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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2021.779562</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Acupuncture Synergized With Bortezomib Improves Survival of Multiple Myeloma Mice <italic>via</italic> Decreasing Metabolic Ornithine</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Ke</surname>
<given-names>Mengying</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qian</surname>
<given-names>Jinjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1485161"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Hao</surname>
<given-names>Feng</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Xinying</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Hongjie</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Luo</surname>
<given-names>Xian</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xu</surname>
<given-names>Bin</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Gu</surname>
<given-names>Chunyan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/690156"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Yang</surname>
<given-names>Ye</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/690494"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Large Data Center, Nanjing Hospital of Chinese Medicine Affiliated to Nanjing University of Chinese Medicine</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>School of Medicine &amp; Holistic Integrative Medicine, Nanjing University of Chinese Medicine</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Acupuncture and Tuina College, Nanjing University of Chinese Medicine</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Key Laboratory of Acupuncture and Medicine Research of Ministry of Education, Nanjing University of Chinese Medicine</institution>, <addr-line>Nanjing</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Hubing Shi, Sichuan University, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Zhao Yun Liu, Tianjin Medical University General Hospital, China; Tao Pang, China Pharmaceutical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Ye Yang, <email xlink:href="mailto:yangye876@sina.com">yangye876@sina.com</email>;  <email xlink:href="mailto:290422@njucm.edu.cn">290422@njucm.edu.cn</email>; Chunyan Gu, <email xlink:href="mailto:guchunyan@njucm.edu.cn">guchunyan@njucm.edu.cn</email>; Bin Xu, <email xlink:href="mailto:xubin@njucm.edu.cn">xubin@njucm.edu.cn</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Cancer Metabolism, a section of the journal Frontiers in Oncology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>02</day>
<month>11</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>779562</elocation-id>
<history>
<date date-type="received">
<day>19</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>12</day>
<month>10</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Ke, Qian, Hao, Li, Wu, Luo, Xu, Gu and Yang</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Ke, Qian, Hao, Li, Wu, Luo, Xu, Gu and Yang</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>Multiple myeloma (MM) is a hematological malignancy worldwide in urgent need for novel therapeutic strategies. Since Velcade (bortezomib) was approved for the treatment of relapsed/refractory MM in 2003, we have seen considerable improvement in extending MM patient survival. However, most patients are fraught with high recurrence rate and incurability. Acupuncture is known for alleviating patient symptoms and improving the quality of life, but it is not well investigated in MM, especially in combination with bortezomib. In this study, we employed LC-MS and UHPLC-MS together with bioinformatics methods to test serum samples from 5TMM3VT MM murine model mice with four different treatments [control (C) group, bortezomib (V) treatment group, acupuncture (A) group, and combined (VA) group]. MM mice in group VA had longer survival time than mice in group A or group V. Joint pathway analysis indicated the underlying arginine and proline metabolism pathway among the 32 significantly decreased metabolites in group VA. CCK-8 assay and <italic>in vivo</italic> experiments validated that ornithine, the metabolite of arginine, promoted MM cell proliferation. In addition, gene expression omnibus (GEO) database analysis suggested that MM patients with higher ornithine decarboxylase 1 (ODC1) expression were evidently associated with poor overall survival. In summary, this study demonstrates the synergistic effects of acupuncture and bortezomib on extending the survival of MM model mice and provides potential therapeutic targets in the treatment of MM.</p>
</abstract>
<kwd-group>
<kwd>ornithine</kwd>
<kwd>metabolomics</kwd>
<kwd>multiple myeloma</kwd>
<kwd>acupuncture</kwd>
<kwd>ODC1</kwd>
</kwd-group>
<contract-num rid="cn001">81970196, 82073885</contract-num>
<contract-num rid="cn002">BK20200097</contract-num>
<contract-num rid="cn003">Integration of Chinese and Western Medicine</contract-num>
<contract-sponsor id="cn001">National Natural Science Foundation of China<named-content content-type="fundref-id">10.13039/501100001809</named-content>
</contract-sponsor>
<contract-sponsor id="cn002">Natural Science Foundation of Jiangsu Province<named-content content-type="fundref-id">10.13039/501100004608</named-content>
</contract-sponsor>
<contract-sponsor id="cn003">Priority Academic Program Development of Jiangsu Higher Education Institutions<named-content content-type="fundref-id">10.13039/501100012246</named-content>
</contract-sponsor>
<counts>
<fig-count count="7"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="61"/>
<page-count count="14"/>
<word-count count="4531"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Multiple myeloma (MM) is a hematological malignancy with clonal proliferation of abnormal plasma cells in the bone marrow (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). According to the statement of international myeloma working group (IMWG), there were nearly 159,985 new MM patients diagnosed annually worldwide. About 1% of patients with monoclonal gammopathy of undetermined significance (MGUS) progressed to MM every year (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). In 2003, Velcade (bortezomib for injection) was approved by the US Food and Drug Administration for the treatment of relapsed/refractory MM as the first proteasome inhibitor (<xref ref-type="bibr" rid="B5">5</xref>). The latest clinical MM therapy is a new immunomodulatory therapy using chimeric antigen receptor T cells, bispecific T cell conjugates, and immune checkpoint inhibitors (<xref ref-type="bibr" rid="B6">6</xref>). Although the therapeutic armamentarium for MM has continued to evolve (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B14">14</xref>), MM still possesses the characteristics of high relapse and incurability. It is necessary to explore more effective therapies to improve MM prognosis significantly.</p>
<p>In the national comprehensive cancer network (NCCN) (<xref ref-type="bibr" rid="B15">15</xref>), adult cancer pain clinical guidelines recommend acupuncture as a comprehensive treatment option in combination with pharmacologic interventions. Nowadays, acupuncture, especially serving as a non-drug alternative to control symptoms, has become a popular adjuvant therapy in cancer treatment (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Many clinical cases reported that the combination of acupuncture and medicine not only delayed the disease progress (<xref ref-type="bibr" rid="B18">18</xref>), reduced the dosage (<xref ref-type="bibr" rid="B19">19</xref>), and minimized the side effects of the drug (<xref ref-type="bibr" rid="B20">20</xref>), but also relieved the pain caused by the diseases (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). Therefore, the combined application of acupuncture and bortezomib in MM might have broad prospect in alleviating patient symptoms and improving the quality of life.</p>
<p>Since Warburg and Cori demonstrated that cancer cells increased glucose uptake and the fermentation of glucose into lactic acid to promote cellular growth, survival, and proliferation (termed &#x201c;Warburg effect&#x201d;) in the 1920s (<xref ref-type="bibr" rid="B23">23</xref>), metabolic reprogramming was deemed as one of the main hallmarks and adaptive phenotypes exploited by tumor cells during all the tumor growth and metastatic progression (<xref ref-type="bibr" rid="B24">24</xref>), such as abnormal glucose metabolism in colorectal cancer (<xref ref-type="bibr" rid="B25">25</xref>), acute myeloid leukemia accompanied by abnormal glycolysis (<xref ref-type="bibr" rid="B26">26</xref>), lipid metabolism disorders in hepatocellular carcinoma (<xref ref-type="bibr" rid="B27">27</xref>), and cytochrome P450-derived arachidonic acid metabolism in pheochromocytoma (<xref ref-type="bibr" rid="B28">28</xref>). Modern metabolomics techniques utilize nuclear magnetic resonance or chromatography mass spectrometry to detect differential metabolites in serum and analysis of metabolic profiles.</p>
<p>To explore the effects of acupuncture combined with bortezomib (VA) in MM and the underlying potential mechanism, we performed chromatography&#x2013;mass spectrometry (LC-MS) and UHPLC-MS together with bioinformatics, joint pathway analysis, and gene expression profiling (GEP) analysis to determine the metabolomics in MM serum samples.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Chemicals and Reagents</title>
<p>The 5TMM3VT murine myeloma cells were donated by Professor Wen Zhou from the State Key Laboratory of Experimental Hematology, Department of Hematology, Xiangya Hospital, Central South University. Velcade (bortezomib for injection) was purchased from Hansoh pharma (H20173307, Jiangsu, China). Acetonitrile and methanol were purchased from Merck, Millipore Ltd (1.00030.4008, 1.06007.4008, Carrigtwohill, Ireland). Formic acid, ethyl acetate, trifluoroacetic acid, ammonium acetate, and L-arginine hydrochloride were purchased from Macklin Biochemical Co., Ltd (F809712, E809174, T818778, A801000, L800291, Shanghai, China). The 2-chloro-L-phenylalanine and dansyl chloride were purchased from Yuanye Bio-Technology Co., Ltd (B25643, S19248, Shanghai, China). The 1,4-Butane-1,1,2,2,3,3,4,4-d8-diamine was purchased from Toronto Research Chemicals (D416027, Canada). Chloroform, sodium carbonate, sodium bicarbonate, and acetone were purchased from Lingfeng Chemical Reagent Co. (Shanghai, China). Ornithine analytical standard was purchased from Solarbio (SO8470, Beijing, China). RPMI-1640 medium without arginine was purchased from Sigma-Aldrich (R1780, USA). Certified fetal bovine serum, RPMI 1640 medium, and dialyzed fetal bovine serum were purchased from Biological Industries (05-065-1A, 04-002-1A, 04-011-1b, Kibbutz Beit Haemek, Israel). Cell counting kit (CCK-8) was purchased from Yeasen Biotechnology Co., Ltd. (40203ES76, Shanghai, China).</p>
</sec>
<sec id="s2_2">
<title>Animal Protocols</title>    <p>All animal procedures were conducted in accordance with government-published recommendations for the Care and Use of Laboratory Animals and approved by the Institutional Ethics Review Boards of Nanjing University of Chinese Medicine. The experimental mice (C57BL/KaLwRij, 6&#x2013;8 weeks, 18&#x2013;20 g) were purchased from the institute of model animals of Nanjing University. The experimental mice were housed in the SPF laboratory animal center of Nanjing University of Chinese Medicine with 15&#x2013;25&#xb0;C ambient temperature and free access to food and water. After 1 week of adaptive feeding, animal experiments were started. 5TMM3VT murine myeloma cells (1&#xd7;10<sup>6</sup>) were injected <italic>via</italic> the tail vein into 6-week-old C57BL/KaLwRij mice. The mice were divided into four groups as follows: model control (C, only modeling, n=10) group, bortezomib (V, n=10) treatment group, acupuncture (A, n=9) treatment group, and VA (n=8) treatment group. One day later, mice in three treatment groups were treated by different methods, containing intraperitoneal injection of 1.2 mg/ml V twice a week or/and electroacupuncture (Model SDZ-II, Suzhou Medical Appliance Factory, Suzhou, China) stimulation of Hegu (<xref ref-type="bibr" rid="B29">29</xref>) and Zusanli (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>) points (2/100 Hz, 2 mA) three times a week until all the mice were dead.</p>
</sec>
<sec id="s2_3">
<title>Serum Sample Collection</title>
<p>Blood was taken from tail vein on Tuesday and Wednesday during the experimental period. Blood samples of week 4&#x2013;6 were mixed in the clean Eppendorf tubes, stored on ice for 2 h, and centrifuged (5,000 rpm, 10 min) at 4&#xb0;C. The blood was collected for separation of serum. Subsequently, the supernatants were transferred to clean Eppendorf tubes and stored at &#x2212;80&#xb0;C.</p>
</sec>
<sec id="s2_4">
<title>Sample Preparation for LC-MS Analysis</title>
<p>All serum samples were thawed on the ice. An aliquot of 45 &#x3bc;l serum sample was precipitated by adding 135 &#x3bc;l acetonitrile containing internal standards (IS) [2-Chloro-L-Phenylalanine (plasma sample-acetonitrile: IS=2,000:1)], vortex for 30 s, sonicating for 10 min at 4&#xb0;C, and then stayed for 3 h on ice. Precipitated protein was removed by centrifugation (13,000 rpm, 10 min) at 4&#xb0;C. Subsequently, 153 &#x3bc;l supernatant was transferred to glass inserts of LC-MS vials and stored at &#x2212;80&#xb0;C for LC-MS analysis.</p>
</sec>
<sec id="s2_5">
<title>LC-MS Analysis</title>
<p>The LC-300AD LC system (Shimadzu, Japan) coupled to a Triple TOF&#x2122;5600 mass spectrometer (AB SCIEX, USA) and operated in full scan mode was used for untargeted analysis of serum samples. Each sample was run in duplicate in electron spray ionization<sup>+/&#x2212;</sup> (ESI<sup>+/&#x2212;</sup>) modes. An aliquot of 3 &#x3bc;l extracted plasma sample was injected onto an ACQUITY UPLC HSS T3 C18 (2.1&#x2009;&#xd7;&#x2009;100 mm, 1.8 &#x3bc;m) column (Waters, USA) operating at 40&#xb0;C. The auto-sampler was conditioned at 4&#xb0;C. Untargeted metabolomics were detected as described in a previous study (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Raw data files from LC-MS were converted by Analyst<sup>&#xae;</sup>TF 1.7 software and imported into Markview software to match the peaks and the metabolites identified by mass spectral database of Dalian Institute of Chemical Physics, Chinese Academy of Sciences. Mass-to-charge ratio difference less than 0.001 was regarded as the same substance. Then the dataset of normalized peak height intensity, retention time (RT), metabolites names, and sample numbers were analyzed by SIMCA 14.1 software. SIMCA 14.1 conducted a multivariate statistical analysis of the principal component analysis (PCA) and orthogonal partial least-squares discrimination analysis (OPLS-DA) and permutations. The metabolites with P value &lt; 0.05 and variable importance in the projection (VIP) of &gt;1.0 were considered as statistically significant metabolites. The metabolic joint pathway analysis was carried out on the website visualization tools of MetaboAnalyst 5.0 (<xref ref-type="bibr" rid="B32">32</xref>).</p>
</sec>
<sec id="s2_6">
<title>Sample Preparation for UHPLC-MS Analysis</title>
<p>Five serum samples were randomly selected from group C and group VA, respectively, and prepared for UHPLC-MS analysis. All serum samples were thawed on the ice. An aliquot of 50 &#x3bc;l serum sample was precipitated by adding 5 &#x3bc;l 1,4-Butane-1,1,2,2,3,3,4,4-d8-diamine and 167 &#x3bc;l methanol, vortex for 1 min, then adding 334 &#x3bc;l chloroform and vortex again for 1 min. Supernatants were collected by centrifugation (15,000 rpm, 10 min) at 4&#xb0;C. Then 100 &#x3bc;l sodium bicarbonate-sodium bicarbonate buffer (pH=9) and 50 &#x3bc;l dansyl chloride solution (dissolved in acetone) were added to the supernatant (<xref ref-type="bibr" rid="B33">33</xref>), and stayed for 1 h at room temperature in dark area. Subsequently, the organic phase was extracted with acetic ether twice. Notably, trifluoroacetic acid was added before the second extraction. Finally, the organic phase was transferred to fresh tube and dried in solvent evaporator (Genevac, UK) at 45&#xb0;C for 2 h. The residue was reconstituted in 100 &#x3bc;l of a mixture of 0.2 mol/L ammonium acetate/acetonitrile (3:7, vol/vol) for UHPLC-MS analysis.</p>
</sec>
<sec id="s2_7">
<title>UHPLC-MS Analysis</title>
<p>Waters iClass UHPLC system (Waters, USA) coupled with a Triple Quad&#x2122; 6500+ (AB SCIEX, USA) was applied for targeted metabolomics analysis. An aliquot of 1 &#xb5;l sample solution was injected onto Ultimate XB-AQ chromatographic column (100 mm&#xa0;&#xd7; 2.1 mm, 3 &#x3bc;m) maintained at 40&#xb0;C. The auto-sampler was conditioned at 4&#xb0;C. For carrying out analysis, the mobile phase was composed of A (0.1% formic acid in water) and B (acetonitrile acidified by 0.1% formic acid) with different concentration gradient. The flow rate was 0.4 ml/min. Mass spectrometric (MS) parameters were applied as follows: ionization temperature 450&#xb0;C, ion-source gas 1 pressure 55 psi, ion-source gas 2 pressure 55 psi, curtain gas pressure 40 psi, and ion-source voltage 5,500 V.</p>
</sec>
<sec id="s2_8">
<title>Cell Proliferation Assay</title>
<p>Cell growth was evaluated by using CCK8 assay according to the method described in the literature (<xref ref-type="bibr" rid="B34">34</xref>). Cells were cultured for 24 h with dialyzed fetal bovine serum and RPMI-1640 medium without arginine, then seeded at a density of 1,500 cells/well in 96-well plates. MM cells were cultured with different concentrations of arginine for 24 and 72 h. And 10 &#xb5;l CCK8 was added to each well for 3 h before detection. The absorbance was measured at A450 nm with a microplate plate reader (Thermo Fisher Scientific, Inc., USA).</p>
</sec>
<sec id="s2_9">
<title>Statistics Analysis</title>
<p>Survival analyses were made by using the Kaplan Meier method. Statistical analyses were performed by using GraphPad Prism 8 software. The statistical results were conducted with Log-rank (Mantel-Cox), and value of P&lt; 0.05 was regarded as a significant difference (*<italic>P</italic>&lt;0.05, **<italic>P</italic>&lt;0.01, ***<italic>P</italic>&lt;0.001).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Efficacy Evaluation of VA Treatment in 5TMM3VT Myeloma Mice</title>
<p>The MM mouse model was established by tail vein injection of 5TMM3VT murine myeloma cells (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>) and subjected to four different groups: only modeling (group C), bortezomib treatment (group V), acupuncture treatment (group A), and combination therapy (group VA). As <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref> shows, the survival rates of myeloma mice in group V (median time of 73.5 days) and A (median time of 67 days) were evidently improved compared with the group C (median survival time of 47 days). Intriguingly, the median survival time of the myeloma mice treated with VA significantly prolonged to 79 days, and in the sixth week after modeling, the survival curves began to show significant differences between the group VA and the group C (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1C</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Efficacy evaluation of VA treatment in 5TMM3VT myeloma mice. <bold>(A)</bold> Animal model and blood collection. <bold>(B)</bold> Survival curve of group C, V, A, and VA. <bold>(C)</bold> Survival curve of group C <italic>vs</italic> VA.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g001.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Serum Metabolic Profiling Reveals Significant Differences Among MM Mice in Different Treatment Groups</title>
<p>Serum was collected from the myeloma mice in each group, which was used to examine the characteristics of metabolites by LC-MS. The results showed that the peak patterns of total ion current (TIC) obtained in ESI<sup>+</sup> (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;D</bold>
</xref>) and ESI<sup>&#x2212;</sup> (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2E&#x2013;H</bold>
</xref>) modes were distinctly different. The serum metabolites of the MM mice in each group were well separated under the same detection mode. Within 5~13 min of the injection, there were significant differences between group C and groups A, V, or VA.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Typical chromatograms of TIC in serum samples. TIC of group C <bold>(A)</bold>, V <bold>(B)</bold>, A <bold>(C)</bold>, and VA <bold>(D)</bold> in ESI<sup>+</sup> mode. TIC of group C <bold>(E)</bold>, V <bold>(F)</bold>, A <bold>(G)</bold>, and VA <bold>(H)</bold> in ESI<sup>&#x2212;</sup> mode.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g002.tif"/>
</fig>
<p>The principal component analysis (PCA) was used to reflect the degree of dispersion among the four groups. Differences and changes in metabolic profiles of MM mouse serum from each group were evaluated by PCA in ESI<sup>+</sup> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>) and ESI<sup>&#x2212;</sup> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3B</bold>
</xref>) modes. The results displayed a significant separation of serum samples from mice in the four groups with good clustering of samples within groups (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3A, B</bold>
</xref>), as well as the three-dimensional (3D) scatter plot (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3C, D</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>PCA score plot based on the data of ESI<sup>+/&#x2212;</sup> modes. <bold>(A)</bold> PCA score plot of all groups in ESI<sup>+</sup> mode. <bold>(B)</bold> PCA score plot of all groups in ESI<sup>&#x2212;</sup> mode. <bold>(C)</bold> 3D scatter plot of all groups in ESI<sup>+</sup> mode. <bold>(D)</bold> 3D scatter plot of all groups in ESI<sup>-</sup> mode.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g003.tif"/>
</fig>
<p>The orthogonal partial least-squares discrimination analysis (OPLS-DA) model of serum metabolomics from myeloma mice showed the significant differences in group V, A, or VA compared with group C in both ESI<sup>+</sup> (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, C, E</bold>
</xref>) and ESI<sup>&#x2212;</sup> (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4G, I, K</bold>
</xref>) modes. In addition, all the permutation test results indicated that the fitted model was reliable (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B, D, F, H, J, L</bold>
</xref>). The differential metabolites that satisfied the criterion (VIP &gt;1.0 and P value &lt;0.05) were considered as significantly different substances. There were 97 different substances in the serum of group V compared with group C, including 64 upregulated and 33 downregulated substances (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4A, B, G, H</bold>
</xref>). There were 151 different serum substances between group A and group C, with 113 upregulated and 28 downregulated substances (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4C, D, I, J</bold>
</xref>). Importantly, we found 174 different substances in the serum of group VA in comparison with group C, including 102 upregulated and 72 downregulated substances (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4E, F, K, L</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>OPLS-DA score plot based on the data of ESI<sup>+/&#x2212;</sup> modes and validations of OPLS-DA models by 200 permutation tests. In ESI<sup>+</sup> mode: <bold>(A, B)</bold> group C <italic>vs</italic> group V, <bold>(C, D)</bold> group C <italic>vs</italic> group A, <bold>(E, F)</bold> group C <italic>vs</italic> group VA. In ESI<sup>&#x2212;</sup> mode: <bold>(G, H)</bold> group C <italic>vs</italic> group V, <bold>(I, J)</bold> group C <italic>vs</italic> group A, <bold>(K, L)</bold> group C <italic>vs</italic> group VA.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g004.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Ornithine Acts as a Therapeutic Target of VA Treatment in MM Mice</title>
<p>To narrow down the potential therapeutic targets, all the significantly different substances from each comparison groups were collected to plot Venn diagrams. Excluding the intersection, there were 20 upregulated (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref> and <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) and 32 downregulated (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref> and <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) distinct metabolites in the serum of group VA. Subsequently, MetaboAnalyst 5.0 was used to analyze the joint pathways of differential metabolites in ESI<sup>+</sup> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>) and ESI<sup>&#x2212;</sup> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>) modes, respectively. In <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>, the main pathway of arginine and proline metabolism was involved in the serum of group VA with impact 0.20964 (&#x2212;log(P)=4.6259). Ornithine and arginine were major metabolites in arginine and proline metabolism pathway.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Ornithine is a therapeutic target of VA treatment in MM mice. <bold>(A)</bold> Venn diagram displaying the 20 upregulated distinct metabolites in the serum of Group VA. <bold>(B)</bold> Venn diagram displaying the 32 downregulated distinct metabolites in the serum of Group VA. <bold>(C)</bold> Summary of joint pathway analysis in group VA with MetaboAnalyst 5.0. <bold>(D)</bold> Summary of joint pathway analysis in group VA with MetaboAnalyst 5.0. <bold>(E)</bold> Heatmap showing arginine and ornithine were downregulated metabolites in group VA.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g005.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Partially* distinct upregulated substances in group VA.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Name</th>
<th valign="top" align="center">m/z</th>
<th valign="top" align="center">
<italic>P</italic>
</th>
<th valign="top" align="center">FC</th>
<th valign="top" align="center">VIP</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">2&#x2019;-Deoxyuridine</td>
<td valign="top" align="center">227.0675</td>
<td valign="top" align="center">0.0091</td>
<td valign="top" align="center">1.8167</td>
<td valign="top" align="center">1.3109</td>
</tr>
<tr>
<td valign="top" align="left">4-Cholesten-3-One</td>
<td valign="top" align="center">385.3484</td>
<td valign="top" align="center">0.0093</td>
<td valign="top" align="center">1.8663</td>
<td valign="top" align="center">1.2221</td>
</tr>
<tr>
<td valign="top" align="left">Calcifediol</td>
<td valign="top" align="center">398.3269</td>
<td valign="top" align="center">0.0057</td>
<td valign="top" align="center">1.689</td>
<td valign="top" align="center">1.295</td>
</tr>
<tr>
<td valign="top" align="left">D-Desthiobiotin</td>
<td valign="top" align="center">215.126</td>
<td valign="top" align="center">0.0013</td>
<td valign="top" align="center">1.2113</td>
<td valign="top" align="center">1.3391</td>
</tr>
<tr>
<td valign="top" align="left">Dimethylallyl pyrophosphate</td>
<td valign="top" align="center">245.0126</td>
<td valign="top" align="center">0.0017</td>
<td valign="top" align="center">2.7971</td>
<td valign="top" align="center">1.4729</td>
</tr>
<tr>
<td valign="top" align="left">D-Norvaline</td>
<td valign="top" align="center">118.0868</td>
<td valign="top" align="center">0.0128</td>
<td valign="top" align="center">1.6716</td>
<td valign="top" align="center">1.0571</td>
</tr>
<tr>
<td valign="top" align="left">Hypoxanthine-9-&#x3b2;-D-arabinofuranoside</td>
<td valign="top" align="center">537.1657</td>
<td valign="top" align="center">0.0104</td>
<td valign="top" align="center">1.6909</td>
<td valign="top" align="center">1.1158</td>
</tr>
<tr>
<td valign="top" align="left">L-Altrose</td>
<td valign="top" align="center">203.0234</td>
<td valign="top" align="center">&lt;0.0001</td>
<td valign="top" align="center">2.262</td>
<td valign="top" align="center">1.5535</td>
</tr>
<tr>
<td valign="top" align="left">Lasalocid</td>
<td valign="top" align="center">573.373</td>
<td valign="top" align="center">0.0474</td>
<td valign="top" align="center">1.9948</td>
<td valign="top" align="center">1.2608</td>
</tr>
<tr>
<td valign="top" align="left">Leucine enkephalin amide</td>
<td valign="top" align="center">553.2763</td>
<td valign="top" align="center">0.0159</td>
<td valign="top" align="center">1.821</td>
<td valign="top" align="center">1.3428</td>
</tr>
<tr>
<td valign="top" align="left">N-Acetyl-D-glucosamine</td>
<td valign="top" align="center">256.0596</td>
<td valign="top" align="center">0.0118</td>
<td valign="top" align="center">1.1686</td>
<td valign="top" align="center">1.2742</td>
</tr>
<tr>
<td valign="top" align="left">N-Methyl-L-glutamic acid</td>
<td valign="top" align="center">142.0519</td>
<td valign="top" align="center">0.0179</td>
<td valign="top" align="center">2.0681</td>
<td valign="top" align="center">1.1724</td>
</tr>
<tr>
<td valign="top" align="left">N&#x3b1;-Acetyl-L-arginine</td>
<td valign="top" align="center">215.1295</td>
<td valign="top" align="center">0.018</td>
<td valign="top" align="center">1.3949</td>
<td valign="top" align="center">1.3476</td>
</tr>
<tr>
<td valign="top" align="left">Taurolithocholic acid</td>
<td valign="top" align="center">504.273</td>
<td valign="top" align="center">0.0242</td>
<td valign="top" align="center">1.6907</td>
<td valign="top" align="center">1.355</td>
</tr>
<tr>
<td valign="top" align="left">&#x3b1;-Amyrin</td>
<td valign="top" align="center">409.3784</td>
<td valign="top" align="center">0.0006</td>
<td valign="top" align="center">1.6457</td>
<td valign="top" align="center">1.3498</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*This table didn&#x2019;t list five exogenous compounds, namely, dihydrocapsaicin, benzoic acid, Apramycin, sulfa quinazoline (sulfaquinaoxaline), equol.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Partially* distinct downregulated substances in group VA.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Name</th>
<th valign="top" align="center">m/z</th>
<th valign="top" align="center">
<italic>P</italic>
</th>
<th valign="top" align="center">FC</th>
<th valign="top" align="center">VIP</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">13-Cis-Acitretin</td>
<td valign="top" align="center">325.1837</td>
<td valign="top" align="center">0.0033</td>
<td valign="top" align="center">0.7025</td>
<td valign="top" align="center">1.4494</td>
</tr>
<tr>
<td valign="top" align="left">2&#x2019;-Deoxyguanosine-5&#x2019;-monophosphate</td>
<td valign="top" align="center">368.0447</td>
<td valign="top" align="center">0.0017</td>
<td valign="top" align="center">0.3811</td>
<td valign="top" align="center">1.5304</td>
</tr>
<tr>
<td valign="top" align="left">2-Phenylacetamide</td>
<td valign="top" align="center">136.0766</td>
<td valign="top" align="center">0.0145</td>
<td valign="top" align="center">0.7426</td>
<td valign="top" align="center">1.0975</td>
</tr>
<tr>
<td valign="top" align="left">4-Guanidinobutyric acid</td>
<td valign="top" align="center">144.0681</td>
<td valign="top" align="center">0.0133</td>
<td valign="top" align="center">0.3947</td>
<td valign="top" align="center">1.222</td>
</tr>
<tr>
<td valign="top" align="left">4-Hydroxybenzaldehyde</td>
<td valign="top" align="center">123.0449</td>
<td valign="top" align="center">0.0056</td>
<td valign="top" align="center">0.5706</td>
<td valign="top" align="center">1.1689</td>
</tr>
<tr>
<td valign="top" align="left">5-Methyluridine</td>
<td valign="top" align="center">257.0788</td>
<td valign="top" align="center">0.0245</td>
<td valign="top" align="center">0.7067</td>
<td valign="top" align="center">1.1576</td>
</tr>
<tr>
<td valign="top" align="left">7-Ketodeoxycholic acid</td>
<td valign="top" align="center">441.2529</td>
<td valign="top" align="center">0.0499</td>
<td valign="top" align="center">0.6459</td>
<td valign="top" align="center">1.206</td>
</tr>
<tr>
<td valign="top" align="left">7z,10z,13z-Hexadecatrienoic Acid</td>
<td valign="top" align="center">249.1856</td>
<td valign="top" align="center">0.0152</td>
<td valign="top" align="center">0.7752</td>
<td valign="top" align="center">1.2389</td>
</tr>
<tr>
<td valign="top" align="left">All-cis-4,7,10,13,16-docosapentaenoic acid</td>
<td valign="top" align="center">329.2332</td>
<td valign="top" align="center">0.0403</td>
<td valign="top" align="center">0.8578</td>
<td valign="top" align="center">1.0992</td>
</tr>
<tr>
<td valign="top" align="left">Arginine</td>
<td valign="top" align="center">347.2198</td>
<td valign="top" align="center">0.0056</td>
<td valign="top" align="center">0.897</td>
<td valign="top" align="center">1.3782</td>
</tr>
<tr>
<td valign="top" align="left">Boc-&#x3b2;-cyano-L-alanine</td>
<td valign="top" align="center">427.1765</td>
<td valign="top" align="center">0.029</td>
<td valign="top" align="center">0.7437</td>
<td valign="top" align="center">1.1536</td>
</tr>
<tr>
<td valign="top" align="left">Cis-8,11,14-Eicosatrienoic acid</td>
<td valign="top" align="center">305.2477</td>
<td valign="top" align="center">0.0188</td>
<td valign="top" align="center">0.8018</td>
<td valign="top" align="center">1.2626</td>
</tr>
<tr>
<td valign="top" align="left">D-(+)-Octopine</td>
<td valign="top" align="center">245.1151</td>
<td valign="top" align="center">0.0209</td>
<td valign="top" align="center">0.5288</td>
<td valign="top" align="center">1.1965</td>
</tr>
<tr>
<td valign="top" align="left">Dl-Tyrosine</td>
<td valign="top" align="center">182.0812</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.635</td>
<td valign="top" align="center">1.1161</td>
</tr>
<tr>
<td valign="top" align="left">Glycochenodeoxycholic acid</td>
<td valign="top" align="center">484.2898</td>
<td valign="top" align="center">0.0037</td>
<td valign="top" align="center">0.2768</td>
<td valign="top" align="center">1.4485</td>
</tr>
<tr>
<td valign="top" align="left">Haloperidol</td>
<td valign="top" align="center">374.1322</td>
<td valign="top" align="center">0.0049</td>
<td valign="top" align="center">0.6947</td>
<td valign="top" align="center">1.419</td>
</tr>
<tr>
<td valign="top" align="left">Indole-3-pyruvic acid</td>
<td valign="top" align="center">204.0638</td>
<td valign="top" align="center">0.0064</td>
<td valign="top" align="center">0.5987</td>
<td valign="top" align="center">1.1311</td>
</tr>
<tr>
<td valign="top" align="left">L-Cysteine-glutathione gisulfide</td>
<td valign="top" align="center">425.0654</td>
<td valign="top" align="center">0.0291</td>
<td valign="top" align="center">0.7847</td>
<td valign="top" align="center">1.087</td>
</tr>
<tr>
<td valign="top" align="left">Mesterolone</td>
<td valign="top" align="center">305.248</td>
<td valign="top" align="center">0.013</td>
<td valign="top" align="center">0.4361</td>
<td valign="top" align="center">1.0414</td>
</tr>
<tr>
<td valign="top" align="left">Mucic acid</td>
<td valign="top" align="center">419.0485</td>
<td valign="top" align="center">0.0018</td>
<td valign="top" align="center">0.3993</td>
<td valign="top" align="center">1.5564</td>
</tr>
<tr>
<td valign="top" align="left">N-Acetylaspartate</td>
<td valign="top" align="center">196.0235</td>
<td valign="top" align="center">0.0252</td>
<td valign="top" align="center">0.7582</td>
<td valign="top" align="center">1.2739</td>
</tr>
<tr>
<td valign="top" align="left">O-Phospho-L-Tyrosine</td>
<td valign="top" align="center">282.0055</td>
<td valign="top" align="center">0.0094</td>
<td valign="top" align="center">0.5057</td>
<td valign="top" align="center">1.3553</td>
</tr>
<tr>
<td valign="top" align="left">Ornithine</td>
<td valign="top" align="center">133.1055</td>
<td valign="top" align="center">0.0333</td>
<td valign="top" align="center">0.6108</td>
<td valign="top" align="center">1.0133</td>
</tr>
<tr>
<td valign="top" align="left">Phe-Phe</td>
<td valign="top" align="center">311.1348</td>
<td valign="top" align="center">0.0135</td>
<td valign="top" align="center">0.8143</td>
<td valign="top" align="center">1.3764</td>
</tr>
<tr>
<td valign="top" align="left">Prostaglandin B2</td>
<td valign="top" align="center">333.2069</td>
<td valign="top" align="center">0.006</td>
<td valign="top" align="center">0.6439</td>
<td valign="top" align="center">1.385</td>
</tr>
<tr>
<td valign="top" align="left">&#x3b2;-Zearalenol</td>
<td valign="top" align="center">319.1662</td>
<td valign="top" align="center">0.0075</td>
<td valign="top" align="center">0.6886</td>
<td valign="top" align="center">1.3195</td>
</tr>
<tr>
<td valign="top" align="left">&#x3b3;-Glu-Leu</td>
<td valign="top" align="center">259.1303</td>
<td valign="top" align="center">0.0166</td>
<td valign="top" align="center">0.5956</td>
<td valign="top" align="center">1.2689</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>*This table didn&#x2019;t list five exogenous compounds, namely, diazepam, diltiazem diacetate, diflunisal, oxfendazole, diflunisal.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Cluster analysis and heatmap showed that both ornithine (median of m/z=133.1057307) and arginine (median of m/z=347.2197103) were significantly decreased in the serum of group VA compared with group C (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5E</bold>
</xref>). To a large degree, these data illustrated that VA treatment inhibited arginine and proline metabolism pathway, thus causing arginine and ornithine reduction. Additionally, ornithine was also involved in the regulation of the glutathione metabolic pathway (&#x2212;log(P)=41.4122) in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5D</bold>
</xref>. These results suggested that ornithine might be a therapeutic target of VA treatment in MM.</p>
</sec>
<sec id="s3_4">
<title>VA Treatment Decreases Ornithine Concentration in the Serum of MM Mice</title>
<p>To further prove the above data, we conducted targeted metabolomics to detect ornithine concentration in the serum of MM mice. The chromatogram revealed a characteristic peak of ornithine standard at 3.76 min after injection (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). In <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>, according to the linear standard curve (r=0.99796), ornithine content in the serum samples of group VA (Average concentration of 7,333.33 ng/ml) was decreased by 73.36% compared with the group C (Average concentration of 1,953.33 ng/ml) (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>); however, it didn&#x2019;t reach statistical difference due to the relatively small sample size in each group and large individual variation. In agreement with previous results of untargeted metabolomics, these data confirmed that VA treatment decreased the level of serum ornithine.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Ornithine concentration is decreased in serum samples of group VA. <bold>(A)</bold> Characteristic chromatographic peak of ornithine standard. <bold>(B)</bold> Standard curve of ornithine in targeted metabolomics. <bold>(C)</bold> Ornithine concentration in serum samples of group C and VA. <bold>(D)</bold> The possible mechanism involved in VA treatment.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g006.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Arginine and Its Metabolite Promote MM Cell Proliferation</title>
<p>Arginine is a semi-essential amino acid that can be metabolized into ornithine, which is a non-essential amino acid (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>). We further assessed the effect of supplying extra arginine on MM cell proliferation by using CCK8 assay. As shown in <xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A&#x2013;D</bold>
</xref>, the viability of human ARP1, H929, OCI and mouse 5TMM3VT cells was significantly increased upon serial concentration of arginine (5 nM~5 &#x3bc;M) treatment for 72 h, suggesting that VA treatment could regulate arginine and its metabolites to promote MM cell proliferation.</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Increased ODC1 expression is associated with poor prognosis in MM. <bold>(A&#x2013;D)</bold> Arginine and its metabolite promoted ARP1, H929, OCI, and 5TMM3VT cell proliferation. *<italic>P</italic> &lt; 0.05. <bold>(E, F)</bold> High ODC1 expression in MM patients was correlated with poor OS in TT2 cohort, and APEX phase III clinical trial by log-rank test. <bold>(G, H)</bold> The mRNA level of ODC1 from NP, MGUS, SMM, and MM was significantly increased in MM samples by ordinary one-way ANOVA test.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-11-779562-g007.tif"/>
</fig>
</sec>
<sec id="s3_6">
<title>Elevated Ornithine Decarboxylase 1 Expression Is Associated With Poor Prognosis in MM</title>
<p>To gain further insights into the deregulated ornithine, we also explored the relationship between ODC1 known as the coding gene encoding ornithine decarboxylase (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>) and the prognosis of MM patients. GEP analysis showed that increased ODC1 expression was associated with poor overall survival (OS) in MM patients (TT2, GSE2658) (p=0.0002; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7E</bold>
</xref>). This result was also verified in the APEX phase III clinical trial with relapsed MM patients (p=0.0009; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7F</bold>
</xref>). Furthermore, analyses of two gene expression omnibus (GEO) databases, GSE5900 (p&lt;0.0001; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7G</bold>
</xref>) and GSE6477 (p=0.0350; <xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7H</bold>
</xref>), demonstrated that ODC1 mRNA was significantly increased in MM patients compared with smoldering myeloma (SMM), monoclonal gammopathy of undetermined significance (MGUS), and normal plasma (NP).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Many clinical cases have shown the certain advantages of acupuncture and medicine combination in the treatment of pain (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). Acupuncture can increase the number of white blood cells and alleviate leukopenia induced by radiotherapy (<xref ref-type="bibr" rid="B35">35</xref>). It was reported that acupuncture could reduce lymphedema and improve dyspnea symptoms in breast cancer patients (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>). In addition, acupuncture inhibits inflammation (<xref ref-type="bibr" rid="B38">38</xref>) and relieves symptoms caused by cancer <italic>via</italic> modulating vasomotion and stimulating the vagus nerve to modulate visceral inflammatory responses (<xref ref-type="bibr" rid="B39">39</xref>). Some clinical reports demonstrate that the acupuncture can be applied for symptom reduction in myeloma patients, including chemotherapy-induced peripheral neuropathy (<xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B42">42</xref>). However, there are few studies using metabolomics technology to find the therapeutic targets of MM. Our study first explored the mechanism of VA treatment for MM from the synergistic effect of VA treatment on MM and verified by <italic>in vivo</italic> experiment with metabolomics technology (<xref ref-type="fig" rid="f1">
<bold>Figures&#xa0;1A&#x2013;C</bold>
</xref>).</p>
<p>We obtained the characteristics of metabolites in serum of MM model mice with either bortezomib or acupuncture or both treatments (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A&#x2013;H</bold>
</xref>, <xref ref-type="fig" rid="f3">
<bold>3A&#x2013;D</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>4A&#x2013;L</bold>
</xref>). There were only 20 significantly upregulated metabolites (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>) and 32 significantly downregulated metabolites (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5B, E</bold>
</xref>) in group VA compared with control. Among them, ornithine as a unique downregulated metabolite in group VA was involved in the arginine and proline metabolic pathway, which showed the highest influence value (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, D</bold>
</xref>). Moreover, ornithine also participated in the regulation of glutathione metabolic pathway (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>), which may play a role during VA treatment. Therefore, it was suggested that ornithine might be a promising biomarker of VA therapy for MM (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A&#x2013;C</bold>
</xref>).</p>
<p>Arginine serving as a semi-essential amino acid possesses a significant impact on carcinogenesis and tumor biology (<xref ref-type="bibr" rid="B45">45</xref>), and it is mostly metabolized to ornithine by arginase (<xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>). Arginine metabolism is considered to be an important regulator in controlling immune response (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>), inhibiting antitumor immune response (<xref ref-type="bibr" rid="B50">50</xref>, <xref ref-type="bibr" rid="B51">51</xref>), and promoting tumor development (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B52">52</xref>). Ornithine is decarboxylated by ODC1 to produce putrescine, which is the rate-limiting step in polyamine biosynthesis (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>). Combined with cellular proliferation results (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A&#x2013;D</bold>
</xref>), we speculate that inhibiting arginine-ornithine metabolism can reduce ornithine content, thus decrease polyamine biosynthesis.</p>
<p>Last but not least, our data revealed that high ODC1 expression was significantly associated with poor prognosis in MM patients (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7E&#x2013;H</bold>
</xref>). In fact, ODC1 is the exclusive gene encoding the rate-limiting enzyme of the polyamine biosynthesis pathway, which catalyzes ornithine to polyamines. Mounting studies reported that ODC1 expression was increased in many cancers, such as esophageal carcinoma (<xref ref-type="bibr" rid="B55">55</xref>), colorectal cancer (<xref ref-type="bibr" rid="B56">56</xref>), hepatocellular carcinoma (<xref ref-type="bibr" rid="B57">57</xref>), neuroblastoma (<xref ref-type="bibr" rid="B58">58</xref>), and ovarian cancer (<xref ref-type="bibr" rid="B59">59</xref>). Bianchi-Smiraglia A et&#xa0;al. (<xref ref-type="bibr" rid="B60">60</xref>) demonstrated that aryl hydrocarbon receptor (AHR) positively regulated intracellular polyamine production <italic>via</italic> direct transcriptional activation of ODC1 and AZIN1 genes, which inhibited the aryl hydrocarbon receptor/polyamine biosynthesis axis to suppress MM progression. Taken together, it may be concluded that combination of acupuncture and bortezomib can decrease ornithine and reduce ODC1 to prolong the survival time of MM. However, more work is needed to further validate the therapeutic effect of targeting arginine-ornithine metabolism and interfering ODC1 expression by using RNAi or difluoromethylornithine, an irreversible inhibitor of ornithine decarboxylase (<xref ref-type="bibr" rid="B61">61</xref>), to improve the effect of MM treatment.</p>
<p>In summary, our study demonstrates that combination of acupuncture and bortezomib has synergistic effects in the treatment of MM, which prolongs survival time of MM mice <italic>via</italic> decreasing ornithine. Targeting ornithine-mediated metabolism may be a promising way to benefit MM patients.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding authors. The data presented in the study are deposited in the Metabolights repository, accession number MTBLS3487.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Institutional Ethics Review Boards of Nanjing University of Chinese Medicine.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>YY, CG, and BX designed the project, analyzed the data, and edited the manuscript. MK and JQ drafted the manuscript. MK, JQ, FH, XYL, HW, and XL performed the experimental work and analyzed the data. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by National Natural Science Foundation of China 81970196 (to CG) and 82073885 (to YY); Natural Science Foundation of Jiangsu Province BK20200097 (to CG); A Project Funded by the Priority Academic Program Development of Jiangsu Higher Education Institutions (Integration of Chinese and Western Medicine).</p>
</sec>
<sec id="s9" 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="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We thank Prof. Shijia Liu for providing equipment support. We thank Jianhao Hou, Jiawei Lu, and Xiangyu Lv for providing technical support.</p>
</ack>
<sec id="s11">
<title>Abbreviations</title>
<p>3D, Three-dimensional; A, Acupuncture; APEX, the Assessment of Proteasome Inhibition for Extending Remissions; C, Control; CCK-8, Cell counting kit-8; ESI, Electron spray ionization; FC, Fold Change; GEO, Gene expression omnibus; GEP, Gene expression profiling; IMWG, International myeloma working group; IS, Internal standards; KEGG, Kyoto Encyclopedia of Genes and Genomes; LC-MS, Chromatography&#x2013;mass spectrometry; MGUS, Monoclonal gammopathy of undetermined significance; MS, Mass spectrometric; NCCN, National comprehensive cancer network; NP, Normal plasma; ODC1, Ornithine decarboxylase 1; OPLS-DA, Partial Least Squares Discrimination Analysis; OS, Overall survival; PCA, Principal component analysis; rpm, Rotations per minute; RT, Retention time; SMM, Smoldering myeloma; TIC, Total ion current; TT2, Total therapy 2; V, Bortezomib; VA, Acupuncture combined with bortezomib; VIP, Variable importance in the projection.</p>
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