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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Plant Sci.</journal-id>
<journal-title>Frontiers in Plant Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Plant Sci.</abbrev-journal-title>
<issn pub-type="epub">1664-462X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpls.2023.1119749</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Plant Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Transcriptome analysis reveals the crucial function of hyperoside in inhibiting anthocyanin accumulation in grape (<italic>Vitis vinifera</italic> L.) fruits by inducing <italic>VvMYB62</italic>
</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Su</surname>
<given-names>Ling</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Man</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1791912"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Yudie</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yingchun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2136121"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yang</surname>
<given-names>Liying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yongmei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Song</surname>
<given-names>Yangbo</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/893810"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gong</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
</contrib-group>    <aff id="aff1">
<sup>1</sup>
<institution>Shandong Academy of Grape, Shandong Academy of Agricultural Sciences</institution>, <addr-line>Jinan</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>College of Horticulture Science and Technology, Hebei Normal University of Science and Technology</institution>, <addr-line>Hebei</addr-line>, <country>China</country>
</aff>    <aff id="aff3">
<sup>3</sup>
<institution>Hebei Key Laboratory of Horticultural Germplasm Excavation and Innovative Utilization</institution>, <addr-line>Qinhuangdao, Hebei</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>College of Agriculture and Animal Husbandry, Qinghai University</institution>, <addr-line>Xining</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Dong Meng, Cornell University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Yongjiang Sun, Beijing Forestry University, China; Qiuju Chen, Shandong Agricultural University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lei Gong, <email xlink:href="mailto:glflysky@163.com">glflysky@163.com</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Plant Metabolism and Chemodiversity, a section of the journal Frontiers in Plant Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>03</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1119749</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Su, Zhang, Zhang, Chen, Yang, Wang, Song and Gong</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Su, Zhang, Zhang, Chen, Yang, Wang, Song and Gong</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>Introduction</title>
<p>The formation of color in plants is significantly dependent on anthocyaninpigments. Grape species vary in color due to the differences in anthocyanin accumulation. It is widely recognized that both biotic and abiotic conditions may have an impact on anthocyanin synthesis in plants. The underlying molecular mechanisms by which external application of hyperoside impacts anthocyanin formation in grapes, however, have received little attention.</p>
</sec>
<sec>
<title>Methods</title>
<p>In the current study,the transcriptome of Gemstone seedless grape was examined using high-throughput RNA sequencing at various developmental stages reply to both control and hyperoside treatments.</p>
</sec>
<sec>
<title>Results</title>
<p>The results of this study suggested that the major genes controlling anthocyanin accumulation in response to the externalinjection of hyperoside could be VvMYB62, VvPAL, VvCHS, and VvF3&#x2019;5&#x2019;H.Quantitative reverse transcription PCR (RT-qPCR) results were used to confirm the changes in the expression levels of the genes encoding the anthocyanin biosynthesis pathway under the control and hyperoside treatments. Using a transient transformation system, it was discovered that VvMYB62 was shown to regulate the anthocyanin accumulation at both the transcriptional and posttranslational levels and could be influenced by the external administration of hyperoside. In grape embryogenic calli, hyperoside could specifically suppress theexpression of VvMYB62 and anthocyanin accumulation. In this instance, the VvMYB62 characterisation brought attention to the significance of exogenous hyperoside-induced anthocyanin accumulation. Therefore, the results demonstrated that VvMYB62 could be hindered in the process of grape during anthocyanin accumulation caused by hyperoside.</p>
</sec>
<sec>
<title>Discussion</title>
<p>These findings offer excellent candidate genes in the future breeding of novel grape varieties in addition to serving as a crucial reference for understanding the underlying molecular processes of hyperoside suppression of anthocyanin formation in plants.</p>
</sec>
</abstract>
<kwd-group>
<kwd>anthocyanin</kwd>
<kwd>grape</kwd>
<kwd>hyperoside</kwd>
<kwd>transcriptome</kwd>
<kwd>veraison</kwd>
</kwd-group>
<counts>
<fig-count count="9"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="36"/>
<page-count count="13"/>
<word-count count="5169"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>One of the oldest fruit woody vine species in the world is the grape (<italic>Vitis vinifera</italic> L.), which is a member of the grape family or the Vitaceae (<xref ref-type="bibr" rid="B9">Galet, 1988</xref>). Color change is one of the most obvious indicators of fruit ripening and fruit color in table grapes is a critical indicator of the market value. Alternatively, poor fruit coloring in the mature stages has a major impact on the economic worth of grapes.</p>
<p>The Gemstone seedless grape is a popular variety that has crisp, seedless meat, and brilliant red-purple and thin skin. The purplish-red color of this fruit is closely linked to its anthocyanin accumulation. Anthocyanin is a water-soluble natural pigment that is prevalent in plants (<xref ref-type="bibr" rid="B12">Khoo et&#xa0;al., 2017</xref>). The amount of anthocyanin changes at the same time as the fruit matures. The process of accumulation of anthocyanin has been thoroughly investigated. Anthocyanin is part of the phenolic group (<xref ref-type="bibr" rid="B27">Wallace and Giusti, 2015</xref>), have powerful antioxidant effects, and have shown a unique role in health. Pelargonidin, cyanidin, delphinidin, peonidin, and malvidin are the anthocyanidins that are most often included (<xref ref-type="bibr" rid="B24">Tanaka et&#xa0;al., 2008</xref>).</p>
<p>Anthocyanin is produced through phenylpropanoid metabolic pathways and flavonoid biosynthesis and are also regulated by multiple enzymes including cinnamate-4-hydroxylase (<italic>C4H</italic>) and coumaric acid COA ligase (<italic>4CL</italic>) for 4-coumaryl COA formation (<xref ref-type="bibr" rid="B13">Kim et&#xa0;al., 2007</xref>). Next, 4-coumaryl COA is catalyzed by chalcone synthase (<italic>CHS</italic>) to produce yellow chalcone, which is subsequently catalyzed by chalcone isomerase (<italic>CHI</italic>) and flavanone 3-hydroxylase (<italic>F3H</italic>) to form dihydroflavanol. Dihydroflavanol is catalyzed with 3&#x2019;-hydroxylase flavonoid (<italic>F3&#x2019;H</italic>) and 3&#x2019;flavonoid. Dihydroquercetin and dihydromyricetin, precursors of anthocyanin production, are formed under the catalysis of 5&#x2019;-hydroxylase (<italic>F3&#x2019;5&#x2019;H</italic>). Colorless anthocyanin is formed by dihydroflavanol-4-redox (<italic>DFR</italic>) and catalysis dioxygenase/anthocyanin synthetase (<italic>LDOX/ANS</italic>) (<xref ref-type="bibr" rid="B19">Saito et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B29">Wang et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B4">Chen et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B17">Peng et&#xa0;al., 2019</xref>; ). Finally, anthocyanin form glycosidic bonds under the effect of glucosyltransferase and are subsequently converted into stable anthocyanin (<xref ref-type="bibr" rid="B33">Yang et&#xa0;al., 2018</xref>).</p>
<p>Hyperoside is a flavonol glycoside compound and a potent monomer extract of <italic>Abelmoschus</italic> sp. (mallow or the Malvaceae family) (<xref ref-type="bibr" rid="B18">Raza et&#xa0;al., 2017</xref>). Hyperoside is an organic compound that has certain antioxidant effects (<xref ref-type="bibr" rid="B30">Wang et&#xa0;al., 2022</xref>). For example, hyperoside isolated from methanol extract from nut leaves and tested for its antioxidant potential was found to have a peroxide-free radical recovery activity. According to studies, the flavonoid hyperoside may function as a signal to extend the time that okra plants are in flower (<xref ref-type="bibr" rid="B32">Yang et&#xa0;al., 2020</xref>). Additionally, hyperoside might extend the time needed for optimal okra pollination and encourage the development of pollen tubes in the style (<xref ref-type="bibr" rid="B6">Dong et&#xa0;al., 2021</xref>). Hyperoside administration could also speed up seed germination, enhance fruit size, and encourage the formation of flavonoids in okra seeds (<xref ref-type="bibr" rid="B34">Yang et&#xa0;al., 2021</xref>). We learned that the current mechanism is: hyperoside further affects flavonoid biosynthesis through CDPK6-MYB30-UFGT (<xref ref-type="bibr" rid="B32">Yang et&#xa0;al., 2020</xref>). However, the impact of hyperoside on plant anthocyanin is unknown at this time.</p>
<p>This study on the effect of hyperoside treatment on anthocyanin provides the groundwork for future research on the underlying mechanisms of grape fruit discoloration. In this study, we treated the Gemstone seedless grape with hyperoside, combined with transcriptome sequencing and RT-qPCR validation results, six candidate genes were screened out. In addition, the effects of the hyperoside treatment on the accumulation of anthocyanin were investigated <italic>via</italic> grape callus and fruit transformation.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Plant species, experimental conditions, and treatment</title>
<p>Gemstone seedless viticulture at Shandong Academy of Grape, and each treatment selected 1 vine with the same growth potential, total 6 vines. Each vine was sprayed with 50mg/L hyperoside or treated with the buffer as a control. The process was sprayed twice, first on June 21<sup>st</sup> and second on July 9<sup>th</sup>. The spraying site was more than 2 lines of all leaves. Hyperoside reagent and the buffer was used to spray Gemstone seedless grapes from the early fruit stage to the ripening stage. The sample processing period was split into four stages (20 days at each stage for a total of 80 days) as follows: July 16 (B2, pre-color inversion stage), August 6 (B3, color reversal stage), August 26 (B4, early maturation stage), and September 16 (B5, complete ripening stage). Three copies of the experiment were carried out and the treated plants were immediately used for tissue sampling. Three fruits from the same plant were used as a treatment and each treatment sample was stored at -80&#xb0;C until it was used.</p>
</sec>
<sec id="s2_2">
<title>Determination of anthocyanin</title>
<p>Anthocyanin was extracted using the previous report (<xref ref-type="bibr" rid="B8">Fang et&#xa0;al., 2019</xref>), with minor modifications. Each sample and each repeat of the different treatments and different periods were powdered in liquid nitrogen. Afterwards, 10&#xa0;ml methanol: acetic acid (99:1) solution was added with the ground-up sample completely immersed in the solution (pump if needed), blocked, and the sample was extracted in darkness for 24 hours (shaking could be repeated). 1&#xa0;ml of the supernatant from the combination was combined with 4&#xa0;ml of KCl buffer (pH=1.0) after the mixture was centrifuged for 10 minutes at 8,228 g. The measurements of OD levels were taken at 530 and 700 nm. Afterwards, 1&#xa0;ml of the aforementioned extract was then mixed with 4&#xa0;ml of a NaAc buffer (pH=4.5) and the mixture was incubated for 15 minutes at ambient temperature. The anthocyanin content was calculated as follows: C=&#x394;A &#xd7;5&#xd7;0.005&#xd7;1000&#xd7;449.2/(26900&#xd7;0.5); &#x394;A&#xa0;= (A530-A700) (pH = 1.0) - (A530-A700) (pH = 4.5). Where C is the anthocyanin content and A530 and A700 are the optical density values of sample solutions. Triplicates of each biological sample were created.</p>
</sec>
<sec id="s2_3">
<title>Total RNA extraction, construction, and sequencing of the cDNA library</title>    <p>To assure the use of certified samples for transcription sequencing, the purity, concentration, and integrity of RNA samples are detected using cutting-edge molecular biology equipment. After the detection of qualified samples, the cDNA library was constructed as follows: (1) Oligo magnetic beads (dT) were added to eukaryotic mRNA; (2) mRNA was randomly aborted using the fragmentation buffer; (3) using mRNA as a model, the first and second strands of cDNA were then synthesized sequentially; and (4) the purified bacterial cDNA was repaired at the end, the A-tails were added, and the DNA was sequenced. (5) PCR enrichment was used to create the cDNA library. The library was built, and the RT-qPCR technique was utilized to precisely measure the real concentration of the library (&gt; 2 nM) in order to ensure quality. Following a qualified inspection of the database, different libraries shall conduct pooling based on the target off-line data quantity. The sequencing was taken using the BMKCloud (<uri xlink:href="https://www.biocloud.net">https://www.biocloud.net</uri>).</p>
</sec>
<sec id="s2_4">
<title>GO and KEGG enrichment analysis</title>
<p>The Gene Ontology Consortium created the Gene Ontology(GO) database in 2000 as a structured, standardized biomonitoring system (<xref ref-type="bibr" rid="B1">Ashburner et&#xa0;al., 2000</xref>). It intends to generate a standardized knowledge vocabulary on genes and their products, which applies to various species. Based on the non-central hypergeometric distribution of Wallenius, GOseq R software packages carried out GO enrichment analysis of differentially expressed genes (DEGs).</p>
<p>Different genetic products work together to carry out biological processes in organisms, and pathway annotation study of DEGs may assist in better understanding the role of the genes. KEGG (Kyoto Encyclopedia of Genes and Genomes) (<xref ref-type="bibr" rid="B11">Kanehisa et&#xa0;al., 2004</xref>) is a database for systematically analyzing gene function and genomic information, making it easier to better understand genomes. The information about genes and expression is usually investigated as a complete network. An enrichment analysis of the significance of pathways was performed to determine those pathways that were significantly enriched in DEGs in relation to the overall genome background using a hypergeometric test based on Pathway in the KEGG database. The statistical enrichment of DEGs was evaluated using the KOBAS program in the paths of KEGG (<xref ref-type="bibr" rid="B3">Bao et&#xa0;al., 2019</xref>). Methods with a reliable enrichment value (p-value &lt; 0.05) were chosen for the analysis.</p>
</sec>
<sec id="s2_5">
<title>RT-qPCR</title>
<p>For the RT-qPCR analysis, the total RNA of each sample was isolated from both treatments of the non-core gemstone. Each RNA sample&#x2019;s residual DNA was extracted, and each cDNA sample was produced using Oligo dT in accordance with the manufacturer&#x2019;s instructions (SuperScript III, Invitrogen, USA). The cDNA was diluted and used as a model. The gene-specific primers were made with Primer3 (<uri xlink:href="https://primer3.org/">https://primer3.org/</uri>). <xref ref-type="supplementary-material" rid="ST2">
<bold>Supplementary Table S2</bold>
</xref> presents the primer sequences. Quantitative fluorescence experiments were conducted with SuperReal PreMix (Probe) (Tianroot Biology, Beijing, China) and CFX was used (Bio-Rad, West Berkeley, California, USA) to assist in the analysis (<xref ref-type="bibr" rid="B7">Du et&#xa0;al., 2021</xref>). The delta CT methodology was used for the computation of gene expression results. All samples were split into three biological replicates of RT-qPCR.</p>
</sec>
<sec id="s2_6">
<title>Putative gene selection</title>
<p>Flavonoid pathway-related DEGs were selected, such as <italic>VvPAL</italic> (phenylalanine lyase), <italic>VvCHS</italic> (Chalone synthase)<italic>, VvF3&#x2019;5&#x2019;H</italic> (Flavonoid 3,5&#x2014;hydroxylase), and <italic>VvMYB62</italic> expressed during grape development. Using this website (<uri xlink:href="http://www.bioinformatics.com.cn/">http://www.bioinformatics.com.cn/</uri>), the heat map was produced.</p>
</sec>
<sec id="s2_7">
<title>Cloning and sequencing of putative <italic>VvMYB62</italic>
</title>
<p>Particular primers were employed to isolate the presumed <italic>VvMYB62</italic> gene. The PCR fragment was purified and cloned in the pROKII cloning vector (<xref ref-type="bibr" rid="B20">Song et&#xa0;al., 2022</xref>). The vector and the PCR-amplified product were mixed and ligated, and processed into Escherichia coli (<italic>E. coli</italic>) DH5&#x3b1; competent cells in accordance with the manufacturer&#x2019;s instructions. DNAMAN software was used to compare gene sequences with the selected gene sequences with transcriptome sequences.</p>
</sec>
<sec id="s2_8">
<title>Analysis of transiently-transformed grape calli</title>
<p>The embryogenic callus of the grape was transformed in a transitory manner (<xref ref-type="bibr" rid="B2">Bao et&#xa0;al., 2017</xref>). The coding sequence (CDS) of the <italic>VvMYB62</italic> gene was reconstituted into a pROKII vector with a GFP marker sequence to build the recombinant plasmid 35S:VvMYB62-GFP. The recombinant plasmid was converted into <italic>Agrobacterium tumefaciens</italic> EHA105 cells. After thawing, 200 ul of the bacterial solution was absorbed by the pipette and placed in 5&#xa0;ml of Yep, Rif, and Kanamycin solution at 180 R/min on a shaker and 28&#xb0;C for 20 hours, centrifuged at 5000 R/min for 10 minutes at room temperature. The supernatant was subsequently settled and the solution (4.44 g/L MS, 60 g/L sucrose, and 200 umol/L acetosyringone) was suspended again for two hours. The callus of a similar growth state (one month old) was chosen and the outer surface was transformed. The callus was submersed in the reassortment solution and sealed in a petri dish by means of using a vacuum pump for 20 minutes. The grape callus was cultured in the dark at 24&#xb0;C for 48 hours on a solid medium (MS with 60 g/L sucrose, 7 g/L agar, and 200 umol/L acetosyringone). Grape callus transformed with an empty vector was used as control. In this experiment, the grape calli were pre-treated with a strain with overexpression <italic>VvMYB62</italic> and empty vector, then vacuumed, and then placed into a growing dish containing 50mg/L hyperoside solution for subsequent operations. One biological replicate was created from the grape calli treated in the same petri dish, and the analysis required at least three biological replicates. Calli were then collected, instantly frozen in liquid nitrogen, and then kept at -80&#xb0;C for subsequent use.</p>
</sec>
<sec id="s2_9">
<title>Instantaneous transformation of grape fruit</title>
<p>The fruits of Gemstone seedless grape were submerged in an <italic>Agrobacterium</italic> solution containing an empty vector and a vector for <italic>VvMYB62</italic> overexpression in accordance with the rapid transformation of the grape fruit technique (<xref ref-type="bibr" rid="B35">Yao, 2021</xref>). Grape fruits were placed in a box containing MS and sucrose during a photoperiod of 16 hours of light and 8 hours of darkness after overnight incubation at 26&#xb0;C in the dark. After temporary metamorphosis, the grape epidermis&#x2019; color was seen. Anthocyanin concentration and gene expression levels were assessed between treatments.</p>
</sec>
<sec id="s2_10">
<title>Statistical analysis</title>
<p>The error bars data were used to display the findings after each test was run in triplicate. Utilizing the GraphPad Prism 9 tool, the T-test approach was used to statistically analyze the data. P &lt; 0.05 was represented by * and P &lt; 0.001 by ***.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Appearance and anthocyanin content of Gemstone seedless grape treated with hyperoside</title>
<p>To fully understand the effect of hyperoside treatment on anthocyanin content, we performed phenotypic analysis of grape fruits under two treatments.The changes in the color of grape fruit were observed at every stage.No obvious color differences were detected between the control and hyperoside-treated fruits at the color-turning and the early color-turning stages (stages B2 and B3). However, in the later stages of color alteration and fruit ripening (stages B4 and B5), the fruit color of hyperoside-treated samples was much paler than the control (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>). However, the fruit shape index did not significantly change from one period to the next (<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>Phenotypic map of Gemstone seedless grape during fruit development when it was treated with the control and hyperoside(HY) treatments. <bold>(A)</bold> A representation of grape fruits in their young, late, and mature phases after being treated with hyperoside and under control. <bold>(B)</bold> The amount of anthocyanin in grape fruits at various growth stages and after various treatments. <bold>(C)</bold> The chroma value of grape fruits at various growth stages when subjected to various treatments. <bold>(D)</bold> The grape fruit form index at various growth stages under different treatments. The statistics reflect the mean &#xb1; SD of three biological replicates. Statistical significance: *P &lt; 0.05; ***P &lt; 0.01. **0.01&lt;P&lt;0.05, ****P&lt;0.001.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g001.tif"/>
</fig>
<p>In view of the fact that treatment with hyperoside could significantly impact the antioxidant function of the fruit, the changes in anthocyanin content were further measured in both treatments. Phenotypic data showed that anthocyanin levels of both treatments increased substantilly at the B2-B5 stages with fruit development. Additionally, there were noticeable variations in anthocyanin content between both treatments at subsequent stages of color transfer and maturity (stages B4 and B5). Anthocyanin levels in hyperoside-treated fruit were significantly less than that of the control group (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1B, C</bold>
</xref>). These results suggest that the application of hyperoside could dramatically reduce the anthocyanin content in Gemstone seedless grapes. Transcriptome analysis was carried out on samples from the control and treatment groups at each of the five period groups in light of these phenotypic findings to identify the underlying molecular pathways of hyperoside-induced anthocyanin accumulation.</p>
</sec>
<sec id="s3_2">
<title>Transcriptome sequencing, <italic>de novo</italic> assembly, and quality control analysis</title>    <p>Gemstone seed-free grape cDNA samples were sequenced with the Illumina sequencing platform. The selected clean reads were mapped using the grape reference genome (<uri xlink:href="ftp://ftp.ensemblgenomes.org/pub/plants/release25/fasta/vitis_vinifera/">ftp://ftp.ensemblgenomes.org/pub/plants/release25/fasta/vitis_vinifera/</uri>). After a thorough analysis of the quality control data analysis, a total of 6.58 GB of clean data were obtained for each sample with a baseline Q30 percentage of 92.64% or more. Clean reads of each sample were compared sequentially with the reference genome of the grape and the effectiveness of the comparison varied from 83.91 to 94.87% (<xref ref-type="supplementary-material" rid="ST1">
<bold>Supplementary Table S1</bold>
</xref>). Based on the comparison results, DEGs were identified based on their levels of expression in various samples and functional annotations and enrichment analyses were conducted.</p>
</sec>
<sec id="s3_3">
<title>Identification and screening of DEGs</title>
<p>The DEGs were screened between various treatments at the same developmental stage and explored the effects of hyperoside application on grape color transformation after the viability of the quality control data was confirmed. The following criteria were provided to see if the same gene is expressed differently in the two treatments: p-value&lt;0.05 and the absolute value of Fold Change&#x2265;1.5. The DEGs were displayed using a Venn diagram (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>). Data revealed that there were 2,278 DEGs (two-fold up or down-regulated genes) in the B2CK_vs_B2HY group, of which 842 genes were up-regulated and 1,436 genes were down-regulated. There were 164 DEGs in the B3CK_vs_B3HY group, including 71 up-regulated and 93 down-regulated genes. In addition, 483 DEGs, including 134 up-regulated and 349 down-regulated genes, were found in the B4CK_vs_B4HY group. 513 up-regulated and 255 down-regulated genes showed differential expression at this stage compared to the previous phase (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2B</bold>
</xref>). Heat maps are used to depict DEG expression patterns in a more understandable way (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>RNA sequence analysis was used to identify the number of differentially expressed genes (DEGs) in different treatment periods of Gemstone seedless grape. <bold>(A)</bold> Venn diagram representing the number of DEGs. <bold>(B)</bold> The overall total of DEGs used for each comparison. Yellow represents up-regulated and blue represents down-regulated. <bold>(C)</bold> The heat map analysis of DEGs.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g002.tif"/>
</fig>
</sec>
<sec id="s3_4">
<title>GO annotation analysis</title>
<p>The three primary GO categories of &#x201c;molecular function&#x201d;, &#x201c;biological processes&#x201d;, and &#x201c;cellular components&#x201d; were applied to all DEGs (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Four periods of GO enrichment analysis were completed. There were many terms in the categories &#x201c;biological process,&#x201d; &#x201c;process,&#x201d; &#x201c;metabolism,&#x201d; &#x201c;the organization&#x2019;s process,&#x201d; &#x201c;adjust,&#x201d; &#x201c;stimulus-response&#x201d;, &#x201c;the organization of cells or biological&#x201d;, &#x201c;localization&#x201d;, &#x201c;development&#x201d;, as well as the &#x201c;signal&#x201d; and &#x201c;process&#x201d; of a multicellular organism. The term &#x201c;extracellular area&#x201d; was the most prevalent in the category &#x201c;cell component&#x201d;, which also included the terms &#x201c;cell&#x201d;, &#x201c;cell part&#x201d;, &#x201c;organelle&#x201d;, &#x201c;membrane&#x201d; and &#x201c;organelle part&#x201d;. The words &#x201c;combination&#x201d; and &#x201c;catalytic activity&#x201d;, &#x201c;transport activity&#x201d;, &#x201c;nucleic acid combined with the activity of transcription factors&#x201d;, &#x201c;activists sensor&#x201d;, &#x201c;molecular sensor signal activity&#x201d;, &#x201c;cell&#x201d;, &#x201c;antioxidant activity&#x201d; and &#x201c;activity of transcription factors and protein activity&#x201d; were some of the most frequently used ones in the category &#x201c;molecular functions&#x201d;.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Comparison of hyperoside- and control-treated Gemstone seedless grapes at the B2, B3, B4, and B5 stages using GO enrichment analysis of differentially expressed genes (DEGs). The B2, B3, B4, and B5 stages stand for the early stage color transformation, the stage of color turning, the early maturity stage and the full maturity stage, respectively. Yellow represents up-regulated and blue represents down-regulated.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>KEGG enrichment analysis</title>
<p>To further identify the biological functions of DEGs, a pathway analysis was performed using the KEGG database (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). The DEGs between B2_CK_vs_B2_HY groups were significantly enhanced in ten pathways. Both &#x201c;ABC transporters&#x201d; and &#x201c;flavonoid biosynthesis&#x201d; were closely linked to anthocyanin biosynthesis. DEGs between B3_CK_vs_B3_HY groups were significantly enhanced in four pathways, of which &#x201c;anthocyanin biosynthesis&#x201d; was the most relevant for this study. Four pathways in B4_CK_vs_B4_HY groups were linked to anthocyanin biosynthesis, including &#x201c;phenylalanine metabolism&#x201d;, &#x201c;flavone and flavonol biosynthesis&#x201d;, &#x201c;flavonoid biosynthesis&#x201d;, and &#x201c;phenylpropanoid biosynthesis&#x201d;.In the B5_CK_vs_B5_HY group, &#x201c;flavone and flavonol biosynthesis&#x201d;, &#x201c;phenylalanine metabolism&#x201d;, and &#x201c;flavonoid biosynthesis&#x201d; were correlated to anthocyaninbiosynthesis.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>KEGG enrichment analysis of differentially expressed genes (DEGs) in Gemstone seedless grape that was treated with hyperoside and control at the B2, B3, B4, and B5 stages. The number of genes enriched in the pathway is represented by the size of the circle, and the color corresponds to the size&#x2019;s p-value. Red labels are enriched in the top 10 sites, P &lt; 0.05, and are associated with anthocyanin synthesis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g004.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Enzyme screening</title>
<p>The flavonoid biosynthesis pathway&#x2019;s known genes were enumerated in the aforementioned four categories of comparison in order to better understand which genes are involved in the creation of color. Significantly more down-regulated genes were present than up-regulated ones. The B4 stage had the most DEGs that were down-regulated (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). Statistics of the DEGs were presented in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>. The expression levels of the control and hyperoside treatments, as well as the B4 stage, were substantially different for a total of 22 DEGs involved in the synthesis of anthocyanin. The B5 stage has greater levels of gene expression than the B2 stage (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Screening and identification of enzymes. <bold>(A)</bold> Hyperoside-induced flavonoid metabolism pathway in Gemstone seedless grape fruit.Yellow represents up-regulated and blue represents down-regulated. <bold>(B)</bold> Data on the genes in the flavonoid biosynthesis pathway that were downregulated. <bold>(C)</bold> The pathway process in which the enzyme is located. Heat map illustrating changes in the anthocyanin metabolic pathways-related differentially expressed genes (DEGs) after treatment with hyperoside. <bold>(D)</bold> The gene expression levels of three enzymes (VvPAL, VvCHS, and VvF3&#x2019;5&#x2019;H) were determined by RT-qPCR. P&lt; 0.05 and P&lt; 0.01 are denoted, respectively, by the symbols * and ***.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g005.tif"/>
</fig>
<p>In-depth explanations were provided for the metabolic pathway diagram used in this work. PAL catalyzes the formation of 4-coumaryl CoA from phenylalanine. Afterward, 4-coumaryl CoA is catalyzed by CHS to produce yellow chalcone, followed by CHI to form dihydroflavonol, and ultimately anthocyanin is synthesized. These three genes(<italic>VvPAL, VvCHS</italic>, and <italic>VvF3&#x2019;5&#x2019;H</italic>) with high expression were further examined using RT-qPCR verification. The outcomes demonstrated that the trend of fluorescence quantification-verified above gene expression was compatible with the transcriptome data, demonstrating the validity of the transcriptome data (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>).</p>
</sec>
<sec id="s3_7">
<title>Transcription factor identification and screening</title>
<p>An investigation of the co-expression patterns of all DEGs and the three aforementioned enzymes was carried out in order to learn more about how the treatment with hyperoside affects the biosynthesis of anthocyanin. The analysis of the fourth phase DEGs and the co-expression of all transcription factors revealed a separation into three clusters (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). According to the rule of growth and development, heat map research revealed that several transcription factors had the same expression pattern as the enzymes (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). The promoter sites of the aforementioned three enzymes were found to be largely localized in the family of <italic>MYB</italic> transcription factors using promoter homeogenic elements (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). Three transcriptionfactors,<italic>VvMYB62,VvWRKY28</italic>,and <italic>VvTIFY9</italic>,were chosen for further verification(<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). <italic>VvMYB62</italic> was chosen for overexpression investigation as a result.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>The screening and identification of transcription factors. <bold>(A)</bold> Co-expression trend analysis of transcription factors and enzymes. <bold>(B)</bold> Heat maps show the expression levels of selected transcription factors. <bold>(C)</bold> Analysis of promoter cis-acting elements. <bold>(D)</bold> RT-qPCR show the expression of transcription factors.  *P&lt;0.05, **0.05&lt;P&lt; 0.01, ***P&lt; 0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g006.tif"/>
</fig>
</sec>
<sec id="s3_8">
<title>The influence of <italic>VvMYB62</italic> overexpression on grape callus</title>
<p>In plants, transient transformation is a reasonably quick method for detecting target gene expression (<xref ref-type="bibr" rid="B21">Sparkes et&#xa0;al., 2006</xref>). Grape calli were genetically altered using <italic>Agrobacterium tumefaciens</italic> to demonstrate that <italic>VvMYB62</italic> may respond to hyperoside to control anthocyanin accumulation. Phenotypic alterations were seen once the <italic>VvMYB62</italic> transcription factor was chosen for over-expression confirmation (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). There were red callus lines where <italic>VvMYB62</italic> was overexpressed. Calli overexpressing <italic>VvMYB62</italic>, however, displayed reduced redness in a hyperoside-induced media. The control&#x2019;s calli were white. The measurement of anthocyanin content (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>) and RT-qPCR analysis (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>) corroborated the alterations in anthocyanin in the callus. According to the spectrophotometric measurement, VvMYB62-OE increased anthocyanin accumulation above the control. However, the capacity of VvMYB62-OE to promote anthocyanin accumulation was diminished after exogenous hyperoside therapy. RT-qPCR was used to assess the transcriptional levels of the genes involved in the anthocyanin biosynthesis pathway. According to these findings, <italic>VvMYB62, VvPAL, VvCHS</italic>, and <italic>VvF3&#x2019; 5&#x2019;H</italic> were all up-regulated to varying degrees in VvMYB62-OE, while they were all down-regulated in VvMYB62-OE was hyperoside-mediated.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Exogenous hyperoside prevented grape calli from expressing <italic>VvMYB62</italic> and accumulating anthocyanin. <bold>(A)</bold> The appearance of the callus after four treatments. A 1&#xa0;cm scale bar is used. <bold>(B)</bold> Levels of <italic>VvMYB62</italic>, <italic>VvPAL, VvCHS</italic>, and <italic>VvF3&#x2019;5&#x2019;H</italic> transcription. An internal control gene was <italic>VvActin</italic>. <bold>(C)</bold> The amount of anthocyanin in the CK and OE calli. The mean and standard deviation of three independent biological replicates are used to express values. Significant statistically: **0.05&lt;P&lt;0.01; ***P&lt;0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g007.tif"/>
</fig>
</sec>
<sec id="s3_9">
<title>Influence of <italic>VvMYB62</italic> overexpression on grape fruits</title>
<p>The <italic>VvMYB62</italic> gene was transiently inserted into Gemstone seedless grape using Agrobacterium-mediated transfer in order to better investigate the function of the gene and its alterations after hyperoside treatment. Significant changes in fruit color between the treatment and control groups occurred after around 4 days of cultivation (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8A</bold>
</xref>). The trend difference of <italic>VvMYB62, VvPAL, VvCHS</italic>, and <italic>VvF3&#x2019;5&#x2019;H</italic> between the control and treatment groups was further established by RT-qPCR (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8B, C</bold>
</xref>). This study also showed that hyperoside treatment may minimize the coloring impact while <italic>VvMYB62</italic> might increase the coloring of grape fruits.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>The instantaneous transformation of grape fruits. <bold>(A)</bold> The anthocyanin concentration and phenotypic diagram of grapes following transient overexpression. <bold>(B)</bold> RT-qPCR was used to identify the relative expression of <italic>VvMYB62</italic> in the four treatments after transformation. <bold>(C)</bold> RT-qPCR was used to identify the relative expression levels of <italic>VvPAL, VvCHS</italic>, and <italic>VvF3&#x2019;5&#x2019;H</italic> in the four treatments after transformation. The mean and standard deviation of three independent biological replicates are used to express values. Significant statistically: **0.05&lt;P&lt;0.01; ***P&lt; 0.01.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g008.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The grape,a type of berry, is typically spherical or oval (<xref ref-type="bibr" rid="B14">Kupe, 2020</xref>). Grapes come in six different color varieties around the world: white, green, yellow, red, black, and purple (<xref ref-type="bibr" rid="B26">Walker et&#xa0;al., 2007</xref>). Because of their vibrant color, delectable flavor, and great nutritious content, customers adore grapes (<xref ref-type="bibr" rid="B23">Swami et&#xa0;al., 2014</xref>).</p>
<p>The underlying molecular mechanisms of anthocyanin biosynthesis induced by hyperoside in Gemstone seedless grapes were revealed in this study using transcriptome analysis, and several important transcription factors and enzyme genes were identified. Further investigation into the processes underlying grape coloration is made possible by the clarification of the effects of hyperoside treatment on anthocyanin biosynthesis.</p>
<sec id="s4_1">
<title>Effects of hyperoside treatment on anthocyanin biosynthesis</title>
<p>It is generally recognized that both exogenous and internal variables, such as light, temperature, plant growth regulators, and nutritional status, have an impact on the production of flavonoids (<xref ref-type="bibr" rid="B16">Naik et&#xa0;al., 2022</xref>). This study showed a connection between endogenous anthocyanin accumulation and hyperoside administration externally. Hyperoside is a 3-O-galactoside of quercetin that encourages the flowering and seed formation of <italic>Abelmoschus esculentus</italic> (<xref ref-type="bibr" rid="B16">Naik et&#xa0;al., 2022</xref>). In order to monitor fruit growth, we sprayed each vine in this trial with 50mg/L hyperoside and buffer as a control. The findings show that Gemstone seedless grape anthocyanin content may be considerably reduced by exogenous hyperoside, delaying the stage of color change (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>Enzyme changes during anthocyanin biosynthesis</title>
<p>The first significant enzyme in the process for the manufacture of anthocyanin is <italic>CHS</italic>. And it has been identified and cloned from numerous plants (<xref ref-type="bibr" rid="B31">Whang et&#xa0;al., 2011</xref>). Changes in the expression of the <italic>CHS</italic> gene may have an impact on plant color. White or spotted flowers could result from petunia <italic>CHS</italic> gene overexpression (<xref ref-type="bibr" rid="B28">Wang et&#xa0;al., 2006</xref>). The second important enzyme in the pathway that produces anthocyanin is called <italic>CHI</italic> (<xref ref-type="bibr" rid="B22">Sun et&#xa0;al., 2019</xref>). One of the important enzymes in the initial stage of anthocyanin biosynthesis is called <italic>F3H.</italic> According to earlier research, strawberry fruits infected with <italic>Agrobacterium</italic> GV3101 carrying the F3H-RNAi gene expressed the <italic>F3H</italic> gene at a lower level than the control (<xref ref-type="bibr" rid="B10">Jiang et&#xa0;al., 2013</xref>). Additionally, there was a considerable decrease in the content of anthocyanin and flavonol. In this research, exogenous hyperoside administration decreased the expression of key enzymes in the anthocyanin biosynthesis pathway, including <italic>VvPAL, VvAOMT3, VvCHS, VvCHI, VvF3H, and VvF3&#x2019;5&#x2019;H</italic> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Hyperoside may decrease anthocyanin production in grape grapes, as evidenced by the expression of associated enzymes throughout this process.</p>
</sec>
<sec id="s6">
<title>Changes in transcription factors during anthocyanin biosynthesis</title>
<p>The <italic>TIFY</italic> gene family is a significant transcription gene family in the plant world. It was formerly a member of the <italic>ZIM</italic> (zinc finger protein expressed in inflorescence meristem) gene family (<xref ref-type="bibr" rid="B25">Vanholme et&#xa0;al., 2007</xref>). The spatiotemporal expression pattern suggests a potential link between the <italic>PpTIFY</italic> gene and anthocyanin accumulation (<xref ref-type="bibr" rid="B15">Ma et&#xa0;al., 2018</xref>). And whereas most <italic>PpTIFY</italic> genes dramatically decreased in expression during fruit ripening, the amount of <italic>PpTIFY</italic> gene expression was highest in young leaves. Anthocyanin have been found to accumulate significantly in plants that overexpress the <italic>MYB62</italic> gene (<xref ref-type="bibr" rid="B5">Devaiah et&#xa0;al., 2009</xref>).<italic>LOB</italic> domain (<italic>LBD</italic>) proteins are classified as conserved transverse organ boundary (<italic>LOB</italic>) proteins that are plant-specific transcription factors. They are mostly found in <italic>LBD</italic> proteins, which in general control the synthesis of anthocyanin and the nitrogen reaction. Previous research has discovered that <italic>WRKY28</italic> and anthocyanin share a common ancestor (<xref ref-type="bibr" rid="B36">Zhang et&#xa0;al., 2020</xref>). In this investigation, we discovered that several transcription factors, including <italic>VvMYB62, VvTIFY9, VvTIFY5A, VvWRKY28, VvLOB41</italic>, and <italic>VvERF110</italic>, displayed a significant down-regulation trend during the B2-B5 stages after treatment with hyperoside (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>). Therefore, it was proposed that hyperoside treatment would alter the down-regulation of these transcription factors, so reducing anthocyanin formation and delaying the stage of grape coloration.</p>
<p>Experiments on transient expression were done on the grape fruits and the embryogenic callus. Furthermore, it was discovered that following the overexpression of <italic>VvMYB62</italic>, the anthocyanin content and target gene expression greatly increased (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7</bold>
</xref>, <xref ref-type="fig" rid="f8">
<bold>8</bold>
</xref>). As a result, <italic>VvMYB62</italic> could be able to favorably influence anthocyanin synthesis. In this study, hyperoside treatment in Gemstone seedless grape decreased anthocyanin concentration and downregulated target genes. These findings further indicated that grape hyperoside treatment-induced anthocyanin production could be adversely regulated by <italic>VvMYB62</italic>.</p>
<p>Based on the outcomes of this experiment, a biological model was created to clarify the part that hyperoside plays in the accumulation of anthocyanin (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). According to the research, the flavonol compound hyperoside prevents the accumulation of anthocyanin in grape fruits by lowering the level of transcription factor VvMYB62&#x2019;s expression, which in turn affects the expression of related enzyme genes in the flavonoid pathway.These extensive data sets offer the groundwork for further research into the function of hyperoside therapy in anthocyanin formation as well as the underlying processes of grape hue.</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>The metabolic routes for anthocyanin in grape fruits in response to hyperoside treatment are depicted in the working model. We put forth a molecular method that would prevent the production of anthocyanin by boosting <italic>VvMYB62</italic> expression by spraying hyperoside on grape fruit. The expression level of <italic>VvMYB62</italic> might be elevated and anthocyanin accumulation could be further encouraged in the absence of hyperoside. However, when grape fruits were given further hyperoside treatment, <italic>VvMYB62</italic> expression was repressed and anthocyanin accumulation was constrained.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpls-14-1119749-g009.tif"/>
</fig>
</sec>
<sec id="s7" sec-type="conclusions">
<title>Conclusion</title>
<p>The fundamental molecular mechanism of hyperoside-inducing anthocyanin production in Gemstone seedless grape was clarified in this work using transcriptome sequencing. Seven transcription factors and 22 differentially expressed enzymes were found; they were then categorized into three groups. These findings suggested that hyperoside treatment could prevent anthocyanin from changing color. The impact of hyperoside on the biosynthesis of anthocyanin is now well-understood thanks to this work.</p>
</sec>
<sec id="s8" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original transcriptome sequencing data involved in this paper has been uploaded to the NCBI with the upload number PRJNA935423.</p>
</sec>
<sec id="s9" sec-type="author-contributions">
<title>Author contributions</title>
<p>LG contributed to the conception and design of the study; MZ, YZ organized the database; LY, YW and YC performed the statistical analysis; LS wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s10" sec-type="funding-information">
<title>Funding</title>
<p>The research was supported by the China Agriculture Research System (CARS-29), &#x201c;the Agricultural scientific and technological innovation project of Shandong Academy of Agricultural Sciences&#x201d; (CXGC2021A48; CXGC2016D01) and &#x201c;the second batch of regional collaborative innovation projects of the Xinjiang Uygur Autonomous Region in 2022 - Shanghai Cooperation Organization Science and Technology Partnership Plan and International Science and Technology Cooperation Plan&#x201d; (2022E01066).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank all the reviewers who participated in the review, as well as MJEditor (www.mjeditor.com) for providing English editing services during the preparation of this manuscript.</p>
</ack>
<sec id="s11" 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="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" 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/fpls.2023.1119749/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fpls.2023.1119749/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.xlsx" id="ST1" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
<supplementary-material xlink:href="Table_2.docx" id="ST2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
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