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<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Pharmacol.</journal-id>
<journal-title>Frontiers in Pharmacology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Pharmacol.</abbrev-journal-title>
<issn pub-type="epub">1663-9812</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1068855</article-id>
<article-id pub-id-type="doi">10.3389/fphar.2022.1068855</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Pharmacology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Wogonin increases gemcitabine sensitivity in pancreatic cancer by inhibiting Akt pathway</article-title>
<alt-title alt-title-type="left-running-head">Zhang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphar.2022.1068855">10.3389/fphar.2022.1068855</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Zhang</surname>
<given-names>Tianli</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2048150/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Mengmeng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1645784/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Qing</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2140017/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xiao</surname>
<given-names>Gary Guishan</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1269450/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>State Key Laboratory of Fine Chemicals</institution>, <institution>Department of Pharmaceutical Sciences</institution>, <institution>School of Chemical Engineering</institution>, <institution>Dalian University of Technology</institution>, <addr-line>Dalian</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1263357/overview">Eswar Shankar</ext-link>, The Ohio State University, United States</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1952401/overview">Balaji Chandrasekaran</ext-link>, Texas A&#x26;M University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2072657/overview">Mohit Vashishta</ext-link>, Texas A&#x26;M University, United States</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/704227/overview">Prem P. Kushwaha</ext-link>, Case Western Reserve University, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Gary Guishan Xiao, <email>gxiao@dlut.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Pharmacology of Anti-Cancer Drugs, a section of the journal Frontiers in Pharmacology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1068855</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Zhang, Liu, Liu and Xiao.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Zhang, Liu, Liu and Xiao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Pancreatic cancer has a high degree of malignancy and a low 5-year survival rate, and drug resistance is one of the main factors leading to poor prognosis of pancreatic cancer. Wogonin is a flavonoid drug isolated from Scutellaria baicalensis, which has certain antitumor activity. Hence the purpose of this study was to investigate whether wogonin can be used to enhance the sensitivity of pancreatic cancer to gemcitabine chemotherapy, and investigate its possible sensitization mechanism. <italic>In vitro,</italic> MTT assay showed that wogonin increased gemcitabine cytotoxicity in gemcitabine-resistant pancreatic cancer cells. <italic>In vivo,</italic> Wogonin combined with gemcitabine was found to inhibit tumor growth in orthotopic pancreatic cancer mouse model. In order to explore the sensitization mechanism, the differentially expressed genes (DEGs) of the gemcitabine-resistant cell line Panc-1 and the gemcitabine-sensitive cell line Bxpc-3 were screened through the GEO database, and 15 differentially expressed genes were obtained by intersecting with the potential targets of wogonin. Gene Ontology and KEGG enrichment analysis was performed. Bioinformatics results predicted that wogonin promoted pancreatic cancer cell apoptosis by inhibiting protein kinase B (Akt) signaling, thereby enhancing the sensitivity of gemcitabine to Pancreatic cancer. The above results were also verified by flow cytometry and Western blotting experiments. In conclusion, wogonin may enhance the sensitivity of gemcitabine by inhibiting Akt pathway.</p>
</abstract>
<kwd-group>
<kwd>wogonin</kwd>
<kwd>pancreatic cancer</kwd>
<kwd>gemcitabine</kwd>
<kwd>sensitization</kwd>
<kwd>drug resistance</kwd>
<kwd>mechanism</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>The rate of pancreatic cancer incidence in 2020 was 4.9 per 100000 for both sexes together, while mortality rate was 4.5 per 100000 from a global perspective (<xref ref-type="bibr" rid="B11">Ilic and Ilic, 2022</xref>). Pancreatic cancer is a malignant tumor with high degree of malignancy, difficult clinical detection and poor prognosis (<xref ref-type="bibr" rid="B2">Bray et al., 2018</xref>; <xref ref-type="bibr" rid="B19">Mcguigan et al., 2018</xref>; <xref ref-type="bibr" rid="B22">Park et al., 2021</xref>). The main risk factors associated with pancreatic cancer include factors such as alcoholism, smoking, obesity, diabetes, family history, and genetics (<xref ref-type="bibr" rid="B24">Ren and Wang, 2020</xref>; <xref ref-type="bibr" rid="B8">Hu et al., 2021</xref>). The early treatment of pancreatic cancer is mainly adjuvant gemcitabine chemotherapy after surgical resection, and the use of gemcitabine/nab-paclitaxel in the advanced treatment of pancreatic cancer can improve the poor prognosis to a certain extent (<xref ref-type="bibr" rid="B21">Neoptolemos et al., 2018</xref>). Although gemcitabine is used as a first-line drug for pancreatic cancer chemotherapy, it often leads to poor clinical outcomes due to the inherent drug resistance of pancreatic cancer cells (<xref ref-type="bibr" rid="B36">Yang et al., 2021</xref>). Therefore, for gemcitabine resistance, quercetin (<xref ref-type="bibr" rid="B14">Lee et al., 2015</xref>), Ginsenoside Rg3 (<xref ref-type="bibr" rid="B41">Zou et al., 2020</xref>) and Ursolic (<xref ref-type="bibr" rid="B15">Lin et al., 2020</xref>) has been reported to promote apoptosis of pancreatic cancer cells and enhance gemcitabine sensitivity. These findings prompted us to investigate whether other phytochemicals could sensitize pancreatic cancer cells to gemcitabine.</p>
<p>We selected one of the active ingredients wogonin according to the optimal toxicokinetic ADME rules (OB &#x3d; 30.68% &#x3e; 30% and DL &#x3d; 0.23 &#x3e; 0.18) (<xref ref-type="bibr" rid="B17">Liu et al., 2013</xref>) in the TCMSP database. Wogonin is a flavonoid compound extracted from the root of Scutellaria baicalensis (<xref ref-type="bibr" rid="B1">Banik et al., 2022</xref>). It has antioxidant activity, and anti-inflammatory, anti-tumor, immunomodulatory, neuroprotective effects (<xref ref-type="bibr" rid="B9">Huynh et al., 2020</xref>). Wogonin also acts as a chemosensitizer, reducing drug resistance in cancer therapy. When wogonin is used in combination with anticancer drugs such as etoposide, doxorubicin, 5-FU, and cisplatin (<xref ref-type="bibr" rid="B10">Huynh et al., 2017</xref>), it can induce tumor cell apoptosis (<xref ref-type="bibr" rid="B31">Wu et al., 2021</xref>) and protect normal cells from side effects.</p>
<p>
<xref ref-type="bibr" rid="B32">Xing et al, (2019)</xref>. Reported that wogonin enhanced the sensitivity of ovarian cancer cells to gemcitabine by inhibiting the PI3K/Akt signaling pathway. However, whether wogonin can enhance gemcitabine sensitivity and its sensitizing mechanism remain to be explored. Therefore, this study intends to preliminarily investigate whether wogonin has a sensitizing effect on the Pancreatic cancer by inhibiting the Akt signaling pathway.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Materials and reagents</title>
<p>Wogonin (Cat. MB6663-20&#xa0;mg) was purchased from Meilunbio (Dalian, China); Gemcitabine (Cat. PHR2582-50&#xa0;mg) was purchased from Sigma Aldrich (St Louis, MO, United States); EDTA-free trypsin (C0207) was purchased from Beyotime Biotechnology (Shanghai, China); the anti-&#x3b2;-actin antibody (Cat. 66009-1-lg) was purchased from Proteintech (Rosemont, IL, United States) and antibodies against pAKT (Thr) antibody (Cat.ab131474), Akt (Cat.ab8805), BAD (Cat.ab32455) and Bcl-2 (Cat.ab32124) were purchased from Abcam (Massachusetts, United States). The anti-rabbit Ki67 (Cat. ab15580) was also purchased from Abcam.</p>
</sec>
<sec id="s2-2">
<title>2.2 Cell culture and MTT assays</title>
<p>Pancreatic cancer cell lines (PANC-1, BXPC-3, PANC-02) were purchased from the Peking Union Medical College Cell Bank (Beijing, China). All these cells were cultured in DMEM medium supplemented with 10% FBS. Panc-1 and Bxpc-3 cells were plated in 96-well plates, and treated with Gemcitabine or Wogonin for 72&#xa0;h MTT assays. MTT was then performed as previously described (<xref ref-type="bibr" rid="B38">Zhang et al., 2022</xref>)</p>
</sec>
<sec id="s2-3">
<title>2.3 Annexin-V assay</title>
<p>The Annexin V-FITC Apoptosis Detection Kit (Cat. C1062S) was were purchased from the Beyotime Biotechnology (Shanghai, China). The Panc-1 cells were cultivated to the logarithmic growth phase, and treated with 10&#xa0;&#x3bc;M, 20&#xa0;&#x3bc;M, 40&#xa0;&#x3bc;M, and 100&#xa0;&#x3bc;M wogonin for 72&#xa0;h, digested with EDTA-free trypsin, and then terminated with serum. Cells were washed with PBS twice and then esponded with 195&#xa0;&#x3bc;l Annexin V-FITC binding solution, subsequently added 5&#xa0;&#x3bc;l Annexin V-FITC and 10&#xa0;&#x3bc;l PI for 10&#x2013;20&#xa0;min in the dark. Finally, flow cytometry was used to detect cell apoptosis. (PI and Annexin concentrations in the kit are inconvenient for the reagent supplier to provide)</p>
</sec>
<sec id="s2-4">
<title>2.4 Western blotting</title>
<p>Panc-1 cells were treated with 10, 20, 40, 100&#xa0;&#x3bc;M Wogonin for 72&#xa0;h. Total protein was extracted from the Panc-1 cells and from pancreatic tissue of Control group, Gem group and Gem &#x2b; Wog group. Western blotting was then performed as previously described (<xref ref-type="bibr" rid="B6">Domenichini et al., 2019</xref>)</p>
</sec>
<sec id="s2-5">
<title>2.5 Animals</title>
<p>C57BL/6 mice were purchased from Liaoning Changsheng Biotechnology Co., Ltd. (Benxi, China). 2 &#xd7; 10<sup>6</sup> Mouse derived PANC-02 cells were injected into the pancreas tissue of male C57BL/6 mice to generate orthotopic pancreatic cancer mouse model. Eighteen mice were divided into three groups: Control group, Gemcitabine group (Gem group), and Gemcitabine Wogonin combined group (Gem &#x2b; Wog group). Mice in the Gem group were intraperitoneally injected with gemcitabine (25&#xa0;mgkg<sup>&#x2212;1</sup> i. g.) on the seventh and 14th days; Gem &#x2b; Wog group were intraperitoneally injected with gemcitabine (25&#xa0;mgkg<sup>&#x2212;1</sup> i. g.) on the seventh and 14th&#xa0;days, along with intragastric administration of Wogonin (50&#xa0;mgkg<sup>&#x2212;1</sup> i. p.) in 7&#x2013;21&#xa0;days per day. Body weight were measured every 2&#xa0;days. After 21&#xa0;days, The mice were sacrificed and pancreas tumors were collected for mechanism research.</p>
</sec>
<sec id="s2-6">
<title>2.6 Histochemical staining</title>
<p>The collected pancreatic tumors were immersed in 4% paraformaldehyde, embedded in paraffin, and cut into small pieces. Pancreatic sections were then stained with Ki67 antibody according to the manufacturer&#x2019;s instructions and simple images were obtained by using a light microscope at &#xd7;100 magnification (<xref ref-type="bibr" rid="B40">Zheng et al., 2020</xref>). IHC images were quantified by ImageJ.</p>
</sec>
<sec id="s2-7">
<title>2.7 Statistical analysis</title>
<p>The experimental data were analyzed using GraphPad Prism 8.0.1 statistical analysis software (GraphPad, San Diego, CA, United States). A two-tailed Student&#x2019;s t-test or one-way analysis of variance (ANOVA) was used for statistical analyses. The following terminology was used to show statistical significance: &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</sec>
<sec id="s2-8">
<title>2.8 Potential targets of wogonin</title>
<p>The active components of the drug can exert related biological functions through related targets. The active ingredients were screened in TCMSP (<ext-link ext-link-type="uri" xlink:href="https://tcmsp-e.com/">https://tcmsp-e.com/</ext-link>) according to the optimal toxicokinetic ADME rules. Wogonin (OB &#x3d; 30.68, DL &#x3d; 0.23) was obtained as possible core active components of pancreatic cancer. Genecards (<ext-link ext-link-type="uri" xlink:href="https://www.genecards.org/),SwissTargetPrediction(https://new.swisstargetprediction.ch/),BATMAN-TCM(http://bionet.ncpsb.org.cn/batman-tcm/),PharmMapper(http://www.lilab-ecust.cn/pharmmapper/">https://</ext-link>
<ext-link ext-link-type="uri" xlink:href="http://www.genecards.org/">www.genecards.org/</ext-link>),SwissTargetPrediction (<ext-link ext-link-type="uri" xlink:href="https://new.swisstargetprediction.ch/">https://new.swisstargetprediction.ch/</ext-link>),BATMAN-TCM(<ext-link ext-link-type="uri" xlink:href="http://bionet.ncpsb.org.cn/batman-tcm/">http://bionet.ncpsb.org.cn/batman-tcm/</ext-link>),PharmMapper (<xref ref-type="bibr" rid="B28">Wang et al., 2016</xref>; <xref ref-type="bibr" rid="B29">Wang et al., 2017</xref>) (<ext-link ext-link-type="uri" xlink:href="http://www.lilab-ecust.cn/pharmmapper/">http://www.lilab-ecust.cn/pharmmapper/</ext-link>) were used to predict the potential targets of wogonin.</p>
</sec>
<sec id="s2-9">
<title>2.9 Identification of differentially expressed genes</title>
<p>GEO2R was used to identify DEGs between gemcitabine-resistant cell line Panc-1 and the gemcitabine-sensitive cell line Bxpc-3. A criteria of <italic>p</italic> &#x3c; 0.05 and &#x7c;logFC&#x7c;&#x2265;2 were considered to be statistically significant. Then, the online software Venny 2.1.0 (<ext-link ext-link-type="uri" xlink:href="http://bioinfogp.cnb.csic.es/tools/venny/index.html">http://bioinfogp.cnb.csic.es/tools/venny/index.html</ext-link>) was used to screen out overlapping DEGs. The Venn diagram was also drawn by Venny 2.1.0. (<xref ref-type="bibr" rid="B26">Song et al., 2020</xref>).</p>
</sec>
<sec id="s2-10">
<title>2.10 Construction of a &#x201c;drug&#x2014;targets&#x2014;disease&#x201d; network</title>
<p>The candidate targets of wogonin and protein markers of pancreatic cancer gemcitabine resistance-related genes were uploaded to IPA (Ingenuity Pathway Analysis, version 2019) for network and pathway analysis. IPA was used to construct pathways and networks based on interactions between genes and proteins. Through the &#x201c;Compare&#x201d; module in IPA, the pathways and networks involved in gemcitabine resistance-related genes and wogonin candidate targets in pancreatic cancer were identified.</p>
</sec>
<sec id="s2-11">
<title>2.11 Go and KEGG enrichment analysis</title>
<p>Metascape (<ext-link ext-link-type="uri" xlink:href="https://metascape.org/gp/index.html">https://metascape.org/gp/index.html&#x23;/main/step1</ext-link>) was used for GO and KEGG enrichment analysis. GO (Gene Ontology) terms are divided into CC (Cellular Component), biological process BP (Biological Process) and molecular function MF (Molecular Function). Set the filter condition MinOverlap &#x3d; 3, <italic>p</italic> &#x3c; 0.01.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Wogonin increased gemcitabine cytotoxicity in gemcitabine-resistant pancreatic cancer cells</title>
<p>MTT assay was performed to assess the antiproliferative effects of pancreatic cancer cells by gemcitabine and wogonin treatment for 72&#xa0;h. Panc-1 and Bxpc-3 pancreatic cancer cell lines were treated with gemcitabine at different concentrations (0, 0.08, 0.15, 0.3, 0.6, 1.3, 2.5, 5 and 10&#xa0;&#x3bc;M) for 72&#xa0;h. Panc-1 cell vitality decreased by 21.0%&#x2013;37.7%, and Bxpc-3 cell viability decreased by 53.8%&#x2013;66.9%, which displayed significant antiproliferative effects. (<xref ref-type="fig" rid="F1">Figure 1A</xref>). As described in the literature (<xref ref-type="bibr" rid="B3">Cao et al., 2015</xref>), Panc-1 pancreatic cancer cell line is naturally resistant to gemcitabine, while Bxpc-3 pancreatic cancer cell line is sensitive to gemcitabine.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Wogonin combined with gemcitabine inhibits the proliferation of pancreatic cancer cells. <bold>(A)</bold> The cell viability of Panc-1 and Bxpc-3 cells treated with gemcitabine was assessed using MTT assay at 72&#xa0;h. Compared with Bxpc-3, Gemcitabine displayed no significant antiproliferative effects to Panc-1 cell. <bold>(B)</bold> The cell viability of Panc-1 treated with wogonin was assessed using MTT assay at 72&#xa0;h. The cell viability decreased with the elevated concentration of wogonin. <bold>(C)</bold> Sensitizing effect of wogonin in Panc-1 cells to gemcitabine. Cells were treated with gemcitabine (0, 0.04, 0.08, 0.15, 0.3, 0.6, 1.3, 2.5, 5 and 10&#xa0;&#x3bc;M), Gem &#x2b; Wog (10&#xa0;&#x3bc;M) and Gem &#x2b; Wog (20&#xa0;&#x3bc;M) for 72&#xa0;h and cell viability was determined by MTT assay. &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001 vs. controls.</p>
</caption>
<graphic xlink:href="fphar-13-1068855-g001.tif"/>
</fig>
<p>Gemcitabine-resistant pancreatic cancer cells Panc-1 was incubated with wogonin at different concentrations (0, 1.3, 2.5, 5, 10, 20, 40, 80, and 160&#xa0;&#x3bc;M). Wogonin inhibited the growth of Panc-1 cells in dose-and time-dependent manners. MTT test showed that IC50 value of wogonin was 73.3&#xa0;&#x3bc;M and the dose-effect curve exhibited that 10&#xa0;&#x3bc;M wogonin displayed no significant antiproliferative effects on Panc-1 cells (survival rate was 94.1%); 20&#xa0;&#x3bc;M wogonin displayed weak antiproliferative effects (survival rate was 78.7%) (<xref ref-type="fig" rid="F1">Figure 1B</xref>)</p>
<p>10 and 20&#xa0;&#x3bc;M wogonin were combined with different concentrations (0, 0.04, 0.08, 0.15, 0.3, 0.6, 1.3, 2.5, 5 and 10&#xa0;&#x3bc;M) of gemcitabine for 72&#xa0;h. As shown in <xref ref-type="fig" rid="F1">Figure 1C</xref>, at gemcitabine concentrations of 0.04, 0.08 and 0.16&#xa0;&#xb5;M, 10&#xa0;&#x3bc;M wogonin significantly enhanced sensitive of Panc-1 cells to gemcitabine (<italic>p</italic> &#x3c; 0.001). At gemcitabine concentrations of 0.31 and 0.63&#xa0;&#xb5;M, Wogonin could slightly enhance the sensitivity of Panc-1 cells to gemcitabine (<italic>p</italic> &#x3c; 0.05). When the concentration of wogonin was increased to 20&#xa0;&#x3bc;M, combined with 0.08, 0.16, 0.31, 0.63, 1.25, 2.5, 5, 10&#xa0;&#x3bc;M of gemcitabine could further significantly inhibit the proliferation of Panc-1 cells. These results showed that the wogonin could significantly increase gemcitabine cytotoxicity in gemcitabine-resistant pancreatic cancer cells.</p>
</sec>
<sec id="s3-2">
<title>3.2 Prediction of targets for wogonin sensitization</title>
<p>In order to explore the possible mechanism of wogonin sensitization, two gene chips (GSE15550, GSE97594) were found in the GEO database. By comparing the gemcitabine-resistant cell line Panc-1 and the gemcitabine-sensitive cell line Bxpc-3, differentially expressed genes (DEGs) related to gemcitabine resistance in pancreatic cancer were obtained. Based on the criteria of <italic>p</italic> &#x3c; 0.05 and &#x7c;logFC&#x7c;&#x2265;2, a total of 1865 DEGs were obtained in GSE15550, including 917 up-regulated genes and 948 down-regulated genes. In gene chip GSE97594, 1980 DEGs were identified, including 1064 up-regulated genes and 916 down-regulated genes. The DEGs were used to build a volcano map (<xref ref-type="fig" rid="F2">Figure 2A</xref>) Venn 2.1.0 was used to screen for common DEGs between GSE15550 and GSE97594. The obtained 851 genes were differentially expressed genes (DEGs) related to gemcitabine resistance (<xref ref-type="fig" rid="F2">Figure 2B</xref>). Through GeneCards, TCMSP, SwissTargetPrediction, BATMAN-TCM, PharmMapper and IPA databases, 251 potential targets related to wogonin were obtained (<xref ref-type="fig" rid="F2">Figure 2C</xref>). Potential targets of wogonin were intersected with 851 DEGs, and 15 DEGs were obtained (<xref ref-type="fig" rid="F2">Figure 2D</xref>). These fifteen DEGs, including AKT2, CCL2, HSP90AA1, PDE5A, PTGS1, BCHE, SERPINB5, CA2, SRC, DGKA, HIF1A, PTGS2, ABCA1, DPYD, and AKR1C3 were potential target of wogonin to enhance gemcitabine sensitivity in pancreatic cancer.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Potential target of wogonin to enhance gemcitabine sensitivity. <bold>(A)</bold>Diferential genes volcano map analyzed by GEO chips. Global gene expression of gemcitabine-resistant cell line Panc-1 vs gemcitabine-sensitive cell line Bxpc-3 <bold>(B)</bold> Venn diagram of 851 DEGs related to gemcitabine resistance <bold>(C)</bold> Potential targets of wogonin <bold>(D)</bold> Venn diagram of 15 DEGs related to wogonin sensitization in gemcitabine-resistant pancreatic cancer.</p>
</caption>
<graphic xlink:href="fphar-13-1068855-g002.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>3.3 Prediction of the sensitization mechanism of wogonin</title>
<p>Through IPA (Ingenuity Pathway Analysis) software, a &#x201c;wogonin-target-gemcitabine resistance&#x201d; network map was constructed. Wogonin may enhance the sensitivity of gemcitabine in pancreatic cancer by inhibiting AKT2, CCL2, HSP90AA1, PDE5A, or activating PTGS1, BCHE, SERPINB5, CA2, SRC, DGKA, HIF1A, PTGS2, ABCA1, DPYD and AKR1C3 (<xref ref-type="fig" rid="F3">Figure 3A</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Potential mechanism of wogonin sensitization <bold>(A)</bold> &#x201c;wogonin-target-gemcitabine resistance&#x201d; network map. Wogonin can enhance gemcitabine sensitivity by downregulating AKT2. <bold>(B)</bold> Go enrichment analysis of 15 DEGs, which were enriched in protein kinase B (Akt) signaling. <bold>(C)</bold> Hypothesis on the sensitization mechanism of wogonin to gemcitabine in pancreatic cancer.</p>
</caption>
<graphic xlink:href="fphar-13-1068855-g003.tif"/>
</fig>
<p>GO and KEGG enrichment analysis for the 15 DEGs were performed using the Metascape. The enriched GO terms were divided into CC, BP, and MF ontologies. The results of GO analysis indicated that DEGs were mainly enriched in BPs, including response to fluid shear stress, cyclooxygenase pathway, response to steroid hormone, protein kinase B signaling, learning, positive regulation of transmembrane transport, peptide transport, and ribonucleotide metabolic process (<xref ref-type="fig" rid="F3">Figure 3B</xref>). MF analysis showed that the DEGs were significantly enriched in heme binding, phosphotransferase activity, ubiquitin protein ligase binding, protein homodimerization activity, and hydrolase activity. For the cell component, the DEGs were enriched in membrane raft and axon. In addition, the results of KEGG pathway analysis showed that DEGs were mainly enriched in pathways in Fluid shear stress and atherosclerosis, Regulation of lipolysis in adipocytes, IL-17 signaling pathway, and Choline metabolism in cancer.</p>
<p>As shown in <xref ref-type="fig" rid="F2">Figure 2A</xref>, wogonin can down-regulate the expression of AKT2 and enhance the sensitivity of gemcitabine to pancreatic cancer cell; As shown in <xref ref-type="fig" rid="F3">Figure 3B</xref>, the differentially expressed genes for wogonin sensitization were enriched in protein kinase B (Akt) signaling. In summary, we selected protein kinase B (Akt) signaling pathway (GO:0043491). Through the KEGG website (<ext-link ext-link-type="uri" xlink:href="https://www.kegg.jp/">https://www.kegg.jp/</ext-link>), we can hypothesize that wogonin can promote the apoptosis of gemcitabine-resistant cell lines by inhibiting Akt and its downstream apoptosis-related proteins BAD and Bcl-2 (<xref ref-type="fig" rid="F3">Figure 3C</xref>), and was verified by follow-up experiments.</p>
</sec>
<sec id="s3-4">
<title>3.4 Wogonin promoted apoptosis of Panc-1 cells by inhibiting Akt pathway</title>
<p>The expression of Akt pathway was verified by WB experiment. The gemcitabine-resistant pancreatic cell line Panc-1 was selected, and wogonin at final concentrations of 10, 20, 40, and 100&#xa0;&#x3bc;M was added. After 72&#xa0;h of incubation, the cell protein was extracted and the expression of Akt, p-Akt, BAD, Bcl-2 was detected. As shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>, with the increase of wogonin concentration, the protein expression of Akt remained unchanged, while the protein expression of p-Akt decreased significantly, and the protein expression of the pro-apoptotic gene Bad increased. The protein expression of the anti-apoptotic gene Bcl-2 decreased, which was consistent with the bioinformatics conclusions.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Wogonin promoted apoptosis of Panc-1 cells by inhibiting Akt pathway <bold>(A)</bold>gemcitabine-resistant cell line Panc-1 was treated with 10, 20, 40 and 100&#xa0;&#x3bc;M wogonin for 72&#xa0;h, then the protein levels of Akt, p-Akt, BAD and Bcl-2 were detected by western blot. <bold>(B)</bold>Flow cytometry was used to detect the apoptosis of Panc-1 cells treated with different concentrations of wogonin for 72&#xa0;h &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001 vs. controls.</p>
</caption>
<graphic xlink:href="fphar-13-1068855-g004.tif"/>
</fig>
<p>Cell apoptosis was detected by flow cytometry. In Panc-1 cells, 10, 20, 40, 100&#xa0;&#x3bc;M wogonin was added, and the apoptosis of Panc-1 was detected after 72&#xa0;h of incubation. Annexin V-FITC and PI double staining positive means late apoptotic cells. Under the action of 10&#xa0;&#x3bc;M wogonin, it had a certain promotion effect on the apoptosis of Panc-1 (<italic>p</italic> &#x3c; 0.05), and under the action of 20, 40 and 100&#xa0;&#x3bc;M wogonin, it significantly promoted the late apoptosis of cells (<italic>p</italic> &#x3c; 0.001), which was consistent with Western blot results (<xref ref-type="fig" rid="F4">Figure 4B</xref>). We can conclude that wogonin can promote the apoptosis of Gemcitabine-resistant pancreatic cell line Panc-1 by inhibiting Akt signaling.</p>
</sec>
<sec id="s3-5">
<title>3.5 Wogonin inhibitd pancreatic cancer <italic>in vivo</italic> by inhibiting Akt pathway</title>
<p>In order to explore the sensitization effect of wogonin on gemcitabine in pancreatic cancer, we generated orthotopic pancreatic cancer mouse model in C57BL/6 mice and administered the drugs on time. The experimental design is shown in the timeline (<xref ref-type="fig" rid="F5">Figure 5A</xref>) and in the method of animals. As shown in <xref ref-type="fig" rid="F5">Figure 5B</xref>, compared with the Control group, the body weight of the mice in the Gem group (25&#xa0;mg/kg) and the Gem &#x2b; Wog group (25&#xa0;mg/kg Gem &#x2b;50&#xa0;mg/kg Wog) had no downward trend. Compared with the Control group, the tumor size of Gem &#x2b; Wog group was significantly reduced (<italic>p</italic> &#x3c; 0.05) (<xref ref-type="fig" rid="F5">Figure 5D</xref>). The tumor inhibition rates in Gem group and Gem &#x2b; Wog group were 26.2% and 59.6%, respectively, and the tumor inhibition rate in the Gem &#x2b; Wog group was significantly higher than that in the Gem group. The combination of wogonin and gemcitabine can inhibit the growth of pancreatic in tumor, and the effect is better than that of gemcitabine alone. Ki67 staining indicated tissue proliferation (<xref ref-type="bibr" rid="B13">Kreipe, 2018</xref>). Gem &#x2b; Wog group significantly reduced the degree of tissue malignancy (<xref ref-type="fig" rid="F5">Figure 5E</xref>). As shown in <xref ref-type="fig" rid="F5">Figure 5F</xref>, the expression of p-Akt protein decreased, the expression of its downstream pro-apoptotic gene BAD increased, and the expression of anti-apoptotic gene Bcl-2 decreased, which was consistent with the <italic>in vitro</italic> experiments. The results showed that wogonin combined with gemcitabine inhibited the Akt signaling pathway <italic>in vivo</italic>, and inhibited the growth of orthotopic pancreatic cancer.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Wogonin inhibitd pancreatic cancer <italic>in vivo</italic> by inhibiting Akt pathway <bold>(A)</bold>Orthotopic pancreatic cancer mouse model experimental design <bold>(B)</bold> Body weight changes of mice in Con group, Gem group and Gem &#x2b; Wog group within 21&#xa0;days <bold>(C)</bold> Tumor size <bold>(D)</bold> Tumor weight <bold>(E)</bold> The fixed sections of mouse pancreas and pancreatic cancer were stained with Ki67 to detect tumor proliferation <bold>(F)</bold> After cryopreservation of mouse pancreatic tumors, Western Blot was detected to compare the expression of p-AKT, AKT, BAD and bcl-2 proteins in Con group, Gem group and Gem &#x2b; Wog group. &#x2a;<italic>p</italic> &#x3c; 0.05, &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01, &#x2a; &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001 vs. controls.</p>
</caption>
<graphic xlink:href="fphar-13-1068855-g005.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>Wogonin can induce senescence of breast cancer cells (<xref ref-type="bibr" rid="B35">Yang et al., 2020</xref>) and promote apoptosis of cervical cancer (<xref ref-type="bibr" rid="B12">Kim et al., 2013</xref>) and gastric cancer cells (Hong et al., 2018). Research shows that wogonin can cooperate with chemotherapy drugs such as docetaxel (<xref ref-type="bibr" rid="B27">Wang et al., 2018</xref>) and cisplatin (<xref ref-type="bibr" rid="B33">Xu et al., 2021</xref>) to achieve better anti-tumor effect. In this study, through bioinformatics analysis and experimental verification, it is showed that wogonin may enhance gemcitabine sensitivity in pancreatic cancer.</p>
<p>Wogonin can inhibit tumor proliferation and invasion (<xref ref-type="bibr" rid="B18">Liu et al., 2016</xref>). Through the MTT assay, it was demonstrated that wogonin inhibited the proliferation of pancreatic cancer cells. At the concentration of 10&#xa0;&#x3bc;M, wogonin could also sensitize Panc-1 cell to gemcitabine (<xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<p>In order to explore the sensitization mechanism of wogonin to gemcitabine, the bioinformatics method was used to predict potential target. Bioinformatics prediction showed that the sensitizing target of wogonin is associated with AKT2, and GO analysis indicated that DEGs are inriched in protein kinase B (Akt) signaling (<xref ref-type="fig" rid="F2">Figure 2</xref>, <xref ref-type="fig" rid="F3">Figure 3</xref>). According to <xref ref-type="bibr" rid="B37">Yu et al, (2010)</xref>expression of the apoptosis-related genes Bcl-2 and BAD are associated with chemosensitivity. BAD and Bcl-2 are also potential target of wogonin in glioma (<xref ref-type="bibr" rid="B30">Wang et al., 2021</xref>). The results of flow cytometry and Western blot showed that wogonin may enhance the sensitivity of pancreatic cancer cells to gemcitabine by inhibiting p-Akt, anti-apoptotic gene Bcl-2, activating pro-apoptotic gene BAD, and promoting apoptosis of Panc-1 (<xref ref-type="fig" rid="F4">Figure 4</xref>, <xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<p>Meanwhile, bioinformatics predicted that wogonin could enhance gemcitabine sensitivity of pancreatic cancer by inhibiting AKT2, CCL2, HSP90AA1, PDE5A, and activating PTGS1, BCHE, SERPINB5, CA2, SRC, DGKA, HIF1A, PTGS2, ABCA1, DPYD, AKR1C3. According to the literature, AKT2 (<xref ref-type="bibr" rid="B4">Chen et al., 2012</xref>), CCL2 (<xref ref-type="bibr" rid="B20">Monti et al., 2004</xref>), HSP90 (<xref ref-type="bibr" rid="B7">Ghadban et al., 2017</xref>), CA2 (<xref ref-type="bibr" rid="B39">Zhao et al., 2021</xref>), SRC (<xref ref-type="bibr" rid="B16">Lin et al., 2019</xref>), HIF1A (<xref ref-type="bibr" rid="B34">Xu et al., 2021</xref>), ABCA1 (<xref ref-type="bibr" rid="B25">Shen and Yan, 2021</xref>), DPYD (<xref ref-type="bibr" rid="B5">Delhorme et al., 2022</xref>) and AKR1C3 (<xref ref-type="bibr" rid="B23">Phoo et al., 2021</xref>) are associated with drug resistance. The biological process of wogonin sensitization to gemcitabine includes: response to fluid shear stress, cyclooxygenase pathway, response to steroid hormones, positive regulation of transmembrane transport, peptide transport, and ribonucleoside acid metabolism process (<xref ref-type="fig" rid="F3">Figure 3</xref>). And the results would be more reliable if gemcitabine resistant cells of the Pancreatic cancer were constructed and the Orthotopic pancreatic cancer mouse model was constructed. This study has not been experimentally verified, and further research is needed.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>Our study demonstrates that wogonin inhibits the proliferation of Pancreatic cancer cells both <italic>in vivo</italic> and <italic>invitro</italic>. Through bioinformatics analysis and experimental verification, the mechanism of wogonin sensitizing gemcitabine in pancreatic cancer may be through inhibition of Akt pathway. Therefore, wogonin may be a novel drug with sensitizing effect in pancreatic cancer.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by Dalian Univercity of Technology.</p>
</sec>
<sec id="s8">
<title>Author contributions</title>
<p>Study conception and design: GX, TZ; data collection: ML; analysis and interpretation of results: QL; draft manuscript preparation: TZ and GX. All authors reviewed the results and approved the final version of the manuscript.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work was supported by the National Natural Science Foundation of China (No. 81770846 and No. 81803024), Hirshberg Foundation for Pancreatic Cancer Research (GX20171003858 and GX20191005878), and Fundamental Research Funds from the Dalian Universities of Technology under Grant No. DUT17ZD308.</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<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 sec-type="disclaimer" id="s11">
<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">
<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/fphar.2022.1068855/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fphar.2022.1068855/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.ZIP" id="SM1" mimetype="application/ZIP" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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