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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mol. Biosci.</journal-id>
<journal-title>Frontiers in Molecular Biosciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mol. Biosci.</abbrev-journal-title>
<issn pub-type="epub">2296-889X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">781619</article-id>
<article-id pub-id-type="doi">10.3389/fmolb.2022.781619</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Molecular Biosciences</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Integrated Transcriptomics and Metabolomics Analyses of Stress-Induced Murine Hair Follicle Growth Inhibition</article-title>
<alt-title alt-title-type="left-running-head">Wang et&#x20;al.</alt-title>
<alt-title alt-title-type="right-running-head">Metabolomics of Stress-Inhibiting Hair Growth</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xuewen</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1476235/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Cai</surname>
<given-names>Changqing</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1645929/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Liang</surname>
<given-names>Qichang</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="fn" rid="fn1">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1645377/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xia</surname>
<given-names>Meng</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1481637/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lai</surname>
<given-names>Lihua</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1605609/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Xia</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1645317/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Jiang</surname>
<given-names>Xiaoyun</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1645528/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cheng</surname>
<given-names>Hao</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1359723/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Song</surname>
<given-names>Yinjing</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1409676/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhou</surname>
<given-names>Qiang</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="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1480972/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Dermatology and Venereology</institution>, <institution>Sir Run Run Shaw Hospital</institution>, <institution>Zhejiang University School of Medicine</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Hair Research Center</institution>, <institution>Sir Run Run Shaw Hospital</institution>, <institution>Zhejiang University School of Medicine</institution>, <addr-line>Hangzhou</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Yonghe Medical Group Co. Ltd.</institution>, <addr-line>Beijing</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Institute of Immunology</institution>, <institution>Zhejiang University School of Medicine</institution>, <addr-line>Hangzhou</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/13413/overview">Wolfram Weckwerth</ext-link>, University of Vienna, Austria</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/423626/overview">Francisco Solano</ext-link>, University of Murcia, Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/389351/overview">Fidele Tugizimana</ext-link>, Omnia, South Africa</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Hao Cheng, <email>chenghao1@zju.edu.cn</email>; Yinjing Song, <email>3315023@zju.edu.cn</email>; Qiang Zhou, <email>3197035@zju.edu.cn</email>
</corresp>
<fn fn-type="equal" id="fn1">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this&#x20;work</p>
</fn>
<fn fn-type="other">
<p>This article was submitted to Metabolomics, a section of the journal Frontiers in Molecular Biosciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>02</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>781619</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Wang, Cai, Liang, Xia, Lai, Wu, Jiang, Cheng, Song and Zhou.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Wang, Cai, Liang, Xia, Lai, Wu, Jiang, Cheng, Song and Zhou</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&#x20;terms.</p>
</license>
</permissions>
<abstract>
<p>Psychological stress plays an important role in hair loss, but the underlying mechanisms are not well-understood, and the effective therapies available to regrow hair are rare. In this study, we established a chronic restraint stress (CRS)-induced hair growth inhibition mouse model and performed a comprehensive analysis of metabolomics and transcriptomics. Metabolomics data analysis showed that the primary and secondary metabolic pathways, such as carbohydrate metabolism, amino acid metabolism, and lipid metabolism were significantly altered in skin tissue of CRS group. Transcriptomics analysis also showed significant changes of genes expression profiles involved in regulation of metabolic processes including arachidonic acid metabolism, glutathione metabolism, glycolysis gluconeogenesis, nicotinate and nicotinamide metabolism, purine metabolism, retinol metabolism and cholesterol metabolism. Furthermore, RNA-Seq analyses also found that numerous genes associated with metabolism were significantly changed, such as Hk-1, in CRS-induced hair growth inhibition. Overall, our study supplied new insights into the hair growth inhibition induced by CRS from the perspective of integrated metabolomics and transcriptomics analyses.</p>
</abstract>
<kwd-group>
<kwd>metabolomics</kwd>
<kwd>transcriptomics</kwd>
<kwd>hair growth inhibition</kwd>
<kwd>chronic restraint stress</kwd>
<kwd>hexokinase-1</kwd>
</kwd-group>
<contract-num rid="cn001">82173439 81573057&#x20;81703135</contract-num>
<contract-num rid="cn002">LY19H190006</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 Zhejiang Province<named-content content-type="fundref-id">10.13039/501100004731</named-content>
</contract-sponsor>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>As one of the most common skin diseases, hair loss has negative effects on patient&#x2019;s psychological well-being and reduces their life quality (<xref ref-type="bibr" rid="B67">Williamson et&#x20;al., 2001</xref>). Previous studies indicate that psychoemotional stress plays a pivotal role in triggering and aggravating hair loss, such as alopecia areata (AA), telogen effluvium and androgenetic alopecia (<xref ref-type="bibr" rid="B24">Hadshiew et&#x20;al., 2004</xref>; <xref ref-type="bibr" rid="B50">Peters et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B2">Alexopoulos and Chrousos, 2016</xref>; <xref ref-type="bibr" rid="B16">Dainichi and Kabashima, 2017</xref>). Numerous studies reveal that hair loss is highly related to hair follicle (HF) pathophysiological changes (<xref ref-type="bibr" rid="B15">Cotsarelis and Millar, 2001</xref>; <xref ref-type="bibr" rid="B51">Pratt et&#x20;al., 2017</xref>). HFs go through successive cycles of anagen (growth), catagen (regression), and telogen (rest) phases (<xref ref-type="bibr" rid="B41">Millar, 2002</xref>; <xref ref-type="bibr" rid="B53">Rishikaysh et&#x20;al., 2014</xref>). The hair follicle cycling is modulated by various signals which control quiescence and activation of hair follicle stem cells (HFSCs) (<xref ref-type="bibr" rid="B11">Chai et&#x20;al., 2019</xref>; <xref ref-type="bibr" rid="B19">Feng et&#x20;al., 2020</xref>).</p>
<p>Psychological stress has been reported to alter the hair cycle via neuroendocrine or neuroimmunological signaling pathways (<xref ref-type="bibr" rid="B48">Paus et&#x20;al., 2008</xref>; <xref ref-type="bibr" rid="B28">Ito, 2010</xref>; <xref ref-type="bibr" rid="B49">Paus et&#x20;al., 2014</xref>). The generation of HFs can be affected by numerous neuromediators which regulate HF growth, pigmentation, remodeling, immune status, stem cell biology, and energy metabolism (<xref ref-type="bibr" rid="B50">Peters et&#x20;al., 2006</xref>; <xref ref-type="bibr" rid="B49">Paus et&#x20;al., 2014</xref>; <xref ref-type="bibr" rid="B12">Choi et&#x20;al., 2021</xref>). Numerous studies demonstrate that stress increases apoptotic cells, inhibits hair bulge stem cells and hair bulb keratinocytes proliferation, promotes mast cell degranulation, and induces premature catagen and neurogenic inflammation. In addition, it has been reported that chronic restraint stress (CRS) induces the delay of hair cycle via autophagy (L. <xref ref-type="bibr" rid="B65">Wang et&#x20;al., 2015</xref>). But other researchers find that supplementation of a metabolite a-ketobutyrate (a-KB) in old mice can increase longevity and prevent alopecia by inducing autophagy (<xref ref-type="bibr" rid="B11">Chai et&#x20;al., 2019</xref>). Thus, the mechanisms of CRS on hair growth remains to be further investigated.</p>
<p>Metabolomics is an omics category focused on simultaneous qualitative and quantitative analyses of low molecular-weight metabolites within an organism or cell during a specific physiological period (<xref ref-type="bibr" rid="B13">Christodoulou et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B26">Huang et&#x20;al., 2021</xref>). Changes in metabolites play a critical role in various diseases, including hair loss. Clinical investigations have suggested that androgenic alopecia (AGA) patients showed significant abnormal lipid profiles (<xref ref-type="bibr" rid="B4">Antoni and Dhabhar, 2019</xref>; <xref ref-type="bibr" rid="B30">Kim et&#x20;al., 2017</xref>). Lipid-modulatory therapies have been reported to alter hair growth (<xref ref-type="bibr" rid="B33">Lattouf et&#x20;al., 2015</xref>; <xref ref-type="bibr" rid="B10">Cervantes et&#x20;al., 2018</xref>; <xref ref-type="bibr" rid="B59">Shin et&#x20;al., 2021</xref>). Moreover, cholesterol is involved in proliferation and differentiation of HF cell population. It is reported that primary cicatricial alopecia is also related to cholesterol metabolism disorders (<xref ref-type="bibr" rid="B46">Palmer et&#x20;al., 2020</xref>).</p>
<p>Intriguingly, psychological stress can trigger metabolic changes and psychological stress is also associated with many metabolic-related diseases including diabetes, cardiovascular disease, as well as cancers (<xref ref-type="bibr" rid="B21">Gu et&#x20;al., 2012</xref>; <xref ref-type="bibr" rid="B23">Hackett and Steptoe, 2017</xref>; <xref ref-type="bibr" rid="B4">Antoni and Dhabhar, 2019</xref>). CRS also drastically increases the expression of genes related to fatty acid/lipid/sterol metabolism in the liver of mice (<xref ref-type="bibr" rid="B22">Ha et&#x20;al., 2003</xref>). Some researchers also report that HFSCs maintain a dormant metabolic state and could utilize glycolytic metabolism, thus producing more lactate than other cells in the epidermis (<xref ref-type="bibr" rid="B20">Flores et&#x20;al., 2017</xref>)<italic>.</italic> Small molecules that activate autophagy could initiate anagen and stimulate hair growth, including some metabolites associated with carbohydrate metabolism, a-ketoglutarate (a-KG), and a-ketobutyrate (a-KB) (<xref ref-type="bibr" rid="B11">Chai et&#x20;al., 2019</xref>). Obesity-induced stress, such as that induced by a high-fat diet accelerates hair loss mainly through depletion of HFSCs, which indicates metabolic changes may affect hair growth via stem cell inflammatory signals (<xref ref-type="bibr" rid="B42">Morinaga et&#x20;al., 2021</xref>). However, the metabolic pathways and molecules involved in the mechanisms of psychological stress effects on hair growth are still unclear.</p>
<p>Therefore, in order to elucidate the pathogenesis and explore potential therapeutic strategies, our study investigated important biological metabolites, genes and signaling pathways that were related to CRS-induced hair growth inhibition. Our results not only provided a validated and comprehensive understanding of integrated transcriptomics and metabolism analyses in CRS-induced hair growth inhibition but also found some genes including Hk-1 which might be new targets for the treatment of CRS-induced hair growth inhibition.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and Methods</title>
<sec id="s2-1">
<title>Mice</title>
<p>All experiments were approved by the center of experiment animal, Zhejiang University (China). C57BL/6 male mice were obtained at 6&#x2013;8&#xa0;weeks of age from Shanghai SLAC Laboratory Animal Co., Ltd. All mice were acclimated for 7&#x20;days before the onset of studies at Experimental Animal Center of Zhejiang University (China). The standard conditions of animal facility were maintained as following: temperature 21&#x2013;24&#xb0;C; 12&#xa0;h light/dark cycle (lights on 06:00&#x2013;18:00); humidity 50&#x2013;60%. Sterilized water and food were provided ad libitum during this period. The study was approved by the Ethics Committee of Sir Run Run Shaw Hospital of Zhejiang University School of Medicine (Approval no. SRRSH2021401).</p>
</sec>
<sec id="s2-2">
<title>Stress Application and Anagen Induction</title>
<p>The procedure of CRS was conducted as previously reported method and lasted for 20&#x20;days (Q. <xref ref-type="bibr" rid="B66">Wang et&#x20;al., 2019</xref>). Mice were placed into 50&#xa0;ml conical tubes, without physically compressed for 6&#xa0;h (10:00&#x2013;16:00) each day (<xref ref-type="bibr" rid="B36">Liu et&#x20;al., 2013</xref>; <xref ref-type="bibr" rid="B69">Zhao et&#x20;al., 2013</xref>). During the period of stress application, control mice were kept undisturbed in their original cages, and all groups of mice were not provided with food and water. On day 8 of the experiment, wax/rosin mixture (1:1 on weight) was applied to the dorsal skin (from neck to tail) of mice to induce anagen. Then we peeled off the mixture and removed all hair shafts to induce synchronization of hair cycle, as evidenced by the homogeneously pink skin color in the back, which indicated all hair follicles in telogen (<xref ref-type="bibr" rid="B43">M&#xfc;ller-R&#xf6;ver et&#x20;al., 2001</xref>). Mice were not exposed to CRS on the day of depilation.</p>
</sec>
<sec id="s2-3">
<title>Assessment of Hair Cycle</title>
<p>Assessment of Hair cycle were based on the appearance of skin pigmentation and hair shaft which were monitored by pictures, as previously described (<xref ref-type="bibr" rid="B62">Stenn and Paus, 2001</xref>). To quantify the stage of the hair follicles, skin pigmentation score values from 0 to 100 were calculated based on skin pigmentation levels and hair shaft density, with 0 indicating no hair growth (and no pigmentation) and a higher number corresponding to darker skin and larger areas of dense hair growth (<xref ref-type="bibr" rid="B11">Chai et&#x20;al., 2019</xref>). Briefly, skin pigmentation scored 50 refers to 50 percent of full-length hair shaft on back skin or 100 percent of skin pigmentation without visible hair growth. Skin pigmentation scored 70 refers to 70 percent of full-length hair shaft in back skin or 100 percent of skin pigmentation with 40 percent of full-length hair shaft. Skin pigmentation scored 100 refers to 100 percent of full-length hair shaft on back skin (<xref ref-type="bibr" rid="B19">Feng et&#x20;al., 2020</xref>).</p>
</sec>
<sec id="s2-4">
<title>Tissue Preparation and Immunohistochemistry Staining</title>
<p>C57BL/6J mouse dorsal skin specimens were harvested about 2&#x20;&#xd7; 4&#xa0;cm on day 21 of the experiment before being collected for histological and molecular analyses. Full-thickness skin tissues (measured thickness 400&#x2013;700&#xa0;um) were then fixed in 4% formalin and dehydrated for embedding in paraffin. 5&#xa0;mm paraffin sections were subjected to hematoxylin and eosin (H&#x26;E) staining and immunohistochemistry. The Ki67 (ab15580) antibody was purchased from Abcam. Images were captured using an Olympus microscope (IX73) at X40 and X400 magnification. The remaining skin specimens were immediately snap frozen in liquid nitrogen and stored at &#x2212;80&#xb0;C for subsequent&#x20;use.</p>
</sec>
<sec id="s2-5">
<title>Library Construction, RNA Sequencing and Primary Analysis</title>
<p>Three replicate samples of control and CRS C57BL/6 mice dorsal skin specimens were used for library construction and RNA sequencing, respectively. Total RNA was isolated from skin tissues and purified using TRIzol reagent (Invitrogen, Carlsbad, CA, United&#x20;States) following the manufacturer&#x2019;s procedure. The NanoDrop ND-1000 (NanoDrop, Wilmington, DE, United&#x20;States) was used to quantify the amount of RNA and purity of each sample. The Bioanalyzer 2,100 (Agilent, CA, United&#x20;States) with RIN number &#x3e;7.0 was used to assess the integrity of RNA, which was also confirmed by electrophoresis with denaturing agarose gel. Poly (A) RNA was purified from 1&#xa0;&#x3bc;g total RNA by Dynabeads Oligo (dT)25&#x2013;61,005 (Thermo Fisher, CA, United&#x20;States) and was fragmented into small pieces using Magnesium RNA Fragmentation Module (NEB, cat. e6150, United&#x20;States) under 94&#xb0;C 5&#x2013;7&#xa0;min. The SuperScript&#x2122; II Reverse Transcriptase (Invitrogen, cat. 1896649, United&#x20;States) was used to reverse-transcribe the cleaved RNA fragments to create the cDNA, which were then transform to the U-labeled second-stranded DNAs with E.&#x20;coli DNA polymerase I (NEB, cat. m0209, United&#x20;States), RNase H (NEB, cat. m0297, United&#x20;States) and dUTP Solution (Thermo Fisher, cat. R0133, United&#x20;States). An A-base was then added to the blunt ends of each strand, preparing them for ligation to the sequencing adapters. Subsequently, the ligated products were amplified with PCR amplification. At last, the Illumina Novaseq&#x2122; 6,000 (LC-Bio Technology CO., Ltd., Hangzhou, China) was used to perform the 2&#x20;&#xd7; 150bp paired-end sequencing (PE150). The differentially expressed mRNAs were selected with fold change &#x3e;2 or fold change &#x3c;0.5 and <italic>p</italic> value &#x3c;0.05 by R package edgeR (<ext-link ext-link-type="uri" xlink:href="https://bioconductor.org/packages/release/bioc/html/edgeR.html">https://bioconductor.org/packages/release/bioc/html/edgeR.html</ext-link>).</p>
</sec>
<sec id="s2-6">
<title>Metabolite Extraction and LC-MS Analysis</title>
<p>Metabolomics sample collection, preparation, and metabolome profiling were carried out as previously described (<xref ref-type="bibr" rid="B56">Ruiying et&#x20;al., 2020</xref>). The back skin tissues from mice treated with CRS or control were thawed on ice, and metabolites were extracted from 20&#xa0;&#xb5;L of each sample using 120&#xa0;&#xb5;L of precooled 50% methanol buffer (methanol and distilled water were mixed in a 1:1 ratio). Then the mixture of metabolites was vortexed for 1&#xa0;min and incubated for 10&#xa0;min at room temperature, and stored at &#x2212;20&#xb0;C overnight. The mixture was centrifugated at 4,000&#xa0;g for 20&#xa0;min, subsequently the supernatant was transferred to 96-well plates. The samples were stored at &#x2212;80 &#xb0;C prior to the LC-MS analysis. Pooled quality control (QC) samples were also prepared by combining 10&#xa0;&#x3bc;L of each extraction mixture. All samples were detected by a Triple TOF 5600 Plus high-resolution tandem mass spectrometer (SCIEX, Warrington, United&#x20;Kingdom) with both positive and negative ion modes. Chromatographic separation was performed using an ultraperformance liquid chromatography (UPLC) system (SCIEX, United&#x20;Kingdom). The data acquisition mode was&#x20;DDA.</p>
</sec>
<sec id="s2-7">
<title>Data Processing and Annotation</title>
<p>The XCMS software was used to acquire the LC-MS pretreatment data including peak picking, peak grouping, retention time correction, second peak grouping, and annotation of isotopes and adducts. Raw data files were transformed into mzXML format and then processed by the XCMS, CAMERA and metaX toolbox included in R software. The comprehensive information of retention time and m/z data was identified for each ion, recorded the intensity of each peak, generated a three-dimensional matrix containing arbitrarily assigned peak indices (retention time-m/z pairs), sample names (observations) and ion intensity information (variables), and matched to the in-house and public database. The metabolites by matching the exact molecular mass data (m/z) to those from the database within a threshold of 10&#xa0;ppm was annotated by the open access databases, Kyoto Encyclopedia of Genes and Genomes (KEGG) and Human Metabolome Database (HMDB). The metaX was used to further preprocess the peak intensity data. Those features that were detected less than 50 percent of QC samples or 80 percent of test samples were removed, and values for missing peaks were imputed with the k-nearest neighbor algorithm to improve the quality of data. Principal component analysis (PCA) was used to identify outliers and batch effects using the pre-processed dataset. To minimize signal intensity drift over time, QC-based robust LOESS signal correction was used to fit to the QC data. Besides, the relevant standard deviations of the metabolic features were calculated across all QC samples, and those with standard deviations &#x3e;30 percent were removed. All the annotated secondary metabolites and their Metabolomics Standard Initiative (MSI) level are showed in <xref ref-type="sec" rid="s12">Supplementary Table&#x20;S1</xref>.</p>
<p>The group datasets were normalized before analysis was performed. Data normalization was carried out using the probabilistic quotient normalization algorithm. Differential enrichment of metabolite features between CRS and control groups was analyzed by Student&#x2019;s t-test FDR-adjusted <italic>p</italic>-value less than 0.05. Then, QC-robust spline batch correction was performed using QC samples. Supervised partial least-squares discriminant analysis (PLS-DA) was conducted through metaX to discriminate the different variables between the groups. The Variable Important for the Projection (VIP) cut-off value of 1.0 was set to select important features.</p>
</sec>
<sec id="s2-8">
<title>Joint Analysis of Metabolites and Genes</title>
<p>Metabolites and genes in the same pathways were always dysregulated together, so we utilized a pathway-based approach and integrated different levels of omics in the biological process. Enriched differential genes and metabolites were used in the joint pathway module for integrative analysis in MetaboAnalyst5.0. After uploaded our differential metabolites on MetaboAnalyst (<ext-link ext-link-type="uri" xlink:href="https://www.metaboanalyst.ca/">https://www.metaboanalyst.ca/</ext-link>), the metabolites were then mapped to KEGG metabolic pathways for enrichment analysis.</p>
</sec>
<sec id="s2-9">
<title>Statistical Analyses</title>
<p>The statistical analyses were expressed as the mean&#x20;&#xb1; SD and performed using GraphPad Prism software (v.8.0). Statistical significance between two groups was determined by Student&#x2019;s t-test. All experiments are repeated three times independently. Asterisk coding is indicated in Figure legends as &#x2a;&#x2a;, <italic>p</italic>&#x20;&#x3c;&#x20;0.01.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>CRS Significantly Suppresses Hair Growth</title>
<p>To confirm the inhibition of hair growth induced by CRS, we established the inhibition of hair growth affected by CRS model on C57BL/6 mice (<xref ref-type="fig" rid="F1">Figure&#x20;1A</xref>). The dorsal skin color of the mice was pink in the telogen phase on the day of depilation and gradually became black, as the melanogenic activity of follicular melanocytes is related to the anagen stage of the hair cycle (Q. <xref ref-type="bibr" rid="B66">Wang et&#x20;al., 2019</xref>). As shown in <xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>, on day 12 after depilation, no pigmentation or only a few scattered pigmented spots were visible on the dorsal skin of mice in the CRS group. In contrast, skin pigmentation was apparent in the control group, and some of the hair shafts were visible (<xref ref-type="fig" rid="F1">Figure&#x20;1B</xref>). Statistical analyses also showed the skin pigmentation scores of murine dorsal skins in CRS group are significantly less than the control group on 10&#x20;days after depilation (day 18 of experiment) (<italic>p &#x3c;</italic> 0.01) (<xref ref-type="fig" rid="F1">Figure&#x20;1C</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>CRS significantly suppresses hair growth. <bold>(A)</bold> Flow chart of the animal experiment. The CRS treatment was applied from day1 and lasted for 20&#xa0;days. The depilation of mice was on day 8 of the experiment, without applying CRS. On day 21 of the experiment, all animals were sacrificed for histological and metabolomics and transcriptomics analysis. <bold>(B)</bold> Photograph shown was taken on day 21 of experiment in (A), by which time mice treated with CRS exhibited hair growth inhibition versus control. <bold>(C)</bold> Skin melanin pigmentation scores (described in Materials and Methods) of murine dorsal skins treated with CRS versus control. Data are represented as mean&#x20;&#xb1; SD. n &#x3d; 5 mice in each group. <italic>p</italic> values are determined by Student&#x2019;s t-test. &#x2a;&#x2a;<italic>p</italic>&#x20;&#x3c; 0.01 compared with control group. <bold>(D)</bold> H&#x26;E staining showed the morphological changes in hair follicle. Magnification: 40&#xd7;on the left; 400&#xd7; on the right. <bold>(E)</bold> Immunohistochemistry for Ki-67 in back skin sections obtained from CRS group and control group. Magnification: 40&#xd7; on the left; 400&#xd7; on the right.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g001.tif"/>
</fig>
<p>Next, we took advantage of H&#x26;E staining and immunohistochemistry to detect the formation and proliferation of hair follicles. Compared to controls, CRS dramatically decreased the number of hair follicles, the length of hair shafts, and the thickness of dermal layers (<xref ref-type="fig" rid="F1">Figure&#x20;1D</xref>). The expression of proliferation marker Ki-67 (<xref ref-type="bibr" rid="B37">Magerl et&#x20;al., 2001</xref>) was lower in hair follicles of the CRS group than that of control group (<xref ref-type="fig" rid="F1">Figure&#x20;1E</xref>). Our results demonstrated that CRS significantly suppressed the hair growth of dorsal skin in&#x20;mice.</p>
</sec>
<sec id="s3-2">
<title>CRS Significantly Regulates Metabolic Profile of the Skin Tissue</title>
<p>To systematically analyze the metabolic changes affected by CRS in hair growth, we performed the metabolomic analysis of dorsal skin between CRS group and control group. Compared to the control group, 158 features were significantly down-regulated and 138 features were significantly up-regulated in skin tissues of CRS group (<xref ref-type="sec" rid="s12">Supplementary Figure S1A</xref>). PCA based on metabolite analysis showed that skin tissues of CRS-treated group were distinct from control group (<xref ref-type="sec" rid="s12">Supplementary Figure S1B</xref>). PLS-DA was used to supervise the data analysis, and the permutation test was used to prevent PLS-DA model overfitting (<xref ref-type="sec" rid="s12">Supplementary Figure S1C</xref>). In this study, the CRS group and control group were easily distinguished and the PLS-DA model was reliable (<xref ref-type="sec" rid="s12">Supplementary Figure S1D</xref>). The aligned total ion chromatograms (TICs) and retention time width of all the groups in negative mode were shown in <xref ref-type="sec" rid="s12">Supplementary Figure S2A</xref>, and those in positive modes were shown in <xref ref-type="sec" rid="s12">Supplementary Figure S2B</xref>. Analysis of other checking parameters, including average m/z distribution, metabolite intensity distribution and coefficient of variation distribution, indicated effective sample preparation and high-quality raw data (<xref ref-type="sec" rid="s12">Supplementary Figures S3A,B</xref>).</p>
<p>As shown in <xref ref-type="sec" rid="s12">Supplementary Figure S4</xref>, we identified the primary metabolites with positive and negative ion modes by HMDB database. Among these features, the largest group was &#x201c;lipids and lipid-like molecules&#x201d;. The amino acids and the carbohydrates that we identified were belong to &#x201c;Organic acids and derivatives&#x201d; HMDB super class and &#x201c;Organic oxygen compounds&#x201d; HMDB super class, respectively. To facilitate the observation of metabolic changes, we normalized significantly differential metabolites and created a heatmap of all the secondary metabolites (<xref ref-type="sec" rid="s12">Supplementary Figure&#x20;S5</xref>).</p>
</sec>
<sec id="s3-3">
<title>CRS Significantly Affects the Profiles of Primary Metabolites in Skin Tissues</title>
<p>Metabolic pathways identified by MetaboAnalyst 5.0 for primary metabolites differentially identified by positive and negative polarity ionization in the skin tissue of CRS-treated mice compared to those in control mice are shown in <xref ref-type="fig" rid="F2">Figure&#x20;2A</xref>. Among the relevant pathways identified, galactose metabolism (C00095, C00031, C00124, C00159, C00984, C00267, C00137, C00446, C00103, C00668, andC01097), fructose and mannose metabolism (C00095, C00267, C00159, C01094, C05345, C00275, and C00636), amino sugar and nucleotide sugar metabolism (C00984, C00267, C02336, C00159, C00085, C00446, C00103, C00668, C05345, C00275, and C00636), starch and sucrose metabolism (C00095, C00031, C00092, C00085, C00103), phenylalanine, tyrosine and tryptophan biosynthesis (C00082), glutamine and glutamate metabolism (C00217, C00025) were found to be the most important significant metabolic pathways (<xref ref-type="fig" rid="F2">Figures 2B,C</xref>). These pathways were mainly involved in carbohydrate metabolism (fructose and mannose metabolism, galactose metabolism, amino sugar and nucleotide sugar metabolism, starch and sucrose metabolism) (<xref ref-type="fig" rid="F2">Figure&#x20;2B</xref>) and amino acid metabolism (phenylalanine, tyrosine and tryptophan biosynthesis, glutamine and glutamate metabolism) (<xref ref-type="fig" rid="F2">Figure&#x20;2C</xref>). It has been reported glutamine and glutamate metabolism play important roles in the epidermis and stem cells metabolism (C. S. <xref ref-type="bibr" rid="B29">Kim et&#x20;al., 2020</xref>; <xref ref-type="bibr" rid="B60">Simsek et&#x20;al., 2010</xref>; <xref ref-type="bibr" rid="B63">Takubo et&#x20;al., 2013</xref>). Details of differential metabolites in skin tissues are shown in <xref ref-type="sec" rid="s12">Supplementary Table&#x20;S2</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>CRS significantly affects the profiles of primary metabolites in skin tissues. <bold>(A)</bold> Scatterplot of enriched KEGG pathways in primary metabolites when comparing CRS group with control group using the MetaboAnalyst 5.0 pathway analysis module. Color shift indicates level of significance, size of dots correlates with the number of differential metabolites. The darker the color and the larger the dot, the stronger is the significance. Top enriched metabolic pathways were labeled. <bold>(B)</bold> Heatmap analysis showed differential metabolites in galactose metabolism (C00095, C00031, C00124, C00159, C00984, C00267, C00137, C00446, C00103, C00668, and C01097), fructose and mannose metabolism (C00095, C00267, C00159, C01094, C05345, C00275, and C00636), amino sugar and nucleotide sugar metabolism (C00984, C00267, C02336, C00159, C00085, C00446, C00103, C00668, C05345, C00275, and C00636), starch and sucrose metabolism (C00095, C00031, C00092, C00085, and C00103) between CRS group and control group. The ordinate was the KEGG ID matched to database. <bold>(C)</bold> Heatmap analysis showed differential metabolites in phenylalanine, tyrosine and tryptophan biosynthesis (C00082), glutamine and glutamate metabolism (C00217, C00025) pathways between CRS group and control group. The ordinate was the KEGG ID matched to database. The color blocks represented the relative expression of metabolites, red represented up-regulation, and blue represented down-regulation.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g002.tif"/>
</fig>
</sec>
<sec id="s3-4">
<title>CRS Significantly Affects the Profiles of Secondary Metabolites in Skin Tissues</title>
<p>The significant differential secondary metabolites were subjected for KEGG pathway analysis. As shown in <xref ref-type="fig" rid="F3">Figure&#x20;3A</xref>, the most significantly changed pathway was the glycerophospholipid metabolism. Pentose phosphate pathway, glycerolipid metabolism, pentose and glucuronate interconversions were also significantly altered after CRS treatment. A total of six significant differential secondary metabolites were identified, including DG 22:3; DG (2:0/20:3) which was significantly upregulated, LysoPC 19:1-neg-M580T328, LysoPC 19:1-pos-M536T328, glycerophosphocholine, xylulose 5-phosphate and D-Glucose 6-phosphate which were significantly downregulated (<xref ref-type="fig" rid="F3">Figures 3B,C</xref>). Among them, D-Glucose 6-phosphate was the most drastically reduced metabolite. In addition, D-Fructose 6-phosphate was also significantly downregulated in CRS group in primary metabolites. Both D-Glucose-6-phosphate and D-Fructose 6-phosphate are involved in glycolytic metabolism pathways, which indicated that glycolytic metabolism might play a critical role in the inhibition of hair growth induced by CRS. Conversely, metabolites in TCA cycle were not significantly changed between the CRS group and control group (<xref ref-type="fig" rid="F3">Figure&#x20;3D</xref>). Collectively these results suggested that although skin tissue use the TCA cycle to generate energy, CRS could not regulate TCA metabolism to inhibit hair growth.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>CRS significantly affects the profiles of secondary metabolites in skin tissues. <bold>(A)</bold> Scatterplot of enriched KEGG pathways in secondary metabolites when comparing CRS group with control group using the MetaboAnalyst 5.0 pathway analysis module. Top enriched metabolic pathways were labeled. <bold>(B)</bold> Comparison of secondary metabolites level between control group and CRS group in the top 4 significant pathways. <bold>(C)</bold> Heatmap analysis showed differential metabolites in glycerophospholipid metabolism, pentose phosphate pathway, glycerolipid metabolism, pentose and glucuronate interconversions pathways. <bold>(D)</bold> Heatmap analysis showed metabolites changes in TCA&#x20;cycle.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g003.tif"/>
</fig>
<p>Furthermore, KEGG pathway enrichment analyses were conducted to further analyze the metabolic profiles in skin tissues of CRS-induced hair growth inhibition. The top 20 KEGG pathways were shown in <xref ref-type="sec" rid="s12">Supplementary Figure S6</xref>. These results demonstrated that biosynthesis of amino acids, central carbon metabolism in cancer, protein digestion and absorption, ABC transporters, glycerophospholipid metabolism, carbon metabolism pathways were the most significantly altered pathways.</p>
</sec>
<sec id="s3-5">
<title>CRS Significantly Affects Genes Expression Associated With Primary Metabolites</title>
<p>Among these pathways above, we identified several differentially expressed genes (DEGs) based on KEGG pathway analysis in transcriptomic. Volcano plot analysis indicated that a total of 5 pathways were matched to significantly DEGs for primary metabolites, including galactose metabolism, fructose and mannose metabolism, amino sugar and nucleotide sugar metabolism, phenylalanine, tyrosine and tryptophan biosynthesis, starch and sucrose metabolism. As shown in <xref ref-type="fig" rid="F4">Figure&#x20;4</xref>, Hk-1 was significantly downregulated in all 5 metabolic pathways, suggested that Hk-1 played a very important role in relative biological process of CRS inhibiting hair growth. Furthermore, some other genes expression was also significantly changed. In amino sugar and nucleotide sugar metabolism, <italic>Nanp,</italic> and <italic>Cmah</italic> expression were significantly down-regulated and <italic>Cyb5r2</italic> was significantly up-regulated (<xref ref-type="fig" rid="F4">Figure&#x20;4A</xref>). The <italic>Nanp</italic> gene is related to synthesis of substrates in N-glycan biosynthesis and metabolism of proteins pathways, <italic>Cmah</italic> encodes cytidine monophosphate-N-acetylneuraminic acid hydroxylase, an enzyme responsible for Neu5Gc biosynthesis (<xref ref-type="bibr" rid="B9">Burzy&#x144;ska et&#x20;al., 2021</xref>), and <italic>Cyb5r2</italic> encodes Cytochrome B5 Reductase 2 which participates in many processes including cholesterol biosynthesis, fatty acid desaturation and elongation. <italic>Agl, Gbe1, and Amy1</italic> were significantly up-regulated which related to starch and sucrose metabolism (<xref ref-type="fig" rid="F4">Figure&#x20;4E</xref>). <italic>Agl</italic> encodes the glycogen debrancher enzyme that is involved in glycogen degradation, <italic>Gbe1</italic> encodes the glycogen branching which is important to increase the solubility of the glycogen molecule and, consequently, reducing the osmotic pressure within cells (<xref ref-type="bibr" rid="B38">Malinska et&#x20;al., 2020</xref>). <italic>Amy1</italic> encodes amylase alpha produced by the salivary gland. Amylases catalyze the first step in digestion of dietary starch and glycogen. Previous researches have repeatedly demonstrated the activation of salivary alpha-amylase induced by psychosocial stress (<xref ref-type="bibr" rid="B61">Skosnik et&#x20;al., 2000</xref>; <xref ref-type="bibr" rid="B55">Rohleder et&#x20;al., 2004</xref>), which may explain the up-regulation of <italic>Amy1</italic> in starch and sucrose metabolism after treated with CRS. The FPKM values of differentially expressed genes associated with primary metabolites were shown in <xref ref-type="sec" rid="s12">Supplementary Table&#x20;S3</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>CRS significantly affects genes expression associated with primary metabolites. <bold>(A)</bold> Volcano plot showed regulation of genes expression in amino sugar and nucleotide sugar metabolism. Significantly DEGs were labeled. FC is for gene expression fold change in CRS group compared to control group. The DEGs were selected with fold change &#x3e;2 or fold change &#x3c;0.5 and <italic>p</italic> value &#x3c;0.05. <bold>(B)</bold> Volcano plot showed regulation of genes expression in galactose metabolism. <bold>(C)</bold> Volcano plot showed regulation of genes expression in fructose and mannose metabolism. <bold>(D)</bold> Volcano plot showed regulation of genes expression in phenylalanine, tyrosine and tryptophan biosynthesis. <bold>(E)</bold> Volcano plot showed regulation of genes expression in starch and sucrose metabolism.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g004.tif"/>
</fig>
</sec>
<sec id="s3-6">
<title>CRS Significantly Affects Genes Expression Associated With Secondary Metabolites</title>
<p>Consistent with the metabolomics analysis for secondary metabolites, the expression of genes associated with glycerophospholipid metabolism and glycerolipid metabolism pathways were also significantly changed. Among a total of 97 genes involved in the pathway of glycerophospholipid metabolism, 9 genes (<italic>Agpat2, plb1, Gpd1, Pla2g2e, Pla2g2d, Gapt3, Lpin3, Lpin1, and Chpt1</italic>) were significantly changed (<xref ref-type="fig" rid="F5">Figure&#x20;5A</xref>). Among these genes, <italic>Agpat2</italic> and <italic>Gpd1</italic> were markedly up-regulated (<xref ref-type="fig" rid="F5">Figures 5B,C</xref>). <italic>Gpd1</italic> plays a critical role in carbohydrate and lipid metabolism. <italic>Agpat2</italic> converts lysophosphatidic acid to phosphatidic acid, the second step in <italic>de novo</italic> phospholipid biosynthesis. In addition, <italic>Lpl</italic> which encodes lipoprotein lipase was involved in the glycerolipid metabolism, and the gene expression was also drastically increased (<xref ref-type="fig" rid="F5">Figure&#x20;5D</xref>). The FPKM values of differentially expressed genes associated with secondary metabolites were shown in <xref ref-type="sec" rid="s12">Supplementary Table S4</xref>. The remarkable regulation of these genes suggested the impact of CRS on hair growth is strongly linked to lipid metabolism.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>CRS significantly affects genes expression associated with secondary metabolites. <bold>(A)</bold> Volcano plot showed regulation of genes expression in glycerophospholipid metabolism. Significantly DEGs were labeled. FC is for gene expression fold change in CRS group compared to control group. The DEGs were selected with fold change &#x3e;2 or fold change &#x3c;0.5 and <italic>p</italic> value &#x3c;0.05. <bold>(B)</bold> The fragments per kilobase of transcript per million mapped reads (FPKM) values of DEGs in glycerophospholipid metabolism. <bold>(C)</bold> Heatmap analysis showed regulation of genes expression in glycerophospholipid metabolism. The color blocks represented the relative genes expression, red represented up-regulation, and blue represented down-regulation. Volcano plot showed regulation of gene expression in glycerolipid metabolism.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g005.tif"/>
</fig>
</sec>
<sec id="s3-7">
<title>CRS Significantly Alters Genes Expression Related to Metabolism Pathways Based on RNA-Seq</title>
<p>To further analyze broad metabolic pathways of CRS participation in hair growth inhibition, KEGG pathway enrichment analyses were conducted and revealed that CRS also affected gene expression in numerous other metabolic pathways, including arachidonic acid metabolism, glutathione metabolism, glycolysis gluconeogenesis, nicotinate and nicotinamide metabolism, purine metabolism, retinol metabolism and ABC transporters. A total of 97 genes associated with metabolism were significantly differentially expressed in the skin of CRS group compared to that of control group (<xref ref-type="sec" rid="s12">Supplementary Figure&#x20;S7</xref>).</p>
<p>Among a total of 89 genes involved in the pathway of arachidonic acid (AA) metabolism, 12 genes were significantly changed between CRS group and control group, including 5 genes that were upregulated and 7 genes that were downregulated. The upregulated genes included <italic>Gpx7, Gpx3, Cyp2e1, Ptges, Ptgis</italic> while <italic>Ptgds, Plb1, Cyp2b19, Ggt1, Pla2g2e, Pla2g2d, Alox12</italic> were dramatically downregulated (<xref ref-type="fig" rid="F6">Figures 6A</xref>, <xref ref-type="fig" rid="F7">7A</xref>, <xref ref-type="fig" rid="F8">8A</xref>). Arachidonic acid is one of the major polyunsaturated fatty acids in mammals (<xref ref-type="bibr" rid="B68">Yu and Wang, 2021</xref>). In consideration of the significant decrease of AA-residue-enriched LPCs (e.g., LysoPC 19:1-neg-M580T328, LysoPC 19:1- pos-M536T328etc.), we speculated that arachidonic acid (AA) metabolism was critical for CRS-induced hair growth inhibition.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>CRS significantly alters genes expression related to metabolism pathways based on RNA-seq. <bold>(A)</bold> Volcano plot showed regulation of genes expression in arachidonic acid metabolism between CRS group and control group. Significantly DEGs were labeled. FC is for gene expression fold change in CRS group compared to control group. The DEGs were selected with fold change &#x3e;2 or fold change &#x3c;0.5 and <italic>p</italic> value &#x3c;0.05. <bold>(B)</bold> Volcano plot showed regulation of genes expression in glutathione metabolism between CRS group and control group. <bold>(C)</bold> Volcano plot showed regulation of genes expression in glycolysis gluconeogenesis between CRS group and control group. <bold>(D)</bold> Volcano plot showed regulation of genes expression in nicotinate and nicotinamide metabolism between CRS group and control group. <bold>(E)</bold> Volcano plot showed regulation of genes expression in purine metabolism between CRS group and control group. <bold>(F)</bold> Volcano plot showed regulation of genes expression in retinol metabolism between CRS group and control group. <bold>(G)</bold> Volcano plot showed regulation of genes expression in ABC transporters between CRS group and control&#x20;group.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g006.tif"/>
</fig>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>CRS significantly alters genes expression related to metabolism pathways based on RNA-seq. D. Heatmap analysis showed regulation of genes expression in arachidonic acid metabolism between CRS group and control group. <bold>(A)</bold> Heatmap analysis showed regulation of genes expression in glutathione metabolism between CRS group and control group. <bold>(B)</bold> Heatmap analysis showed regulation of genes expression in glycolysis gluconeogenesis between CRS group and control group. <bold>(C)</bold> Heatmap analysis showed regulation of genes expression in nicotinate and nicotinamide metabolism between CRS group and control group. <bold>(D)</bold> Heatmap analysis showed regulation of genes expression in purine metabolism between CRS group and control group. <bold>(E)</bold> Heatmap analysis showed regulation of genes expression in retinol metabolism between CRS group and control group. <bold>(F)</bold> Heatmap analysis showed regulation of genes expression in ABC transporters between CRS group and control&#x20;group.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>CRS significantly alters genes expression related to metabolism pathways based on RNA-seq. <bold>(A)</bold> The FPKM values of DEGs associated with arachidonic acid metabolism between CRS group and control group. <bold>(B)</bold> The FPKM values of DEGs associated with glutathione metabolism between CRS group and control group. <bold>(C)</bold> The FPKM values of DEGs associated with glycolysis gluconeogenesis between CRS group and control group. <bold>(D)</bold> The FPKM values of DEGs associated with nicotinate and nicotinamide metabolism between CRS group and control group. <bold>(E)</bold> The FPKM values of DEGs associated with purine metabolism between CRS group and control group. <bold>(F)</bold> The FPKM values of DEGs associated with retinol metabolism between CRS group and control group. <bold>(G)</bold> The FPKM values of DEGs associated with ABC transporters between CRS group and control&#x20;group.</p>
</caption>
<graphic xlink:href="fmolb-09-781619-g008.tif"/>
</fig>
<p>CRS also affected the expression of genes clustered into glutathione metabolism, including 3 downregulated genes (including <italic>Chac1, Oplah, Ggt1</italic>) and 3 upregulated genes (including <italic>Gpx7, Gpx3, Gsta3</italic>) (<xref ref-type="fig" rid="F6">Figures 6B</xref>, <xref ref-type="fig" rid="F7">7B</xref>, <xref ref-type="fig" rid="F8">8B</xref>). For glycolysis gluconeogenesis, CRS significantly suppressed the expression of 2 genes (<italic>Hk1, Aldh1b1</italic>) and increased the expression of 2 genes (<italic>Adh1, Aldh3a1</italic>) (<xref ref-type="fig" rid="F6">Figures 6C</xref>, <xref ref-type="fig" rid="F7">7C</xref>, <xref ref-type="fig" rid="F8">8C</xref>). For nicotinate and nicotinamide metabolism, 7 genes exhibited increased expression in CRS group (<italic>Aox4, Aox1, Aox3, Nnmt, Nmnat2, Bst1, Qprt</italic>) and 1 gene exhibited decreased expression (<italic>Nnt</italic>) (<xref ref-type="fig" rid="F6">Figures 6D</xref>, <xref ref-type="fig" rid="F7">7D</xref>,<xref ref-type="fig" rid="F8">8D</xref>). In addition, there were 12 DEGs between CRS group and control group that clustered to the purine metabolism pathway of which expression was decreased for 2 genes, including <italic>Gucy2c</italic> and <italic>Entpd8</italic>, and increased for 10 genes, including <italic>Adcy7, Pde1a, Pde3b, Pde3a, Gucy1b1, Gucy1a1, Pde2a, Pde4d, Pde10a, Pde7b</italic> (<xref ref-type="fig" rid="F6">Figures 6E</xref>, <xref ref-type="fig" rid="F7">7E</xref>, <xref ref-type="fig" rid="F8">8E</xref>). A total of 10 DEGs clustered to the pathway of retinol metabolism after CRS treatment, including 3 genes with decreased expression (<italic>Cyp2b19, Dhrs9</italic> and <italic>Bco1</italic>), and 7 genes with increased expression, including <italic>Aldh1a1, Adh1</italic>, <italic>Aox4, Aox1, Aldh1a7, Cyp1a1, Aox3</italic> (<xref ref-type="fig" rid="F6">Figures 6F</xref>, <xref ref-type="fig" rid="F7">7F</xref>, <xref ref-type="fig" rid="F8">8F</xref>)<italic>.</italic> CRS also significantly upregulated the expression of genes important for ABC transporters including <italic>Abca8a, Abca9, Abcd2, Abca8b, Abcc6</italic> (<xref ref-type="fig" rid="F6">Figures 6G</xref>, <xref ref-type="fig" rid="F7">7G</xref>, <xref ref-type="fig" rid="F8">8G</xref>)<italic>.</italic> The FPKM values of differentially expressed genes associated with arachidonic acid metabolism, glutathione metabolism, glycolysis gluconeogenesis, nicotinate and nicotinamide metabolism, purine metabolism, retinol metabolism, ABC transporters were shown in <xref ref-type="sec" rid="s12">Supplementary Tables S5&#x2013;11</xref>. These results showed that the gene expression profiles of multiple metabolic pathways were significantly different between CRS group and control&#x20;group.</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Previous studies have reported that CRS influences hair growth via various hormones, neuropeptides, and neurotransmitters, but little is known about its regulation from the perspective of metabolic signals (<xref ref-type="bibr" rid="B49">Paus et&#x20;al., 2014</xref>). Substance P(SP), Calcitonin gene-related peptide (CGRP) and nerve growth factors (NGF) have been regarded as the critical mediators in stress-induced hair loss (<xref ref-type="bibr" rid="B6">Arck et&#x20;al., 2005</xref>; <xref ref-type="bibr" rid="B57">Samuelov et&#x20;al., 2012</xref>). It has also been demonstrated that the existence of a &#x201c;brain-hair follicle axis&#x201d; (BHA), and some neuropeptides such as CGRP, SP and NGF could induce apoptosis of murine follicular keratinocytes and stimulate mast cell degranulation, thus inhibiting hair growth (<xref ref-type="bibr" rid="B5">Arck et&#x20;al., 2001</xref>; <xref ref-type="bibr" rid="B7">Arck, Handjiski, Peters, Hagen, et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B8">Arck, Handjiski, Peters, Peter, et&#x20;al., 2003</xref>).</p>
<p>However, psychological stress could also affect metabolic levels, but the underlying molecular mediators are poorly defined (<xref ref-type="bibr" rid="B44">Noerman et&#x20;al., 2020</xref>). Our results suggested that CRS significantly suppressed hair growth and showed significant changes in metabolites between CRS and control group. In this study, we found that some metabolites related to lipid metabolism were significantly changed. Notably, DG 22:3; DG (2:0/20:3) was increased in both glycerophospholipid metabolism and glycerolipid metabolism pathways, while lysophosphatidylcholine (LysoPC 19:1) was decreased robustly. Diacylglycerol (DG), as one of the primary lipid sub-groups in living systems and a second messenger in multiple cell activities, serve as a critical role in hastening the &#x3b2;-oxidation of fatty acids, as well as influence the expression of lipid metabolism-linked genes (<xref ref-type="bibr" rid="B3">Almena and M&#xe9;rida, 2011</xref>; <xref ref-type="bibr" rid="B17">Eichmann and Lass, 2015</xref>). Importantly, it has been shown that chronic stress alters the levels of DG in stress-susceptible brain regions (<xref ref-type="bibr" rid="B47">Patel et&#x20;al., 2009</xref>; <xref ref-type="bibr" rid="B45">Oliveira et&#x20;al., 2016</xref>). The high level of DG, such as DG 22:3; DG (2:0/20:3), in the dorsal skin of CRS group might be linked to signal transduction and structural components of epidermis under chronic stress (<xref ref-type="bibr" rid="B35">Lee, 2011</xref>). It is also reported that lysophosphatidylcholine (LPC) levels in the prefrontal cortex in brain are directly correlated with blood corticosterone levels (<xref ref-type="bibr" rid="B45">Oliveira et&#x20;al., 2016</xref>). Another research shows that excessive expression of LPCs is correlated with high oxidative stress (<xref ref-type="bibr" rid="B27">Hung et&#x20;al., 2020</xref>). Typically, stress is characterized by activation of the sympathetic nervous system and hypothalamic&#x2013;pituitary&#x2013;adrenal axis, resulting in release of glucocorticoids (<xref ref-type="bibr" rid="B39">Marin et&#x20;al., 2007</xref>). Chronic stress increases the levels of corticosterone to extend HFSC quiescence and inhibit hair growth in mice, which indicates that LPC may be related to hair growth under stress (<xref ref-type="bibr" rid="B12">Choi et&#x20;al., 2021</xref>).</p>
<p>Lipid metabolism is thought to play an essential role in maintaining normal physiological cellular functions and involving in hair development and function (W. S. <xref ref-type="bibr" rid="B35">Lee, 2011</xref>; <xref ref-type="bibr" rid="B46">Palmer et&#x20;al., 2020</xref>). Thus, our current investigation took advantage of metabolomics and transcriptomics analysis to further verify the metabolomics results and showed mRNA levels of the relevant glycerophospholipid metabolism were significantly increased, such as <italic>Agpat2, Gpd1, Gapt3, Chpt1, and Lpin1;</italic> while others such as <italic>plb1, Pla2g2e, Pla2g2d, and Lpin3</italic> were decreased. The expression of <italic>Lpl</italic> involved in the glycerolipid metabolism was also significantly increased. Changes in these genes might suggest the underlying connection between CRS inhibit hair growth and lipid metabolism. We also found that genes related to ATP-binding cassette (ABC) transporter, such as <italic>Abca8a, Abca9, Abcd2, Abca8b, and Abcc6</italic> are all significantly up-regulated. ABC transporters mediate the transport of lipids. In particular, the ABCA family is involved in both cholesterol efflux and intracellular transport (<xref ref-type="bibr" rid="B52">Quazi and Molday, 2011</xref>; <xref ref-type="bibr" rid="B64">Tarling et&#x20;al., 2013</xref>). It has been revealed that cholesterol modulates HF cycling by regulating bone morphogenic protein (BMP) family members, Wnt/&#x3b2;-catenin and Notch pathways (<xref ref-type="bibr" rid="B14">Cooper et&#x20;al., 2003</xref>; <xref ref-type="bibr" rid="B34">Lee and Tumbar, 2012</xref>; <xref ref-type="bibr" rid="B40">Mathay et&#x20;al., 2011</xref>; <xref ref-type="bibr" rid="B58">Sheng et&#x20;al., 2014</xref>), which indicates the importance of cholesterol homeostasis in stress inhibit hair growth.</p>
<p>Other metabolic pathways involved in carbohydrate metabolism (fructose and mannose metabolism, galactose metabolism, amino sugar and nucleotide sugar metabolism, starch and sucrose metabolism, pentose phosphate pathway, pentose and glucuronate interconversions) are also changed significantly after CRS treatment during the hair growth. Compared to control group, expression of Hk-1 decreased markedly in skin tissues of CRS group in all 5 primary metabolic pathways. Hk-1 encodes a ubiquitous form of hexokinase which localizes on the outer membrane of mitochondria. Hexokinases catalyzes the conversion of glucose to glucose-6-phosphate in the first step of glycolytic metabolism. Then glucose-6-phosphate convert to fructose-6-phosphate catalyzed by glucose-6-phosphate isomerase (GPI) in glycolysis. As mentioned above, D-glucose 6-phosphate was the most significantly down-regulated metabolite in secondary metabolites. This is usually attributed to Hk-1 activity decrease or to G6P dehydrogenase (G6PD) activity increase (<xref ref-type="bibr" rid="B54">Rodriguez-Rodriguez et&#x20;al., 2013</xref>). G6PD catalyzes the oxidation of glucose-6-phosphate to 6-phosphogluconate (<xref ref-type="bibr" rid="B32">Kotaka et&#x20;al., 2005</xref>). This transformation is a rate-limiting step of the pentose-phosphate pathway, which represents a route for the dissimilation of carbohydrates besides glycolysis (<xref ref-type="bibr" rid="B31">Kirsch et&#x20;al., 2009</xref>). However, the two genes we identified relating to G6P Dehydrogenase, <italic>G6pdx and G6pd2</italic> exhibited no significant difference between CRS group and control group. Thus, we presume that Hk-1 may contribute to the decrease of D-glucose 6-phosphate, which was another piece of evidence proving the disturbances in the glycolytic metabolism. However, the function of Hk-1 in CRS induced hair growth inhibition is still unknown. Therefore, we will assess the hexokinase activity and construct the conditional knockout Hk-1 mice in hair follicle stem cell to research the mechanisms and function of Hk-1 <italic>in&#x20;vivo</italic> and&#x20;<italic>vitro</italic>.</p>
<p>However, most metabolites in TCA cycle were not significantly changed between the CRS group and control group, which suggested that glycolytic metabolism rather than TCA cycle might play an important role in hair growth under CRS. It has been reported that HFSC likely have relatively higher levels of glycolysis compared to the rest of the epidermis, which indicates the changes of glycolysis metabolite may be linked to metabolic status of HFSC(<xref ref-type="bibr" rid="B20">Flores et&#x20;al., 2017</xref>). HFSCs quickly in response to the barrage of cues which is dependent on increasing glycolytic rate that orchestrates the onset of a new hair cycle, whereas chronic stress may prolong HFSC quiescence and maintain hair follicles in an extended resting phase (<xref ref-type="bibr" rid="B12">Choi et&#x20;al., 2021</xref>). Glutamine metabolism also regulates hair follicle stem cell progenitor state (C. S. <xref ref-type="bibr" rid="B29">Kim et&#x20;al., 2020</xref>). In our study, we found the metabolic features such as glutamine and glutamate were downregulated in skin tissues of CRS group. The rapidly proliferating stem cells required ATP as well as nucleotides, aerobic glycolysis, which could also explain the alter of genes involved in purine metabolism (<xref ref-type="bibr" rid="B1">Ahmed et&#x20;al., 2018</xref>). Although, there are numerous researchers take advantage of mouse model to explore the mechanisms of hair loss and the regulation of hair follicle cycling. For example, it has been reported that JAK inhibition regulates the activation of key hair follicle populations to promote the hair growth in both mouse and human by topical treatment (<xref ref-type="bibr" rid="B25">Harel et&#x20;al., 2015</xref>). Furthermore, there has been reported that the retinoid metabolism is altered in human and mouse cicatricial alopecia (<xref ref-type="bibr" rid="B18">Everts et&#x20;al., 2013</xref>). However, the function of these pathways still needs to be further investigated and the differences between the model of murine hair growth and human scalp hair growth should be concerned. Moreover, we will further explore the metabolism changes in hair-loss patients caused by stress and compare with the mouse model to find the similar metabolic changes.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>Conclusion</title>
<p>In this study, we discovered that CRS suppressed hair growth, found the metabolism pathways including carbohydrate metabolism, amino acid metabolism, lipid metabolism were significantly changed, and revealed the metabolism associated DEGs such as Hk-1 by transcriptomics and metabolomics analyses in skin tissues of C57BL/6 mice. Our results provided new insights into the molecular mechanisms of CRS-induced hair growth inhibition and indicated that targeting to specific metabolic pathways might be useful for therapy of CRS inhibit hair growth.</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Data Availability Statement</title>
<p>Based on our identifications, metabolite information was submitted to MetaboLights public repository (<ext-link ext-link-type="uri" xlink:href="www.ebi.ac.uk/metabolights/MTBLS4085">www.ebi.ac.uk/metabolights/MTBLS4085</ext-link>). The transcriptomics data presented in the study are deposited in the Sequence Read Archive repository, accession number (PRJNA763049). The datasets can be found in online repositories (<ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/sra/?term=PRJNA763049">https://www.ncbi.nlm.nih.gov/sra/?term&#x003D;PRJNA763049</ext-link>).</p>
</sec>
<sec id="s7">
<title>Ethics Statement</title>
<p>The animal study was reviewed and approved by the Ethics Committee of Sir Run Run Shaw Hospital of Zhejiang University School of Medicine.</p>
</sec>
<sec id="s8">
<title>Author Contributions</title>
<p>CC, HC, YS, and QZ conceived and designed the study. XW, XJ and QL performed the experiments. XW, MX, and LL analyzed the data. XW, YS wrote the manuscript, HC, YS, and QZ reviewed the manuscript. QZ and HC have overall responsibility for this manuscript. HC and YS were responsible for supervision and funding acquisition.</p>
</sec>
<sec id="s9">
<title>Funding</title>
<p>This work was supported by grants from the National Natural Science Foundation of China (82173439, 81573057, and 81703135), and the Natural Science Foundation of Zhejiang Province (LY19H190006).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<title>Conflict of Interest</title>
<p>CC was employed by the company Yonghe Medical Group Co.&#x20;Ltd.</p>
<p>The remaining 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/fmolb.2022.781619/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmolb.2022.781619/full&#x23;supplementary-material</ext-link>
</p>
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