref-type="bibr" rid="B67">Zhou et&#xa0;al., 2019</xref>). However, the roles of <italic>pnp4b</italic>, <italic>pnp5b</italic>, and <italic>pnp6</italic> in pigmentation are unclear in fish. Further study is required to reveal the function of <italic>pnp</italic> genes in pigmentation and elucidate the relationship between these genes.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusion">
<label>5</label>
<title>Conclusion</title>
<p>In this study, we examined the changes in chromatophores and pigments associated with body color formation in <italic>S. taeniatus</italic>. We identified key pathways and genes involved in pigmentation using transcriptome analyses, which will provide valuable information for studying the molecular mechanisms underlying body pigmentation in teleosts. However, further research is necessary to investigate how pigmentation genes interact in a coordinated manner to regulate body color formation.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/<xref ref-type="supplementary-material" rid="s12">
<bold>Supplementary Material</bold>
</xref>.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by Institutional Animal Care and Use Committee of Southwest University.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>ZW and DY conceived and designed the study. DY, XL, and SW collected the samples. LW, LC, and RT raised and managed the experimental fish. XL, SW, and JL performed the molecular experiments. HW, DY, and ZZ performed the bioinformatics analysis. DY, XL, and SW wrote the manuscript. All authors read and approved the final manuscript for submission.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the Fundamental Research Funds for the Central Universities (Grant No. SWU-KQ22016).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We gratefully acknowledge the helpful suggestions of Dr. Chenxu Wang and Dr. Baoyue Lu.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1202846/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1202846/full#supplementary-material</ext-link>
</p>
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<supplementary-material xlink:href="Image_1.jpeg" id="SF1" mimetype="image/jpeg"/>
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