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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Med.</journal-id>
<journal-title>Frontiers in Medicine</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Med.</abbrev-journal-title>
<issn pub-type="epub">2296-858X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmed.2023.1195656</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Medicine</subject>
<subj-group>
<subject>Brief Research Report</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Adipose transcriptome in the scalp of androgenetic alopecia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Cruz</surname> <given-names>Criselda Jean G.</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="http://loop.frontiersin.org/people/2375785/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hong</surname> <given-names>Yi-Kai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Aala</surname> <given-names>Wilson Jr. F.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1623516/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Tsai</surname> <given-names>Ren-Yeu</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Chung</surname> <given-names>Pei-Lun</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Tsai</surname> <given-names>Yau-Sheng</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/492475/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hsu</surname> <given-names>Chao-Kai</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="http://loop.frontiersin.org/people/1474672/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yang</surname> <given-names>Chao-Chun</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"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1007094/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Dermatology, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University</institution>, <addr-line>Tainan</addr-line>, <country>Taiwan</country></aff>
<aff id="aff2"><sup>2</sup><institution>International Center for Wound Repair and Regeneration, National Cheng Kung University</institution>, <addr-line>Tainan</addr-line>, <country>Taiwan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Institute of Clinical Medicine, College of Medicine, National Cheng Kung University</institution>, <addr-line>Tainan</addr-line>, <country>Taiwan</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Dermatology and Skin Laser Center, Taipei Municipal Wan-Fang Hospital, Taipei Medical University</institution>, <addr-line>Taipei</addr-line>, <country>Taiwan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ruano Juan, Hospital Universitario Reina Sof&#x000ED;a, Spain</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: David Dolivo, Greenstone Biosciences, United States; Irina Khamaganova, Pirogov Russian National Research Medical University, Russia</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Chao-Chun Yang <email>yangcc&#x00040;mail.ncku.edu.tw</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1195656</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>07</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2023 Cruz, Hong, Aala, Tsai, Chung, Tsai, Hsu and Yang.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Cruz, Hong, Aala, Tsai, Chung, Tsai, Hsu 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>Previous studies have shown how adipocytes can modulate the activity of hair follicle stem cells. However, the role of adipocytes in the pathogenesis of androgenetic alopecia (AGA) remains unknown. We aimed to determine signaling pathways related to the adipose tissue changes in the human scalp with AGA through RNA-seq analysis. RNA was isolated from the adipose tissues derived from the bald (frontal) and normal (occipital) scalps of male patients with AGA (<italic>n</italic> = 4). The pooled RNA extracts from these samples were subjected to RNA sequencing, followed by differential gene expression and pathway analysis. Our gene expression analysis identified 1,060 differentially expressed genes, including 522 upregulated and 538 downregulated genes in the bald AGA scalp. Biological pathways pertaining to either adipose tissue metabolism or the hair cycle were generated in our pathway analysis. Downregulation of the peroxisome proliferator-activated receptor (PPAR) signaling pathway was noted to be significant in the bald scalp. Expression of adipogenic markers (e.g., <italic>PPARG, FABP4, PLN1</italic>, and <italic>ADIPOQ</italic>) was also decreased in the bald site. These findings imply that adipogenesis becomes downregulated in AGA, specifically within the bald scalp adipose. Our results lead to the hypothesis that PPAR&#x003B3;-mediated adipogenesis in the scalp adipose, <italic>via</italic> crosstalk with signaling pathways involved in hair cycling, might play a role in AGA.</p></abstract>
<kwd-group>
<kwd>androgenetic alopecia</kwd>
<kwd>hair follicle</kwd>
<kwd>adipogenesis</kwd>
<kwd>PPAR signaling pathway</kwd>
<kwd>transcriptome</kwd>
</kwd-group>
<contract-num rid="cn001">111-2314-B-006-101</contract-num>
<contract-num rid="cn001">111-2811-B-006-045</contract-num>
<contract-sponsor id="cn001">National Science and Technology Council<named-content content-type="fundref-id">10.13039/501100020950</named-content></contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="20"/>
<page-count count="6"/>
<word-count count="3612"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Dermatology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>Androgenetic alopecia (AGA) is a highly prevalent hair loss disorder affecting both men and women globally. Genetic predisposition and androgen sensitivity are among the few factors identified in the progression of AGA. The majority of the studies attempting to unravel the mechanisms behind AGA mainly focus on the hair follicle (HF), yet there is evidence that adipocytes themselves can regulate hair follicle stem cell (HFSC) activation through the expression of bone morphogenetic protein and platelet-derived growth factor (PDGF) (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Moreover, there was a significant reduction in the scalp adipose thickness in the bald scalp of male AGA patients vs. the normal scalp (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). It has been previously reported that the dermal adipose layer changes its thickness throughout the hair cycle (<xref ref-type="bibr" rid="B5">5</xref>). During anagen, the adipose tissue proliferates as the HF grows downward, allowing the hair bulb to become adjacent to dermal adipocytes. As the HF enters telogen, the thickness of the underlying adipose tissue notably decreases. This implies that proliferation of the scalp adipose tissue is presumably halted or minimally occurring in AGA, wherein the HF are either arrested in telogen or miniaturized in anagen. In effect, the signaling and metabolic processes involving both the HF and adipose tissue are then likely altered in the bald AGA scalp. Given all these findings, it is plausible that the scalp adipose tissue and its metabolism participate in the pathogenesis of AGA.</p></sec>
<sec id="s2">
<title>2. Methods</title>
<p>In this study, we aimed to identify candidate signaling pathways that are likely to be affected by AGA within the scalp adipose layer by utilizing RNA-seq analysis tools. Ethical approval was obtained from the Institutional Review Board of National Cheng Kung University Hospital. Participant characteristics are summarized in <xref ref-type="table" rid="T1">Table 1</xref>. Adipose tissue samples from male participants with AGA (<italic>n</italic> = 4) were collected through punch biopsy at two different sites: bald (frontal) and normal (occipital, as control) scalps (<xref ref-type="fig" rid="F1">Figure 1A</xref>). The epidermis and dermis, including the HF, were removed under a dissecting microscope prior to RNA extraction of the remaining adipose tissue. RNA isolates were obtained following the standard TRIzol<sup>&#x000AE;</sup> reagent protocol (Invitrogen, USA) for RNA extraction, pooled (<italic>n</italic> = 4 per collection site) for sufficient input RNA material, and then sent to the National Cheng Kung University Center of Genomic Medicine (Tainan, Taiwan) for RNA sequencing and gene expression analysis. The whole transcriptome library was prepared using the SMARTer<sup>&#x000AE;</sup> Universal Low Input RNA Kit (Takara Bio, USA) and the 5500 SOLiD<sup>TM</sup> Fragment Library Core Kit (Applied Biosystems, USA) and then subjected to sequencing with the 5500xl SOLiD<sup>TM</sup> Sequencer (Applied Biosystems, USA). The dataset utilized in this study is available at NCBI&#x00027;s Gene Expression Omnibus database (GEO ID: GSE212757). Normalized counts and the corresponding fold change were generated using Partek software.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Participant characteristics with values presented as median (range) or mean &#x000B1; standard deviation.</p></caption> 
<table frame="box" rules="all">
<thead>
<tr style="background-color:&#x00023;919498;color:&#x00023;ffffff">
<th valign="top" align="left"><bold>Characteristics</bold></th>
<th valign="top" align="center"><bold>Value</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Men (n)</td>
<td valign="top" align="center">4</td>
</tr> <tr>
<td valign="top" align="left">Age (years)</td>
<td valign="top" align="center">39 (36&#x02013;51)</td>
</tr> <tr>
<td valign="top" align="left">Body weight (kg)</td>
<td valign="top" align="center">72.3 &#x000B1; 13.4</td>
</tr> <tr>
<td valign="top" align="left">Height (cm)</td>
<td valign="top" align="center">167.3 &#x000B1; 2.2</td>
</tr> <tr>
<td valign="top" align="left">Body mass index (kg/m<sup>2</sup>)</td>
<td valign="top" align="center">25.7 &#x000B1; 4.1</td>
</tr> <tr>
<td valign="top" align="left">AGA Grade (Norwood&#x02013;Hamilton classification)</td>
<td valign="top" align="center">V&#x02013;VII</td>
</tr></tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Overview of the experimental design and resulting DEGs from adipose tissue in the scalp. <bold>(A)</bold> Schematic representation of the experimental design. <bold>(B)</bold> Ten most upregulated and downregulated DEGs (<italic>p</italic> &#x0003C; 0.05) resulting from RNA sequencing analysis.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1195656-g0001.tif"/>
</fig></sec>
<sec id="s3">
<title>3. Results</title>
<p>A total of 1,060 differentially expressed genes (DEGs) were identified (|log2(fold change)| &#x02265; 1 and adjusted <italic>p</italic> &#x0003C; 0.05), with 10 of the most upregulated and downregulated significant DEGs (ranked according to fold change), as shown in <xref ref-type="fig" rid="F1">Figure 1B</xref>. Among the 1,060 DEGs, there were 522 upregulated genes and 538 downregulated genes in the bald scalp adipose. Transcript expression values (RPKM) of the top 100 upregulated and downregulated genes are indicated in <xref ref-type="supplementary-material" rid="SM1">Supplementary Table S1</xref>. A heatmap was generated to illustrate DEGs exhibiting |log2(fold change)| &#x0003E; 3 and an adjusted <italic>p</italic>-value of &#x0003C; 0.05 (<xref ref-type="fig" rid="F2">Figure 2A</xref>). Identified DEGs were subjected to further analysis using pathfindR (version 1.6.3) with the Kyoto Encyclopedia of Genes and Genomes as the gene set. Pathway enrichment analysis of our dataset revealed several processes relevant to adipose tissue metabolism, i.e., fatty acid metabolism, adipocytokine signaling pathway, and insulin resistance, as well as those involved in the hair cycle, namely Wnt signaling and TGF-beta signaling pathway (<xref ref-type="fig" rid="F2">Figures 2B</xref>, <xref ref-type="fig" rid="F2">C</xref>). It is worth noting that the peroxisome proliferator-activated receptor (PPAR) signaling pathway is enriched and significantly downregulated in the bald AGA scalp. Among the identified DEGs in the PPAR signaling pathway, an adipogenic gene, <italic>PPARG</italic>, is significantly downregulated in the bald frontal scalp group with a fold change of &#x02212;2.94 (<italic>p</italic> &#x0003C; 0.05).</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Transcriptomic profile of the scalp adipose in AGA. <bold>(A)</bold> Heatmap of identified DEGs with |log<sub>2</sub>FC| &#x0003E; 3 and <italic>p</italic> &#x0003C; 0.05. <bold>(B)</bold> Clustered terms obtained from pathway enrichment analysis using pathfindR. <bold>(C)</bold> Enriched pathways arranged according to Z-score (upregulated&#x02013;orange; downregulated&#x02013;blue).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1195656-g0002.tif"/>
</fig></sec>
<sec id="s4">
<title>4. Discussion</title>
<p>Our transcriptomic analysis of adipose tissue retrieved from the bald scalp of AGA patients revealed that, among the identified DEGs, several adipogenic genes, e.g., <italic>PPARG, FABP4, PLN1</italic>, and <italic>ADIPOQ</italic>, and the PPAR signaling pathway were all found to be downregulated; hence, this study emerges to be in congruence with previous reports that empirically tackled the influence of adipocyte-derived transcription factors and proteins involved in adipogenesis on HF (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B6">6</xref>&#x02013;<xref ref-type="bibr" rid="B15">15</xref>). Adipogenesis refers to the maturation of adipocyte precursor cells into mature adipocytes and a well-studied regulator of which is PPAR&#x003B3; (<italic>PPARG</italic>) (<xref ref-type="bibr" rid="B16">16</xref>). Having known this, results of our study thereby suggest that adipogenesis via PPAR&#x003B3; is likely to be downregulated in the bald scalp of AGA patients.</p>
<p><italic>PPARG</italic> expression was reported to be remarkably decreased in the scalp tissue of lichen planus pilaris (LPP) patients compared to healthy controls, as quantified by real-time polymerase chain reaction (<xref ref-type="bibr" rid="B9">9</xref>). Furthermore, Karnik et al. (<xref ref-type="bibr" rid="B9">9</xref>) performed a functional study using human keratinocytes and outer root sheath cells <italic>in vitro</italic>, which revealed that treating these cells with PPAR&#x003B3;-specific agonists, e.g., ciglitazone, rosiglitazone, pioglitazone, and troglitazone, resulted in the modulation of the proinflammatory lipid metabolism and peroxisome biogenesis, which further implies that PPAR&#x003B3; may have a direct influence on human pilosebaceous units.</p>
<p>Activation of PPAR&#x003B3; signaling also upregulated the expression of keratin 15 and 19 in <italic>ex vivo</italic> human HF, demonstrating its beneficial role in promoting the survival of HF progenitor cells (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>). As a form of loss-of-function validation, knocking out <italic>PPARG</italic> specifically in mouse HFSC resulted in progressive hair loss upon reaching 3 months of age, despite being previously normal at birth (<xref ref-type="bibr" rid="B9">9</xref>). In addition, histopathology of skin specimens from these mice showed follicular scarring and permanent hair loss, resembling the features of LPP in humans. Sardella et al. (<xref ref-type="bibr" rid="B13">13</xref>) further demonstrated a transient delay in HF morphogenesis, decreased expression of the relevant differentiation markers and factors, and subsequent scarring of hair follicles in PPAR&#x003B3;-null mice. Taken together, these data suggest that PPAR&#x003B3; could be contributing significantly to both normal HF physiology and pathological conditions.</p>
<p>Apart from PPAR&#x003B3;, the downregulation of adiponectin is also worth noting in our dataset as more studies emerge regarding this adipose-derived protein in relation to hair loss. Adiponectin receptors were documented to be present in human HF, particularly along the outer root sheath and dermal sheath, as confirmed by immunofluorescent studies (<xref ref-type="bibr" rid="B14">14</xref>). As for its hair-related function, adiponectin appeared to have hair growth-promoting activity when added to human HF maintained <italic>ex vivo</italic>, exhibiting a notable increase in hair shaft length, i.e., 1.0 mm for adiponectin-treated HF compared to 0.8 mm for minoxidil-treated HF after 6 days of treatment. Moreover, this visibly quantifiable effect of adiponectin on HF was reported to be dose-dependent, with remarkable augmentation of proliferative epithelial cells, as demonstrated by Ki67 immunostaining. A recent study by Ohn et al. (<xref ref-type="bibr" rid="B10">10</xref>) also reported similar results in terms of the hair growth-promoting effect of adiponectin and an adiponectin-derived pentameric peptide (P5), which was designed for transdermal delivery.</p>
<p>Leptin, another adipocyte-related protein, also potentially contributes to hair regeneration, as documented in previous studies. For instance, expression of leptin receptors (LEPR) in the dermal papilla (DP) and along the outer bulge epithelial layer of both mouse and human HF is highly suggestive that leptin might, in fact, have a direct impact on HF growth (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B15">15</xref>). In addition, the mixture of LEPR<sup>&#x0002B;</sup> DP cells (after sorting by flow cytometry) and epithelial stem cells was shown to be successful in producing hair on the skin of nude mice, thereby further demonstrating that the presence of leptin might indeed be in favor of HF regeneration (<xref ref-type="bibr" rid="B7">7</xref>). While these investigations on the commonly known adipogenic genes and proteins remain ongoing, some studies have opted to explore specific cell types within the adipose tissue. One example would be skin-derived adipocyte precursor cells, especially since these cells were found to highly express platelet-derived growth factor A (PDGFA), which mediates HF cycling as demonstrated by loss-of-function genetic tools in animal studies, i.e., <italic>PDGFA</italic>-null mice presented with abnormally thinner hair with smaller DP compared to that of the wild-type controls, hence suggesting a lack and/or delay in the activation of HFSCs (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>With elevated dihydrotestosterone (DHT) near the DP in AGA, downregulation of Wnt signaling occurs through increased expression of the potent Wnt inhibitor, dickkopf-1 (DKK-1) (<xref ref-type="bibr" rid="B17">17</xref>). One possible sequela of Wnt signaling inhibition would be decreased production of transient-amplifying cells (TAC) in the HF epithelium. These TAC may play a crucial, albeit indirect, role in the changes within the adipose tissue during anagen. Aside from promoting HFSC self-renewal and HF downgrowth, sonic hedgehog (Shh) from TAC promotes the expression of PPAR&#x003B3;, suggesting that adipogenesis could be activated in this particular phase of the hair cycle (<xref ref-type="bibr" rid="B18">18</xref>). However, in AGA, wherein the majority of the HF remains in telogen, failure to initiate anagen could antagonize the degree of HFSC activation and TAC production; hence, a decline in Shh expression from TAC would follow. In effect, and as reflected in our data showing decreased expression of adipogenic markers (e.g., <italic>PPARG, FABP4, PLN1</italic>, and <italic>ADIPOQ</italic>) in the bald scalp, PPAR&#x003B3;-mediated adipogenesis might then be downregulated in the scalp region with AGA.</p>
<p>Changes in adipose tissue thickness potentially influence hair cycle signaling pathways, particularly those that might require the hair bulb and adipocytes to be in close proximity. Preadipocytes can secrete factors, e.g., hepatocyte growth factor (HGF) (<xref ref-type="bibr" rid="B19">19</xref>) and PDGFA (<xref ref-type="bibr" rid="B1">1</xref>), both of which activate Wnt signaling in the human HF. However, such signaling pathways may be interrupted in AGA if adipogenesis through PPAR&#x003B3; is downregulated, i.e., the adipose layer does not expand from its baseline level as in telogen, thus preventing direct communication between HF and adipocytes. The resulting gap between the HF and adipose in AGA may then prevent adipocyte-derived factors from effectively reaching their binding sites in the HF, thereby downregulating the Wnt signaling pathway (in addition to DKK1-mediated Wnt inhibition) and overall making it unfavorable for HF growth and regeneration. A cascade of events involving PPAR signaling <italic>via</italic> PPAR&#x003B3; in the adipose as one of the mechanisms behind the significant reduction of the scalp adipose in AGA is hereby proposed (<xref ref-type="fig" rid="F3">Figure 3</xref>). Further investigation verifying the mRNA and protein levels with a larger sample size is vital to validate our findings.</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>A proposed mechanism integrating scalp adipose metabolism in the pathogenesis of AGA. We hypothesize that adipogenesis in the bald AGA scalp is decreased <italic>via</italic> the downregulation of PPAR signaling <italic>via</italic> PPAR&#x003B3;, resulting in the reduction of the scalp adipose layer thickness. In effect, the resulting gap between the miniaturized HF and scalp adipose becomes even more prominent in the bald scalp, diminishing the corresponding action of adipocyte-derived factors (e.g., HGF and PDGFA) on the HFSC. As an effect, HFSC activation and differentiation are thereby reduced, along with adipogenesis in the scalp adipose tissue, creating an unfavorable environment for hair growth and regeneration.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmed-10-1195656-g0003.tif"/>
</fig>
<p>Since the adipose layer was manually dissected from the epidermal and dermal layers using a scalpel in this study, the presence of other cell types from the upper skin layers may be inevitable. For instance, <italic>SPRR4</italic>, which is well-known to be enriched in the epithelium (<xref ref-type="bibr" rid="B20">20</xref>), has been noted to be upregulated in our dataset, suggesting that cells from the epidermis might have been present in the obtained adipose tissue prior to RNA isolation. Utilizing a laser-capture microdissection technique might help address this issue to better obtain the target tissue or cell population while minimizing the potential contamination of other cell types. Nevertheless, a significant number of key adipose-related genes have been identified to be differentially expressed in our generated dataset, implying that the majority of our retrieved samples comprised RNA from the adipose.</p>
<p>Our study serves as a prelude to characterizing scalp adipose metabolism in AGA through a transcriptomic approach. With the pathophysiology of AGA not yet fully elucidated to date, this study hereby proposes a different perspective, in addition to the HF itself, in deciphering this common hair loss disorder. Future studies to further investigate the molecular and phenotypic alterations of dermal adipocytes in AGA-affected scalps using high-throughput platforms (e.g., single-cell RNA sequencing, high-parameter flow cytometry, and spatial transcriptomics) are mandatory.</p></sec>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found below: Gene Expression Omnibus (accession number GSE212757).</p></sec>
<sec sec-type="ethics-statement" id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Institutional Review Board of the National Cheng Kung University Hospital, Tainan, Taiwan. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p></sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>Conceptualization: CC, C-CY, and C-KH. Funding acquisition: C-CY. Investigation: R-YT and P-LC. Formal analysis and visualization: CC, Y-KH, and WA. Resources: R-YT. Writing&#x02014;original draft preparation: CC and C-CY. Writing&#x02014;review and editing: CC, C-CY, Y-ST, and C-KH. All authors contributed to the article and approved the submitted version.</p></sec>
</body>
<back>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>This research was supported in part by the National Science and Technology Council (NSTC), Taiwan (Grant Nos. NSTC 111-2314-B-006-101 and 111-2811-B-006-045).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;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 sec-type="supplementary-material" id="s10">
<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/fmed.2023.1195656/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmed.2023.1195656/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/></sec>
<ref-list>
<title>References</title>
<ref id="B1">
<label>1.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Festa</surname> <given-names>E</given-names></name> <name><surname>Fretz</surname> <given-names>J</given-names></name> <name><surname>Berry</surname> <given-names>R</given-names></name> <name><surname>Schmidt</surname> <given-names>B</given-names></name> <name><surname>Rodeheffer</surname> <given-names>M</given-names></name> <name><surname>Horowitz</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Adipocyte lineage cells contribute to the skin stem cell niche to drive hair cycling</article-title>. <source>Cell.</source> (<year>2011</year>) <volume>146</volume>:<fpage>761</fpage>&#x02013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2011.07.019</pub-id><pub-id pub-id-type="pmid">21884937</pub-id></citation></ref>
<ref id="B2">
<label>2.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Plikus</surname> <given-names>MV</given-names></name> <name><surname>Mayer</surname> <given-names>JA</given-names></name> <name><surname>de La Cruz</surname> <given-names>D</given-names></name> <name><surname>Baker</surname> <given-names>RE</given-names></name> <name><surname>Maini</surname> <given-names>PK</given-names></name> <name><surname>Maxson</surname> <given-names>R</given-names></name> <etal/></person-group>. <article-title>Cyclic dermal BMP signalling regulates stem cell activation during hair regeneration</article-title>. <source>Nature</source>. (<year>2008</year>) <volume>451</volume>:<fpage>340</fpage>&#x02013;<lpage>344</lpage>. <pub-id pub-id-type="doi">10.1038/nature06457</pub-id><pub-id pub-id-type="pmid">18202659</pub-id></citation></ref>
<ref id="B3">
<label>3.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hori</surname> <given-names>H</given-names></name> <name><surname>Moretti</surname> <given-names>G</given-names></name> <name><surname>Rebora</surname> <given-names>A</given-names></name> <name><surname>Crovato</surname> <given-names>F</given-names></name></person-group>. <article-title>The thickness of human scalp: normal and bald</article-title>. <source>J Invest Dermatol.</source> (<year>1972</year>) <volume>58</volume>:<fpage>396</fpage>&#x02013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1111/1523-1747.ep12540633</pub-id><pub-id pub-id-type="pmid">5030661</pub-id></citation></ref>
<ref id="B4">
<label>4.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Soga</surname> <given-names>S</given-names></name> <name><surname>Koyama</surname> <given-names>T</given-names></name> <name><surname>Mikoshi</surname> <given-names>A</given-names></name> <name><surname>Jinzaki</surname> <given-names>M</given-names></name> <name><surname>Arafune</surname> <given-names>T</given-names></name> <name><surname>Kawashima</surname> <given-names>M</given-names></name> <etal/></person-group>. <article-title>Quantitative analysis of the anatomical changes in the scalp and hair follicles in androgenetic alopecia using magnetic resonance imaging</article-title>. <source>Skin Res Technol.</source> (<year>2021</year>) <volume>27</volume>:<fpage>56</fpage>&#x02013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1111/srt.12908</pub-id><pub-id pub-id-type="pmid">32596954</pub-id></citation></ref>
<ref id="B5">
<label>5.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Donati</surname> <given-names>G</given-names></name> <name><surname>Proserpio</surname> <given-names>V</given-names></name> <name><surname>Lichtenberger</surname> <given-names>BM</given-names></name> <name><surname>Natsuga</surname> <given-names>K</given-names></name> <name><surname>Sinclair</surname> <given-names>R</given-names></name> <name><surname>Fujiwara</surname> <given-names>H</given-names></name> <etal/></person-group>. <article-title>Epidermal Wnt/beta-catenin signaling regulates adipocyte differentiation via secretion of adipogenic factors</article-title>. <source>Proc Natl Acad Sci U S A.</source> (<year>2014</year>) <volume>111</volume>:<fpage>E1501</fpage>&#x02013;<lpage>1509</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1312880111</pub-id><pub-id pub-id-type="pmid">24706781</pub-id></citation></ref>
<ref id="B6">
<label>6.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Billoni</surname> <given-names>N</given-names></name> <name><surname>Buan</surname> <given-names>B</given-names></name> <name><surname>Gautier</surname> <given-names>B</given-names></name> <name><surname>Collin</surname> <given-names>C</given-names></name> <name><surname>Gaillard</surname> <given-names>O</given-names></name> <name><surname>Mah&#x000E9;</surname> <given-names>YF</given-names></name> <etal/></person-group>. <article-title>Expression of peroxisome proliferator activated receptors (PPARs) in human hair follicles and PPAR alpha involvement in hair growth</article-title>. <source>Acta Derm Venereol.</source> (<year>2000</year>) <volume>80</volume>:<fpage>329</fpage>&#x02013;<lpage>334</lpage>. <pub-id pub-id-type="doi">10.1080/000155500459240</pub-id><pub-id pub-id-type="pmid">11200828</pub-id></citation></ref>
<ref id="B7">
<label>7.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gao</surname> <given-names>L</given-names></name> <name><surname>Chen</surname> <given-names>EQ</given-names></name> <name><surname>Zhong</surname> <given-names>HB</given-names></name> <name><surname>Xie</surname> <given-names>J</given-names></name> <name><surname>Song</surname> <given-names>HZ</given-names></name> <name><surname>Zhao</surname> <given-names>XB</given-names></name> <etal/></person-group>. <article-title>Large-scale isolation of functional dermal papilla cells using novel surface marker LEPTIN Receptor</article-title>. <source>Cytometry A.</source> (<year>2022</year>) <volume>101</volume>:<fpage>675</fpage>&#x02013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1002/cyto.a.24569</pub-id><pub-id pub-id-type="pmid">35524584</pub-id></citation></ref>
<ref id="B8">
<label>8.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karlsson</surname> <given-names>L</given-names></name> <name><surname>Bondjers</surname> <given-names>C</given-names></name> <name><surname>Betsholtz</surname> <given-names>C</given-names></name></person-group>. <article-title>Roles for PDGF-A and sonic hedgehog in development of mesenchymal components of the hair follicle</article-title>. <source>Development.</source> (<year>1999</year>) <volume>126</volume>:<fpage>2611</fpage>&#x02013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1242/dev.126.12.2611</pub-id><pub-id pub-id-type="pmid">10331973</pub-id></citation></ref>
<ref id="B9">
<label>9.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karnik</surname> <given-names>P</given-names></name> <name><surname>Tekeste</surname> <given-names>Z</given-names></name> <name><surname>McCormick</surname> <given-names>TS</given-names></name> <name><surname>Gilliam</surname> <given-names>AC</given-names></name> <name><surname>Price</surname> <given-names>VH</given-names></name> <name><surname>Cooper</surname> <given-names>KD</given-names></name> <etal/></person-group>. <article-title>Hair follicle stem cell-specific PPARgamma deletion causes scarring alopecia</article-title>. <source>J Invest Dermatol.</source> (<year>2009</year>) <volume>129</volume>:<fpage>1243</fpage>&#x02013;<lpage>57</lpage>. <pub-id pub-id-type="doi">10.1038/jid.2008.369</pub-id><pub-id pub-id-type="pmid">19052558</pub-id></citation></ref>
<ref id="B10">
<label>10.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ohn</surname> <given-names>J</given-names></name> <name><surname>Been</surname> <given-names>KW</given-names></name> <name><surname>Kim</surname> <given-names>JY</given-names></name> <name><surname>Kim</surname> <given-names>EJ</given-names></name> <name><surname>Park</surname> <given-names>T</given-names></name> <name><surname>Yoon</surname> <given-names>HJ</given-names></name> <etal/></person-group>. <article-title>Discovery of a transdermally deliverable pentapeptide for activating AdipoR1 to promote hair growth</article-title>. <source>EMBO Mol Med.</source> (<year>2021</year>) <volume>13</volume>:<fpage>e13790</fpage>. <pub-id pub-id-type="doi">10.15252/emmm.202013790</pub-id><pub-id pub-id-type="pmid">34486824</pub-id></citation></ref>
<ref id="B11">
<label>11.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramot</surname> <given-names>Y</given-names></name> <name><surname>Bertolini</surname> <given-names>M</given-names></name> <name><surname>Boboljova</surname> <given-names>M</given-names></name> <name><surname>Uchida</surname> <given-names>Y</given-names></name> <name><surname>Paus</surname> <given-names>R</given-names></name></person-group>. <article-title>PPAR-&#x003B3; signalling as a key mediator of human hair follicle physiology and pathology</article-title>. <source>Exper Dermatol.</source> (<year>2020</year>) <volume>29</volume>:<fpage>312</fpage>&#x02013;<lpage>321</lpage>. <pub-id pub-id-type="doi">10.1111/exd.14062</pub-id><pub-id pub-id-type="pmid">31769892</pub-id></citation></ref>
<ref id="B12">
<label>12.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ramot</surname> <given-names>Y</given-names></name> <name><surname>Mastrofrancesco</surname> <given-names>A</given-names></name> <name><surname>Herczeg-Lisztes</surname> <given-names>E</given-names></name> <name><surname>B&#x000ED;r&#x000F3;</surname> <given-names>T</given-names></name> <name><surname>Picardo</surname> <given-names>M</given-names></name> <name><surname>Kloepper</surname> <given-names>JE</given-names></name> <etal/></person-group>. <article-title>Advanced inhibition of undesired human hair growth by PPAR&#x003B3; modulation?</article-title> <source>J Invest Dermatol.</source> (<year>2014</year>) <volume>134</volume>:<fpage>1128</fpage>&#x02013;<lpage>1131</lpage>. <pub-id pub-id-type="doi">10.1038/jid.2013.473</pub-id><pub-id pub-id-type="pmid">24352039</pub-id></citation></ref>
<ref id="B13">
<label>13.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sardella</surname> <given-names>C</given-names></name> <name><surname>Winkler</surname> <given-names>C</given-names></name> <name><surname>Quignodon</surname> <given-names>L</given-names></name> <name><surname>Hardman</surname> <given-names>JA</given-names></name> <name><surname>Toffoli</surname> <given-names>B</given-names></name> <name><surname>Attianese</surname> <given-names>GM</given-names></name> <etal/></person-group>. <article-title>Delayed hair follicle morphogenesis and hair follicle dystrophy in a lipoatrophy mouse model of pparg total deletion</article-title>. <source>J Invest Dermatol.</source> (<year>2018</year>) <volume>138</volume>:<fpage>500</fpage>&#x02013;<lpage>510</lpage>. <pub-id pub-id-type="doi">10.1016/j.jid.2017.09.024</pub-id><pub-id pub-id-type="pmid">28964716</pub-id></citation></ref>
<ref id="B14">
<label>14.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Won</surname> <given-names>CH</given-names></name> <name><surname>Yoo</surname> <given-names>HG</given-names></name> <name><surname>Park</surname> <given-names>KY</given-names></name> <name><surname>Shin</surname> <given-names>SH</given-names></name> <name><surname>Park</surname> <given-names>WS</given-names></name> <name><surname>Park</surname> <given-names>PJ</given-names></name> <etal/></person-group>. <article-title>Hair growth-promoting effects of adiponectin <italic>in vitro</italic></article-title>. <source>J Invest Dermatol.</source> (<year>2012</year>) <volume>132</volume>:<fpage>2849</fpage>&#x02013;<lpage>51</lpage>. <pub-id pub-id-type="doi">10.1038/jid.2012.217</pub-id><pub-id pub-id-type="pmid">22739797</pub-id></citation></ref>
<ref id="B15">
<label>15.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yang</surname> <given-names>CC</given-names></name> <name><surname>Sheu</surname> <given-names>HM</given-names></name> <name><surname>Chung</surname> <given-names>PL</given-names></name> <name><surname>Chang</surname> <given-names>CH</given-names></name> <name><surname>Tsai</surname> <given-names>YS</given-names></name> <name><surname>Hughes</surname> <given-names>MW</given-names></name> <etal/></person-group>. <article-title>Leptin of dermal adipose tissue is differentially expressed during the hair cycle and contributes to adipocyte-mediated growth inhibition of anagen-phase vibrissa hair</article-title>. <source>Exper Dermatol.</source> (<year>2015</year>) <volume>24</volume>:<fpage>57</fpage>&#x02013;<lpage>60</lpage>. <pub-id pub-id-type="doi">10.1111/exd.12566</pub-id><pub-id pub-id-type="pmid">25313970</pub-id></citation></ref>
<ref id="B16">
<label>16.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rosen</surname> <given-names>ED</given-names></name> <name><surname>Sarraf</surname> <given-names>P</given-names></name> <name><surname>Troy</surname> <given-names>AE</given-names></name> <name><surname>Bradwin</surname> <given-names>G</given-names></name> <name><surname>Moore</surname> <given-names>K</given-names></name> <name><surname>Milstone</surname> <given-names>DS</given-names></name> <etal/></person-group>. <article-title>PPAR gamma is required for the differentiation of adipose tissue <italic>in vivo</italic> and <italic>in vitro</italic></article-title>. <source>Mol Cell.</source> (<year>1999</year>) <volume>4</volume>:<fpage>611</fpage>&#x02013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/S1097-2765(00)80211-7</pub-id><pub-id pub-id-type="pmid">10549292</pub-id></citation></ref>
<ref id="B17">
<label>17.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leir&#x000F3;s</surname> <given-names>GJ</given-names></name> <name><surname>Ceruti</surname> <given-names>JM</given-names></name> <name><surname>Castellanos</surname> <given-names>ML</given-names></name> <name><surname>Kusinsky</surname> <given-names>AG</given-names></name> <name><surname>Bala&#x000F1;&#x000E1;</surname> <given-names>ME</given-names></name></person-group>. <article-title>Androgens modify Wnt agonists/antagonists expression balance in dermal papilla cells preventing hair follicle stem cell differentiation in androgenetic alopecia</article-title>. <source>Mol Cell Endocrinol.</source> (<year>2017</year>) <volume>439</volume>:<fpage>26</fpage>&#x02013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1016/j.mce.2016.10.018</pub-id><pub-id pub-id-type="pmid">27769713</pub-id></citation></ref>
<ref id="B18">
<label>18.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhang</surname> <given-names>B</given-names></name> <name><surname>Tsai</surname> <given-names>PC</given-names></name> <name><surname>Gonzalez-Celeiro</surname> <given-names>M</given-names></name> <name><surname>Chung</surname> <given-names>O</given-names></name> <name><surname>Boumard</surname> <given-names>B</given-names></name> <name><surname>Perdigoto</surname> <given-names>CN</given-names></name> <etal/></person-group>. <article-title>Hair follicles&#x00027; transit-amplifying cells govern concurrent dermal adipocyte production through Sonic Hedgehog</article-title>. <source>Genes Dev.</source> (<year>2016</year>) <volume>30</volume>:<fpage>2325</fpage>&#x02013;<lpage>38</lpage>. <pub-id pub-id-type="doi">10.1101/gad.285429.116</pub-id><pub-id pub-id-type="pmid">27807033</pub-id></citation></ref>
<ref id="B19">
<label>19.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nicu</surname> <given-names>C</given-names></name> <name><surname>O&#x00027;Sullivan</surname> <given-names>JD</given-names></name> <name><surname>Ramos</surname> <given-names>R</given-names></name> <name><surname>Timperi</surname> <given-names>L</given-names></name> <name><surname>Lai</surname> <given-names>T</given-names></name> <name><surname>Farjo</surname> <given-names>N</given-names></name> <etal/></person-group>. <article-title>Dermal adipose tissue secretes HGF to promote human hair growth and pigmentation</article-title>. <source>J Invest Dermatol.</source> (<year>2021</year>) <volume>141</volume>:<fpage>1633</fpage>&#x02013;<lpage>1645</lpage>.e1613. <pub-id pub-id-type="doi">10.1016/j.jid.2020.12.019</pub-id><pub-id pub-id-type="pmid">33493531</pub-id></citation></ref>
<ref id="B20">
<label>20.</label>
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cabral</surname> <given-names>A</given-names></name> <name><surname>Sayin</surname> <given-names>A</given-names></name> <name><surname>de Winter</surname> <given-names>S</given-names></name> <name><surname>Fischer</surname> <given-names>DF</given-names></name> <name><surname>Pavel</surname> <given-names>S</given-names></name> <name><surname>Backendorf</surname> <given-names>C</given-names></name></person-group>. <article-title>SPRR4, a novel cornified envelope precursor: UV-dependent epidermal expression and selective incorporation into fragile envelopes</article-title>. <source>J Cell Sci.</source> (<year>2001</year>) <volume>114</volume>:<fpage>3837</fpage>&#x02013;<lpage>3843</lpage>. <pub-id pub-id-type="doi">10.1242/jcs.114.21.3837</pub-id><pub-id pub-id-type="pmid">11719550</pub-id></citation></ref>
</ref-list>
</back>
</article>