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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell Dev. Biol.</journal-id>
<journal-title>Frontiers in Cell and Developmental Biology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell Dev. Biol.</abbrev-journal-title>
<issn pub-type="epub">2296-634X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">878433</article-id>
<article-id pub-id-type="doi">10.3389/fcell.2022.878433</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cell and Developmental Biology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Tanshinone Ameliorates Glucocorticoid-Induced Bone Loss <italic>via</italic> Activation of AKT1 Signaling Pathway</article-title>
<alt-title alt-title-type="left-running-head">Wang et al.</alt-title>
<alt-title alt-title-type="right-running-head">Tanshinone Ameliorates Glucocorticoid-Induced Bone Loss</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yanjun</given-names>
</name>
<xref ref-type="fn" rid="FN1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liu</surname>
<given-names>Lin</given-names>
</name>
<xref ref-type="fn" rid="FN1">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qu</surname>
<given-names>Zechao</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Dong</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huang</surname>
<given-names>Wangli</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kong</surname>
<given-names>Lingbo</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/909026/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yan</surname>
<given-names>Liang</given-names>
</name>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1684678/overview"/>
</contrib>
</contrib-group>
<aff>
<institution>Department of Spine Surgery</institution>, <institution>Honghui Hospital</institution>, <institution>Xi&#x2019;an Jiao Tong University</institution>, <addr-line>Xi&#x2019;an</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/1324157/overview">Tao Yu</ext-link>, Tongji University, China</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/1686829/overview">Yunfeng Yang</ext-link>, Tongji Hospital Affiliated to Tongji University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1476171/overview">Ze Lin</ext-link>, Huazhong University of Science and Technology, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1593142/overview">Zuolin Wang</ext-link>, Tongji University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Liang Yan, <email>yanliang@yau.edu.cn</email>
</corresp>
<fn fn-type="equal" id="FN1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Stem Cell Research, a section of the journal Frontiers in Cell and Developmental Biology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>28</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>878433</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>02</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>03</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Wang, Liu, Qu, Wang, Huang, Kong and Yan.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Wang, Liu, Qu, Wang, Huang, Kong and Yan</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>
<bold>Purpose:</bold> Osteoporosis, a common disorder especially prevalent in the postmenopausal women and the elderly, is becoming a worldwide public health problem. Osteoporosis can cause severe joint pain, fragility fractures, and other symptoms, which can seriously impair the daily lives of affected patients. Currently, no gold-standard drug is available that can completely cure osteoporosis. Tanshinone is a traditional Chinese medicine, which can exhibit multiple biological activities. It might also display a protective effect on osteoporosis. However, the molecular mechanism through which tanshinone can improve osteoporosis remain unclear. The objective of our study is to explore the underlying mechanism behind the protective actions of tanshinone.</p>
<p>
<bold>Methods:</bold> The common KEGG pathways of tanshinone-targeted genes and osteoporosis were analyzed by using bioinformatics analysis. The bioinformatics analysis results were further validated both by <italic>in vitro</italic> and <italic>in vivo</italic> experiments.</p>
<p>
<bold>Results:</bold> 21 common KEGG pathways were identified between osteoporosis and tanshinone-targeted genes. It was further found that tanshinone could induce expression of AKT1, promote the proliferation of MSCs, and ultimately suppress their apoptosis.</p>
<p>
<bold>Conclusion:</bold> Taken together, our findings indicate that tanshinone can alleviate osteoporosis, its effect was potentially mediated through modulating AKT1 expression. Thus, tanshinone could serve as a promising treatment option for osteoporosis.</p>
</abstract>
<kwd-group>
<kwd>tanshinone</kwd>
<kwd>osteoporosis</kwd>
<kwd>AKT1</kwd>
<kwd>signaling</kwd>
<kwd>bone</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>Osteoporosis is a major bone-turnover disorder which can commonly affect the elderly and postmenopausal women (<xref ref-type="bibr" rid="B4">Chang et al., 2016</xref>). Although the &#x201c;bone density&#x201d; which reflects bone mass is an important quantitative indicator when diagnosing osteoporosis, the critical significance of osteoporosis in the clinical practice is that, this population is prone to fractures, leading to both increased disability and death. In addition to bone mass, bone quality and other non-skeletal factors can also be considered as potential risk factors for fractures (<xref ref-type="bibr" rid="B22">Martin and Correa, 2010</xref>).</p>
<p>Osteoporosis is primarily an age-related bone disease, which has emerged as a worldwide public health problem (<xref ref-type="bibr" rid="B25">Rajasree Vijayakumar, 2016</xref>). It has been reported that more than 9.9 million Americans suffer from osteoporosis (<xref ref-type="bibr" rid="B32">Wright et al., 2014</xref>). The incidence of fragility fractures is 50% in women and 20% in men (<xref ref-type="bibr" rid="B6">Cummings and Melton, 2002</xref>). The recurrence incidence was reported to be 2.12% in the first year, and 4.66% in the first 2&#xa0;years (<xref ref-type="bibr" rid="B27">Ruan et al., 2011</xref>). Treatment and care after the fractures can cause heavy economic and spiritual burdens on the family. Statistical data has revealed that within 1&#xa0;year after the hip fractures, approximately 20% of patients died with various complications, about 50% were disabled, and the quality of life was significantly reduced (<xref ref-type="bibr" rid="B21">Lin et al., 2014</xref>). Osteoporosis often can exhibit the symptoms of joint pain. At the same time, the patients with degenerative joint disease are often affected with osteoporosis. Osteoporosis and osteoarthropathy can arise as a result of certain potential shared mechanisms (<xref ref-type="bibr" rid="B14">Hart et al., 1994</xref>; <xref ref-type="bibr" rid="B28">Shen et al., 2013</xref>; <xref ref-type="bibr" rid="B17">Im and Kim, 2014</xref>; <xref ref-type="bibr" rid="B11">Geusens and van den Bergh, 2016</xref>).</p>
<p>There are currently no treatment modalities that can be used for the complete cure of osteoporosis. There are mainly two types of drugs used for the management of osteoporosis: bone formation promotors and resorption inhibitors. Most of the existing clinical drugs are bone resorption inhibitors. Hence, we need to identify and develop novel drugs, which can promote bone formation. Tanshinone, a traditional Chinese medicine, has been used clinically as a drug for the treatment of various chronic diseases (<xref ref-type="bibr" rid="B18">Kim et al., 2016</xref>; <xref ref-type="bibr" rid="B20">Li et al., 2016</xref>). Moreover, previous studies have shown that tanshinone can also exhibit the potential of both decreasing apoptosis of osteoblasts and promoting osteogenesis (<xref ref-type="bibr" rid="B19">Kim et al., 2004</xref>; <xref ref-type="bibr" rid="B1">Baker et al., 2015</xref>; <xref ref-type="bibr" rid="B5">Cheng et al., 2018</xref>; <xref ref-type="bibr" rid="B38">Zhu et al., 2018</xref>; <xref ref-type="bibr" rid="B37">Zhang et al., 2020</xref>). Bioinformatics analysis has been used in some previous studies to explore the mechanism of dugs or formulations on the various diseases (<xref ref-type="bibr" rid="B23">Mi et al., 2020a</xref>; <xref ref-type="bibr" rid="B34">Xiong et al., 2020a</xref>). Therefore, this research aimed to investigate the underlying mechanism of tanshinone in the treatment of osteoporosis through using bioinformatics analysis, followed by verification of the findings through some laboratory experiments.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Tanshinone-Targeted Genes Interaction Network Construction</title>
<p>Tanshinone-targeted genes were obtained from Search Tool for Interacting Chemicals (STITCH). The interaction network of tanshinone and its targeted genes were constructed using STITCH online tool. The closeness, betweenness, and the degree of the network genes were analyzed by Cytoscape 3.7.2. (<xref ref-type="bibr" rid="B29">Szklarczyk et al., 2016</xref>).</p>
</sec>
<sec id="s2-2">
<title>Common KEGG Pathways of Osteoporosis and Tanshinone-Targeted Genes</title>
<p>Human osteoporosis KEGG pathways were retrieved from miRWalk2.0 (<xref ref-type="bibr" rid="B8">Dweep and Gretz, 2015</xref>). Database for Annotation, Visualization, and Integrated Discovery (DAVID) was used to generate the tanshinone-targeted genes enriched KEGG pathways with <italic>p</italic> &#x3c; 0.05 (<xref ref-type="bibr" rid="B15">Huang da et al., 2009a</xref>; <xref ref-type="bibr" rid="B16">Huang da et al., 2009b</xref>). Thereafter, the common KEGG pathways of tanshinone-targeted genes and osteoporosis were identified by Venn Diagram (<ext-link ext-link-type="uri" xlink:href="http://bioinformatics.psb.ugent.be/webtools/Venn/">http://bioinformatics.psb.ugent.be/webtools/Venn/</ext-link>).</p>
</sec>
<sec id="s2-3">
<title>Identification of the Hub Genes</title>
<p>The enrichment result of the top five KEGG pathways were generated and visualized in GO plot (<xref ref-type="bibr" rid="B31">Walter et al., 2015</xref>). The common genes of all the five KEGG pathways were selected as hub genes. Thereafter, we employed circlize R package, positions on the chromosome and degree centrality information of all the tanshinone-targeted genes were visualized (<xref ref-type="bibr" rid="B13">Gu et al., 2014</xref>).</p>
</sec>
<sec id="s2-4">
<title>Identification of the KEGG Pathways Related to Tanshinone-Targeted Genes</title>
<p>The top five common KEGG pathways with the smallest <italic>p</italic> values were analyzed. We used Pathway Builder Tool 20 (<ext-link ext-link-type="uri" xlink:href="http://www.proteinlounge.com/">www.proteinlounge.com</ext-link>) to retrieve the pathway part related to the tanshinone-targeted genes.</p>
</sec>
<sec id="s2-5">
<title>Animals</title>
<p>The <italic>in vivo</italic> study was reviewed and approved by The Honghui Hospital, Xi&#x2019;an Jiao Tong University Standing Committee on Animals. For our study, 30 female C57BL/6 mice (6-week-old) were obtained from the Department of Research of Honghui Hospital, Xi&#x2019;an Jiao Tong University. To generate the murine osteoporosis model, eight-week-old male C57BL/6 mice were treated with a daily intragastric administration of prednisone acetate (2.1&#xa0;mg/kg/d), and then, the 30 osteoporosis mice were distributed equally into the PBS treated group (<italic>n</italic> &#x3d; 10), 10&#xa0;mg/kg Tanshinone treated group (<italic>n</italic> &#x3d; 10), and 30&#xa0;mg/kg Tanshinone treated group (<italic>n</italic> &#x3d; 10). We administered the treatment for 8&#xa0;weeks.</p>
</sec>
<sec id="s2-6">
<title>Cell Culture</title>
<p>MSCs were kindly donated by the Xi&#x2019;an Jiao Tong University, Xi&#x2019;an, China. Cells were cultured in a specific osteogenic differentiation medium at 37&#xb0;C in a 5% CO<sub>2</sub> incubator. Then, 1&#xa0;&#x3bc;M dexamethasone was added to produce the <italic>in vitro</italic> osteoporosis model. After which they were designated as osteoporosis group, 0.2&#xa0;nM Tanshinone group, and 0.6&#xa0;nM Tanshinone group for 7&#xa0;days.</p>
</sec>
<sec id="s2-7">
<title>Micro-CT Scanning and Analysis</title>
<p>The micro-CT device used for analysis was BRUKER SkyScan 1276 scanner. The trabecular bone from 0.2 to 0.5&#xa0;mm below the proximal tibia growth plate was measured. Finally, the total volume (TV), bone volume (BV), BV/TV, and bone mineral density (BMD) were calculated and analyzed.</p>
</sec>
<sec id="s2-8">
<title>qRT-PCR Analysis</title>
<p>Thermal Cycler C-1000 Touch system (&#x23;10021377, Bio-Rad CFX Manager, United States) was used to perform qRT-PCR reactions after the total RNA extraction. The primers used in this study have been listed in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>The primers used in the experiments.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Gene name</th>
<th align="center">Primer sequence</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">hsa&#x2014;Bcl-2&#x2014;Forward</td>
<td align="left">GCT&#x200b;ACC&#x200b;GTC&#x200b;GTG&#x200b;ACT&#x200b;TCG&#x200b;C</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Bcl-2&#x2014;Reverse</td>
<td align="left">CCC&#x200b;CAC&#x200b;CGA&#x200b;ACT&#x200b;CAA&#x200b;AGA&#x200b;AGG</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Bax&#x2014;Forward</td>
<td align="left">AGA&#x200b;CAG&#x200b;GGG&#x200b;CCT&#x200b;TTT&#x200b;TGC&#x200b;TAC</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Bax&#x2014;Reverse</td>
<td align="left">AAT&#x200b;TCG&#x200b;CCG&#x200b;GAG&#x200b;ACA&#x200b;CTC&#x200b;G</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Cyclin D1&#x2014;Forward</td>
<td align="left">GCG&#x200b;TAC&#x200b;CCT&#x200b;GAC&#x200b;ACC&#x200b;AAT&#x200b;CTC</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Cyclin D1&#x2014;Reverse</td>
<td align="left">ACT&#x200b;TGA&#x200b;AGT&#x200b;AAG&#x200b;ATA&#x200b;CGG&#x200b;AGG&#x200b;GC</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Cyclin D3&#x2014;Forward</td>
<td align="left">TGC&#x200b;GTG&#x200b;CAA&#x200b;AAG&#x200b;GAG&#x200b;ATC&#x200b;AAG</td>
</tr>
<tr>
<td align="left">hsa&#x2014;Cyclin D3&#x2014;Reverse</td>
<td align="left">GGA&#x200b;CAG&#x200b;GTA&#x200b;GCG&#x200b;ATC&#x200b;CAG&#x200b;GT</td>
</tr>
<tr>
<td align="left">hsa&#x2014;GAPDH&#x2014;Forward</td>
<td align="left">AGG&#x200b;TCG&#x200b;GTG&#x200b;TGA&#x200b;ACG&#x200b;GAT&#x200b;TTG</td>
</tr>
<tr>
<td align="left">hsa&#x2014;GAPDH&#x2014;Reverse</td>
<td align="left">GGG&#x200b;GTC&#x200b;GTT&#x200b;GAT&#x200b;GGC&#x200b;AAC&#x200b;A</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2-9">
<title>Statistical Analysis</title>
<p>GraphPad Prism 8.0 was used for the statistical analysis. Statistical analysis was performed using Student&#x2019;s t test (two groups) or ANOVA with Tukey&#x2019;s post hoc test (over two groups).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Tanshinone-Targeted Genes and the Interaction Network</title>
<p>We retrieved 21 tanshinone-targeted genes using STITCH with the limitation of three shells. Thereafter, the interaction of tanshinone-targeted genes was established in STITCH (<xref ref-type="fig" rid="F1">Figure 1A</xref>). <italic>CCND1</italic>, <italic>CYP2C19</italic>, <italic>ENSGGOG00000022765</italic>, <italic>TMPRSS11D</italic>, <italic>CYP2C9</italic>, <italic>CYP1A1</italic>, <italic>CASP3</italic>, <italic>CYP1A2</italic>, <italic>NOS3</italic>, <italic>CYP1B1</italic> were shown in the first shell which indicated that tanshinone potentially has a direct effect on these diverse genes. <italic>CDK6</italic>, <italic>AKT1</italic>, <italic>BIRC2</italic>, <italic>XIAP</italic>, arginine, <italic>CDKN1A</italic>, <italic>CDK4</italic>, <italic>N</italic>G-hydroxy-L-a, <italic>CDKN1B</italic>, calcium ions were shown in the second shell and <italic>BIRC3</italic>, citruline, <italic>CDK2</italic>, caffeine, melatonin, <italic>CDKN2A</italic>, estradiol, <italic>RB1</italic>, <italic>PCNA</italic>, nicotinami.e p. were shown in the third shell, which indicated that tanshinone might have a secondary effect on these genes. According to our analysis, <italic>AKT1</italic> displayed the highest weight in the interactive network (<xref ref-type="fig" rid="F1">Figure 1B</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Interaction network of the Tanshinone-targeted genes. <bold>(A)</bold> Interaction network established by STITCH. <bold>(B)</bold> Weighted interaction network demonstrated by Gephi.</p>
</caption>
<graphic xlink:href="fcell-10-878433-g001.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Identification of the Shared KEGG Pathways of Tanshinone-Targeted Genes and Osteoporosis</title>
<p>36 KEGG pathways significantly enriched by tanshinone-targeted genes were obtained in DAVID. With miRWalk2.0, 110 human osteoporosis KEGG pathways were retrieved. Finally, 21 common KEGG pathways were identified (<xref ref-type="fig" rid="F2">Figure 2</xref>). The top five KEGG pathways with the smallest <italic>p</italic> values were the small cell lung cancer pathway, Pathway in cancer, Chronic myeloid leukemia pathway, cell cycle pathway, and glioma pathway (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Identification of common KEGG pathways of OP and tomatidine-targeted genes. There are 110 OP related KEGG pathways and 36 tanshinone-targeted genes related KEGG pathways. 21 shared KEGG pathways were identified.</p>
</caption>
<graphic xlink:href="fcell-10-878433-g002.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Top five KEGG pathway and involved genes.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Term</th>
<th align="center">KEGG pathway</th>
<th align="center">Icariin-Target genes</th>
<th align="center">
<italic>p</italic>-Value</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">hsa05222</td>
<td align="left">Small cell lung cancer pathway</td>
<td align="left">AKT1, CCND1, CDKN1B, XIAP, CDK6, RB1, BIRC3, CDK4, BIRC2, CDK2</td>
<td align="center">3.6E-13</td>
</tr>
<tr>
<td align="left">hsa05200</td>
<td align="left">Pathways in cancer</td>
<td align="left">AKT1, CDKN1A, CASP3, CCND1, CDKN2A, CDKN1B, XIAP, CDK6, RB1, BIRC3, CDK4, BIRC2, CDK2</td>
<td align="center">3.6E-11</td>
</tr>
<tr>
<td align="left">hsa05220</td>
<td align="left">Chronic myeloid leukemia pathway</td>
<td align="left">AKT1, CDKN1A, CCND1, CDKN2A, CDKN1B, CDK6, RB1, CDK4</td>
<td align="center">4.7E-10</td>
</tr>
<tr>
<td align="left">hsa04110</td>
<td align="left">Cell cycle pathway</td>
<td align="left">CDKN1A, CCND1, CDKN2A, CDKN1B, CDK6, RB1, CDK4, CDK2</td>
<td align="center">5.7E-10</td>
</tr>
<tr>
<td align="left">hsa05214</td>
<td align="left">Glioma pathway</td>
<td align="left">AKT1, CDKN1A, CCND1, CDKN2A, CDK6, RB1, CDK4</td>
<td align="center">1.4E-8</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-3">
<title>Identification of the Hub Genes</title>
<p>Among the 21 tanshinone-targeted genes, <italic>AKT1, CDKN1A, CDK6, CDK4, CDK2, CASP3, RB1, CDKN2A, CCND1, CDKN1B, XIAP, BIRC3</italic> and <italic>BIRC2</italic> were involved in the top five common KEGG pathways (<xref ref-type="fig" rid="F3">Figure 3</xref>). C<italic>CND1, CDK6, RB1, CDK4</italic> were observed to be involved in every common KEGG pathway of the top five. Therefore, they were identified as hub genes. The top three genes with the highest degrees were <italic>AKT1, CDKN1A,</italic> and <italic>CDK6.</italic> The relative positions on the chromosome and degree centrality information of tanshinone-target genes have been shown in <xref ref-type="fig" rid="F4">Figure 4</xref>. <italic>AKT1</italic> displayed the greatest degree, betweenness, and closeness.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Outcomes of gene enrichment analysis. CCND1, CDK6, RB1, CDK4 were involved in every pathway of the top five. The top three genes with highest degrees are AKT1, CDKN1A, and CDK6. hsa05222: Small cell lung cancer pathway. hsa05200: Pathways in cancer. hsa05220: Chronic myeloid leukemia pathway. hsa04110: Cell cycle pathway. Hsa05214: Glioma pathway.</p>
</caption>
<graphic xlink:href="fcell-10-878433-g003.tif"/>
</fig>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Positions on chromosome and degree centrality information of all the tanshinone-targeted genes. There are three circles of the heatmap. The inner, middle, and outer circles demonstrate closeness, betweenness, and degree information. Hub genes CCND1, CDK6, RB1, CDK4 were located on chr11, chr7, chr13, and chr12, respectively.</p>
</caption>
<graphic xlink:href="fcell-10-878433-g004.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>Retrieval of the KEGG Pathways Related to Tanshinone-Targeted Genes</title>
<p>The part of the top 5 shared KEGG pathways that can be targeted by tanshinone have been shown in <xref ref-type="fig" rid="F5">Figure 5</xref>. The downstream cellular responses included uncontrolled proliferation, increased survival, resistance to apoptosis signal, genomic instability, G1/S progression, S-shape proteins, CycE. Thus, the results indicated that tanshinone was involved in a variety of cellular activities through affecting PI3K/Akt signaling, p53 and MAPK signaling pathways.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Tanshinone-targeted genes related part of the top two KEGG pathways. 1 PI3K-Akt signaling pathway. 2 p53 signaling pathway. 3 MAPK signaling pathway. <bold>(A)</bold> Tanshinone-targeted genes related part of the Small cell lung cancer pathway. PI3K-Akt signaling pathway is involved in the process, resulting in proliferation, resistance to apoptosis signal, G1/S progression; <bold>(B)</bold> Tanshinone-targeted genes related part of the Pathways in cancer. PI3K-Akt signaling pathway is involved in the process, resulting in proliferation, evading apopsis. <bold>(C)</bold> Tanshinone-targeted genes related part of the Chronic myeloid leukemia pathway. PI3K-Akt and p53 signaling pathway are involved in the process, resulting in proliferation, uncontrolled proliferation, G1/S progression, genomic instability, increased survival. <bold>(D)</bold> Tanshinone-targeted genes related part of the Cell cycle pathway. MAPK signaling pathway is involved in the process, resulting in apoptosis, S-shape proteins, CycE. <bold>(E)</bold> Tanshinone-targeted genes related part of the Glioma pathway, resulting in cell survival and G1/S progression.</p>
</caption>
<graphic xlink:href="fcell-10-878433-g005.tif"/>
</fig>
</sec>
<sec id="s3-5">
<title>Tanshinone (Tan) Promoted MSCs Survival <italic>via</italic> Modulating <italic>AKT1</italic> Expression</title>
<p>First, the levels of <italic>AKT1</italic> was measured by qRT-PCR, and the result indicated that tanshinone could promote the expression of <italic>AKT1</italic> (<xref ref-type="fig" rid="F6">Figure 6A</xref>). Next, to explore the effect of tanshinone on the osteogenic ability of MSCs, the expression of different osteogenesis-related mRNAs <italic>OCN</italic>, <italic>Col-1</italic>, and <italic>Runx2</italic> were analyzed in the tanshinone-treated cells, and the result indicated a positive impact of the drug on the osteogenesis (<xref ref-type="fig" rid="F6">Figures 6B&#x2013;D</xref>). Taken together, all these results demonstrated that tanshinone was able to promote osteogenesis <italic>via</italic> activation of <italic>AKT1</italic>.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Tanshinone alleviates osteoporosis by targeting AKT1. MSCs were treated with PBS, 0.2&#xa0;nM Tanshinone, and 0.6&#xa0;nM Tanshinone <bold>(A)</bold> The expression of AKT1 was assessed by qRT-PCR; <bold>(B&#x2013;D)</bold> qRT-PCR analysis for the osteogenesis-related mRNAs (OCN, Col-1, Runx2) among the four groups. &#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>
</caption>
<graphic xlink:href="fcell-10-878433-g006.tif"/>
</fig>
</sec>
<sec id="s3-6">
<title>
<italic>In vivo</italic> Protective Effect of Tanshinone on Osteoporosis</title>
<p>The effect of tanshinone on osteoporosis was also validated in an <italic>in vivo</italic> mouse model. Consistent with the findings of <italic>in vitro</italic> experiment, BMD, BV/TV, BV, and TV were significantly increased in tanshinone treated group as compared to the osteoporosis group (<xref ref-type="fig" rid="F7">Figure 7</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Tanshinone potentially protecting from osteoporosis <italic>in vivo</italic> <bold>(A)</bold> The cross section of bone samples among the three groups; <bold>(B)</bold> BMD, BV, TV, amd BV/TV results were analyzed after receiving the three different treatments for 10&#xa0;weeks <italic>n</italic> &#x3d; 10 mice/group. Data are means &#xb1; SD of triplicate experiments. &#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>
</caption>
<graphic xlink:href="fcell-10-878433-g007.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Bones play an important role in the protection of internal organs with both rigidity and toughness. The repeated bone reconstruction process primarily maintains integrity and mechanical stress of bone. Bone reconstruction includes resorption of old bone and formation of new bone, which are generally coupled in time and space. Bone reconstruction occurs every moment, throughout the life of a mammal, and the whole body bones are renewed every 10&#xa0;years (<xref ref-type="bibr" rid="B30">Szulc, 2018</xref>).</p>
<p>Bone reconstruction is orchestrated by osteoblast, osteocyte and osteoclast mutually (<xref ref-type="bibr" rid="B35">Xiong et al., 2020b</xref>). Osteoblasts produce type I collagen to form a mineralized matrix. The old bone resorption caused by osteoclasts is replaced by new bone formation promoted by osteoblasts. Osteocytes are ultimately differentiated by osteoblasts and embedded in the mineralized matrix (<xref ref-type="bibr" rid="B10">Florencio-Silva et al., 2015</xref>). Bone cells can perceive new signals whenever there are changes in the external environment of cells, communicate with osteoblasts and osteoclasts on the bone surface, guide osteoclasts and osteoblasts to the reconstruction site, regulate bone reconstruction, and thus effectively promote repair of microfractures (<xref ref-type="bibr" rid="B3">Buck and Dumanian, 2012</xref>). In adolescents, the rate of bone formation has been found to be greater than the resorption. The bones are constantly built, shaped and reconstructed, which can lead to an increase in bone mass. Bone resorption and formation are balanced in adulthood to maintain bone mass. In the elderly, bone resorption rate is greater than formation rate, and osteoporosis begins to occur. In osteoporosis patients, bone mass and strength decreases significantly whereas fracture risk can potentially increase (<xref ref-type="bibr" rid="B9">Feng and McDonald, 2011</xref>). Senile osteoporosis presents low bone turnover, but the ratio of bone resorption/bone formation increases, thus leading to progressive bone loss. At the same time, aging and estrogen deficiency can cause the immune system to initiate pro-inflammatory reactions and thereby affect bone reconstruction. Vitamin D deficiency and negative calcium balance in the elderly can also lead to the secondary hyperparathyroidism and affect bone mass (<xref ref-type="bibr" rid="B9">Feng and McDonald, 2011</xref>).</p>
<p>The bone reconstruction is in a dynamic equilibrium state under the action of the various systemic or local bone growth regulators. A variety of signal transduction pathways have been reported to be involved in regulating bone reconstruction, such as Hedgehog, MAPK, Notch, RANKL/RANK/OPG, PI3K/Akt, and Wnt/<italic>&#x3b2;</italic>-catenin pathways (<xref ref-type="bibr" rid="B2">Boyce and Xing, 2007</xref>; <xref ref-type="bibr" rid="B12">Greenblatt et al., 2010</xref>; <xref ref-type="bibr" rid="B26">Regan and Long, 2013</xref>; <xref ref-type="bibr" rid="B33">Xi et al., 2015</xref>; <xref ref-type="bibr" rid="B36">Yang et al., 2015</xref>; <xref ref-type="bibr" rid="B7">Duan and Bonewald, 2016</xref>; <xref ref-type="bibr" rid="B24">Mi et al., 2020b</xref>). In our study, we found that tanshinone could exhibit a variety of cellular activities through modulating MAPK, PI3K/Akt, and p53 signaling pathways. In the tanshinone-targeted genes network, AKT1 displayed the greatest degree, betweenness, and closeness. Therefore, for the further validation experiments, it was demonstrated that tanshinone could modulate <italic>AKT1</italic> gene expression, promote the MSCs proliferation, and suppress their apoptosis. These findings indicated that tanshinone might improve osteoporosis by targeting AKT1.</p>
<p>There are some limitations associated with this study. Firstly, <italic>in vivo</italic> experiments were not performed in this study. Secondly, the enrichment test of AKT1 in different osteoporosis subtypes was not studied.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>Taken together, our findings indicate that tanshinone can alleviate osteoporosis, which was potentially mediated through modulation of the AKT1 expression. Tanshinone could thus serve as a promising agent for the treatment of osteoporosis.</p>
</sec>
</body>
<back>
<sec 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 The Honghui Hospital, Xi&#x2019;an Jiao Tong University Standing Committee on Animals.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>LY conceived and designed the study; LK supervised the study; YW and LL performed bioinformatics analysis and experiments; WH analyzed the data; ZQ and DW provided advice and technical assistance; YW and LL wrote the manuscript. All authors approved the final manuscript.</p>
</sec>
<sec id="s11">
<title>Funding</title>
<p>Key project of Natural Science Basic Research Plan of Shaanxi Province (2022JZ-43).</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<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>
<ack>
<p>The authors would like to thank all the reviewers who participated in the review and MJEditor (<ext-link ext-link-type="uri" xlink:href="http://www.mjeditor.com">www.mjeditor.com</ext-link>) for its linguistic assistance during the preparation of this manuscript.</p>
</ack>
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