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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2023.1093592</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The molecular phenotype of kisspeptin neurons in the medial amygdala of female mice</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Hatcher</surname>
<given-names>Katherine M.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Costanza</surname>
<given-names>Leah</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kauffman</surname>
<given-names>Alexander S.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Stephens</surname>
<given-names>Shannon B. Z.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/450163"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Neuroscience and Experimental Therapeutics, Albany Medical College</institution>, <addr-line>Albany, NY</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of OBGYN and Reproductive Sciences, University of California, San&#xa0;Diego</institution>, <addr-line>La Jolla, CA</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ali Abbara, Imperial College London, United Kingdom</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Stephanie Constantin, Eunice Kennedy Shriver National Institute of Child Health and Human Development (NIH), United States; Alejandro Lomniczi, Oregon Health &amp; Science University, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Shannon B. Z. Stephens, <email xlink:href="mailto:stephes3@amc.edu">stephes3@amc.edu</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Translational Endocrinology, a section of the journal Frontiers in Endocrinology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>10</day>
<month>02</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1093592</elocation-id>
<history>
<date date-type="received">
<day>09</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>13</day>
<month>01</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Hatcher, Costanza, Kauffman and Stephens</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Hatcher, Costanza, Kauffman and Stephens</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>Reproduction is regulated through the hypothalamic-pituitary-gonadal (HPG) axis, largely <italic>via</italic> the action of kisspeptin neurons in the hypothalamus. Importantly, <italic>Kiss1</italic> neurons have been identified in other brain regions, including the medial amygdala (MeA). Though the MeA is implicated in regulating aspects of both reproductive physiology and behavior, as well as non-reproductive processes, the functional roles of MeA <italic>Kiss1</italic> neurons are largely unknown. Additionally, besides their stimulation by estrogen, little is known about how MeA <italic>Kiss1</italic> neurons are regulated. Using a RiboTag mouse model in conjunction with RNA-seq, we examined the molecular profile of MeA <italic>Kiss1</italic> neurons to identify transcripts that are co-expressed in MeA <italic>Kiss1</italic> neurons of female mice and whether these transcripts are modulated by estradiol (E<sub>2</sub>) treatment. RNA-seq identified &gt;13,800 gene transcripts co-expressed in female MeA <italic>Kiss1</italic> neurons, including genes for neuropeptides and receptors implicated in reproduction, metabolism, and other neuroendocrine functions. Of the &gt;13,800 genes co-expressed in MeA <italic>Kiss1</italic> neurons, only 45 genes demonstrated significantly different expression levels due to E<sub>2</sub> treatment. Gene transcripts such as <italic>Kiss1</italic>, <italic>Gal</italic>, and <italic>Oxtr</italic> increased in response to E<sub>2</sub> treatment, while fewer transcripts, such as <italic>Esr1</italic> and <italic>Cyp26b1</italic>, were downregulated by E<sub>2</sub>. Dual RNAscope and immunohistochemistry was performed to validate co-expression of MeA <italic>Kiss1</italic> with <italic>Cck</italic> and <italic>Cartpt</italic>. These results are the first to establish a profile of genes actively expressed by MeA <italic>Kiss1</italic> neurons, including a subset of genes regulated by E<sub>2</sub>, which provides a useful foundation for future investigations into the regulation and function of MeA <italic>Kiss1</italic> neurons.</p>
</abstract>
<kwd-group>
<kwd>kisspeptin</kwd>
<kwd>KISS1</kwd>
<kwd>GnRH</kwd>
<kwd>amygdala</kwd>
<kwd>estrogen</kwd>
<kwd>Cck</kwd>
<kwd>RiboTag</kwd>
<kwd>RNAseq</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="84"/>
<page-count count="21"/>
<word-count count="12150"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Reproduction is regulated by gonadotropin-releasing hormone (GnRH) secreted from neurons in the hypothalamic forebrain. Activation of GnRH neurons, and hence the reproductive axis, requires kisspeptin, a neuropeptide encoded by the <italic>Kiss1</italic> gene. Humans and mice with gene mutations in <italic>Kiss1</italic> or its receptor, <italic>Kiss1r</italic>, exhibit significantly disrupted reproduction, including incomplete sexual maturation and infertility (<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B3">3</xref>). Kisspeptin treatment potently stimulates LH and FSH release (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B7">7</xref>) <italic>via</italic> direct stimulation of GnRH neurons, which express <italic>Kiss1r</italic> (<xref ref-type="bibr" rid="B4">4</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>). Thus, kisspeptin is both necessary and sufficient for GnRH release and regulation of the reproductive axis. Neurons expressing <italic>Kiss1</italic> have been detected in several distinct brain areas, including the anteroventral periventricular (AVPV) and periventricular (PeN) nuclei (referred to as AVPV here; also commonly called the RP3V) and arcuate (ARC) nuclei of the hypothalamus, as well as in several extra-hypothalamic areas, including the medial amygdala (MeA), bed nucleus of the stria terminalis, and the lateral septum (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>Hypothalamic <italic>Kiss1</italic> neurons in the AVPV and ARC have been well-studied and are known to be regulated by testosterone (T) and estradiol (E<sub>2</sub>) (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). In the ARC, sex steroids inhibit ARC <italic>Kiss1</italic> expression, whereas the removal of sex steroids increases ARC <italic>Kiss1</italic> levels, suggesting that kisspeptin neurons in the ARC are involved in sex steroid negative feedback (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). In contrast, in the AVPV, <italic>Kiss1</italic> levels are increased by sex steroids, particularly E<sub>2</sub> (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>), suggesting that AVPV <italic>Kiss1</italic> neurons participate in the E<sub>2-</sub> mediated positive feedback that triggers the preovulatory LH surge in females (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>). E<sub>2</sub> regulation of AVPV and ARC <italic>Kiss1</italic> levels occurs specifically <italic>via</italic> estrogen receptor &#x3b1; (ER&#x3b1;), which is highly expressed in both of these <italic>Kiss1</italic> populations (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Recent RNA-seq studies of AVPV and ARC <italic>Kiss1</italic> neurons reported other co-expressed genes in these specific cell populations that also respond to E<sub>2</sub> treatment (<xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B27">27</xref>), including hormone receptors such as <italic>Pgr</italic>, <italic>Ghsr</italic>, and <italic>Npr2</italic> (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>MeA <italic>Kiss1</italic> expression is also regulated by sex steroids. Similar to AVPV <italic>Kiss1</italic> expression, MeA <italic>Kiss1</italic> levels dramatically increase with T or E<sub>2</sub> exposure in both sexes and fall to nearly undetectable levels in the absence of sex steroids (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B28">28</xref>). However, the non-aromatizable androgen, DHT, has no stimulatory effect on MeA <italic>Kiss1</italic> expression (<xref ref-type="bibr" rid="B17">17</xref>), which suggests that the observed upregulation of MeA <italic>Kiss1</italic> expression by T is mediated by E<sub>2</sub> signaling after aromatization; this possibility is supported by the presence of high aromatase expression in the MeA region (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B29">29</xref>&#x2013;<xref ref-type="bibr" rid="B31">31</xref>). As with <italic>Kiss1</italic> in the AVPV and ARC (<xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B23">23</xref>), data from Er&#x3b1;KO and ER&#x3b2;KO mice show that the ER&#x3b1; receptor subtype is required for E<sub>2</sub>&#x2019;s upregulation of MeA <italic>Kiss1</italic> levels (<xref ref-type="bibr" rid="B18">18</xref>). Despite these findings demonstrating that <italic>Kiss1</italic> expression in the MeA is potently stimulated by E<sub>2</sub>, the functional significance of this E<sub>2</sub> stimulation is still currently unknown. In contrast to their E<sub>2</sub>-induced upregulation, MeA <italic>Kiss1</italic> levels are inhibited by GABA signaling through GABA<sub>B</sub>R. This is evidenced by very high <italic>Kiss1</italic> expression in the MeA, but not the AVPV or ARC, of GABA<sub>B</sub>R knockout mice of both sexes (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Whether this GABA effect is direct or indirect is still unknown, though MeA <italic>Kiss1</italic> neurons are reported to expressed GABA<sub>B</sub>R as determined with <italic>in situ</italic> hybridization (<xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>At present, E<sub>2</sub> and GABA, acting <italic>via</italic> ER&#x3b1; and GABA<sub>B</sub>R respectively, are the only known regulators of MeA <italic>Kiss1</italic> neurons. In fact, almost nothing is known about the identities of other receptors, co-transmitters and signaling factors, and transcription factors that are expressed by this specific kisspeptin neuron population, or whether other genes in MeA kisspeptin neurons are also altered by E<sub>2</sub> signaling. This lack of knowledge of the phenotype of MeA <italic>Kiss1</italic> neurons has limited our understanding of possible functions of this kisspeptin population. The MeA has numerous behavioral and physiological functions, including effects on puberty, as well as reproductive physiology and behavior (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>) and other non-reproductive behaviors (<xref ref-type="bibr" rid="B38">38</xref>&#x2013;<xref ref-type="bibr" rid="B44">44</xref>). Classic studies found that lesions of the entire MeA disrupt ovarian cycles and impair E<sub>2</sub> positive feedback in female rodents (<xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). Conversely, acute electrical stimulation of the MeA region of E<sub>2-</sub>primed ovariectomized (OVX) females induced high LH secretion (<xref ref-type="bibr" rid="B34">34</xref>), indicating that the MeA might facilitate E<sub>2</sub> positive feedback of the LH surge. However, the mechanisms by which the MeA influences reproductive hormone release are still unknown, as is the identity of the specific MeA cell types responsible for these effects. Because kisspeptin can potently stimulate GnRH neurons (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>) and the MeA projects both directly and indirectly to the POA where GnRH neurons reside (<xref ref-type="bibr" rid="B45">45</xref>&#x2013;<xref ref-type="bibr" rid="B48">48</xref>), it remains possible that MeA <italic>Kiss1</italic> neurons participate in the regulation of the reproductive axis by acting directly or indirectly on GnRH neurons. Some recent optogenetic and chemogenetic mouse studies have begun to address this possibility (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B51">51</xref>), but this is still currently not well understood. Thus, at present, the various functional roles of MeA kisspeptin neurons remain unknown, in part due to our limited understanding of the detailed phenotype of those specific kisspeptin neurons.</p>
<p>Recent studies have begun to detail the molecular phenotype of the two kisspeptin populations in the hypothalamus. Using the RiboTag technique coupled with RNA-seq, we recently reported the identification of &gt;13,000 genes that are expressed in AVPV <italic>Kiss1</italic> neurons of female mice (<xref ref-type="bibr" rid="B25">25</xref>). In that study, we also identified numerous AVPV <italic>Kiss1</italic> neuron transcripts that are differentially regulated by E<sub>2</sub>, such as <italic>Pgr</italic>, <italic>Th, Cartpt</italic>, and <italic>Gal</italic>. Two subsequent reports from Hrabovszky and colleagues used a different approach to examine E<sub>2</sub> regulation of RNA transcripts in ARC and AVPV kisspeptin neurons (<xref ref-type="bibr" rid="B26">26</xref>, <xref ref-type="bibr" rid="B27">27</xref>). These various RNA profiling studies provide insight into potential mechanisms of regulation of hypothalamic <italic>Kiss1</italic> neurons and, hence, reproductive status. However, similar RNA-seq analyses of kisspeptin neurons in the MeA have not yet been reported. In the current study, we used the RiboTag technique (<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>), which allows for the isolation of mRNAs that are actively being translated into proteins, along with RNA-seq to identify the molecular phenotype of MeA <italic>Kiss1</italic> neurons of female mice under different E<sub>2</sub> conditions.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Method</title>
<sec id="s2_1">
<label>2.1</label>
<title>Animals</title>
<p>We used the RiboTag mouse model (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>) crossed with Kiss1Cre mice to identify actively-translated gene transcripts that are co-expressed specifically in MeA <italic>Kiss1</italic> neurons, following methods previously described (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B55">55</xref>). Briefly, RiboTag (<italic>Rpl22<sup>HA+</sup>
</italic>) mice have a wild-type C-terminal exon floxed on the <italic>Rpl22</italic> gene that is followed by three copies of a hemagglutinin (HA) epitope sequence inserted prior to a stop codon (<xref ref-type="bibr" rid="B54">54</xref>). Cell-type-specific recombination can be induced by crossing RiboTag mice with a cell type-specific Cre recombinase-expressing mouse line, which leads to Cre-mediated recombination and expression of HA tags on ribosomes only in cells expressing Cre  recombinase(<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B56">56</xref>). Here, <italic>Rpl22<sup>HA+</sup>
</italic> mice were crossed with Kiss1Cre mice (courtesy of Carol Elias) (<xref ref-type="bibr" rid="B57">57</xref>) to generate Kiss1Cre+/<italic>Rpl22<sup>HA+/+</sup>
</italic> female mice to be used for this study. Kiss1Cre+/<italic>Rpl22<sup>HA+/+</sup>
</italic> mice express the HA-tagged ribosomes only in <italic>Kiss1-</italic>expressing cells, permitting isolation of ribosome-associated transcripts from just <italic>Kiss1</italic> cells in specific brain regions, such as the MeA. In addition to adult (8-10 weeks old) Kiss1Cre+/<italic>Rpl22<sup>HA+/+</sup>
</italic> females, a small cohort of adult Kiss1Cre-/<italic>Rpl22<sup>HA+/+</sup>
</italic> females was used as controls. These control mice do not have HA-tagged ribosomes in <italic>Kiss1</italic>-expressing cells and therefore, no <italic>Kiss1</italic> cell-specific RNA should be isolated. Tail DNA was used to genotype mice <italic>via</italic> polymerase chain reaction (PCR) to confirm genotypes of Kiss1Cre+/<italic>Rpl22<sup>HA+/+</sup>
</italic> and Kiss1Cre-/<italic>Rpl22<sup>HA+/+</sup>
</italic> mice (henceforth referred to as &#x201c;Kiss<sup>Ribo</sup>&#x201d; or &#x201c;Control&#x201d; mice, respectively). Additionally, any mice with germline recombination were excluded from the study.</p>
<p>In a separate experiment, adult Kiss1Cre/tdTomato mice were used to validate co-expression of select genes in MeA <italic>Kiss1</italic> neurons using immunohistochemistry and <italic>in situ</italic> hybridization co-detection (IHC-ISH). Kiss1Cre/tdTomato mice (&#x201c;Kiss<sup>tdTom</sup>&#x201d;) were generated by crossing Kiss1Cre mice with tdTomato mice (Ai9 strain, JAX stock #007909) (<xref ref-type="bibr" rid="B58">58</xref>), permitting tdtomato fluorescent reporter to be expressed exclusively in <italic>Kiss1</italic>-expressing cells.</p>
<p>All mice were housed 2-3 per cage (Kiss<sup>Ribo</sup> and Control mice) or 2-5 per cage (Kiss<sup>tdTom</sup> mice) in a 12hr:12hr light:dark cycle (lights off at 18:00h), with access to food and water <italic>ad libitum</italic>. All animal procedures were approved by local IACUC committees at the University of California, San Diego (Kiss<sup>Ribo</sup> and Control mice) or Albany Medical College (Kiss<sup>tdTom</sup> mice).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Hormone treatment and tissue processing</title>
<p>MeA <italic>Kiss1</italic> expression is known to be stimulated by E<sub>2</sub> (<xref ref-type="bibr" rid="B20">20</xref>). Thus, all Kiss<sup>Ribo</sup> and Control mice were ovariectomized (OVX) at 8 weeks of age, under isoflurane anesthesia, and pre-treated at this time with high dose E<sub>2</sub> (2&#xa0;mm of 1:30 E2: cholesterol powder) <italic>via</italic> subcutaneous Silastic capsule for 4 days. This dose of E<sub>2</sub> in mice is known to increase MeA <italic>Kiss1</italic> expression, as well as induce E<sub>2</sub> negative feedback to suppress LH levels (<xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B14">14</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B25">25</xref>). This E<sub>2</sub> pre-treatment was used to drive sufficient Cre expression in MeA <italic>Kiss1</italic> cells in all Kiss<sup>Ribo</sup> mice and promote a high degree of incorporation of HA-tagged ribosomes in these neurons, regardless of subsequent E<sub>2</sub> and OVX treatment conditions (<xref ref-type="bibr" rid="B25">25</xref>). For consistency between genotypes, Cre- controls were similarly given the E<sub>2</sub> pre-treatment. All pre-treatment E<sub>2</sub> implants were removed after 4 days and all mice were given 7 days to wash out any residual circulating E<sub>2</sub>. After the 1-week washout period, half of the mice were re-implanted with a new E<sub>2</sub> Silastic capsule (E<sub>2</sub> group, n = 12 Kiss<sup>Ribo</sup>; n=4 Controls), while the remaining females received no additional E<sub>2</sub> treatment and served as the OVX group (n = 12 Kiss<sup>Ribo</sup>; n=4 Controls). 5 days after receiving the second E<sub>2</sub> implant (or no implant), all females were euthanized between 11:00h and 14:00h. Blood was collected at this time <italic>via</italic> retroorbital bleed, and brains were collected fresh frozen on dry ice. Blood serum was assayed for LH concentrations to confirm low LH levels in the E<sub>2</sub>-treated group (indicating proper E<sub>2</sub> negative feedback) and elevated LH levels in the OVX group (indicating lack of E<sub>2</sub> negative feedback). Serum LH was measured <italic>via</italic> a highly sensitive mouse LH radioimmunoassay performed by the University of Virginia Ligand Assay Core (lower detection limit: 0.04 ng/mL; average reportable range: 0.04-75 ng/mL). As expected, E<sub>2</sub>-treated OVX females had significantly reduced mean LH levels compared to OVX females lacking E<sub>2</sub> (0.22 &#xb1; 0.04 ng/mL vs 3.04 &#xb1; 0.22 ng/mL, respectively, p&lt;0.05).</p>
<p>Fresh frozen brains were processed for RiboTag immunoprecipitation. The brain was micro-dissected on a coronal plane and 2 consecutive 400 &#xb5;m thick slices spanning the MeA region were micro-punched bilaterally using a 2&#xa0;mm diameter sampling tool. To ensure sufficient yield of isolated mRNA following immunoprecipitation, MeA micro-punches from n = 4 mice were pooled for each treatment (E<sub>2</sub> and OVX groups). The total number of pooled samples per group were as follows: n = 3 for both OVX Kiss<sup>Ribo</sup> and E<sub>2</sub> Kiss<sup>Ribo</sup>, n = 1 for both OVX and E<sub>2</sub> Cre- controls. Prior to the RiboTag immunoprecipitation, all pooled MeA micro-punch samples were stored at -80&#xb0;C in 1.7 mL Eppendorf tubes.</p>
<p>For the ISH/IHC co-expression experiments, female Kiss<sup>tdTom</sup> mice (n=3) were ovariectomized and received a similar E<sub>2</sub> Silastic capsule for 5 days, as was done for the Kiss<sup>Ribo</sup> mice. Brains were then collected in 4% paraformaldehyde, transferred to 30% sucrose 24 hours later, and stored at 4&#xb0;C prior to slicing. Brains were then sectioned at 25 &#xb5;m/slice, and sections containing the MeA mounted on SuperFrost Plus slides (Fisher Scientific), air dried, and stored at -80&#xb0;C until the assay.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Immunoprecipitation and RNA extraction</title>
<p>RiboTag immunoprecipitation on pooled MeA samples from Kiss<sup>Ribo</sup> and Control females was performed following published protocols (<xref ref-type="bibr" rid="B54">54</xref>, <xref ref-type="bibr" rid="B56">56</xref>). Some modifications to the original protocol were performed to maximize isolation of ribosomes and their attached mRNA transcripts from MeA <italic>Kiss1</italic> neurons (<xref ref-type="bibr" rid="B25">25</xref>). Specifically, pooled MeA samples were homogenized in a homogenization buffer solution (72% H2O, 9.6% NP-40, 9.6% 2M KCl, 3.2% 1.5M Tris &#x2013; pH 7.4, 1.2% 1M MgCl2, 2% Cyclohexamide 5mg/ml, 1% Protease Inhibitors, 1% heparin 100mg/ml, 0.5% RNAsin, and 0.1% DTT) at 3% weight by volume. The samples were then centrifuged at 10K rpm for 10 minutes at 4&#xb0;C. After centrifugation, 10% of the lysate was saved in a separate tube as the &#x201c;Input&#x201d; sample, which contains mRNA from all cell types present in the MeA micropunch, including but not limited to <italic>Kiss1</italic> cells. To store the Input samples, 350&#xb5;L of lysis buffer (from Qiagen Kit #74034) was added and briefly vortexed, and then the samples flash frozen and stored at -80&#xb0;C. The remaining lysate was then used for the immunoprecipitation procedure. To precipitate <italic>Kiss1</italic> cell ribosomes and their associated RNA transcripts from each lysate sample, 0.25&#xb5;L of antibody/100&#xb5;L lysate of Biolegend Purified anti-Ha.11 Epitope Tag Antibody (#910501) was added to the remaining lysate volume and incubated for 2 hours on a gentle sample rotator at 4&#xb0;C. Magnetic beads (Pierce Protein A/G #88803; 25&#xb5;L beads/100&#xb5;L sample) were washed with homogenization buffer (described above). Following the antibody incubation, the sample was transferred to the washed magnetic beads and incubated again at 4&#xb0;C for 1 hour on gentle rotation. The lysate was removed by placing the sample tubes on a magnetic tube rack and the beads washed 3 times for 10 minutes each on a gentle rotator at 4&#xb0;C with a high salt buffer (53.4% H2O, 30% 2M KCl, 10% NP-40, 3.3% 1.5M Tris &#x2013; pH 7.4, 1.2% 1M MgCl2, 2% Cyclohexamide 5mg/ml, and 0.05% DTT), using fresh high salt buffer for each wash. Immediately following the washes, 350&#xb5;L lysis buffer (Qiagen Kit #74034) was added to each sample and vortexed for 30 seconds. Sample tubes were then secured in a magnetic tube rack and the resulting lysate (termed the &#x201c;IP&#x201d; sample) was separated from the magnetic beads and transferred into another tube, flash frozen, and stored at -80&#xb0;C. The IP samples only contain RNA from the HA-tagged ribosomes, which in this experiment were only present in <italic>Kiss1</italic> neurons. Thus, the IP samples from Kiss<sup>Ribo</sup> mice contained RNA specific to MeA <italic>Kiss1</italic> neurons. To extract RNA from the Input and IP samples, the Qiagen RNeasy Plus Micro Kit (#74034) kit was used per kit instructions, and isolated RNA was stored in aliquots at -80&#xb0;C until RT-PCR and RNA-sequencing.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Examination of <italic>Cck</italic> co-expression in <italic>Kiss1</italic> neurons using double-label <italic>in situ</italic> hybridization and immunohistochemistry</title>
<p>A double-label ISH/IHC co-detection assay was performed to examine the co-expression of <italic>Cck</italic>, a gene known to be expressed in the MeA (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>), in <italic>Kiss1</italic> neurons. This assay was performed on MeA-containing brain slices from adult Kiss<sup>tdTom</sup> female mice (1 slice/mouse, n = 3 mice total). The assay measured co-expression of <italic>Cck</italic> mRNA (cholecystokinin) in MeA <italic>Kiss1</italic> neurons (labeled with tdtomato). To perform the co-expression assay, we used Advanced Cell Diagnostics&#x2019; RNAscope<sup>&#xae;</sup> multiplex fluorescent V2 ISH assay with IHC co-detection, with the following RNAscope<sup>&#xae;</sup> catalog probe: Mm-Cck-C3 &#x2013; <italic>Mus musculus</italic> cholecystokinin (<italic>Cck</italic>) mRNA. For IHC detection of tdtomato, Rockland rabbit anti-RFP (red fluorescent protein, #600-401-379) primary antibody was used along with Invitrogen goat anti-rabbit IgG Alexa Fluor 594 (#A-11037) secondary antibody.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>RT-PCR confirmation of <italic>Kiss1</italic> cell-specific mRNAs</title>
<p>To validate the efficacy of the Kiss1Cre/RiboTag method to isolate mRNA from MeA <italic>Kiss1</italic> neurons, we performed RT-PCR on Input and IP samples for <italic>Kiss1</italic> and <italic>Cck</italic>, which is known to be expressed in the MeA where <italic>Kiss1</italic> cells are located (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>) and was identified in the first experiment (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) to be co-expressed in <italic>Kiss1</italic> neurons. To confirm specificity, we also performed RT-PCR for <italic>Avp</italic>, a gene known to be expressed in the MeA, but not typically in the posterior MeA where <italic>Kiss1</italic> expression is observed (<xref ref-type="bibr" rid="B61">61</xref>). RT-PCR was performed using the iScript cDNA Synthesis Kit (Bio-Rad #1708891), per kit instructions, to synthesize cDNA from 10ng of RNA from the Input and IP samples. Using RNA-specific primers for each transcript (<italic>Kiss1</italic> Forward-CTGTGTCGCCACCTATGGGG; <italic>Kiss1</italic> Reverse- GGCCTCTACAATCCACCTGC; <italic>Cck</italic> Forward- CTCGGTATGTCTGTGCGTGG; <italic>Cck</italic> Reverse- GGTCTGGGAGTCACTGAAGG; <italic>Avp</italic> Forward- CCCGAGTGCCACGACGGTTT; <italic>Avp</italic> Reverse- CCCGGGGCTTGGCAGAATCC), the levels of <italic>Kiss1</italic>, <italic>Cck</italic>, and <italic>Avp</italic> mRNA in the IP and Input samples were measured <italic>via</italic> PCR. The PCR reaction mix included 1&#xb5;L of cDNA, Jumpstart RedTaq mix (Sigma #P0982), forward and reverse primers, and RNase-free water. The PCR conditions were as follows: 94 x15&#x2019;, (94 x 30&#x201d;, annealing x 30&#x201d;, 72 x 60&#x201d;) repeat 30 times, 72 x 5&#x2019;, 4 x 5&#x2019;. The annealing temperature was 57&#xb0;C for <italic>Kiss1</italic> and <italic>Cck</italic> and 62&#xb0;C for <italic>Avp</italic>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Double-label IHC/ISH of <italic>Kiss1</italic>
<sup>TdTomato</sup> cells and <italic>Cck</italic> in the female mouse medial amygdala. <bold>(A)</bold> A representative image of <italic>Kiss1</italic>
<sup>TdTomato</sup> cells (red) and <italic>Cck</italic> (green) of an E<sub>2</sub>-treated female mouse. <bold>(B)</bold> Higher magnification images of the area in the white box showing a very high degree of <italic>Cck</italic> mRNA (green) expression in <italic>Kiss1</italic>
<sup>TdTomato</sup> cells (red). opt = optic tract.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1093592-g001.tif"/>
</fig>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>RNA-seq of Cre+ samples and bioinformatic analysis</title>
<p>RNA sequencing was performed by the Genomics Center at UC San Diego&#x2019;s Institute for Genomic Medicine, using RNA from the MeA IP samples of Kiss<sup>Ribo</sup> mice, for both E<sub>2</sub> and OVX (no E<sub>2</sub>) treatments. Agilent High Sensitivity RNA ScreenTape System was used to determine the quality of all MeA IP RNA samples prior to RNA sequencing, and library preparation was only performed on IP samples with an RNA integrity number &gt;7.6. The library was created using Illumina unstranded mRNA library kits with polyA enrichment. The Illumina HiSeq4000 platform (SR75 run type) was used to perform RNA sequencing. Raw RNA sequencing data quality control analysis was performed using Fastqc v0.11.8, then read trimming was performed using Trimmomatic 0.38, followed by alignment using STAR v2.6.0a, and then quantification of reads (RSEMv1.3.0) using GRCm38.p6/mm10 and Mus-musculus.GRCm38.98.gtf.</p>
<p>The Center for Computational Biology and Bioinformatics at UC San Diego performed all RNA sequencing analyses and statistics. All analyses were limited to known protein coding regions. To prepare for data exploration and preprocessing using edgeR Bioconductor package (<xref ref-type="bibr" rid="B62">62</xref>) written in R (<xref ref-type="bibr" rid="B63">63</xref>), integration and annotation of sample inputs was performed using per-gene-per-sample counts from both the count preparation and quality control were used with the per-sample RNA-seq metadata. The edgeR Bioconductor package and limma package (<xref ref-type="bibr" rid="B64">64</xref>) were used to explore and pre-process annotated data for determining differential gene expression specifically in transcripts produced by MeA <italic>Kiss1</italic> neurons. In order to eliminate low-expressing genes from comparative analyses, only transcripts with a mean CPM &gt;1 for all 3 samples in at least one hormone treatment group (OVX or E<sub>2</sub>) were used for differential expression (OVX vs E<sub>2</sub>) and biological KEGG pathway analyses. The voom technique (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>), which utilizes limma and edgeR Bioconductor packages, was used to determine differential expression of any retained transcripts between the two treatment groups (E<sub>2</sub> versus OVX). To test for the presence of specific genes and differential gene expression in annotated functions, pathways, and diseases, the overall data and differential gene data were analyzed with WebGestalt (<xref ref-type="bibr" rid="B67">67</xref>). We then performed a KEGG (Kyoto Encyclopedia of Genes and Genomes) pathway analysis (<xref ref-type="bibr" rid="B68">68</xref>) using PathView (<xref ref-type="bibr" rid="B69">69</xref>) in both E<sub>2</sub> and OVX groups to examine the primary KEGG pathways observed in the overall MeA <italic>Kiss1</italic> RNA sequencing dataset, as well as for any pathways that were represented differently between E<sub>2</sub> and OVX groups. The data set containing all identified gene transcripts is available in the Gene Expression Omnibus (geo) data repository (<xref ref-type="bibr" rid="B70">70</xref>).</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>Validation of gene co-expression using double-label ISH and IHC co-detection</title>
<p>A double-label ISH/IHC co-detection assay was performed to validate the co-expression of <italic>Cartpt</italic>, a gene found to be highly expressed in our RNA-seq dataset, in MeA <italic>Kiss1</italic> neurons. Using brain slices from 3 female Kiss<sup>tdTom</sup> mice (1 slice/mouse), a double-label ISH/IHC for <italic>Cartpt</italic> mRNA and TdTomato, representing MeA <italic>Kiss1</italic> cells, was performed using Advanced Cell Diagnostics&#x2019; RNAscope<sup>&#xae;</sup> multiplex fluorescent V2 ISH assay with IHC co-detection, as described previously for the detection of <italic>Cck</italic> in <italic>Kiss1</italic> cells. This assay used the RNAscope catalog probe for <italic>Cartpt</italic>: Mm-Cartpt-C2 &#x2013; <italic>Mus musculus</italic> cocaine- and amphetamine-regulated transcript prepropeptide (<italic>Cartpt</italic>) mRNA.</p>
<p>The manufacturer&#x2019;s protocol was followed for multiplex fluorescent V2 ISH assay with IHC co-detection for fixed frozen tissue, with some modifications to preserve tissue integrity. Briefly, slides containing brain slices with the MeA region were briefly washed with Milli-Q water, baked at 60&#xb0;C for 1 hour, and post-fixed in fresh 4% paraformaldehyde for 2 hours at 4&#xb0;C. The tissue was dehydrated in 50%, 70%, and 100% ethanol washes, treated with hydrogen peroxide for 10 minutes, washed with Milli-Q water, and baked for an additional 30 minutes at 60&#xb0;C. Following baking, the tissue was incubated at 98-102&#xb0;C for 5 minutes in 1X RNAscope<sup>&#xae;</sup> target retrieval reagent, and briefly washed with Milli-Q water followed by 1X PBS-T. 200&#xb5;L primary antibody (1:1000, anti-RFP) was added to each slide and slides were incubated overnight at 4&#xb0;C. On Day 2, the slides were washed 3 times in 1X PBS-T, transferred to fresh 4% paraformaldehyde for 30 minutes at room temperature, followed by four washes in 1X PBS-T. 2-4 drops of Protease Plus was added to each slide and incubated at 40&#xb0;C for 30 minutes, followed by 3 brief washes in Milli-Q water. Excess liquid was removed and a probe mix (Probe Diluent + RNAscope probe) was added to each slide and hybridized to the tissue at 40&#xb0;C for 2 hours. The slides were washed twice with RNAscope<sup>&#xae;</sup> 1X Wash Buffer at room temperature, followed by 3 amplification hybridization steps (AMP 1 and 2 for 30 minutes at 40&#xb0;C, and AMP 3 for 15 minutes at 40&#xb0;C) with two washes with 1X wash buffer between each amplification hybridization step. After hybridization, the HRP-C2 fluorescent signal was developed for each respective probe by adding 2-4 drops of HRP-C2 to each sample and incubating for 15min at 40&#xb0;C, washing twice with 1X wash buffer, incubating with 150&#xb5;L diluted Opal&#x2122; dye for 30 minutes at 40&#xb0;C, and washing twice with 1X wash buffer. This was repeated again, using HRP-C3 (instead of HRP-C2) to develop the HRP-C3 fluorescent signal. The Opal&#x2122; dyes used were: Opal 520 (<italic>Cck</italic>) and Opal 690 (<italic>Cartpt</italic>). After developing the HRP-C3 signal, the 200&#x3bc;L secondary antibody (Goat anti-rabbit), diluted 1:100 in co-detection Antibody Diluent, was incubated on each slide for 30 minutes at room temperature, followed by two washes with PBS-T. After incubating with the secondary antibody, 4 drops of DAPI were added to each slide, incubated for 30 seconds, excess DAPI removed, and the slides then immediately coverslipped using ProLong Gold Antifade Mountant. Slides were stored at 4&#xb0;C in the dark.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Microscopy analyses of kisspeptin and <italic>Cck</italic> or <italic>Cartpt</italic> co-expression</title>
<p>Using a Zeiss LSM 880 confocal microscope, images of <italic>Cck</italic> or <italic>Cartpt</italic> mRNA with TdTomato fluorescent staining were obtained at 40X (oil) magnification for one unilateral brain slice containing the MeA for each female. For each female, the number of TdTomato (reporter for kisspeptin) cells were identified (minimum 79 cells/mouse) and the number of <italic>Kiss1</italic> cells that co-expressed <italic>Cck</italic> or <italic>Cartpt</italic> were counted, using the RNAscope manufacturer&#x2019;s criteria as a guideline (cell = &#x2265;15 clustered dots). The mean percent of MeA <italic>Kiss1</italic> cells that contained <italic>Cck</italic> or <italic>Carpt</italic> was calculated.</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Statistical analysis</title>
<p>T-tests were performed to compare LH levels between the OVX and E<sub>2</sub>-treated females. To statistically test for differences in gene expression between OVX and E<sub>2</sub>-treated females, the voom technique, which uses limma and edgeR Bioconductor packages (<xref ref-type="bibr" rid="B64">64</xref>&#x2013;<xref ref-type="bibr" rid="B66">66</xref>), was used. This technique using simple linear regression models and produces a modified t-statistic that is interpreted like other t-statistics, with the exception that the standard errors have been moderated across genes using a simple Bayesian model (<xref ref-type="bibr" rid="B64">64</xref>&#x2013;<xref ref-type="bibr" rid="B66">66</xref>). The reported <italic>p</italic>-value for all RNA-seq statistical analyses is an Benjamini-Hochberg-adjusted <italic>p</italic>-value to account for the number of genes analyzed in the dataset (<xref ref-type="bibr" rid="B71">71</xref>). The statistical significance was set so the adjusted <italic>p</italic>-value &lt; 0.05.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Validation and specificity of the Ribotag isolation of MeA <italic>Kiss1</italic> cell transcripts</title>
<p>Genes that are co-expressed in MeA kisspeptin neurons are unknown, though <italic>Cck</italic> is known to be expressed in the MeA region (<xref ref-type="bibr" rid="B59">59</xref>, <xref ref-type="bibr" rid="B60">60</xref>), suggesting it may also be expressed specifically in kisspeptin neurons in this region. As a search for a positive control gene that is expressed in MeA kisspeptin neurons, we first performed a double-label assay to assess if <italic>Cck</italic> is in fact present in MeA kisspeptin neurons. Indeed, we observed that most MeA <italic>Kiss1</italic> cells of female mice also express high levels of <italic>Cck</italic> (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>), with 88% of MeA <italic>Kiss1</italic> cells co-expressing <italic>Cck</italic> mRNA. Thus, <italic>Cck</italic> expression was selected as a positive control for subsequent Ribotag pulldown validation purposes.</p>
<p>In order to validate the Ribotag isolation procedure, we performed RT-PCR using cDNA from both the Input samples (mRNA from all cells in the MeA micropunches, including <italic>Kiss1</italic> cells) and IP samples (mRNA from only <italic>Kiss1</italic> cell ribosomes) to confirm that the immunoprecipitation procedure was specific to <italic>Kiss1</italic> cells. As expected, both the Input and IP samples of Kiss<sup>Ribo</sup> mice contained <italic>Kiss1</italic> transcripts (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). As also expected, <italic>Kiss1</italic> was also found in the Input samples of Control (Cre-) mice, but was not detected in the IP samples of these Controls (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), confirming that the immuno-pulldown was specific to <italic>Kiss1</italic> cells that had undergone Cre-mediated recombination to express the HA+ tag. Our positive control gene, <italic>Cck</italic>, was also found to be highly expressed in all the Input samples as well as in IP samples of both E<sub>2</sub>-treated and OVX Kiss<sup>Ribo</sup> mice, but not in the IP of Control mice (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), further validating the selectivity of the Ribotag isolation technique. Given that little is currently known about what genes are or are not expressed in MeA <italic>Kiss1</italic> neurons, it is difficult to identify a true negative control. We selected <italic>Avp</italic> because <italic>Avp</italic> is expressed in the MeA region, but typically more in the rostral part of the MeA (<xref ref-type="bibr" rid="B61">61</xref>), whereas <italic>Kiss1</italic> is expressed in the more caudal (posterior) part of the MeA. Thus, AVP and <italic>Kiss1</italic> are in different anatomical sub-regions of the MeA and unlikely to be co-expressed in the same cells, serving as a useful negative control for our Riobotag pulldown selectivity. Indeed, here we confirmed that <italic>Avp</italic> mRNA was present, at low to moderate levels, in all Input samples but was absent in all IP samples (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), suggesting that MeA <italic>Kiss1</italic> cells do not express <italic>Avp</italic> but other MeA cell types do.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>RT-PCR validation of successful isolation of ribosomal mRNA from MeA <italic>Kiss1</italic> cells in female mice. The number above each lane denotes the pooled sample number. Input samples contain all cells in the MeA, including, but not limited to <italic>Kiss1</italic> cells. IP samples contain mRNA transcripts isolated from the ribosomes of only MeA <italic>Kiss1</italic> cells, but not other non-<italic>Kiss1</italic> MeA cells. <italic>Kiss1</italic> and <italic>Cck</italic> are identified in both the Input and IP samples as expected, whereas <italic>Avp</italic> transcripts were located in the Input, but not the IP samples, indicating that <italic>Avp</italic> is not expressed in MeA <italic>Kiss1</italic> cells. For our Cre- control mice, the Input samples express bands for <italic>Kiss1, Cck, and Avp</italic>, whereas the IP samples, as expected due to the lack of the HA+ tag on the ribosomes, do not contain mRNA for these genes.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1093592-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Identification of RNA transcripts in female MeA <italic>Kiss1</italic> cells</title>
<p>The goal of the current study is to identify what neuropeptides, neurotransmitter synthesis and transport factors, and receptors are made by MeA <italic>Kiss1</italic> neurons to begin to understand the regulation and function of this <italic>Kiss1</italic> neuronal population. RNA quality for all E<sub>2</sub> and OVX Kiss<sup>Ribo</sup> samples was sufficient for RNA-seq, with RNA integrity values of at least 7.6 for all 6 Kiss<sup>Ribo</sup> IP samples. As expected, the RNA quality for our Cre- control samples, which lack the HA+ tag in <italic>Kiss1</italic> cells, was low, &lt;5.8. Due to the low integrity of the RNA from our control samples, only the Kiss<sup>Ribo</sup> IP samples were processed for RNA-seq. The library size for each Kiss<sup>Ribo</sup> sample was &#x2265; 25M total reads per sample, well above the 5-25M reads per sample recommended by Illumina, and well over the 10M reads aligned reach threshold, indicating a high RNA-seq quality. RNA-seq of the Kiss<sup>Ribo</sup> samples identified approximately 13,800 different mRNA transcripts, including <italic>Kiss1</italic> and <italic>Cck</italic>, as well as other transcripts such as <italic>Esr1</italic>, <italic>Esr2</italic>, <italic>Ar</italic>, <italic>Gal</italic>, <italic>Cartpt, Pdyn, Oxtr</italic>, and <italic>Npy2r</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). Our first analysis identified the top 75 genes expressed by MeA <italic>Kiss1</italic> cells, regardless of E<sub>2</sub> treatment. The top 3 most highly expressed genes (<italic>Sptbn1</italic>, <italic>Sptan1</italic>, and <italic>Sptbn2</italic>) are coding genes for spectrin proteins, which are involved in actin crosslinking, cell communication, and cell regulation. Other very highly expressed transcripts included several genes related to intra-cell signaling, such as <italic>Gprasp1, Atp1a3, Calm1</italic>, and <italic>Ywhag</italic>, genes important for protein synthesis and regulation, including <italic>Cpe</italic>, <italic>Hspa8</italic>, <italic>Hsp90ab1</italic>, <italic>Eef1a1</italic>, and <italic>Ubb</italic>, and genes involved with secretion and synapses, like <italic>App</italic>, <italic>Syp</italic>, and <italic>Rtn1</italic>. The 75 transcripts with the highest overall mean expression (<italic>i.e.</italic>, the mean expression of all OVX and E<sub>2</sub> samples combined) in MeA <italic>Kiss1</italic> cells are listed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>&#xa0;A glimma plot showing the expression of &gt;13,800 gene transcripts identified by RNA-seq to be produced in MeA <italic>Kiss1</italic> cells. Each dot represents a single gene transcript. Some transcripts were upregulated by E<sub>2</sub> treatment (green dots), whereas other transcripts were downregulated by E<sub>2</sub> treatment (orange dots). Grey dots represent gene transcripts whose expression did not differ between OVX and E<sub>2</sub> treatment groups. The y-axis represents the magnitude of difference in expression levels between OVX and E<sub>2</sub> samples, with greater positive or negative values indicating a greater difference in gene expression between the two treatment groups. Y-axis values close to 0 indicate little change in expression levels between OVX and E<sub>2</sub> treatments. The x-axis represents the average log-expression of each transcript, thus plotting the average of the mean expression levels of the OVX and E<sub>2</sub> treatment groups. Several genes of interest are marked by arrows to indicate their location in the glimma plot.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1093592-g003.tif"/>
</fig>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>The 75 genes that are most highly expressed by female MeA <italic>Kiss1</italic> neurons.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">ENSEMBL ID</th>
<th valign="middle" align="center">ENTREZ ID</th>
<th valign="middle" align="center">Gene</th>
<th valign="middle" align="center">Total Mean expression</th>
<th valign="middle" align="center">Mean E<sub>2</sub> expression</th>
<th valign="middle" align="center">Mean OVX expression</th>
<th valign="middle" align="center">Adjusted <italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020315</td>
<td valign="bottom" align="center">20742</td>
<td valign="bottom" align="left">Sptbn1</td>
<td valign="bottom" align="center">12.242</td>
<td valign="bottom" align="center">12.099</td>
<td valign="bottom" align="center">12.384</td>
<td valign="bottom" align="center">0.5118</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000057738</td>
<td valign="bottom" align="center">20740</td>
<td valign="bottom" align="left">Sptan1</td>
<td valign="bottom" align="center">11.977</td>
<td valign="bottom" align="center">11.841</td>
<td valign="bottom" align="center">12.113</td>
<td valign="bottom" align="center">0.4078</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000067889</td>
<td valign="bottom" align="center">20743</td>
<td valign="bottom" align="left">Sptbn2</td>
<td valign="bottom" align="center">11.746</td>
<td valign="bottom" align="center">11.545</td>
<td valign="bottom" align="center">11.948</td>
<td valign="bottom" align="center">0.3742</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000015656</td>
<td valign="bottom" align="center">15481</td>
<td valign="bottom" align="left">Hspa8</td>
<td valign="bottom" align="center">11.585</td>
<td valign="bottom" align="center">11.615</td>
<td valign="bottom" align="center">11.555</td>
<td valign="bottom" align="center">0.8581</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024617</td>
<td valign="bottom" align="center">12322</td>
<td valign="bottom" align="left">Camk2a</td>
<td valign="bottom" align="center">11.519</td>
<td valign="bottom" align="center">11.430</td>
<td valign="bottom" align="center">11.609</td>
<td valign="bottom" align="center">0.4101</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000040907</td>
<td valign="bottom" align="center">232975</td>
<td valign="bottom" align="left">Atp1a3</td>
<td valign="bottom" align="center">11.462</td>
<td valign="bottom" align="center">11.438</td>
<td valign="bottom" align="center">11.486</td>
<td valign="bottom" align="center">0.8567</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000001175</td>
<td valign="bottom" align="center">12313</td>
<td valign="bottom" align="left">Calm1</td>
<td valign="bottom" align="center">11.448</td>
<td valign="bottom" align="center">11.405</td>
<td valign="bottom" align="center">11.491</td>
<td valign="bottom" align="center">0.6301</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032826</td>
<td valign="bottom" align="center">109676</td>
<td valign="bottom" align="left">Ank2</td>
<td valign="bottom" align="center">11.354</td>
<td valign="bottom" align="center">11.202</td>
<td valign="bottom" align="center">11.506</td>
<td valign="bottom" align="center">0.4078</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000023944</td>
<td valign="bottom" align="center">15516</td>
<td valign="bottom" align="left">Hsp90ab1</td>
<td valign="bottom" align="center">11.238</td>
<td valign="bottom" align="center">11.252</td>
<td valign="bottom" align="center">11.224</td>
<td valign="bottom" align="center">0.9463</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000022892</td>
<td valign="bottom" align="center">11820</td>
<td valign="bottom" align="left">App</td>
<td valign="bottom" align="center">11.224</td>
<td valign="bottom" align="center">11.186</td>
<td valign="bottom" align="center">11.262</td>
<td valign="bottom" align="center">0.7160</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000004207</td>
<td valign="bottom" align="center">19156</td>
<td valign="bottom" align="left">Psap</td>
<td valign="bottom" align="center">11.217</td>
<td valign="bottom" align="center">11.153</td>
<td valign="bottom" align="center">11.281</td>
<td valign="bottom" align="center">0.4345</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030695</td>
<td valign="bottom" align="center">11674</td>
<td valign="bottom" align="left">Aldoa</td>
<td valign="bottom" align="center">11.097</td>
<td valign="bottom" align="center">11.084</td>
<td valign="bottom" align="center">11.110</td>
<td valign="bottom" align="center">0.9524</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000028833</td>
<td valign="bottom" align="center">26562</td>
<td valign="bottom" align="left">Ncdn</td>
<td valign="bottom" align="center">11.011</td>
<td valign="bottom" align="center">10.967</td>
<td valign="bottom" align="center">11.054</td>
<td valign="bottom" align="center">0.6539</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000037742</td>
<td valign="bottom" align="center">13627</td>
<td valign="bottom" align="left">Eef1a1</td>
<td valign="bottom" align="center">10.981</td>
<td valign="bottom" align="center">11.022</td>
<td valign="bottom" align="center">10.940</td>
<td valign="bottom" align="center">0.6704</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019505</td>
<td valign="bottom" align="center">22187</td>
<td valign="bottom" align="left">Ubb</td>
<td valign="bottom" align="center">10.978</td>
<td valign="bottom" align="center">10.985</td>
<td valign="bottom" align="center">10.972</td>
<td valign="bottom" align="center">0.9778</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027273</td>
<td valign="bottom" align="center">20614</td>
<td valign="bottom" align="left">Snap25</td>
<td valign="bottom" align="center">10.970</td>
<td valign="bottom" align="center">11.011</td>
<td valign="bottom" align="center">10.928</td>
<td valign="bottom" align="center">0.7388</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000006651</td>
<td valign="bottom" align="center">11803</td>
<td valign="bottom" align="left">Aplp1</td>
<td valign="bottom" align="center">10.909</td>
<td valign="bottom" align="center">10.885</td>
<td valign="bottom" align="center">10.933</td>
<td valign="bottom" align="center">0.8767</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031144</td>
<td valign="bottom" align="center">20977</td>
<td valign="bottom" align="left">Syp</td>
<td valign="bottom" align="center">10.902</td>
<td valign="bottom" align="center">10.905</td>
<td valign="bottom" align="center">10.899</td>
<td valign="bottom" align="center">0.9893</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000036564</td>
<td valign="bottom" align="center">234593</td>
<td valign="bottom" align="left">Ndrg4</td>
<td valign="bottom" align="center">10.893</td>
<td valign="bottom" align="center">10.908</td>
<td valign="bottom" align="center">10.879</td>
<td valign="bottom" align="center">0.9240</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000072235</td>
<td valign="bottom" align="center">22142</td>
<td valign="bottom" align="left">Tuba1a</td>
<td valign="bottom" align="center">10.880</td>
<td valign="bottom" align="center">10.890</td>
<td valign="bottom" align="center">10.871</td>
<td valign="bottom" align="center">0.9640</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032294</td>
<td valign="bottom" align="center">18746</td>
<td valign="bottom" align="left">Pkm</td>
<td valign="bottom" align="center">10.878</td>
<td valign="bottom" align="center">10.875</td>
<td valign="bottom" align="center">10.882</td>
<td valign="bottom" align="center">0.9902</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000062825</td>
<td valign="bottom" align="center">11465</td>
<td valign="bottom" align="left">Actg1</td>
<td valign="bottom" align="center">10.875</td>
<td valign="bottom" align="center">10.878</td>
<td valign="bottom" align="center">10.871</td>
<td valign="bottom" align="center">0.9893</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000014602</td>
<td valign="bottom" align="center">16560</td>
<td valign="bottom" align="left">Kif1a</td>
<td valign="bottom" align="center">10.873</td>
<td valign="bottom" align="center">10.806</td>
<td valign="bottom" align="center">10.940</td>
<td valign="bottom" align="center">0.6811</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000036438</td>
<td valign="bottom" align="center">12314</td>
<td valign="bottom" align="left">Calm2</td>
<td valign="bottom" align="center">10.793</td>
<td valign="bottom" align="center">10.808</td>
<td valign="bottom" align="center">10.777</td>
<td valign="bottom" align="center">0.9524</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000051391</td>
<td valign="bottom" align="center">22628</td>
<td valign="bottom" align="left">Ywhag</td>
<td valign="bottom" align="center">10.780</td>
<td valign="bottom" align="center">10.786</td>
<td valign="bottom" align="center">10.773</td>
<td valign="bottom" align="center">0.9720</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026825</td>
<td valign="bottom" align="center">13429</td>
<td valign="bottom" align="left">Dnm1</td>
<td valign="bottom" align="center">10.767</td>
<td valign="bottom" align="center">10.755</td>
<td valign="bottom" align="center">10.778</td>
<td valign="bottom" align="center">0.9527</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000074657</td>
<td valign="bottom" align="center">16572</td>
<td valign="bottom" align="left">Kif5a</td>
<td valign="bottom" align="center">10.739</td>
<td valign="bottom" align="center">10.751</td>
<td valign="bottom" align="center">10.726</td>
<td valign="bottom" align="center">0.9639</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027523</td>
<td valign="bottom" align="center">14683</td>
<td valign="bottom" align="left">Gnas</td>
<td valign="bottom" align="center">10.733</td>
<td valign="bottom" align="center">10.711</td>
<td valign="bottom" align="center">10.755</td>
<td valign="bottom" align="center">0.8863</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021270</td>
<td valign="bottom" align="center">15519</td>
<td valign="bottom" align="left">Hsp90aa1</td>
<td valign="bottom" align="center">10.727</td>
<td valign="bottom" align="center">10.757</td>
<td valign="bottom" align="center">10.697</td>
<td valign="bottom" align="center">0.8383</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000039953</td>
<td valign="bottom" align="center">65945</td>
<td valign="bottom" align="left">Clstn1</td>
<td valign="bottom" align="center">10.726</td>
<td valign="bottom" align="center">10.657</td>
<td valign="bottom" align="center">10.795</td>
<td valign="bottom" align="center">0.3811</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000046093</td>
<td valign="bottom" align="center">170638</td>
<td valign="bottom" align="left">Hpcal4</td>
<td valign="bottom" align="center">10.702</td>
<td valign="bottom" align="center">10.662</td>
<td valign="bottom" align="center">10.742</td>
<td valign="bottom" align="center">0.7003</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019923</td>
<td valign="bottom" align="center">52696</td>
<td valign="bottom" align="left">Zwint</td>
<td valign="bottom" align="center">10.695</td>
<td valign="bottom" align="center">10.687</td>
<td valign="bottom" align="center">10.703</td>
<td valign="bottom" align="center">0.9848</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000043384</td>
<td valign="bottom" align="center">67298</td>
<td valign="bottom" align="left">Gprasp1</td>
<td valign="bottom" align="center">10.681</td>
<td valign="bottom" align="center">10.689</td>
<td valign="bottom" align="center">10.674</td>
<td valign="bottom" align="center">0.9859</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027254</td>
<td valign="bottom" align="center">17754</td>
<td valign="bottom" align="left">Map1a</td>
<td valign="bottom" align="center">10.662</td>
<td valign="bottom" align="center">10.618</td>
<td valign="bottom" align="center">10.705</td>
<td valign="bottom" align="center">0.8595</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000022421</td>
<td valign="bottom" align="center">73340</td>
<td valign="bottom" align="left">Nptxr</td>
<td valign="bottom" align="center">10.652</td>
<td valign="bottom" align="center">10.524</td>
<td valign="bottom" align="center">10.779</td>
<td valign="bottom" align="center">0.4542</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000006930</td>
<td valign="bottom" align="center">15114</td>
<td valign="bottom" align="left">Hap1</td>
<td valign="bottom" align="center">10.642</td>
<td valign="bottom" align="center">10.740</td>
<td valign="bottom" align="center">10.544</td>
<td valign="bottom" align="center">0.3411</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021087</td>
<td valign="bottom" align="center">104001</td>
<td valign="bottom" align="left">Rtn1</td>
<td valign="bottom" align="center">10.585</td>
<td valign="bottom" align="center">10.550</td>
<td valign="bottom" align="center">10.620</td>
<td valign="bottom" align="center">0.7867</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000050711</bold>
</td>
<td valign="bottom" align="center">
<bold>20254</bold>
</td>
<td valign="bottom" align="left">
<bold>Scg2</bold>
</td>
<td valign="bottom" align="center">
<bold>10.577</bold>
</td>
<td valign="bottom" align="center">
<bold>10.823</bold>
</td>
<td valign="bottom" align="center">
<bold>10.331</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0453</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019370</td>
<td valign="bottom" align="center">12315</td>
<td valign="bottom" align="left">Calm3</td>
<td valign="bottom" align="center">10.566</td>
<td valign="bottom" align="center">10.508</td>
<td valign="bottom" align="center">10.625</td>
<td valign="bottom" align="center">0.4801</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000058672</td>
<td valign="bottom" align="center">22151</td>
<td valign="bottom" align="left">Tubb2a</td>
<td valign="bottom" align="center">10.564</td>
<td valign="bottom" align="center">10.588</td>
<td valign="bottom" align="center">10.539</td>
<td valign="bottom" align="center">0.8863</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000053310</td>
<td valign="bottom" align="center">64011</td>
<td valign="bottom" align="left">Nrgn</td>
<td valign="bottom" align="center">10.529</td>
<td valign="bottom" align="center">10.520</td>
<td valign="bottom" align="center">10.537</td>
<td valign="bottom" align="center">0.9784</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024758</td>
<td valign="bottom" align="center">20168</td>
<td valign="bottom" align="left">Rtn3</td>
<td valign="bottom" align="center">10.508</td>
<td valign="bottom" align="center">10.510</td>
<td valign="bottom" align="center">10.506</td>
<td valign="bottom" align="center">0.9901</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000022285</td>
<td valign="bottom" align="center">22631</td>
<td valign="bottom" align="left">Ywhaz</td>
<td valign="bottom" align="center">10.507</td>
<td valign="bottom" align="center">10.501</td>
<td valign="bottom" align="center">10.514</td>
<td valign="bottom" align="center">0.9778</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000015222</td>
<td valign="bottom" align="center">17756</td>
<td valign="bottom" align="left">Map2</td>
<td valign="bottom" align="center">10.500</td>
<td valign="bottom" align="center">10.539</td>
<td valign="bottom" align="center">10.461</td>
<td valign="bottom" align="center">0.8128</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000004267</td>
<td valign="bottom" align="center">13807</td>
<td valign="bottom" align="left">Eno2</td>
<td valign="bottom" align="center">10.498</td>
<td valign="bottom" align="center">10.483</td>
<td valign="bottom" align="center">10.513</td>
<td valign="bottom" align="center">0.9382</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000037852</td>
<td valign="bottom" align="center">12876</td>
<td valign="bottom" align="left">Cpe</td>
<td valign="bottom" align="center">10.480</td>
<td valign="bottom" align="center">10.483</td>
<td valign="bottom" align="center">10.478</td>
<td valign="bottom" align="center">0.9902</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000058297</td>
<td valign="bottom" align="center">94214</td>
<td valign="bottom" align="left">Spock2</td>
<td valign="bottom" align="center">10.479</td>
<td valign="bottom" align="center">10.409</td>
<td valign="bottom" align="center">10.549</td>
<td valign="bottom" align="center">0.3330</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000051853</td>
<td valign="bottom" align="center">11842</td>
<td valign="bottom" align="left">Arf3</td>
<td valign="bottom" align="center">10.439</td>
<td valign="bottom" align="center">10.397</td>
<td valign="bottom" align="center">10.481</td>
<td valign="bottom" align="center">0.6539</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025422</td>
<td valign="bottom" align="center">216439</td>
<td valign="bottom" align="left">Agap2</td>
<td valign="bottom" align="center">10.412</td>
<td valign="bottom" align="center">10.377</td>
<td valign="bottom" align="center">10.448</td>
<td valign="bottom" align="center">0.8311</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000044349</td>
<td valign="bottom" align="center">319317</td>
<td valign="bottom" align="left">Snhg11</td>
<td valign="bottom" align="center">10.407</td>
<td valign="bottom" align="center">10.512</td>
<td valign="bottom" align="center">10.301</td>
<td valign="bottom" align="center">0.1504</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000008348</td>
<td valign="bottom" align="center">22190</td>
<td valign="bottom" align="left">Ubc</td>
<td valign="bottom" align="center">10.393</td>
<td valign="bottom" align="center">10.406</td>
<td valign="bottom" align="center">10.380</td>
<td valign="bottom" align="center">0.9406</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026576</td>
<td valign="bottom" align="center">11931</td>
<td valign="bottom" align="left">Atp1b1</td>
<td valign="bottom" align="center">10.376</td>
<td valign="bottom" align="center">10.396</td>
<td valign="bottom" align="center">10.356</td>
<td valign="bottom" align="center">0.8799</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000070802</td>
<td valign="bottom" align="center">434128</td>
<td valign="bottom" align="left">Pnmal2</td>
<td valign="bottom" align="center">10.359</td>
<td valign="bottom" align="center">10.383</td>
<td valign="bottom" align="center">10.335</td>
<td valign="bottom" align="center">0.8880</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000034187</td>
<td valign="bottom" align="center">18195</td>
<td valign="bottom" align="left">Nsf</td>
<td valign="bottom" align="center">10.349</td>
<td valign="bottom" align="center">10.330</td>
<td valign="bottom" align="center">10.368</td>
<td valign="bottom" align="center">0.9145</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000018707</td>
<td valign="bottom" align="center">13424</td>
<td valign="bottom" align="left">Dync1h1</td>
<td valign="bottom" align="center">10.289</td>
<td valign="bottom" align="center">10.203</td>
<td valign="bottom" align="center">10.374</td>
<td valign="bottom" align="center">0.7243</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026131</td>
<td valign="bottom" align="center">13518</td>
<td valign="bottom" align="left">Dst</td>
<td valign="bottom" align="center">10.288</td>
<td valign="bottom" align="center">10.195</td>
<td valign="bottom" align="center">10.381</td>
<td valign="bottom" align="center">0.6898</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000028649</td>
<td valign="bottom" align="center">11426</td>
<td valign="bottom" align="left">Macf1</td>
<td valign="bottom" align="center">10.277</td>
<td valign="bottom" align="center">10.160</td>
<td valign="bottom" align="center">10.394</td>
<td valign="bottom" align="center">0.6331</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031517</td>
<td valign="bottom" align="center">234267</td>
<td valign="bottom" align="left">Gpm6a</td>
<td valign="bottom" align="center">10.268</td>
<td valign="bottom" align="center">10.310</td>
<td valign="bottom" align="center">10.226</td>
<td valign="bottom" align="center">0.7715</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025855</td>
<td valign="bottom" align="center">19085</td>
<td valign="bottom" align="left">Prkar1b</td>
<td valign="bottom" align="center">10.245</td>
<td valign="bottom" align="center">10.238</td>
<td valign="bottom" align="center">10.253</td>
<td valign="bottom" align="center">0.9780</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026797</td>
<td valign="bottom" align="center">20910</td>
<td valign="bottom" align="left">Stxbp1</td>
<td valign="bottom" align="center">10.237</td>
<td valign="bottom" align="center">10.210</td>
<td valign="bottom" align="center">10.265</td>
<td valign="bottom" align="center">0.8365</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000052727</td>
<td valign="bottom" align="center">17755</td>
<td valign="bottom" align="left">Map1b</td>
<td valign="bottom" align="center">10.237</td>
<td valign="bottom" align="center">10.262</td>
<td valign="bottom" align="center">10.212</td>
<td valign="bottom" align="center">0.8683</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025867</td>
<td valign="bottom" align="center">12890</td>
<td valign="bottom" align="left">Cplx2</td>
<td valign="bottom" align="center">10.211</td>
<td valign="bottom" align="center">10.248</td>
<td valign="bottom" align="center">10.173</td>
<td valign="bottom" align="center">0.8091</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000018965</td>
<td valign="bottom" align="center">22629</td>
<td valign="bottom" align="left">Ywhah</td>
<td valign="bottom" align="center">10.175</td>
<td valign="bottom" align="center">10.231</td>
<td valign="bottom" align="center">10.119</td>
<td valign="bottom" align="center">0.6360</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000023004</td>
<td valign="bottom" align="center">22143</td>
<td valign="bottom" align="left">Tuba1b</td>
<td valign="bottom" align="center">10.171</td>
<td valign="bottom" align="center">10.225</td>
<td valign="bottom" align="center">10.116</td>
<td valign="bottom" align="center">0.6450</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000059213</td>
<td valign="bottom" align="center">13199</td>
<td valign="bottom" align="left">Ddn</td>
<td valign="bottom" align="center">10.168</td>
<td valign="bottom" align="center">10.060</td>
<td valign="bottom" align="center">10.277</td>
<td valign="bottom" align="center">0.4345</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020894</td>
<td valign="bottom" align="center">22318</td>
<td valign="bottom" align="left">Vamp2</td>
<td valign="bottom" align="center">10.154</td>
<td valign="bottom" align="center">10.109</td>
<td valign="bottom" align="center">10.198</td>
<td valign="bottom" align="center">0.6710</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024121</td>
<td valign="bottom" align="center">11984</td>
<td valign="bottom" align="left">Atp6v0c</td>
<td valign="bottom" align="center">10.150</td>
<td valign="bottom" align="center">10.157</td>
<td valign="bottom" align="center">10.142</td>
<td valign="bottom" align="center">0.9713</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000016349</td>
<td valign="bottom" align="center">13628</td>
<td valign="bottom" align="left">Eef1a2</td>
<td valign="bottom" align="center">10.103</td>
<td valign="bottom" align="center">10.097</td>
<td valign="bottom" align="center">10.109</td>
<td valign="bottom" align="center">0.9857</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000022199</td>
<td valign="bottom" align="center">59049</td>
<td valign="bottom" align="left">Slc22a17</td>
<td valign="bottom" align="center">10.088</td>
<td valign="bottom" align="center">10.066</td>
<td valign="bottom" align="center">10.110</td>
<td valign="bottom" align="center">0.8834</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025151</td>
<td valign="bottom" align="center">94275</td>
<td valign="bottom" align="left">Maged1</td>
<td valign="bottom" align="center">10.081</td>
<td valign="bottom" align="center">10.096</td>
<td valign="bottom" align="center">10.065</td>
<td valign="bottom" align="center">0.9356</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000029223</td>
<td valign="bottom" align="center">22223</td>
<td valign="bottom" align="left">Uchl1</td>
<td valign="bottom" align="center">10.073</td>
<td valign="bottom" align="center">10.068</td>
<td valign="bottom" align="center">10.079</td>
<td valign="bottom" align="center">0.9895</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025579</td>
<td valign="bottom" align="center">14387</td>
<td valign="bottom" align="left">Gaa</td>
<td valign="bottom" align="center">10.072</td>
<td valign="bottom" align="center">10.058</td>
<td valign="bottom" align="center">10.086</td>
<td valign="bottom" align="center">0.9606</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025393</td>
<td valign="bottom" align="center">11947</td>
<td valign="bottom" align="left">Atp5b</td>
<td valign="bottom" align="center">10.068</td>
<td valign="bottom" align="center">10.050</td>
<td valign="bottom" align="center">10.087</td>
<td valign="bottom" align="center">0.9085</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026223</td>
<td valign="bottom" align="center">64294</td>
<td valign="bottom" align="left">Itm2c</td>
<td valign="bottom" align="center">10.065</td>
<td valign="bottom" align="center">10.129</td>
<td valign="bottom" align="center">10.001</td>
<td valign="bottom" align="center">0.5503</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025428</td>
<td valign="bottom" align="center">11946</td>
<td valign="bottom" align="left">Atp5a1</td>
<td valign="bottom" align="center">10.064</td>
<td valign="bottom" align="center">10.058</td>
<td valign="bottom" align="center">10.070</td>
<td valign="bottom" align="center">0.9859</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="fnT1_1">
<p>Transcripts are listed in descending order of total mean expression, regardless of hormone treatment. <italic>p &lt;</italic>0.05 signifies significant differential expression between E<sub>2</sub> and OVX conditions, denoted in bold type.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Many transcripts for genes encoding neuropeptides, receptors, and proteins involved in neurotransmitter synthesis or transport were found to be highly expressed in the RNA-seq data. In addition to <italic>Gabbr1</italic> and <italic>Gabbr2</italic> being expressed in the RNA-seq dataset, which supports previous co-expression double-label assays with GABA<sub>B</sub>R and <italic>Kiss1</italic> in the MeA (<xref ref-type="bibr" rid="B19">19</xref>), the RNAseq identified new transcripts that appear to be expressed by MeA <italic>Kiss1</italic> cells, some of which are implicated in reproductive function or other behaviors. Aside from <italic>Kiss1</italic>, RNAseq identified other neuropeptides implicated in modulating reproduction, metabolism, and stress, such as <italic>Cck</italic>, <italic>Pdyn</italic>, <italic>Tac1</italic>, <italic>Gal</italic>, <italic>Cartpt</italic>, <italic>Trh</italic>, <italic>Sst</italic>, <italic>Npy, Agt, Vgf</italic>, and <italic>Penk</italic> (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). Transcripts related to GABA synthesis and transport, like <italic>Vgat, Gad1</italic>, and <italic>Gad2</italic>, were also expressed, as were genes important for glutamate transport and synthesis, such as <italic>Glud1, Vglut1, and Vglut2</italic> (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> provides a more detailed list of ligand (or their related enzymes) gene transcripts identified in this RNA-seq dataset. A few ligands of interest that were absent include <italic>Avp, C3, Calca, Nmu, Oxt, Ghrh, Gnrh1, and Tshb</italic>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Notable ligand (or their related enzyme) transcripts identified in female MeA <italic>Kiss1</italic> cells.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">ENSEMBL</th>
<th valign="middle" rowspan="2" align="center">ENTREZ ID</th>
<th valign="middle" rowspan="2" align="center">Gene</th>
<th valign="middle" rowspan="2" align="center">Overall Mean expression</th>
<th valign="middle" rowspan="2" align="center">Mean E<sub>2</sub> expression</th>
<th valign="middle" rowspan="2" align="center">Mean OVX expression</th>
<th valign="middle" rowspan="2" align="center">Adjusted p value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">ENSMUSG00000037428</td>
<td valign="bottom" align="center">381677</td>
<td valign="bottom" align="left">Vgf</td>
<td valign="bottom" align="center">9.288</td>
<td valign="bottom" align="center">9.284</td>
<td valign="bottom" align="center">9.292</td>
<td valign="bottom" align="center">0.9895</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032532</td>
<td valign="bottom" align="center">12424</td>
<td valign="bottom" align="left">Cck</td>
<td valign="bottom" align="center">9.087</td>
<td valign="bottom" align="center">9.205</td>
<td valign="bottom" align="center">8.968</td>
<td valign="bottom" align="center">0.2596</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000045573</td>
<td valign="bottom" align="center">18619</td>
<td valign="bottom" align="left">Penk</td>
<td valign="bottom" align="center">8.372</td>
<td valign="bottom" align="center">8.423</td>
<td valign="bottom" align="center">8.320</td>
<td valign="bottom" align="center">0.8302</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030500</td>
<td valign="bottom" align="center">140919</td>
<td valign="bottom" align="left">Slc17a6</td>
<td valign="bottom" align="center">7.669</td>
<td valign="bottom" align="center">7.869</td>
<td valign="bottom" align="center">7.468</td>
<td valign="bottom" align="center">0.1087</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000070880</td>
<td valign="bottom" align="center">14415</td>
<td valign="bottom" align="left">Gad1</td>
<td valign="bottom" align="center">7.387</td>
<td valign="bottom" align="center">7.461</td>
<td valign="bottom" align="center">7.312</td>
<td valign="bottom" align="center">0.7006</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026787</td>
<td valign="bottom" align="center">14417</td>
<td valign="bottom" align="left">Gad2</td>
<td valign="bottom" align="center">7.249</td>
<td valign="bottom" align="center">7.404</td>
<td valign="bottom" align="center">7.093</td>
<td valign="bottom" align="center">0.2441</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000037771</td>
<td valign="bottom" align="center">22348</td>
<td valign="bottom" align="left">Slc32a1</td>
<td valign="bottom" align="center">6.754</td>
<td valign="bottom" align="center">6.807</td>
<td valign="bottom" align="center">6.700</td>
<td valign="bottom" align="center">0.8247</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021647</td>
<td valign="bottom" align="center">27220</td>
<td valign="bottom" align="left">Cartpt</td>
<td valign="bottom" align="center">6.442</td>
<td valign="bottom" align="center">6.510</td>
<td valign="bottom" align="center">6.374</td>
<td valign="bottom" align="center">0.9269</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000004366</td>
<td valign="bottom" align="center">20604</td>
<td valign="bottom" align="left">Sst</td>
<td valign="bottom" align="center">6.222</td>
<td valign="bottom" align="center">6.176</td>
<td valign="bottom" align="center">6.269</td>
<td valign="bottom" align="center">0.7983</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000005892</td>
<td valign="bottom" align="center">22044</td>
<td valign="bottom" align="left">Trh</td>
<td valign="bottom" align="center">6.136</td>
<td valign="bottom" align="center">6.025</td>
<td valign="bottom" align="center">6.246</td>
<td valign="bottom" align="center">0.7929</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024256</td>
<td valign="bottom" align="center">11516</td>
<td valign="bottom" align="left">Adcyap1</td>
<td valign="bottom" align="center">5.975</td>
<td valign="bottom" align="center">6.054</td>
<td valign="bottom" align="center">5.895</td>
<td valign="bottom" align="center">0.7793</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000061762</td>
<td valign="bottom" align="center">21333</td>
<td valign="bottom" align="left">Tac1</td>
<td valign="bottom" align="center">5.436</td>
<td valign="bottom" align="center">5.505</td>
<td valign="bottom" align="center">5.367</td>
<td valign="bottom" align="center">0.8532</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021342</td>
<td valign="bottom" align="center">19109</td>
<td valign="bottom" align="left">Prl</td>
<td valign="bottom" align="center">5.189</td>
<td valign="bottom" align="center">4.431</td>
<td valign="bottom" align="center">5.946</td>
<td valign="bottom" align="center">0.8961</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031980</td>
<td valign="bottom" align="center">11606</td>
<td valign="bottom" align="left">Agt</td>
<td valign="bottom" align="center">4.788</td>
<td valign="bottom" align="center">5.110</td>
<td valign="bottom" align="center">4.466</td>
<td valign="bottom" align="center">0.3055</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027400</td>
<td valign="bottom" align="center">18610</td>
<td valign="bottom" align="left">Pdyn</td>
<td valign="bottom" align="center">4.744</td>
<td valign="bottom" align="center">4.658</td>
<td valign="bottom" align="center">4.830</td>
<td valign="bottom" align="center">0.6762</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000045731</td>
<td valign="bottom" align="center">18155</td>
<td valign="bottom" align="left">Pnoc</td>
<td valign="bottom" align="center">3.968</td>
<td valign="bottom" align="center">4.173</td>
<td valign="bottom" align="center">3.763</td>
<td valign="bottom" align="center">0.5648</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000029819</td>
<td valign="bottom" align="center">109648</td>
<td valign="bottom" align="left">Npy</td>
<td valign="bottom" align="center">3.635</td>
<td valign="bottom" align="center">3.674</td>
<td valign="bottom" align="center">3.596</td>
<td valign="bottom" align="center">0.9562</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024517</td>
<td valign="bottom" align="center">225642</td>
<td valign="bottom" align="left">Grp</td>
<td valign="bottom" align="center">3.578</td>
<td valign="bottom" align="center">3.564</td>
<td valign="bottom" align="center">3.593</td>
<td valign="bottom" align="center">0.9861</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019890</td>
<td valign="bottom" align="center">67405</td>
<td valign="bottom" align="left">Nts</td>
<td valign="bottom" align="center">3.024</td>
<td valign="bottom" align="center">3.114</td>
<td valign="bottom" align="center">2.935</td>
<td valign="bottom" align="center">0.8756</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019772</td>
<td valign="bottom" align="center">22353</td>
<td valign="bottom" align="left">Vip</td>
<td valign="bottom" align="center">2.973</td>
<td valign="bottom" align="center">2.823</td>
<td valign="bottom" align="center">3.124</td>
<td valign="bottom" align="center">0.7557</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000115958</bold>
</td>
<td valign="bottom" align="center">
<bold>280287</bold>
</td>
<td valign="bottom" align="left">
<bold>Kiss1</bold>
</td>
<td valign="bottom" align="center">
<bold>2.701</bold>
</td>
<td valign="bottom" align="center">
<bold>3.656</bold>
</td>
<td valign="bottom" align="center">
<bold>1.746</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0049</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000037010</td>
<td valign="bottom" align="center">30878</td>
<td valign="bottom" align="left">Apln</td>
<td valign="bottom" align="center">2.643</td>
<td valign="bottom" align="center">2.689</td>
<td valign="bottom" align="center">2.597</td>
<td valign="bottom" align="center">0.9770</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020713</td>
<td valign="bottom" align="center">14599</td>
<td valign="bottom" align="left">Gh</td>
<td valign="bottom" align="center">2.274</td>
<td valign="bottom" align="center">0.780</td>
<td valign="bottom" align="center">3.767</td>
<td valign="bottom" align="center">0.8107</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025400</td>
<td valign="bottom" align="center">21334</td>
<td valign="bottom" align="left">Tac2</td>
<td valign="bottom" align="center">2.240</td>
<td valign="bottom" align="center">2.053</td>
<td valign="bottom" align="center">2.427</td>
<td valign="bottom" align="center">0.7956</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027524</td>
<td valign="bottom" align="center">13616</td>
<td valign="bottom" align="left">Edn3</td>
<td valign="bottom" align="center">2.088</td>
<td valign="bottom" align="center">2.133</td>
<td valign="bottom" align="center">2.044</td>
<td valign="bottom" align="center">0.9845</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000024907</bold>
</td>
<td valign="bottom" align="center">
<bold>14419</bold>
</td>
<td valign="bottom" align="left">
<bold>Gal</bold>
</td>
<td valign="bottom" align="center">
<bold>1.925</bold>
</td>
<td valign="bottom" align="center">
<bold>2.947</bold>
</td>
<td valign="bottom" align="center">
<bold>0.903</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0207</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000000214</td>
<td valign="bottom" align="center">21823</td>
<td valign="bottom" align="left">Th</td>
<td valign="bottom" align="center">1.853</td>
<td valign="bottom" align="center">2.252</td>
<td valign="bottom" align="center">1.454</td>
<td valign="bottom" align="center">0.5648</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000044988</td>
<td valign="bottom" align="center">83428</td>
<td valign="bottom" align="left">Ucn3</td>
<td valign="bottom" align="center">1.425</td>
<td valign="bottom" align="center">1.641</td>
<td valign="bottom" align="center">1.209</td>
<td valign="bottom" align="center">0.7486</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Transcripts are listed in descending order based on total mean expression (average log CPM for E<sub>2</sub> and GDX treatments combined). <italic>p &lt;</italic>0.05 signifies significant differential expression between E<sub>2</sub> and OVX conditions, denoted in bold type.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>We examined transcripts for receptors in the RNA-seq data, which might provide insight into how MeA <italic>Kiss1</italic> neurons are regulated, either by hormones or neural signaling. Sex steroid receptors were present, as might be predicted given estrogen&#x2019;s known ability to upregulate <italic>Kiss1</italic> in the MeA. Specifically, estrogen receptor alpha (<italic>Esr1</italic>), androgen receptor (<italic>Ar</italic>), and progesterone receptor (<italic>Pgr</italic>) were each moderately expressed, while estrogen receptor beta (<italic>Esr2</italic>) had lower expression levels (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Some additional receptors expressed in the RNA-seq data include <italic>Gabbr1, Gabbr2, Cnr1, Crhr1, Crhr2, Npy1r, Npy2r</italic>, <italic>Npy5r, Tacr1</italic>, and <italic>Thra</italic>. A more detailed list of the receptors expressed by MeA <italic>Kiss1</italic> cells is in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. Of note, the following gene transcripts are for some receptors that were absent (not expressed) in the current RNA-seq dataset: <italic>Chrna5, Ahrnb4, Pacapr1, Gpr50, Nmur2, P2rx2, Aplnr, Bdkrb2, Chrnb1, Lpar4, Npy4r, Rxfp2, Sctr</italic>, and <italic>Tbxa2r</italic>.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Notable receptor transcripts identified in female MeA <italic>Kiss1</italic> cells.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">ENSEMBL</th>
<th valign="middle" align="center">ENTREZ ID</th>
<th valign="middle" align="center">Gene</th>
<th valign="middle" align="center">Overall Mean expression</th>
<th valign="middle" align="center">Mean E<sub>2</sub> expression</th>
<th valign="middle" align="center">Mean OVX expression</th>
<th valign="middle" align="center">Adjusted p value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">ENSMUSG00000058756</td>
<td valign="bottom" align="center">21833</td>
<td valign="bottom" align="left">Thra</td>
<td valign="bottom" align="center">9.906</td>
<td valign="bottom" align="center">9.842</td>
<td valign="bottom" align="center">9.969</td>
<td valign="bottom" align="center">0.4413</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024462</td>
<td valign="bottom" align="center">54393</td>
<td valign="bottom" align="left">Gabbr1</td>
<td valign="bottom" align="center">9.566</td>
<td valign="bottom" align="center">9.558</td>
<td valign="bottom" align="center">9.574</td>
<td valign="bottom" align="center">0.9644</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026959</td>
<td valign="bottom" align="center">14810</td>
<td valign="bottom" align="left">Grin1</td>
<td valign="bottom" align="center">9.173</td>
<td valign="bottom" align="center">9.137</td>
<td valign="bottom" align="center">9.209</td>
<td valign="bottom" align="center">0.7793</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000033981</td>
<td valign="bottom" align="center">14800</td>
<td valign="bottom" align="left">Gria2</td>
<td valign="bottom" align="center">9.069</td>
<td valign="bottom" align="center">9.065</td>
<td valign="bottom" align="center">9.073</td>
<td valign="bottom" align="center">0.9881</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020524</td>
<td valign="bottom" align="center">14799</td>
<td valign="bottom" align="left">Gria1</td>
<td valign="bottom" align="center">8.891</td>
<td valign="bottom" align="center">8.857</td>
<td valign="bottom" align="center">8.925</td>
<td valign="bottom" align="center">0.7808</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030209</td>
<td valign="bottom" align="center">14812</td>
<td valign="bottom" align="left">Grin2b</td>
<td valign="bottom" align="center">8.877</td>
<td valign="bottom" align="center">8.803</td>
<td valign="bottom" align="center">8.951</td>
<td valign="bottom" align="center">0.6134</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000039809</td>
<td valign="bottom" align="center">242425</td>
<td valign="bottom" align="left">Gabbr2</td>
<td valign="bottom" align="center">8.383</td>
<td valign="bottom" align="center">8.299</td>
<td valign="bottom" align="center">8.466</td>
<td valign="bottom" align="center">0.4427</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000003378</td>
<td valign="bottom" align="center">14809</td>
<td valign="bottom" align="left">Grik5</td>
<td valign="bottom" align="center">8.311</td>
<td valign="bottom" align="center">8.299</td>
<td valign="bottom" align="center">8.324</td>
<td valign="bottom" align="center">0.9638</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000001986</td>
<td valign="bottom" align="center">53623</td>
<td valign="bottom" align="left">Gria3</td>
<td valign="bottom" align="center">8.224</td>
<td valign="bottom" align="center">8.194</td>
<td valign="bottom" align="center">8.254</td>
<td valign="bottom" align="center">0.8610</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000000560</td>
<td valign="bottom" align="center">14395</td>
<td valign="bottom" align="left">Gabra2</td>
<td valign="bottom" align="center">8.120</td>
<td valign="bottom" align="center">8.143</td>
<td valign="bottom" align="center">8.097</td>
<td valign="bottom" align="center">0.9145</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000041380</td>
<td valign="bottom" align="center">15560</td>
<td valign="bottom" align="left">Htr2c</td>
<td valign="bottom" align="center">8.091</td>
<td valign="bottom" align="center">8.144</td>
<td valign="bottom" align="center">8.039</td>
<td valign="bottom" align="center">0.7981</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000033676</td>
<td valign="bottom" align="center">14402</td>
<td valign="bottom" align="left">Gabrb3</td>
<td valign="bottom" align="center">8.053</td>
<td valign="bottom" align="center">8.051</td>
<td valign="bottom" align="center">8.056</td>
<td valign="bottom" align="center">0.9904</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000010803</td>
<td valign="bottom" align="center">14394</td>
<td valign="bottom" align="left">Gabra1</td>
<td valign="bottom" align="center">7.970</td>
<td valign="bottom" align="center">8.057</td>
<td valign="bottom" align="center">7.882</td>
<td valign="bottom" align="center">0.4934</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020436</td>
<td valign="bottom" align="center">14406</td>
<td valign="bottom" align="left">Gabrg2</td>
<td valign="bottom" align="center">7.671</td>
<td valign="bottom" align="center">7.660</td>
<td valign="bottom" align="center">7.682</td>
<td valign="bottom" align="center">0.9753</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031343</td>
<td valign="bottom" align="center">14396</td>
<td valign="bottom" align="left">Gabra3</td>
<td valign="bottom" align="center">7.565</td>
<td valign="bottom" align="center">7.512</td>
<td valign="bottom" align="center">7.619</td>
<td valign="bottom" align="center">0.6177</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000029778</td>
<td valign="bottom" align="center">11517</td>
<td valign="bottom" align="left">Adcyap1r1</td>
<td valign="bottom" align="center">7.560</td>
<td valign="bottom" align="center">7.550</td>
<td valign="bottom" align="center">7.571</td>
<td valign="bottom" align="center">0.9639</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032773</td>
<td valign="bottom" align="center">12669</td>
<td valign="bottom" align="left">Chrm1</td>
<td valign="bottom" align="center">7.521</td>
<td valign="bottom" align="center">7.470</td>
<td valign="bottom" align="center">7.573</td>
<td valign="bottom" align="center">0.6687</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000029212</td>
<td valign="bottom" align="center">14400</td>
<td valign="bottom" align="left">Gabrb1</td>
<td valign="bottom" align="center">7.472</td>
<td valign="bottom" align="center">7.475</td>
<td valign="bottom" align="center">7.469</td>
<td valign="bottom" align="center">0.9920</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000049583</td>
<td valign="bottom" align="center">108071</td>
<td valign="bottom" align="left">Grm5</td>
<td valign="bottom" align="center">7.443</td>
<td valign="bottom" align="center">7.445</td>
<td valign="bottom" align="center">7.441</td>
<td valign="bottom" align="center">0.9944</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000028020</td>
<td valign="bottom" align="center">14658</td>
<td valign="bottom" align="left">Glrb</td>
<td valign="bottom" align="center">7.101</td>
<td valign="bottom" align="center">7.141</td>
<td valign="bottom" align="center">7.062</td>
<td valign="bottom" align="center">0.8005</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000039579</td>
<td valign="bottom" align="center">242443</td>
<td valign="bottom" align="left">Grin3a</td>
<td valign="bottom" align="center">6.946</td>
<td valign="bottom" align="center">6.912</td>
<td valign="bottom" align="center">6.981</td>
<td valign="bottom" align="center">0.8741</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000042429</td>
<td valign="bottom" align="center">11539</td>
<td valign="bottom" align="left">Adora1</td>
<td valign="bottom" align="center">6.770</td>
<td valign="bottom" align="center">6.714</td>
<td valign="bottom" align="center">6.826</td>
<td valign="bottom" align="center">0.7369</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000044288</td>
<td valign="bottom" align="center">12801</td>
<td valign="bottom" align="left">Cnr1</td>
<td valign="bottom" align="center">6.736</td>
<td valign="bottom" align="center">6.694</td>
<td valign="bottom" align="center">6.778</td>
<td valign="bottom" align="center">0.7826</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000059003</td>
<td valign="bottom" align="center">14811</td>
<td valign="bottom" align="left">Grin2a</td>
<td valign="bottom" align="center">6.733</td>
<td valign="bottom" align="center">6.682</td>
<td valign="bottom" align="center">6.785</td>
<td valign="bottom" align="center">0.7542</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027584</td>
<td valign="bottom" align="center">18389</td>
<td valign="bottom" align="left">Oprl1</td>
<td valign="bottom" align="center">6.618</td>
<td valign="bottom" align="center">6.664</td>
<td valign="bottom" align="center">6.572</td>
<td valign="bottom" align="center">0.8261</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027950</td>
<td valign="bottom" align="center">11444</td>
<td valign="bottom" align="left">Chrnb2</td>
<td valign="bottom" align="center">6.569</td>
<td valign="bottom" align="center">6.524</td>
<td valign="bottom" align="center">6.614</td>
<td valign="bottom" align="center">0.8002</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000056755</td>
<td valign="bottom" align="center">108073</td>
<td valign="bottom" align="left">Grm7</td>
<td valign="bottom" align="center">6.550</td>
<td valign="bottom" align="center">6.572</td>
<td valign="bottom" align="center">6.528</td>
<td valign="bottom" align="center">0.9218</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030043</td>
<td valign="bottom" align="center">21336</td>
<td valign="bottom" align="left">Tacr1</td>
<td valign="bottom" align="center">6.463</td>
<td valign="bottom" align="center">6.736</td>
<td valign="bottom" align="center">6.191</td>
<td valign="bottom" align="center">0.2038</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000029211</td>
<td valign="bottom" align="center">14397</td>
<td valign="bottom" align="left">Gabra4</td>
<td valign="bottom" align="center">6.410</td>
<td valign="bottom" align="center">6.465</td>
<td valign="bottom" align="center">6.355</td>
<td valign="bottom" align="center">0.7056</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020591</td>
<td valign="bottom" align="center">18217</td>
<td valign="bottom" align="left">Ntsr2</td>
<td valign="bottom" align="center">6.407</td>
<td valign="bottom" align="center">6.501</td>
<td valign="bottom" align="center">6.312</td>
<td valign="bottom" align="center">0.5123</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000007653</td>
<td valign="bottom" align="center">14401</td>
<td valign="bottom" align="left">Gabrb2</td>
<td valign="bottom" align="center">6.386</td>
<td valign="bottom" align="center">6.416</td>
<td valign="bottom" align="center">6.356</td>
<td valign="bottom" align="center">0.9205</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000001985</td>
<td valign="bottom" align="center">14807</td>
<td valign="bottom" align="left">Grik3</td>
<td valign="bottom" align="center">6.370</td>
<td valign="bottom" align="center">6.214</td>
<td valign="bottom" align="center">6.526</td>
<td valign="bottom" align="center">0.2038</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000039059</td>
<td valign="bottom" align="center">99296</td>
<td valign="bottom" align="left">Hrh3</td>
<td valign="bottom" align="center">6.345</td>
<td valign="bottom" align="center">6.284</td>
<td valign="bottom" align="center">6.407</td>
<td valign="bottom" align="center">0.6263</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000041078</td>
<td valign="bottom" align="center">14803</td>
<td valign="bottom" align="left">Grid1</td>
<td valign="bottom" align="center">6.288</td>
<td valign="bottom" align="center">6.292</td>
<td valign="bottom" align="center">6.285</td>
<td valign="bottom" align="center">0.9895</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024431</td>
<td valign="bottom" align="center">14815</td>
<td valign="bottom" align="left">Nr3c1</td>
<td valign="bottom" align="center">6.257</td>
<td valign="bottom" align="center">6.244</td>
<td valign="bottom" align="center">6.269</td>
<td valign="bottom" align="center">0.9644</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000023192</td>
<td valign="bottom" align="center">108068</td>
<td valign="bottom" align="left">Grm2</td>
<td valign="bottom" align="center">6.198</td>
<td valign="bottom" align="center">6.100</td>
<td valign="bottom" align="center">6.296</td>
<td valign="bottom" align="center">0.5813</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000028004</bold>
</td>
<td valign="bottom" align="center">
<bold>18167</bold>
</td>
<td valign="bottom" align="left">
<bold>Npy2r</bold>
</td>
<td valign="bottom" align="center">
<bold>6.066</bold>
</td>
<td valign="bottom" align="center">
<bold>6.413</bold>
</td>
<td valign="bottom" align="center">
<bold>5.718</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0012</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000038257</td>
<td valign="bottom" align="center">110304</td>
<td valign="bottom" align="left">Glra3</td>
<td valign="bottom" align="center">6.038</td>
<td valign="bottom" align="center">6.259</td>
<td valign="bottom" align="center">5.817</td>
<td valign="bottom" align="center">0.0828</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000001260</td>
<td valign="bottom" align="center">14405</td>
<td valign="bottom" align="left">Gabrg1</td>
<td valign="bottom" align="center">5.923</td>
<td valign="bottom" align="center">6.018</td>
<td valign="bottom" align="center">5.828</td>
<td valign="bottom" align="center">0.6066</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000056073</td>
<td valign="bottom" align="center">14806</td>
<td valign="bottom" align="left">Grik2</td>
<td valign="bottom" align="center">5.891</td>
<td valign="bottom" align="center">5.808</td>
<td valign="bottom" align="center">5.974</td>
<td valign="bottom" align="center">0.5503</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025892</td>
<td valign="bottom" align="center">14802</td>
<td valign="bottom" align="left">Gria4</td>
<td valign="bottom" align="center">5.847</td>
<td valign="bottom" align="center">5.921</td>
<td valign="bottom" align="center">5.773</td>
<td valign="bottom" align="center">0.6687</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000045092</td>
<td valign="bottom" align="center">13609</td>
<td valign="bottom" align="left">S1pr1</td>
<td valign="bottom" align="center">5.797</td>
<td valign="bottom" align="center">5.910</td>
<td valign="bottom" align="center">5.684</td>
<td valign="bottom" align="center">0.5123</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000055078</td>
<td valign="bottom" align="center">110886</td>
<td valign="bottom" align="left">Gabra5</td>
<td valign="bottom" align="center">5.759</td>
<td valign="bottom" align="center">5.751</td>
<td valign="bottom" align="center">5.766</td>
<td valign="bottom" align="center">0.9918</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021779</td>
<td valign="bottom" align="center">21834</td>
<td valign="bottom" align="left">Thrb</td>
<td valign="bottom" align="center">5.664</td>
<td valign="bottom" align="center">5.533</td>
<td valign="bottom" align="center">5.795</td>
<td valign="bottom" align="center">0.2818</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019828</td>
<td valign="bottom" align="center">14816</td>
<td valign="bottom" align="left">Grm1</td>
<td valign="bottom" align="center">5.654</td>
<td valign="bottom" align="center">5.496</td>
<td valign="bottom" align="center">5.812</td>
<td valign="bottom" align="center">0.1479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030898</td>
<td valign="bottom" align="center">12426</td>
<td valign="bottom" align="left">Cckbr</td>
<td valign="bottom" align="center">5.648</td>
<td valign="bottom" align="center">5.632</td>
<td valign="bottom" align="center">5.664</td>
<td valign="bottom" align="center">0.9796</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000046532</td>
<td valign="bottom" align="center">11835</td>
<td valign="bottom" align="left">Ar</td>
<td valign="bottom" align="center">5.591</td>
<td valign="bottom" align="center">5.771</td>
<td valign="bottom" align="center">5.411</td>
<td valign="bottom" align="center">0.0781</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000044933</td>
<td valign="bottom" align="center">20607</td>
<td valign="bottom" align="left">Sstr3</td>
<td valign="bottom" align="center">5.513</td>
<td valign="bottom" align="center">5.528</td>
<td valign="bottom" align="center">5.497</td>
<td valign="bottom" align="center">0.9639</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000046159</td>
<td valign="bottom" align="center">12671</td>
<td valign="bottom" align="left">Chrm3</td>
<td valign="bottom" align="center">5.489</td>
<td valign="bottom" align="center">5.423</td>
<td valign="bottom" align="center">5.554</td>
<td valign="bottom" align="center">0.7779</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000033717</td>
<td valign="bottom" align="center">11551</td>
<td valign="bottom" align="left">Adra2a</td>
<td valign="bottom" align="center">5.424</td>
<td valign="bottom" align="center">5.543</td>
<td valign="bottom" align="center">5.305</td>
<td valign="bottom" align="center">0.4746</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020734</td>
<td valign="bottom" align="center">14813</td>
<td valign="bottom" align="left">Grin2c</td>
<td valign="bottom" align="center">5.393</td>
<td valign="bottom" align="center">5.379</td>
<td valign="bottom" align="center">5.407</td>
<td valign="bottom" align="center">0.9753</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000029054</td>
<td valign="bottom" align="center">14403</td>
<td valign="bottom" align="left">Gabrd</td>
<td valign="bottom" align="center">5.234</td>
<td valign="bottom" align="center">5.257</td>
<td valign="bottom" align="center">5.210</td>
<td valign="bottom" align="center">0.9475</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000018589</td>
<td valign="bottom" align="center">237213</td>
<td valign="bottom" align="left">Glra2</td>
<td valign="bottom" align="center">5.220</td>
<td valign="bottom" align="center">5.351</td>
<td valign="bottom" align="center">5.090</td>
<td valign="bottom" align="center">0.3503</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000055026</td>
<td valign="bottom" align="center">14407</td>
<td valign="bottom" align="left">Gabrg3</td>
<td valign="bottom" align="center">5.165</td>
<td valign="bottom" align="center">5.241</td>
<td valign="bottom" align="center">5.089</td>
<td valign="bottom" align="center">0.8123</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000049112</bold>
</td>
<td valign="bottom" align="center">
<bold>18430</bold>
</td>
<td valign="bottom" align="left">
<bold>Oxtr</bold>
</td>
<td valign="bottom" align="center">
<bold>5.060</bold>
</td>
<td valign="bottom" align="center">
<bold>5.508</bold>
</td>
<td valign="bottom" align="center">
<bold>4.612</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0010</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021721</td>
<td valign="bottom" align="center">15550</td>
<td valign="bottom" align="left">Htr1a</td>
<td valign="bottom" align="center">4.978</td>
<td valign="bottom" align="center">4.945</td>
<td valign="bottom" align="center">5.011</td>
<td valign="bottom" align="center">0.9340</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031344</td>
<td valign="bottom" align="center">57249</td>
<td valign="bottom" align="left">Gabrq</td>
<td valign="bottom" align="center">4.967</td>
<td valign="bottom" align="center">4.880</td>
<td valign="bottom" align="center">5.054</td>
<td valign="bottom" align="center">0.6818</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000047904</td>
<td valign="bottom" align="center">20606</td>
<td valign="bottom" align="left">Sstr2</td>
<td valign="bottom" align="center">4.965</td>
<td valign="bottom" align="center">4.803</td>
<td valign="bottom" align="center">5.128</td>
<td valign="bottom" align="center">0.2973</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000045318</td>
<td valign="bottom" align="center">11553</td>
<td valign="bottom" align="left">Adra2c</td>
<td valign="bottom" align="center">4.897</td>
<td valign="bottom" align="center">4.837</td>
<td valign="bottom" align="center">4.957</td>
<td valign="bottom" align="center">0.8429</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000038760</td>
<td valign="bottom" align="center">22045</td>
<td valign="bottom" align="left">Trhr</td>
<td valign="bottom" align="center">4.884</td>
<td valign="bottom" align="center">4.972</td>
<td valign="bottom" align="center">4.797</td>
<td valign="bottom" align="center">0.7172</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000034997</td>
<td valign="bottom" align="center">15558</td>
<td valign="bottom" align="left">Htr2a</td>
<td valign="bottom" align="center">4.881</td>
<td valign="bottom" align="center">4.966</td>
<td valign="bottom" align="center">4.796</td>
<td valign="bottom" align="center">0.6762</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000019768</bold>
</td>
<td valign="bottom" align="center">
<bold>13982</bold>
</td>
<td valign="bottom" align="left">
<bold>Esr1</bold>
</td>
<td valign="bottom" align="center">
<bold>4.807</bold>
</td>
<td valign="bottom" align="center">
<bold>4.455</bold>
</td>
<td valign="bottom" align="center">
<bold>5.159</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0264</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000035431</td>
<td valign="bottom" align="center">20605</td>
<td valign="bottom" align="left">Sstr1</td>
<td valign="bottom" align="center">4.777</td>
<td valign="bottom" align="center">4.974</td>
<td valign="bottom" align="center">4.579</td>
<td valign="bottom" align="center">0.1697</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000002771</td>
<td valign="bottom" align="center">14814</td>
<td valign="bottom" align="left">Grin2d</td>
<td valign="bottom" align="center">4.718</td>
<td valign="bottom" align="center">4.798</td>
<td valign="bottom" align="center">4.638</td>
<td valign="bottom" align="center">0.7071</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000071424</td>
<td valign="bottom" align="center">14804</td>
<td valign="bottom" align="left">Grid2</td>
<td valign="bottom" align="center">4.716</td>
<td valign="bottom" align="center">4.700</td>
<td valign="bottom" align="center">4.732</td>
<td valign="bottom" align="center">0.9639</td>
</tr>
<tr>
<td valign="bottom" align="left">
<bold>ENSMUSG00000034009</bold>
</td>
<td valign="bottom" align="center">
<bold>381489</bold>
</td>
<td valign="bottom" align="left">
<bold>Rxfp1</bold>
</td>
<td valign="bottom" align="center">
<bold>4.692</bold>
</td>
<td valign="bottom" align="center">
<bold>5.035</bold>
</td>
<td valign="bottom" align="center">
<bold>4.348</bold>
</td>
<td valign="bottom" align="center">
<bold>0.0141</bold>
</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027577</td>
<td valign="bottom" align="center">11438</td>
<td valign="bottom" align="left">Chrna4</td>
<td valign="bottom" align="center">4.679</td>
<td valign="bottom" align="center">4.699</td>
<td valign="bottom" align="center">4.660</td>
<td valign="bottom" align="center">0.9562</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031870</td>
<td valign="bottom" align="center">18667</td>
<td valign="bottom" align="left">Pgr</td>
<td valign="bottom" align="center">4.674</td>
<td valign="bottom" align="center">4.836</td>
<td valign="bottom" align="center">4.512</td>
<td valign="bottom" align="center">0.3616</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000022122</td>
<td valign="bottom" align="center">13618</td>
<td valign="bottom" align="left">Ednrb</td>
<td valign="bottom" align="center">4.647</td>
<td valign="bottom" align="center">4.815</td>
<td valign="bottom" align="center">4.479</td>
<td valign="bottom" align="center">0.4312</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000053004</td>
<td valign="bottom" align="center">15465</td>
<td valign="bottom" align="left">Hrh1</td>
<td valign="bottom" align="center">4.623</td>
<td valign="bottom" align="center">4.616</td>
<td valign="bottom" align="center">4.630</td>
<td valign="bottom" align="center">0.9933</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032017</td>
<td valign="bottom" align="center">110637</td>
<td valign="bottom" align="left">Grik4</td>
<td valign="bottom" align="center">4.588</td>
<td valign="bottom" align="center">4.686</td>
<td valign="bottom" align="center">4.490</td>
<td valign="bottom" align="center">0.6539</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000018634</td>
<td valign="bottom" align="center">12921</td>
<td valign="bottom" align="left">Crhr1</td>
<td valign="bottom" align="center">4.511</td>
<td valign="bottom" align="center">4.454</td>
<td valign="bottom" align="center">4.568</td>
<td valign="bottom" align="center">0.8928</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021478</td>
<td valign="bottom" align="center">13488</td>
<td valign="bottom" align="left">Drd1</td>
<td valign="bottom" align="center">4.475</td>
<td valign="bottom" align="center">4.549</td>
<td valign="bottom" align="center">4.400</td>
<td valign="bottom" align="center">0.8056</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024798</td>
<td valign="bottom" align="center">15566</td>
<td valign="bottom" align="left">Htr7</td>
<td valign="bottom" align="center">4.464</td>
<td valign="bottom" align="center">4.450</td>
<td valign="bottom" align="center">4.479</td>
<td valign="bottom" align="center">0.9861</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000022935</td>
<td valign="bottom" align="center">14805</td>
<td valign="bottom" align="left">Grik1</td>
<td valign="bottom" align="center">4.452</td>
<td valign="bottom" align="center">4.660</td>
<td valign="bottom" align="center">4.244</td>
<td valign="bottom" align="center">0.1504</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000049511</td>
<td valign="bottom" align="center">15551</td>
<td valign="bottom" align="left">Htr1b</td>
<td valign="bottom" align="center">4.437</td>
<td valign="bottom" align="center">4.346</td>
<td valign="bottom" align="center">4.528</td>
<td valign="bottom" align="center">0.7290</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000036437</td>
<td valign="bottom" align="center">18166</td>
<td valign="bottom" align="left">Npy1r</td>
<td valign="bottom" align="center">4.359</td>
<td valign="bottom" align="center">4.322</td>
<td valign="bottom" align="center">4.395</td>
<td valign="bottom" align="center">0.9433</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000005268</td>
<td valign="bottom" align="center">19116</td>
<td valign="bottom" align="left">Prlr</td>
<td valign="bottom" align="center">4.320</td>
<td valign="bottom" align="center">4.529</td>
<td valign="bottom" align="center">4.111</td>
<td valign="bottom" align="center">0.6661</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000035283</td>
<td valign="bottom" align="center">11554</td>
<td valign="bottom" align="left">Adrb1</td>
<td valign="bottom" align="center">4.279</td>
<td valign="bottom" align="center">4.215</td>
<td valign="bottom" align="center">4.342</td>
<td valign="bottom" align="center">0.8430</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031340</td>
<td valign="bottom" align="center">14404</td>
<td valign="bottom" align="left">Gabre</td>
<td valign="bottom" align="center">4.274</td>
<td valign="bottom" align="center">3.804</td>
<td valign="bottom" align="center">4.744</td>
<td valign="bottom" align="center">0.4340</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000023964</td>
<td valign="bottom" align="center">12311</td>
<td valign="bottom" align="left">Calcr</td>
<td valign="bottom" align="center">4.269</td>
<td valign="bottom" align="center">3.855</td>
<td valign="bottom" align="center">4.683</td>
<td valign="bottom" align="center">0.2711</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000003974</td>
<td valign="bottom" align="center">108069</td>
<td valign="bottom" align="left">Grm3</td>
<td valign="bottom" align="center">4.253</td>
<td valign="bottom" align="center">4.075</td>
<td valign="bottom" align="center">4.432</td>
<td valign="bottom" align="center">0.3367</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031932</td>
<td valign="bottom" align="center">14608</td>
<td valign="bottom" align="left">Gpr83</td>
<td valign="bottom" align="center">4.221</td>
<td valign="bottom" align="center">4.218</td>
<td valign="bottom" align="center">4.224</td>
<td valign="bottom" align="center">0.9961</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000039106</td>
<td valign="bottom" align="center">15563</td>
<td valign="bottom" align="left">Htr5a</td>
<td valign="bottom" align="center">4.201</td>
<td valign="bottom" align="center">4.320</td>
<td valign="bottom" align="center">4.083</td>
<td valign="bottom" align="center">0.6466</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000050164</td>
<td valign="bottom" align="center">207911</td>
<td valign="bottom" align="left">Mchr1</td>
<td valign="bottom" align="center">4.172</td>
<td valign="bottom" align="center">4.207</td>
<td valign="bottom" align="center">4.138</td>
<td valign="bottom" align="center">0.9424</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024211</td>
<td valign="bottom" align="center">14823</td>
<td valign="bottom" align="left">Grm8</td>
<td valign="bottom" align="center">4.111</td>
<td valign="bottom" align="center">3.976</td>
<td valign="bottom" align="center">4.246</td>
<td valign="bottom" align="center">0.6594</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020090</td>
<td valign="bottom" align="center">237362</td>
<td valign="bottom" align="left">Npffr1</td>
<td valign="bottom" align="center">3.945</td>
<td valign="bottom" align="center">3.991</td>
<td valign="bottom" align="center">3.900</td>
<td valign="bottom" align="center">0.9638</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000050511</td>
<td valign="bottom" align="center">18386</td>
<td valign="bottom" align="left">Oprd1</td>
<td valign="bottom" align="center">3.848</td>
<td valign="bottom" align="center">3.765</td>
<td valign="bottom" align="center">3.931</td>
<td valign="bottom" align="center">0.8311</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000025905</td>
<td valign="bottom" align="center">18387</td>
<td valign="bottom" align="left">Oprk1</td>
<td valign="bottom" align="center">3.792</td>
<td valign="bottom" align="center">3.643</td>
<td valign="bottom" align="center">3.941</td>
<td valign="bottom" align="center">0.6070</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000063239</td>
<td valign="bottom" align="center">268934</td>
<td valign="bottom" align="left">Grm4</td>
<td valign="bottom" align="center">3.670</td>
<td valign="bottom" align="center">3.609</td>
<td valign="bottom" align="center">3.730</td>
<td valign="bottom" align="center">0.9026</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000055737</td>
<td valign="bottom" align="center">14600</td>
<td valign="bottom" align="left">Ghr</td>
<td valign="bottom" align="center">3.668</td>
<td valign="bottom" align="center">3.835</td>
<td valign="bottom" align="center">3.502</td>
<td valign="bottom" align="center">0.6263</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027568</td>
<td valign="bottom" align="center">18216</td>
<td valign="bottom" align="left">Ntsr1</td>
<td valign="bottom" align="center">3.345</td>
<td valign="bottom" align="center">3.147</td>
<td valign="bottom" align="center">3.543</td>
<td valign="bottom" align="center">0.6070</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000045613</td>
<td valign="bottom" align="center">243764</td>
<td valign="bottom" align="left">Chrm2</td>
<td valign="bottom" align="center">3.150</td>
<td valign="bottom" align="center">3.062</td>
<td valign="bottom" align="center">3.238</td>
<td valign="bottom" align="center">0.8905</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000035773</td>
<td valign="bottom" align="center">114229</td>
<td valign="bottom" align="left">Kiss1r</td>
<td valign="bottom" align="center">3.141</td>
<td valign="bottom" align="center">3.158</td>
<td valign="bottom" align="center">3.124</td>
<td valign="bottom" align="center">0.9873</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000050824</td>
<td valign="bottom" align="center">20609</td>
<td valign="bottom" align="left">Sstr5</td>
<td valign="bottom" align="center">3.001</td>
<td valign="bottom" align="center">3.098</td>
<td valign="bottom" align="center">2.904</td>
<td valign="bottom" align="center">0.8421</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000047259</td>
<td valign="bottom" align="center">17202</td>
<td valign="bottom" align="left">Mc4r</td>
<td valign="bottom" align="center">2.493</td>
<td valign="bottom" align="center">2.699</td>
<td valign="bottom" align="center">2.287</td>
<td valign="bottom" align="center">0.6532</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021055</td>
<td valign="bottom" align="center">13983</td>
<td valign="bottom" align="left">Esr2</td>
<td valign="bottom" align="center">2.343</td>
<td valign="bottom" align="center">1.861</td>
<td valign="bottom" align="center">2.826</td>
<td valign="bottom" align="center">0.1881</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000045875</td>
<td valign="bottom" align="center">11549</td>
<td valign="bottom" align="left">Adra1a</td>
<td valign="bottom" align="center">2.275</td>
<td valign="bottom" align="center">2.480</td>
<td valign="bottom" align="center">2.070</td>
<td valign="bottom" align="center">0.7479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000003476</td>
<td valign="bottom" align="center">12922</td>
<td valign="bottom" align="left">Crhr2</td>
<td valign="bottom" align="center">1.862</td>
<td valign="bottom" align="center">1.733</td>
<td valign="bottom" align="center">1.991</td>
<td valign="bottom" align="center">0.8395</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Transcripts are listed in descending order based on total mean expression (average log CPM for E<sub>2</sub> and GDX mice). <italic>p &lt;</italic>0.05 signifies significant differential expression between E<sub>2</sub> and OVX conditions, denoted in bold type.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>E<sub>2</sub>-mediated differential expression of MeA <italic>Kiss1</italic> cell gene transcripts</title>
<p>
<italic>Kiss1</italic> gene expression in the MeA is known to be upregulated with E<sub>2</sub> treatment whereas <italic>Kiss1</italic> levels in the MeA are very low or absent in gonadectomized mice lacking E<sub>2</sub>. Thus, we hypothesized that other gene transcripts in MeA <italic>Kiss1</italic> cells might also change expression levels in the presence/absence of E<sub>2</sub>. Of the approximately 13,800 transcripts identified in the current RNA-seq data, only 45 genes had significantly different expression levels following 5-day E<sub>2</sub> treatment, in comparison to OVX mice lacking E<sub>2</sub> (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). 10 of these genes were more highly expressed in OVX females (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, orange dots; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>), while the remaining 35 genes were more highly expressed in E<sub>2</sub>-treated females (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, green dots; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref> provides a complete list of these differentially expressed genes, while <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> is a heat map representing the expression patterns of each differentially expressed transcript for each of the 3 IP samples per treatment. As expected, <italic>Kiss1</italic> is more highly expressed in E<sub>2</sub>-treated females in comparison to OVX females (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>). In addition to <italic>Kiss1</italic>, E<sub>2</sub> treatment upregulated transcripts encoding Galanin (<italic>Gal</italic>) and oxytocin receptor (<italic>Oxtr</italic>) as well as those for fibroblast growth factor receptor 1 (<italic>Fgfr1</italic>) and prokineticin receptor 2 (<italic>Prokr2</italic>), two genes whose loss of function results in Kallmann syndrome (<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>), and relaxin family peptide receptor 1 (<italic>Rxfp1</italic>), which is implicated in regulating sperm motility, pregnancy and birth (<xref ref-type="bibr" rid="B74">74</xref>, <xref ref-type="bibr" rid="B75">75</xref>). <italic>Scg2</italic> and <italic>Ecel1</italic> (Endothelin Converting Enzyme Like 1) are important for neuropeptide release and are also higher in E<sub>2</sub>-treated than OVX females. E<sub>2</sub> treatment also resulted in greater expression in several genes linked to obesity and/or diabetes (insulin receptor substrate 2, <italic>Irs2</italic> (<xref ref-type="bibr" rid="B76">76</xref>); Neuropeptide Y receptor 2, <italic>Npy2r</italic> (<xref ref-type="bibr" rid="B77">77</xref>); Transcription Elongation Regulator 1 Like, <italic>Tcerg1l</italic> (<xref ref-type="bibr" rid="B78">78</xref>)), nervous system development (roundabout guidance receptor 3: <italic>Robo3</italic> (<xref ref-type="bibr" rid="B79">79</xref>)), and cancer (acid sensing ion channel 2, <italic>Asic2</italic> (<xref ref-type="bibr" rid="B80">80</xref>); Family With Sequence Similarity 107 Member A, <italic>FAM107A</italic> (<xref ref-type="bibr" rid="B81">81</xref>)). Though more gene transcripts were upregulated by E<sub>2</sub>, several genes were downregulated by E<sub>2</sub> including <italic>Esr1</italic>, Cytochrome P450 Family 26 Subfamily B Member 1 (<italic>Cyp26b1;</italic> steroid synthesis), EPH receptor A4 (<italic>Epha4</italic>; nervous system development), and two genes linked to cancer (Paternally Expressed Gene 10, <italic>Peg10</italic>; Inka Box Actin Regulator 2, <italic>Inka2</italic>). Interestingly, most of the gene transcripts produced by MeA <italic>Kiss1</italic> cells were not found to be significantly regulated by E<sub>2</sub> in the present study (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, grey dots; <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>The 45 gene transcripts in MeA <italic>Kiss1</italic> cells that are differentially expressed due to estrogen treatment (E<sub>2</sub> vs OVX).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" colspan="7" align="left">Gene transcripts stimulated by E<sub>2</sub>
</th>
</tr>
<tr>
<th valign="middle" align="left">ENSEMBL ID</th>
<th valign="middle" align="center">ENTREZ ID</th>
<th valign="middle" align="center">Gene</th>
<th valign="middle" align="center">Total mean expression</th>
<th valign="middle" align="center">Mean E<sub>2</sub> expression</th>
<th valign="middle" align="center">Mean OVX expression</th>
<th valign="middle" align="center">Adjusted <italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">ENSMUSG00000053025</td>
<td valign="bottom" align="center">64176</td>
<td valign="bottom" align="left">Sv2b</td>
<td valign="bottom" align="center">8.8167</td>
<td valign="bottom" align="center">8.6590</td>
<td valign="bottom" align="center">8.9745</td>
<td valign="bottom" align="center">0.0287</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030226</td>
<td valign="bottom" align="center">109593</td>
<td valign="bottom" align="left">Lmo3</td>
<td valign="bottom" align="center">7.5022</td>
<td valign="bottom" align="center">7.3335</td>
<td valign="bottom" align="center">7.6709</td>
<td valign="bottom" align="center">0.0300</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000027298</td>
<td valign="bottom" align="center">22174</td>
<td valign="bottom" align="left">Tyro3</td>
<td valign="bottom" align="center">7.0215</td>
<td valign="bottom" align="center">6.8356</td>
<td valign="bottom" align="center">7.2074</td>
<td valign="bottom" align="center">0.0489</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000092035</td>
<td valign="bottom" align="center">170676</td>
<td valign="bottom" align="left">Peg10</td>
<td valign="bottom" align="center">6.8429</td>
<td valign="bottom" align="center">6.5499</td>
<td valign="bottom" align="center">7.1360</td>
<td valign="bottom" align="center">0.0055</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026235</td>
<td valign="bottom" align="center">13838</td>
<td valign="bottom" align="left">Epha4</td>
<td valign="bottom" align="center">6.5564</td>
<td valign="bottom" align="center">6.3050</td>
<td valign="bottom" align="center">6.8078</td>
<td valign="bottom" align="center">0.0479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000074575</td>
<td valign="bottom" align="center">241794</td>
<td valign="bottom" align="left">Kcng1</td>
<td valign="bottom" align="center">6.4170</td>
<td valign="bottom" align="center">6.1943</td>
<td valign="bottom" align="center">6.6397</td>
<td valign="bottom" align="center">0.0479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000048458</td>
<td valign="bottom" align="center">109050</td>
<td valign="bottom" align="left">Inka2</td>
<td valign="bottom" align="center">5.9357</td>
<td valign="bottom" align="center">5.7267</td>
<td valign="bottom" align="center">6.1448</td>
<td valign="bottom" align="center">0.0453</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000063415</td>
<td valign="bottom" align="center">232174</td>
<td valign="bottom" align="left">Cyp26b1</td>
<td valign="bottom" align="center">5.2068</td>
<td valign="bottom" align="center">4.8840</td>
<td valign="bottom" align="center">5.5295</td>
<td valign="bottom" align="center">0.0479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019768</td>
<td valign="bottom" align="center">13982</td>
<td valign="bottom" align="left">Esr1</td>
<td valign="bottom" align="center">4.8071</td>
<td valign="bottom" align="center">4.4547</td>
<td valign="bottom" align="center">5.1595</td>
<td valign="bottom" align="center">0.0264</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000117338</td>
<td valign="bottom" align="center">NA</td>
<td valign="bottom" align="left">NA</td>
<td valign="bottom" align="center">-0.0650</td>
<td valign="bottom" align="center">-3.4145</td>
<td valign="bottom" align="center">3.2846</td>
<td valign="bottom" align="center">0.0264</td>
</tr>
<tr>
<th valign="bottom" colspan="7" align="left">Gene transcripts stimulated by E<sub>2</sub>
</th>
</tr>
<tr>
<th valign="middle" align="left">ENSEMBL ID</th>
<th valign="bottom" align="center">ENTREZ ID</th>
<th valign="middle" align="left">Gene</th>
<th valign="middle" align="left">Total mean expression</th>
<th valign="middle" align="left">Mean E<sub>2</sub> expression</th>
<th valign="middle" align="left">Mean OVX expression</th>
<th valign="middle" align="left">Adjusted <italic>p</italic> value</th>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000050711</td>
<td valign="bottom" align="center">20254</td>
<td valign="bottom" align="left">Scg2</td>
<td valign="bottom" align="center">10.5768</td>
<td valign="bottom" align="center">10.8226</td>
<td valign="bottom" align="center">10.3311</td>
<td valign="bottom" align="center">0.0453</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032479</td>
<td valign="bottom" align="center">17758</td>
<td valign="bottom" align="left">Map4</td>
<td valign="bottom" align="center">8.9269</td>
<td valign="bottom" align="center">9.0713</td>
<td valign="bottom" align="center">8.7826</td>
<td valign="bottom" align="center">0.0453</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000051726</td>
<td valign="bottom" align="center">382571</td>
<td valign="bottom" align="left">Kcnf1</td>
<td valign="bottom" align="center">8.1442</td>
<td valign="bottom" align="center">8.4029</td>
<td valign="bottom" align="center">7.8854</td>
<td valign="bottom" align="center">0.0012</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000030854</td>
<td valign="bottom" align="center">19259</td>
<td valign="bottom" align="left">Ptpn5</td>
<td valign="bottom" align="center">7.9270</td>
<td valign="bottom" align="center">8.0982</td>
<td valign="bottom" align="center">7.7558</td>
<td valign="bottom" align="center">0.0251</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000048978</td>
<td valign="bottom" align="center">22360</td>
<td valign="bottom" align="left">Nrsn1</td>
<td valign="bottom" align="center">7.5657</td>
<td valign="bottom" align="center">7.7171</td>
<td valign="bottom" align="center">7.4143</td>
<td valign="bottom" align="center">0.0287</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031284</td>
<td valign="bottom" align="center">18481</td>
<td valign="bottom" align="left">Pak3</td>
<td valign="bottom" align="center">7.3621</td>
<td valign="bottom" align="center">7.6020</td>
<td valign="bottom" align="center">7.1222</td>
<td valign="bottom" align="center">0.0010</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000031565</td>
<td valign="bottom" align="center">14182</td>
<td valign="bottom" align="left">Fgfr1</td>
<td valign="bottom" align="center">7.3110</td>
<td valign="bottom" align="center">7.6590</td>
<td valign="bottom" align="center">6.9631</td>
<td valign="bottom" align="center">0.0010</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000069917</td>
<td valign="bottom" align="center">110257</td>
<td valign="bottom" align="left">Hba-a2</td>
<td valign="bottom" align="center">7.3024</td>
<td valign="bottom" align="center">7.8218</td>
<td valign="bottom" align="center">6.7830</td>
<td valign="bottom" align="center">0.0441</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000026247</td>
<td valign="bottom" align="center">13599</td>
<td valign="bottom" align="left">Ecel1</td>
<td valign="bottom" align="center">6.8612</td>
<td valign="bottom" align="center">7.4367</td>
<td valign="bottom" align="center">6.2858</td>
<td valign="bottom" align="center">0.0001</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000020704</td>
<td valign="bottom" align="center">11418</td>
<td valign="bottom" align="left">Asic2</td>
<td valign="bottom" align="center">6.8365</td>
<td valign="bottom" align="center">7.0710</td>
<td valign="bottom" align="center">6.6021</td>
<td valign="bottom" align="center">0.0069</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000021750</td>
<td valign="bottom" align="center">268709</td>
<td valign="bottom" align="left">Fam107a</td>
<td valign="bottom" align="center">6.7427</td>
<td valign="bottom" align="center">6.9725</td>
<td valign="bottom" align="center">6.5128</td>
<td valign="bottom" align="center">0.0495</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000058897</td>
<td valign="bottom" align="center">77018</td>
<td valign="bottom" align="left">Col25a1</td>
<td valign="bottom" align="center">6.6862</td>
<td valign="bottom" align="center">7.0609</td>
<td valign="bottom" align="center">6.3116</td>
<td valign="bottom" align="center">0.0016</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000117310</td>
<td valign="bottom" align="center">19243</td>
<td valign="bottom" align="left">Ptp4a1</td>
<td valign="bottom" align="center">6.5580</td>
<td valign="bottom" align="center">6.7396</td>
<td valign="bottom" align="center">6.3763</td>
<td valign="bottom" align="center">0.0471</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000038894</td>
<td valign="bottom" align="center">384783</td>
<td valign="bottom" align="left">Irs2</td>
<td valign="bottom" align="center">6.5400</td>
<td valign="bottom" align="center">6.7415</td>
<td valign="bottom" align="center">6.3385</td>
<td valign="bottom" align="center">0.0300</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000005973</td>
<td valign="bottom" align="center">19672</td>
<td valign="bottom" align="left">Rcn1</td>
<td valign="bottom" align="center">6.3696</td>
<td valign="bottom" align="center">6.8672</td>
<td valign="bottom" align="center">5.8720</td>
<td valign="bottom" align="center">0.0005</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000028004</td>
<td valign="bottom" align="center">18167</td>
<td valign="bottom" align="left">Npy2r</td>
<td valign="bottom" align="center">6.0658</td>
<td valign="bottom" align="center">6.4133</td>
<td valign="bottom" align="center">5.7183</td>
<td valign="bottom" align="center">0.0012</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000033998</td>
<td valign="bottom" align="center">16525</td>
<td valign="bottom" align="left">Kcnk1</td>
<td valign="bottom" align="center">5.8471</td>
<td valign="bottom" align="center">6.1833</td>
<td valign="bottom" align="center">5.5108</td>
<td valign="bottom" align="center">0.0010</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000069919</td>
<td valign="bottom" align="center">15122</td>
<td valign="bottom" align="left">Hba-a1</td>
<td valign="bottom" align="center">5.8082</td>
<td valign="bottom" align="center">6.3147</td>
<td valign="bottom" align="center">5.3017</td>
<td valign="bottom" align="center">0.0158</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000000489</td>
<td valign="bottom" align="center">18591</td>
<td valign="bottom" align="left">Pdgfb</td>
<td valign="bottom" align="center">5.5636</td>
<td valign="bottom" align="center">5.8579</td>
<td valign="bottom" align="center">5.2693</td>
<td valign="bottom" align="center">0.0054</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000046593</td>
<td valign="bottom" align="center">320500</td>
<td valign="bottom" align="left">Tmem215</td>
<td valign="bottom" align="center">5.3082</td>
<td valign="bottom" align="center">5.6580</td>
<td valign="bottom" align="center">4.9585</td>
<td valign="bottom" align="center">0.0145</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000049112</td>
<td valign="bottom" align="center">18430</td>
<td valign="bottom" align="left">Oxtr</td>
<td valign="bottom" align="center">5.0597</td>
<td valign="bottom" align="center">5.5075</td>
<td valign="bottom" align="center">4.6119</td>
<td valign="bottom" align="center">0.0010</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000001435</td>
<td valign="bottom" align="center">12822</td>
<td valign="bottom" align="left">Col18a1</td>
<td valign="bottom" align="center">4.7290</td>
<td valign="bottom" align="center">5.0547</td>
<td valign="bottom" align="center">4.4034</td>
<td valign="bottom" align="center">0.0251</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000034009</td>
<td valign="bottom" align="center">381489</td>
<td valign="bottom" align="left">Rxfp1</td>
<td valign="bottom" align="center">4.6916</td>
<td valign="bottom" align="center">5.0350</td>
<td valign="bottom" align="center">4.3482</td>
<td valign="bottom" align="center">0.0141</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000067578</td>
<td valign="bottom" align="center">228942</td>
<td valign="bottom" align="left">Cbln4</td>
<td valign="bottom" align="center">4.6206</td>
<td valign="bottom" align="center">4.9293</td>
<td valign="bottom" align="center">4.3119</td>
<td valign="bottom" align="center">0.0479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000041468</td>
<td valign="bottom" align="center">14738</td>
<td valign="bottom" align="left">Gpr12</td>
<td valign="bottom" align="center">4.4888</td>
<td valign="bottom" align="center">4.8635</td>
<td valign="bottom" align="center">4.1142</td>
<td valign="bottom" align="center">0.0086</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000091002</td>
<td valign="bottom" align="center">70571</td>
<td valign="bottom" align="left">Tcerg1l</td>
<td valign="bottom" align="center">3.9913</td>
<td valign="bottom" align="center">4.4188</td>
<td valign="bottom" align="center">3.5638</td>
<td valign="bottom" align="center">0.0264</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000034640</td>
<td valign="bottom" align="center">99929</td>
<td valign="bottom" align="left">Tiparp</td>
<td valign="bottom" align="center">3.9528</td>
<td valign="bottom" align="center">4.3166</td>
<td valign="bottom" align="center">3.5890</td>
<td valign="bottom" align="center">0.0264</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000050558</td>
<td valign="bottom" align="center">246313</td>
<td valign="bottom" align="left">Prokr2</td>
<td valign="bottom" align="center">3.7293</td>
<td valign="bottom" align="center">4.2241</td>
<td valign="bottom" align="center">3.2344</td>
<td valign="bottom" align="center">0.0264</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000001506</td>
<td valign="bottom" align="center">12842</td>
<td valign="bottom" align="left">Col1a1</td>
<td valign="bottom" align="center">3.6909</td>
<td valign="bottom" align="center">4.2814</td>
<td valign="bottom" align="center">3.1005</td>
<td valign="bottom" align="center">0.0453</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000049892</td>
<td valign="bottom" align="center">19416</td>
<td valign="bottom" align="left">Rasd1</td>
<td valign="bottom" align="center">3.3141</td>
<td valign="bottom" align="center">3.8900</td>
<td valign="bottom" align="center">2.7381</td>
<td valign="bottom" align="center">0.0075</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000057604</td>
<td valign="bottom" align="center">30937</td>
<td valign="bottom" align="left">Lmcd1</td>
<td valign="bottom" align="center">3.2783</td>
<td valign="bottom" align="center">3.7636</td>
<td valign="bottom" align="center">2.7929</td>
<td valign="bottom" align="center">0.0264</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000019232</td>
<td valign="bottom" align="center">71760</td>
<td valign="bottom" align="left">Etnppl</td>
<td valign="bottom" align="center">3.1841</td>
<td valign="bottom" align="center">3.6521</td>
<td valign="bottom" align="center">2.7162</td>
<td valign="bottom" align="center">0.0479</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000115958</td>
<td valign="bottom" align="center">280287</td>
<td valign="bottom" align="left">Kiss1</td>
<td valign="bottom" align="center">2.7010</td>
<td valign="bottom" align="center">3.6561</td>
<td valign="bottom" align="center">1.7460</td>
<td valign="bottom" align="center">0.0049</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000024907</td>
<td valign="bottom" align="center">14419</td>
<td valign="bottom" align="left">Gal</td>
<td valign="bottom" align="center">1.9249</td>
<td valign="bottom" align="center">2.9468</td>
<td valign="bottom" align="center">0.9030</td>
<td valign="bottom" align="center">0.0207</td>
</tr>
<tr>
<td valign="bottom" align="left">ENSMUSG00000032128</td>
<td valign="bottom" align="center">19649</td>
<td valign="bottom" align="left">Robo3</td>
<td valign="bottom" align="center">1.8956</td>
<td valign="bottom" align="center">2.6552</td>
<td valign="bottom" align="center">1.1360</td>
<td valign="bottom" align="center">0.0366</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Adjusted p-value was set at 0.05. Gene transcripts are separated by those that are inhibited or stimulated by E<sub>2</sub> and within each treatment, presented in descending order, beginning with the transcripts that have the highest Total Mean Expression (average expression of all E<sub>2</sub> and OVX samples).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>&#xa0;A heatmap of the 45 differentially expressed gene transcripts in MeA <italic>Kiss1</italic> cells. Treatment conditions and pooled sample numbers are indicated at the top. Row Z-scores demonstrate the relationship between the expression level of that transcript in the sample in comparison to the total mean expression level of that transcript. Row Z-scores that are positive (red) indicate higher expression of a transcript in a sample, in comparison to the total mean expression of the transcript, whereas Row Z-scores that are negative (blue) represent lower expression of that transcript. 35 of the gene transcripts were upregulated by E<sub>2</sub> treatment, whereas only 10 of the gene transcripts had greater expression levels in OVX females.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1093592-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Biological KEGG pathways represented by gene transcripts present in MeA <italic>Kiss1</italic> cells</title>
<p>Biological pathway analysis, using KEGG pathways (<xref ref-type="bibr" rid="B68">68</xref>), was completed to identify potential functions of MeA <italic>Kiss1</italic> cells. Pathway analysis examines how sets of gene transcripts cluster together to affect various biological processes. The top biological KEGG pathways with the lowest false discovery rate (pGFdr) were identified (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). These pathways involve signaling pathways, such as the MAPK signaling pathway, calcium signaling pathway, and neurotrophin signaling pathway. Other interesting pathways include pathways for amphetamine addiction and alcoholism, as well as those involved in regulating diseases, such as basal cell carcinoma and herpes simplex infection. There were no KEGG pathways identified that were significantly altered by E<sub>2</sub> treatment.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>The top 10 biological KEGG pathways, regardless of estrogen status, represented by transcripts found in female MeA <italic>Kiss1</italic> cells.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="4" align="left">Top 10 KEGG pathways (regardless of hormonal status)</th>
</tr>
<tr>
<th valign="middle" align="left">Pathway Name</th>
<th valign="middle" align="center">KEGG ID</th>
<th valign="middle" align="center"># of pathway genes expressed in MeA <italic>Kiss1</italic> cells</th>
<th valign="middle" align="center">False discovery rate</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Endocrine and other factor-regulated calcium reabsorption</td>
<td valign="bottom" align="center">4961</td>
<td valign="bottom" align="center">40</td>
<td valign="bottom" align="center">0.00040</td>
</tr>
<tr>
<td valign="bottom" align="left">Amphetamine addiction</td>
<td valign="bottom" align="center">5031</td>
<td valign="bottom" align="center">61</td>
<td valign="bottom" align="center">0.00040</td>
</tr>
<tr>
<td valign="bottom" align="left">Gastric acid secretion</td>
<td valign="bottom" align="center">4971</td>
<td valign="bottom" align="center">60</td>
<td valign="bottom" align="center">0.00061</td>
</tr>
<tr>
<td valign="bottom" align="left">Alcoholism</td>
<td valign="bottom" align="center">5034</td>
<td valign="bottom" align="center">109</td>
<td valign="bottom" align="center">0.00061</td>
</tr>
<tr>
<td valign="bottom" align="left">Focal adhesion</td>
<td valign="bottom" align="center">4510</td>
<td valign="bottom" align="center">185</td>
<td valign="bottom" align="center">0.00061</td>
</tr>
<tr>
<td valign="bottom" align="left">Glioma</td>
<td valign="bottom" align="center">5214</td>
<td valign="bottom" align="center">60</td>
<td valign="bottom" align="center">0.00061</td>
</tr>
<tr>
<td valign="bottom" align="left">ECM-receptor interaction</td>
<td valign="bottom" align="center">4512</td>
<td valign="bottom" align="center">72</td>
<td valign="bottom" align="center">0.00061</td>
</tr>
<tr>
<td valign="bottom" align="left">VEGF signaling pathway</td>
<td valign="bottom" align="center">4370</td>
<td valign="bottom" align="center">63</td>
<td valign="bottom" align="center">0.00065</td>
</tr>
<tr>
<td valign="bottom" align="left">Progesterone-mediated oocyte maturation</td>
<td valign="bottom" align="center">4914</td>
<td valign="bottom" align="center">75</td>
<td valign="bottom" align="center">0.00065</td>
</tr>
<tr>
<td valign="bottom" align="left">Prion diseases</td>
<td valign="bottom" align="center">5020</td>
<td valign="bottom" align="center">25</td>
<td valign="bottom" align="center">0.00065</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The pathways shown are sorted based on the false discovery rate (pGFdr) beginning with the lowest false discovery rate.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Validation of RNA-seq gene expression findings using double-label ISH/IHC</title>
<p>The RNA-seq data suggested that MeA <italic>Kiss1</italic> cells express &gt;13,800 gene transcripts, almost all of which have never been reported before for this specific <italic>Kiss1</italic> population. Therefore, in addition to validating our immuno-pulldown procedure <italic>via</italic> RT-PCR (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>), we performed double-label ISH/IHC on brains from female Kiss<sup>tdTom</sup> mice to confirm the co-expression of a gene identified in the RNA-seq dataset that was not previously known to be present in MeA <italic>Kiss1</italic> neurons (<italic>Cartpt</italic>; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). We found that <italic>Cartpt</italic> mRNA was highly expressed in MeA brain slices, including very high overlap with MeA kisspeptin cells (tdTomato fluorescence; <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>). Quantitatively, virtually all <italic>Kiss1</italic>
<sup>TdTomato</sup> cells (99%) in the MeA expressed <italic>Cartpt</italic> in this ISH/IHC assay.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Double-label IHC/ISH of <italic>Kiss1</italic>
<sup>TdTomato</sup> cells and <italic>Cartpt</italic> in the medial amygdala of an E<sub>2</sub>-treated female mouse. <bold>(A)</bold> A representative image of <italic>Kiss1</italic>
<sup>TdTomato</sup> cells (red) and <italic>Cartpt</italic> (purple) of an E<sub>2</sub>-treated female mouse. <bold>(B, C)</bold> Higher magnification images of the area in the white box showing a high degree of <italic>Cartpt</italic> (purple) expression in <italic>Kiss1</italic>
<sup>TdTomato</sup> cells (red). opt = optic tract.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-14-1093592-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>The MeA has been implicated in modulating numerous physiological and behavioral processes (<xref ref-type="bibr" rid="B32">32</xref>&#x2013;<xref ref-type="bibr" rid="B44">44</xref>), including aspects of reproductive physiology. In females, lesions to the MeA disrupt ovarian cycles and prevent the E<sub>2</sub>-mediated LH surge, whereas acute electrical stimulation of the MeA stimulate LH release (<xref ref-type="bibr" rid="B34">34</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). However, the exact cellular and molecular mechanisms and specific cell types for these MeA effects on reproduction remain unknown. Kisspeptin is able to stimulate the reproductive axis, <italic>via</italic> direct action on GnRH neurons, but very little is known about the functions, reproductive or otherwise, of <italic>Kiss1</italic> neurons in the MeA, or how these neurons are regulated. Recent studies have begun to examine the detailed molecular profiles of AVPV and ARC <italic>Kiss1</italic> neurons, including identifying numerous gene transcripts in these populations that are regulated by E<sub>2</sub> (<xref ref-type="bibr" rid="B25">25</xref>&#x2013;<xref ref-type="bibr" rid="B27">27</xref>), but similar analyses have not been reported for other kisspeptin populations. In the current study, we use RNA-seq to examine the actively-translated transcripts of MeA <italic>Kiss1</italic> neurons to identify, for the first time, what neuropeptides, signaling factors, and receptors these neurons produce.</p>
<p>In this study, we used the Ribotag technique to selectively isolate actively-translated mRNAs in MeA <italic>Kiss1</italic> neurons. We first validated the success and specificity of this technique using RT-PCR. First, we found that both the Input (all cells in the MeA micropunch) and IP samples (only mRNAs from <italic>Kiss1</italic> cells) were positive for <italic>Kiss1</italic> mRNA from E<sub>2</sub>-treated females, as we would predict. Likewise, in OVX samples, <italic>Kiss1</italic> was detected in both Input and IP samples as expected, with lower mRNA levels (lighter bands) than for E<sub>2</sub> samples given that MeA <italic>Kiss1</italic> expression is known to be stimulated by E<sub>2</sub>. The specificity of our technique was further confirmed by our samples from Cre- controls in which <italic>Kiss1</italic> was present in the Input samples, as expected because they contain mRNA from all MeA cells in the micropunch including <italic>Kiss1</italic> cells, but not in the IP samples. The lack of <italic>Kiss1</italic> (and <italic>Cck</italic>) in the Cre- IP samples indicates that our Ribotag immuno-pulldown technique was specific to isolating mRNA from just <italic>Kiss1</italic> cells in the micropunch. Our initial histological identification of <italic>Cck</italic> co-expression with <italic>Kiss1</italic>-TdTomato cells in the MeA (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>) enabled us to use <italic>Cck</italic> as a positive control for MeA kisspeptin neurons in the RT-PCR validation step. Indeed, similar to <italic>Kiss1</italic>, we found that <italic>Cck</italic> mRNA was present in both Input and IP samples in E<sub>2</sub>-treated and OVX mice, with no <italic>Cck</italic> expression found in the IP samples of Cre- control mice, further supporting the specificity of the Ribotag technique. Knowing that <italic>Avp</italic> and <italic>Kiss1</italic> are present in different regions of the MeA, we examined our Input and IP samples for the presence/absence of <italic>Avp</italic> as a negative control for kisspeptin cell transcripts. Whereas Input samples contained <italic>Avp</italic> mRNA, indicating its presence in the MeA region, no <italic>Avp</italic> was detected in any IP samples as we would predict if <italic>Avp</italic> is not expressed in <italic>Kiss1</italic> cells. We also confirmed the co-expression of an RNAseq-identified gene in the Ribotag IP, <italic>Cartpt</italic>, in MeA kisspeptin neurons using histological assessment.</p>
<p>Our RNA-sequencing identified ~13,800 unique transcripts produced by MeA <italic>Kiss1</italic> neurons. Most of the genes with the highest expression were for general cell maintenance, neuronal signaling, or protein synthesis and regulation. These results were further supported by the data regarding biological pathway analysis (KEGG pathways), which showed that many of the gene transcripts produced by MeA <italic>Kiss1</italic> neurons are important for basic biological functions of neurons, such as the regulation of actin cytoskeleton, MAPK signaling pathway, and calcium signaling pathway, which are important processes for all cells, not just <italic>Kiss1</italic> cells. Of interest, 2 of the 5 addiction pathways, amphetamine addiction and alcoholism, were represented in the top KEGG pathways, potentially because of the heavy involvement of dopamine, dynorphin, and glutamate in these pathways. Interestingly, many of the KEGG pathways identified for MeA <italic>Kiss1</italic> cells were the same pathways identified for AVPV <italic>Kiss1</italic> cells (<xref ref-type="bibr" rid="B25">25</xref>), which may suggest that some of these functions may be generalized to many cells in the brain and/or suggestive of undiscovered shared functions of <italic>Kiss1</italic> neurons from several brain areas. We did not find any KEGG pathways that contained transcripts that were more represented in GDX or E<sub>2</sub>-treated mice. This result is not surprising given the low number of differentially expressed genes identified between the two hormone treatment groups, as discussed more below.</p>
<p>The mean expression analysis of gene transcripts in our dataset revealed &gt;13,800 gene transcripts produced by MeA <italic>Kiss1</italic> neurons, of which almost all are newly identified for this specific cell population. We identified genes for several neuropeptides found in other <italic>Kiss1</italic> neuronal populations, such as <italic>Vgf</italic>, <italic>Penk</italic>, <italic>Tac1</italic>, <italic>Pdyn</italic>, <italic>Pnoc</italic>, and <italic>Gal</italic>, as well as several sex steroid receptors, <italic>Ar</italic>, <italic>Pgr</italic>, <italic>Esr1</italic>, and <italic>Esr2</italic>, though <italic>Esr2</italic> levels were much lower than the other sex steroid receptors. The actions and targets of the identified neuropeptides co-expressed in MeA <italic>Kiss1</italic> neurons remain unknown but may give clues into understanding the potential functions of these neurons. Interestingly, many of the identified neuropeptide genes, including the ones listed above, are also expressed in AVPV <italic>Kiss1</italic> neurons (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B27">27</xref>), and <italic>Kiss1</italic> is upregulated by E<sub>2</sub> in both the MeA and AVPV (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>), which may indicate AVPV and MeA <italic>Kiss1</italic> cells share some similar functions. The presence of <italic>Ar</italic> in MeA <italic>Kiss1</italic> neurons is interesting because previous studies demonstrated that T or E<sub>2</sub>, but not DHT, can increase MeA <italic>Kiss1</italic> expression (<xref ref-type="bibr" rid="B17">17</xref>). However, the MeA is a sexually dimorphic brain structure, both in anatomy and genes expressed (<xref ref-type="bibr" rid="B82">82</xref>&#x2013;<xref ref-type="bibr" rid="B84">84</xref>), and this is hypothesized to be produced in part by androgen signaling. Thus, it may not be surprising that MeA <italic>Kiss1</italic> cells (which have some sexually dimorphic qualities), express <italic>Ar</italic>, even if <italic>Kiss1</italic> expression itself is not altered by AR signaling. Interestingly, we found that <italic>Cyp19a1</italic>, the gene encoding for aromatase, is not expressed in MeA <italic>Kiss1</italic> cells, based on our current RNA-seq dataset, suggesting that the conversion of androgens to estrogens is occurring elsewhere. It is also possible that other gene transcripts in MeA <italic>Kiss1</italic> neurons are regulated by AR signaling, even if the <italic>Kiss1</italic> gene is not. Whether or not progesterone alters MeA <italic>Kiss1</italic> expression remains unknown, but the importance of <italic>Pgr</italic> in these neurons could be interesting considering <italic>Pgr</italic> in <italic>Kiss1</italic> cells is required for normal female fertility (<xref ref-type="bibr" rid="B52">52</xref>). Future research could evaluate whether <italic>Pgr</italic> specifically in MeA <italic>Kiss1</italic> cells influences fertility. GABA signaling through GABA<sub>B</sub>R is another proposed modulator of MeA <italic>Kiss1</italic> expression (<xref ref-type="bibr" rid="B19">19</xref>), and previous ISH assays demonstrated that MeA <italic>Kiss1</italic> neurons express GABA<sub>B</sub>R mRNA (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Our present RNA-seq data support this finding as transcripts for both <italic>Gababr1</italic> and <italic>Gababr2</italic> subunits were highly expressed. Importantly, the expression of receptor transcripts by MeA <italic>Kiss1</italic> cells does not automatically mean that the <italic>Kiss1</italic> gene itself is regulated <italic>via</italic> activation of these receptors, as the receptor signaling may influence other genes or processes in these cells.</p>
<p>Surprisingly, only 45 of the 13,000+ gene transcripts produced by MeA <italic>Kiss1</italic> neurons were found to be significantly regulated by E<sub>2</sub> status, with a majority of these differentially expressed transcripts increasing with E<sub>2</sub> treatment. This contrasts with AVPV <italic>Kiss1</italic> cells in which 683 transcripts were altered by similar E<sub>2</sub> treatment (<xref ref-type="bibr" rid="B25">25</xref>). Regardless, it is possible that some of these E<sub>2</sub>-senesitive transcripts in MeA <italic>Kiss1</italic> neurons are involved in E<sub>2</sub>-regulated behavior and physiology, and future research can examine the roles of transcripts like <italic>Gal</italic> and <italic>Oxtr</italic> specifically in MeA <italic>Kiss1</italic> neurons in such processes. It is unknown at present if E<sub>2</sub>&#x2019;s effects on these 45 differentially expressed genes are due to E<sub>2</sub> action directly or indirectly on MeA kisspeptin cells or <italic>via</italic> which ER subtype the effects are mediated. Supporting the possibility of some direct E<sub>2</sub> regulation, our RNA-seq dataset indicated that MeA <italic>Kiss1</italic> cells express <italic>Esr1</italic> and, to a lesser degree, <italic>Esr2</italic>. However, some of the differential expression of gene transcripts may be due to indirect actions of E<sub>2</sub> on other afferent cells that communicate with MeA kisspeptin neurons. Because so many transcripts were not differentially expressed with E<sub>2</sub> treatment, it is possible that these MeA kisspeptin neurons have primary functions that are not dependent on E<sub>2</sub> status. Future research might focus on the genes that were most highly expressed in these neurons (<xref ref-type="table" rid="T1">
<bold>Tables&#xa0;1</bold>
</xref>&#x2013;<xref ref-type="table" rid="T3">
<bold>3</bold>
</xref>) regardless of hormone status.</p>
<p>Recent studies by our group and G&#xf6;cz and colleagues (2022) and have begun to examine the gene transcripts made by kisspeptin neurons in the murine AVPV (<xref ref-type="bibr" rid="B25">25</xref>) and ARC (<xref ref-type="bibr" rid="B26">26</xref>), respectively, and evaluated the role of E<sub>2</sub> in regulating these gene transcripts (see <xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref> for a summary and comparison of these studies). In ARC kisspeptin neurons, 2,329 genes were found to be regulated by E<sub>2</sub>, with about an equal number of genes being upregulated vs downregulated by E<sub>2</sub> (<xref ref-type="bibr" rid="B26">26</xref>). When these samples were analyzed differently with low-expressing genes removed, there were still 1,583 genes expressed by ARC kisspeptin neurons that were significantly altered by E<sub>2</sub> treatment (<xref ref-type="bibr" rid="B27">27</xref>). In contrast to the ARC, kisspeptin neurons in the AVPV of the same mice only had 222 genes that were E<sub>2</sub> regulated, with 142 of those genes being upregulated by E<sub>2</sub> (<xref ref-type="bibr" rid="B27">27</xref>). Thus, more gene transcripts produced by ARC kisspeptin neurons appear to be responsive to E<sub>2</sub> than in AVPV kisspeptin neurons. Our group previously examined gene transcripts made by female AVPV kisspeptin neurons using a different mouse model, E<sub>2</sub> treatment paradigm, and RNA isolation techniques than used by G&#xf6;cz and colleagues. In that prior study, we found a higher number of gene transcripts in AVPV kisspeptin neurons, 683 transcripts, that were regulated by E<sub>2</sub> (<xref ref-type="bibr" rid="B25">25</xref>). It is possible the differences in isolation techniques (isolation from the ribosomes vs isolation from the entire kisspeptin neuron), E<sub>2</sub> hormone treatment paradigms, or the parameters used to exclude low-expressing genes (summarized in <xref ref-type="table" rid="T6">
<bold>Table&#xa0;6</bold>
</xref>) resulted in the different number of E<sub>2</sub>-regualted transcripts between these two AVPV studies. Despite these methodological differences, in both studies of AVPV kisspeptin neurons, more gene transcripts were upregulated by E<sub>2</sub> than downregulated by E<sub>2</sub>, and over 50 of these gene transcripts that were E<sub>2</sub> regulated were identified in both studies (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B27">27</xref>). In the current study, we used the same mice and methodology as our prior AVPV study (<xref ref-type="bibr" rid="B25">25</xref>), and found that only 45 of &gt;13,800 gene transcripts of MeA kisspeptin neurons were regulated by E<sub>2</sub>, with <italic>Kiss1</italic> being one of them. Thus, our present data suggest that, in comparison to AVPV and ARC cells, most gene transcripts produced by MeA kisspeptin neurons are not sensitive to E<sub>2</sub> and may be more strongly regulated by other signaling factors. Additional research is still needed to understand how MeA kisspeptin neurons are regulated, and the present RNA-seq dataset provides a starting point for such future research.</p>
<table-wrap id="T6" position="float">
<label>Table&#xa0;6</label>
<caption>
<p>&#xa0;A comparison of RNA-seq studies from the MeA, AVPV, and ARC kisspeptin neuron populations.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="3" align="left">Mouse model</th>
<th valign="middle" align="center">MeA</th>
<th valign="middle" colspan="2" align="center">AVPV</th>
<th valign="middle" colspan="3" align="center">ARC</th>
</tr>
<tr>
<th valign="middle" align="center">Current Study</th>
<th valign="middle" align="center">Stephens et&#xa0;al., 2021: Endocrinology</th>
<th valign="middle" align="center">G&#xf6;cz et&#xa0;al., 2022: Frontiers</th>
<th valign="middle" colspan="2" align="center">G&#xf6;cz et&#xa0;al., 2022: Frontiers</th>
<th valign="middle" align="center">G&#xf6;cz et&#xa0;al., 2022: PNAS</th>
</tr>
<tr>
<th valign="middle" colspan="2" align="center">KissCre (Elias) x Ribotag mouse (HA tag on <italic>Rpl22</italic> gene)</th>
<th valign="middle" colspan="4" align="center">KissCre (Colledge) x ZsGreen mouse</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Hormone Treatment</td>
<td valign="bottom" colspan="2" align="left">All mice: OVX + 4 days E<sub>2</sub> Silastic capsule (pre-treatment), E<sub>2</sub> capsule removal &amp; 1 wk washout; Treatment at collection: E<sub>2</sub> mice receive another E<sub>2</sub> Silastic capsule (5 days), OVX mice receive no capsule.</td>
<td valign="bottom" colspan="4" align="left">All mice: OVX for 9 days; Treatment at collection: 4 days Silastic E<sub>2</sub> capsule or OVX (sac day 13)</td>
</tr>
<tr>
<td valign="bottom" align="left">Brain dissection</td>
<td valign="bottom" colspan="2" align="left">Micropunch of MeA or AVPV regions</td>
<td valign="bottom" colspan="4" align="left">laser capture microdissection of kisspeptin cells</td>
</tr>
<tr>
<td valign="bottom" align="left">RNA isolation</td>
<td valign="bottom" colspan="2" align="left">immunoprecipitation using HA+ antibody<sup>54</sup>; only isolates RNA from ribosomes in <italic>Kiss1</italic> neurons</td>
<td valign="bottom" colspan="4" align="left">RNA extraction from entire kisspeptin neuron</td>
</tr>
<tr>
<td valign="bottom" align="left">Samples</td>
<td valign="bottom" colspan="2" align="left">4 mice pooled/sample; total of 3-4 pooled samples/hormone treatment</td>
<td valign="bottom" colspan="4" align="left">300 kisspeptin cells/mouse, not pooled</td>
</tr>
<tr>
<td valign="bottom" align="left">Library</td>
<td valign="bottom" colspan="2" align="left">Illumina mRNA unstranded library</td>
<td valign="bottom" colspan="4" align="left">TrueSeq Stranded Total RNA Library Preparation Gold kit (Illumina)</td>
</tr>
<tr>
<td valign="bottom" align="left">RNA seq</td>
<td valign="bottom" colspan="2" align="left">Illumina HiSeq4000</td>
<td valign="bottom" colspan="4" align="left">Illumina NextSeq500/550 High Output kit v2.5</td>
</tr>
<tr>
<td valign="bottom" align="left">Removal of low-expressing genes</td>
<td valign="bottom" colspan="2" align="left">CPM &gt; 1 (comparative analysis); adjusted p-value</td>
<td valign="bottom" colspan="2" align="left">Basemean &gt; 20 (comparative analysis); adjusted p-value</td>
<td valign="bottom" colspan="2" align="left">adjusted p-value</td>
</tr>
<tr>
<td valign="bottom" align="left">Total transcripts identified</td>
<td valign="bottom" align="center">~13,800</td>
<td valign="bottom" align="center">~13,300</td>
<td valign="bottom" align="center">10623</td>
<td valign="bottom" align="left">not stated</td>
<td valign="bottom" colspan="2" align="left">not stated</td>
</tr>
<tr>
<td valign="bottom" align="left"># total genes regulated by E<sup>2</sup>
</td>
<td valign="bottom" align="center">45</td>
<td valign="bottom" align="center">683*</td>
<td valign="bottom" align="center">222*</td>
<td valign="bottom" align="center">1583</td>
<td valign="bottom" colspan="2" align="center">2329</td>
</tr>
<tr>
<td valign="bottom" align="left"># genes up-regulated by E<sup>2</sup>
</td>
<td valign="bottom" align="center">35</td>
<td valign="bottom" align="center">484</td>
<td valign="bottom" align="center">142</td>
<td valign="bottom" align="left">not stated</td>
<td valign="bottom" colspan="2" align="center">1190</td>
</tr>
<tr>
<td valign="bottom" align="left"># genes down-regulated by E<sup>2</sup>
</td>
<td valign="bottom" align="center">10</td>
<td valign="bottom" align="center">199</td>
<td valign="bottom" align="center">80</td>
<td valign="bottom" align="left">not stated</td>
<td valign="bottom" colspan="2" align="center">1139</td>
</tr>
<tr>
<td valign="bottom" align="left">KEGG pathways significantly altered by E2</td>
<td valign="bottom" align="center">0</td>
<td valign="bottom" align="center">3</td>
<td valign="bottom" align="center">not stated</td>
<td valign="bottom" align="left">not stated</td>
<td valign="bottom" colspan="2" align="center">83</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The mouse model, methodology, analysis, and results are compared between the current study and previous work looking in transcriptomics of kisspeptin neuron populations in female mice. *indicates over 50 of the same genes regulated by E2 were found in both AVPV studies.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The current RNA-seq data greatly expands upon the limited information regarding what signaling factors and receptors are produced by MeA <italic>Kiss1</italic> neurons. We wanted to further validate our findings by performing an IHC/ISH for on a gene (<italic>Cartpt</italic>) identified for the first time by our RNAseq to be present in MeA kisspeptin neurons. This histological assay determined that virtually all of kisspeptin cells in the MeA region express <italic>Cartpt</italic>, supporting the very high expression levels of <italic>Cartpt</italic> in the RNA-seq dataset. At present, it is technically difficult to detect sufficient <italic>Kiss1</italic> mRNA in the MeA using RNAscope methodology owing to lower levels of <italic>Kiss1</italic> mRNA expressed per cell in this brain region than in the hypothalamus. One limitation in the current study is that the identification of MeA kisspeptin cells was achieved using a fluorescent reporter (TdTomato), instead of looking at actual <italic>Kiss1</italic> mRNA expression. When more sensitive methodology becomes available, future research should examine MeA <italic>Kiss1</italic> co-expression with other transcripts of interest identified in this RNA-seq dataset, to both confirm and better understand the co-expression of neuropeptides/receptors/enzymes and active <italic>Kiss1</italic> expression.</p>
<p>In summary, the current dataset is the first large-scale examination of the identities of neuropeptides, receptors, and neurotransmitter-related genes produced by MeA <italic>Kiss1</italic> cells. Other than being regulated by E<sub>2</sub> and GABA, how <italic>Kiss1</italic> in the MeA is regulated remains completely unknown. The current study identified additional receptor transcripts made by these kisspeptin neurons, which could drive future research directions on the regulation of these neurons and the <italic>Kiss1</italic> gene itself. We also identified many neuropeptides and signaling factors not previously known to be produced by MeA <italic>Kiss1</italic> neurons, some of which are implicated in MeA-influenced processes like reproduction and metabolism, along with transcripts important for basic cell maintenance and survival. Interestingly, while &gt; 13,800 transcripts are made in these cells, only 45 transcripts were significantly regulated by E<sub>2</sub>. Whether and how this focused E<sub>2</sub> regulation is related to these neurons&#x2019; functional roles remains to be determined. Very little is known about <italic>Kiss1</italic> cells in the MeA and the current dataset therefore provides a valuable starting point for future research to examine the regulation and function of <italic>Kiss1</italic> neurons in the MeA.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The data presented in the study are deposited in the Gene Expression Omnibus data repository, accession number GSE224788.</p>
</sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was reviewed and approved by IACUC committees at Albany Medical College and the University of California, San Diego.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>The author contributions are as follows: experimental design (KMH, ASK, SBZS), data collection (KMH, LC, SBZS), data analysis (KMH, LC, ASK, SBZS), manuscript preparation and review (KMH, LC, ASK, SBZS). All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>This research was supported by NIH grants R01 HD090161, R01 HD100580, and  P50 HD012303 to ASK and by NIH R00 HD092894 to SBZS. The University of Virginia Ligand Assay Core is supported by grant NIH R24HD102061. The Center for Computational Biology &amp; Bioinformatics is funded through the Altman Clinical and Translational Research Institute (ACTRI) grant UL1TR001442. The UCSD IGM Genomics Center received support from NIH SIG grant S10 OD026929.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>The authors thank Adriana Esparza, Paige Steffen, and Ruby Parra for general lab assistance and Chanond Nasamran of the CCBB for assistance with RNA-seq data analysis.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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