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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neural Circuits</journal-id>
<journal-title>Frontiers in Neural Circuits</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neural Circuits</abbrev-journal-title>
<issn pub-type="epub">1662-5110</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fncir.2021.768571</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neural Circuits</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>A Glimpse Into the Sexual Dimorphisms in Major Depressive Disorder Through Epigenetic Studies</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Cahill</surname> <given-names>Branden</given-names></name>
<xref ref-type="corresp" rid="c002"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1507652/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Poelker-Wells</surname> <given-names>Samuel</given-names></name>
</contrib>
<contrib contrib-type="author">
<name><surname>Prather</surname> <given-names>Jonathan F.</given-names></name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Li</surname> <given-names>Yun</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/694390/overview"/>
</contrib>
</contrib-group>
<aff><institution>Department of Zoology and Physiology, University of Wyoming</institution>, <addr-line>Laramie, WY</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jun Wang, Zhejiang University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Han Wang, Soochow University, China; Jacob Peedicayil, Christian Medical College &#x0026; Hospital, India</p></fn>
<corresp id="c001">&#x002A;Correspondence: Yun Li, <email>yli30@uwyo.edu</email></corresp>
<corresp id="c002">Branden Cahill, <email>bcahill3@uwyo.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>20</day>
<month>10</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>15</volume>
<elocation-id>768571</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>09</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Cahill, Poelker-Wells, Prather and Li.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Cahill, Poelker-Wells, Prather and Li</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>Depression is an umbrella term used to describe a mood disorder with a broad spectrum of symptoms including a persistent feeling of sadness, loss of interest, and deficits in social behavior. Epigenetic research bridges the environmental and genetic landscape and has the potential to exponentially improve our understanding of such a complex disorder. Depression is also a sexually dimorphic disorder and variations exist within epigenetic modification sites between sexes. These sex-specific mediators may impact behavioral symptomology and could serve as therapeutic targets for treatments to improve behavioral deficits. This mini review will focus on the social behavior perspective of depression and specifically explore the sexually different epigenetic modifications on depression.</p>
</abstract>
<kwd-group>
<kwd>social isolation</kwd>
<kwd>early life stress</kwd>
<kwd>social defeat</kwd>
<kwd>single-cell RNA sequencing</kwd>
<kwd>stress</kwd>
<kwd>rodent models</kwd>
<kwd>sexual dimorphism</kwd>
<kwd>epigenetics</kwd>
</kwd-group>
<contract-sponsor id="cn001">National Institutes of Health<named-content content-type="fundref-id">10.13039/100000002</named-content></contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="141"/>
<page-count count="10"/>
<word-count count="10186"/>
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</article-meta>
</front>
<body>
<sec sec-type="intro" id="S1">
<title>Introduction</title>
<p>Depression, also referred to as major depressive disorder (MDD), or major depression, is characterized by a range of clinical symptoms based on DSM-V criteria. In order to be diagnosed with MDD, patients must experience a depressed mood that lasts at least two weeks. Depressive manifestations include feelings of low self-esteem and a loss of interest or pleasure in activities that the patient previously enjoyed. Behaviorally, depression can be evident as reduced vigor, circadian dysfunction, eating disorders, or difficulty concentrating on important tasks. These challenges can constitute a condition that has devastating impacts directly for the patient and indirectly for others who have close relationships with the patient.</p>
<p>Impaired social functioning is a hallmark of depression and is correlated with the severity of depression (<xref ref-type="bibr" rid="B51">Hirschfeld et al., 2000</xref>; <xref ref-type="bibr" rid="B107">Rhebergen et al., 2010</xref>). Major depressive disorder patients tend to spend less time interacting socially and develop less depth within friendships than healthy individuals (<xref ref-type="bibr" rid="B29">Elmer and Stadtfeld, 2020</xref>). Additionally, social isolation and social deficits can contribute to the emergence of depressive symptomology (<xref ref-type="bibr" rid="B59">Jose and Lim, 2014</xref>). Consistent with this relationship, patients&#x2019; reporting of feelings of loneliness is strongly associated with behavioral symptoms of depression during social isolation in young adults (<xref ref-type="bibr" rid="B83">Matthews et al., 2016</xref>).</p>
<p>The global rise in the number of MDD diagnoses points to the need for effective therapies. Over the past 50 years, many new therapies have emerged, such as pharmacological approaches that have yielded 5 classes of pharmacological antidepressants consisting of selective serotonin reuptake inhibitors (SSRIs), serotonin and norepinephrine reuptake inhibitors (SNRIs), tricyclic antidepressants (TCAs), monoamine oxidase inhibitors (MAOIs) and atypical antidepressants drugs. These pharmacological treatments have clinical benefit (<xref ref-type="bibr" rid="B50">Hillhouse and Porter, 2015</xref>), but are therapeutically effective in less than 50% of patients and this have not improved significantly over time (<xref ref-type="bibr" rid="B9">Berton and Nestler, 2006</xref>). It is estimated that 10&#x2013;30% of MDD patients completely fail to respond to these treatments which is considered treatment-resistant MDD (<xref ref-type="bibr" rid="B110">Rush et al., 2006</xref>; <xref ref-type="bibr" rid="B19">Conway et al., 2017</xref>). These broad therapeutic strategies also have a latency to provide benefit and can cause dire side effects that lead patients to withdraw from treatments (<xref ref-type="bibr" rid="B32">Fava, 2000</xref>; <xref ref-type="bibr" rid="B128">Uher et al., 2011</xref>; <xref ref-type="bibr" rid="B13">Cartwright et al., 2016</xref>; <xref ref-type="bibr" rid="B133">Wang et al., 2018</xref>; <xref ref-type="bibr" rid="B122">Sobieraj et al., 2019</xref>).</p>
<p>Notably, therapeutic effects vary greatly between the sexes. For example, SSRIs, SNRIs and other pharmacological antidepressants such as mood stabilizers, have a significantly greater effects on women compared to men (<xref ref-type="bibr" rid="B66">Kornstein et al., 2000</xref>; <xref ref-type="bibr" rid="B63">Khan et al., 2005</xref>; <xref ref-type="bibr" rid="B8">Berlanga and Flores-Ramos, 2006</xref>; <xref ref-type="bibr" rid="B115">Seney and Sibille, 2014</xref>; <xref ref-type="bibr" rid="B16">Charlotte et al., 2015</xref>). These sex-based differences highlight the necessity to understand the sex differences in molecular and circuit mechanisms of depression. In this mini review we summarize recent progress in epigenetic research revealing epigenetic target sites corresponding to depressive behaviors. Specifically, we focus on the sexually dimorphic epigenetic factors controlling social deficits involved in MDD.</p>
</sec>
<sec id="S2">
<title>Sex, Social Behavior and Depression, Where Is the Bridge?</title>
<p>For about 50 years, it has been consistently reported that women are diagnosed with MDD at almost 2-fold greater rate than men (<xref ref-type="bibr" rid="B135">Weissman and Klerman, 1977</xref>; <xref ref-type="bibr" rid="B34">Ford and Erlinger, 2004</xref>). Yet, men who suffer with depression have a 10-fold greater rate of suicide attempts than women (<xref ref-type="bibr" rid="B10">Blair-West et al., 1999</xref>). Many psychosocial theories are proffered as to why sexual dimorphisms exist in the diagnosis of depression (<xref ref-type="bibr" rid="B58">Jorm, 1987</xref>; <xref ref-type="bibr" rid="B86">Mehl-Madrona et al., 2019</xref>). However, such stark sexual differences in depression also highlight the need to understand the neurophysiological differences between the sexes.</p>
<p>There are many baseline differences between female and male social behaviors (<xref ref-type="bibr" rid="B26">Eagly and Steffen, 1986</xref>; <xref ref-type="bibr" rid="B46">Halpern et al., 2007</xref>; <xref ref-type="bibr" rid="B42">Gur et al., 2012</xref>). Hormonal and chemosensory signals are integrated in specific brain regions that control social behavior (<xref ref-type="bibr" rid="B93">Newman, 1999</xref>; <xref ref-type="bibr" rid="B109">Rolls, 2004</xref>; <xref ref-type="bibr" rid="B1">Amodio and Frith, 2006</xref>). Neuroimaging studies on human neurology have suggested these behavioral differences may be influenced by sex differences in neuroanatomy and structural connectome (<xref ref-type="bibr" rid="B43">Gur et al., 1999</xref>; <xref ref-type="bibr" rid="B39">Goldstein et al., 2001</xref>; <xref ref-type="bibr" rid="B20">Cosgrove et al., 2007</xref>; <xref ref-type="bibr" rid="B54">Ingalhalikar et al., 2014</xref>). A recent study using single-cell RNA sequencing of the mouse ventrolateral subdivision of the ventromedial hypothalamus, revealed some transcriptomic types exhibiting differential expressions in males and females, providing the first evidence of the existence of sex specific neurons in the mammalian CNS (<xref ref-type="bibr" rid="B64">Kim et al., 2019</xref>). In addition, it has also been suggested that genetic, epigenetic and environmental factors all have impacts on sex differences in social behavior (<xref ref-type="bibr" rid="B81">Manuck et al., 2000</xref>; <xref ref-type="bibr" rid="B47">Hammock and Young, 2004</xref>; <xref ref-type="bibr" rid="B117">Shepard et al., 2009</xref>; <xref ref-type="bibr" rid="B3">Aspe-Sanchez et al., 2015</xref>; <xref ref-type="bibr" rid="B25">Dumais and Veenema, 2016</xref>).</p>
<p>Epigenetics refers to changes in gene expression in the absence of alterations of the genome sequence (<xref ref-type="bibr" rid="B84">McCarthy et al., 2009</xref>). Primary mechanisms of epigenetic regulation include DNA methylation and demethylation, histone modifications, and non-coding RNAs known as microRNAs [for reviews, please see (<xref ref-type="bibr" rid="B99">Peters and Schubeler, 2005</xref>; <xref ref-type="bibr" rid="B65">Klose and Zhang, 2007</xref>; <xref ref-type="bibr" rid="B76">Li et al., 2007</xref>; <xref ref-type="bibr" rid="B6">Bannister and Kouzarides, 2011</xref>; <xref ref-type="bibr" rid="B44">Ha and Kim, 2014</xref>)]. These mechanisms are important for regulations of transcription profiles and non-coding RNA expression, whose disruptions have significant impacts on cellular functions and therefore lead to diseases (<xref ref-type="bibr" rid="B102">Portela and Esteller, 2010</xref>). Recent breakthroughs demonstrated that stress-induced epigenetic modifications not only have been implicated in the development of MDD (<xref ref-type="bibr" rid="B129">van der Doelen et al., 2014</xref>; <xref ref-type="bibr" rid="B56">Jawahar et al., 2015</xref>), but have also been reported to be transmitted across generations (<xref ref-type="bibr" rid="B35">Franklin et al., 2010</xref>; <xref ref-type="bibr" rid="B24">Dietz et al., 2011</xref>; <xref ref-type="bibr" rid="B36">Gapp et al., 2014</xref>, <xref ref-type="bibr" rid="B37">2020</xref>; <xref ref-type="bibr" rid="B119">Short et al., 2016</xref>; <xref ref-type="bibr" rid="B98">Pang et al., 2017</xref>; <xref ref-type="bibr" rid="B57">Jawaid et al., 2018</xref>; <xref ref-type="bibr" rid="B22">Cunningham et al., 2021</xref>).</p>
</sec>
<sec id="S3">
<title>Epigenetic Regulation and Sex Differences in Animal Models of Major Depressive Disorder Relevant to Social Behavior</title>
<p>Studies in rodent models of depression have revealed that specific depressive behaviors relate to specific dysfunctions of neural mechanisms (<xref ref-type="bibr" rid="B141">Yoon et al., 2014</xref>). It is also suggested that different causes of one&#x2019;s depression, such as different early life traumas, could prompt variations of neural mechanistic issues (<xref ref-type="bibr" rid="B96">Pacak and Palkovits, 2001</xref>; <xref ref-type="bibr" rid="B38">Goldstein, 2010</xref>; <xref ref-type="bibr" rid="B121">Smith and Pollak, 2020</xref>). In light of these many possible mechanistic variations, it is not surprising that manifestations of depression can vary greatly between individuals. If we are to achieve a complete understanding of the mechanisms that underlie MDD, it will be necessary to consider not only epigenetic mechanisms, but also how they are modulated in different ways in different social contexts. To perform those investigations, researchers have developed a variety of animal models of depression. <xref ref-type="table" rid="T1">Table 1</xref> lists comparisons of studies on a variety of rodent models of depression. Here we focus on epigenetics studies in rodent models either exhibiting social deficits or implementing social stressors.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Comparisons of most epigenetics studies on rodent models and human MDD.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Model</td>
<td valign="top" align="left">Depression Expression and which test used</td>
<td valign="top" align="left">Social deficits Expressed</td>
<td valign="top" align="left">Sex Differences Found</td>
<td valign="top" align="left">If epigenetic influence found- single nuclei or homogenous analysis and which region(s)</td>
<td valign="top" align="left">References</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">(A) Chronic Social Defeat</td>
<td valign="top" align="left">1- Sociability 2- Sociability, SP, TS, EPM, AD 4- Sociability, EPM, FST 5- Sociability, OFT, EPM, FST, TS 6- Sociability 7- AD, FST 8- Sociability 9- Sociability, AD 10- Sociability, weight, food intake</td>
<td valign="top" align="left">1, 2, 4, 5, 6, 8, 9, 10,</td>
<td valign="top" align="left">2, 3, 6</td>
<td valign="top" align="left">1- homogenous (hippocampus and PFC) 3- single nuclei (ventromedial hypothalamus) 4-homogenous (PFC) 5-homogeous (NAc) 7- homogenous (NAc) 8- homogenous (genes) 9- homogenous (hippocampus) 10- homogenous (blood, hippocampus)</td>
<td valign="top" align="left">(1) <xref ref-type="bibr" rid="B80">Mallei et al., 2019</xref><break/>(2) <xref ref-type="bibr" rid="B55">Iniguez et al., 2018</xref><break/>(3) <xref ref-type="bibr" rid="B64">Kim et al., 2019</xref><break/>(4) <xref ref-type="bibr" rid="B106">Reshetnikov et al., 2021</xref><break/>(5) <xref ref-type="bibr" rid="B104">Qian et al., 2020</xref><break/>(6) <xref ref-type="bibr" rid="B77">Lin et al., 2021</xref><break/>(7) <xref ref-type="bibr" rid="B73">LaPlant et al., 2010</xref><break/>(8) <xref ref-type="bibr" rid="B28">Elliott et al., 2010</xref><break/>(9) <xref ref-type="bibr" rid="B125">Tsankova et al., 2006</xref><break/>(10) <xref ref-type="bibr" rid="B105">Razzoli et al., 2011</xref></td>
</tr>
<tr>
<td valign="top" align="left">(B) Chronic Variable/Mild/Unpredictable Stress</td>
<td valign="top" align="left">1- OFT, EPM, IA 2- ST, NSF, SP, FST, EPM, Locomotion, CORT 3- FSR 4- CORT, weight 5- FST, OFT, AD 6- AD 7- CORT, OFT, SP 8- SP, EPM, FST, OFT 9- OFT, FST 10- OFT, SP, CORT, AD 11- AD, SP</td>
<td valign="top" align="left">1, 4,</td>
<td valign="top" align="left">2, 3, 5, 6, 7, 8, 9, 10, 11</td>
<td valign="top" align="left">1-homogenous (hippocampus) 2- single-nuclei (NAc) 3- homogenous (NAc) 4- homogenous (hippocampus, PFC, paraventricular nucleus (PVN) 10- homogenous (hippocampus) 11- homogenous (orbitofrontal coretx, hippocampus)</td>
<td valign="top" align="left">(1) <xref ref-type="bibr" rid="B130">Viana Borges et al., 2019</xref><break/>(2) <xref ref-type="bibr" rid="B52">Hodes et al., 2015</xref><break/>(3) <xref ref-type="bibr" rid="B72">LaPlant et al., 2009</xref><break/>(4) <xref ref-type="bibr" rid="B139">Witzmann et al., 2012</xref><break/>(5) <xref ref-type="bibr" rid="B108">Rincon-Cortes and Grace, 2017</xref><break/>(6) <xref ref-type="bibr" rid="B27">Elakovic et al., 2011</xref><break/>(7) <xref ref-type="bibr" rid="B79">Lu et al., 2015</xref><break/>(8) <xref ref-type="bibr" rid="B111">Sachs et al., 2014</xref><break/>(9) <xref ref-type="bibr" rid="B118">Shepard et al., 2016</xref><break/>(10) <xref ref-type="bibr" rid="B140">Xing et al., 2013</xref><break/>(11) <xref ref-type="bibr" rid="B100">Pitychoutis et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">(C) Early Life Stress</td>
<td valign="top" align="left">1- Sociability, OFT, FST 2- Addiction 3- OFT, SP, EPM, FST 4- FST 5- OFT, EPM, FST, CFP 7- OFT, FST, AD 8- FST, OFT, EPM, CORT</td>
<td valign="top" align="left">1, 2, 5, 6, 7,</td>
<td valign="top" align="left">1, 2, 3, 5, 6, 8</td>
<td valign="top" align="left">1- homogenous (NAc) 2-homogenous (PFC, NAc, ventral tegmental area, mA) 3-homogenous (NAc) 4-homogenous (hippocampus) 5- homogenous (hippocampus) 6-single-nuclei (striatum, NAc, amygdala, hippocampus) 7-homogenous (ventral hippocampus)</td>
<td valign="top" align="left">(1) <xref ref-type="bibr" rid="B67">Kronman et al., 2021</xref><break/>(2) <xref ref-type="bibr" rid="B132">Walker et al., 2021</xref><break/>(3) <xref ref-type="bibr" rid="B75">Lei et al., 2020</xref><break/>(4) <xref ref-type="bibr" rid="B116">Seo et al., 2020</xref><break/>(5) <xref ref-type="bibr" rid="B124">Sun et al., 2021</xref><break/>(6) <xref ref-type="bibr" rid="B14">Catale et al., 2020</xref><break/>(7) <xref ref-type="bibr" rid="B15">Chang et al., 2020</xref><break/>(8) <xref ref-type="bibr" rid="B12">Brummelte et al., 2012</xref></td>
</tr>
<tr>
<td valign="top" align="left">(D) Flinder Line</td>
<td valign="top" align="left">1- FST, AD</td>
<td valign="top" align="left">1</td>
<td valign="top" align="justify"/>
<td valign="top" align="left">1-single nuclei (hippocampus and PFC)</td>
<td valign="top" align="left">(1) <xref ref-type="bibr" rid="B82">Marchetti et al., 2020</xref></td>
</tr>
<tr>
<td valign="top" align="left">(E) Human MDD</td>
<td valign="top" align="left">1- Suicide, proxy-based interviews 2- GSK-HiTDiP 3- MADRS-S, DAWBA depression band, SUAS 4- ST, NSF, SP, FST, OFT, EPM 5- PSS, AD 6- Suicide 7- ST, NSF, SP, FST, OFT, EPM 8- ACE 9- CECA, Suicide 10- Suicide 11- Suicide 12- Suicide 13- DNHS 14- Suicide, proxy-based interviews 15- Suicide, proxy-based interviews 16- Suicide, CECA 17- Suicide, proxy-based interviews 18- HAM-D 19- Suicide 20- Suicide, MDD 21- Suicide, MDD</td>
<td valign="top" align="left">4, 8</td>
<td valign="top" align="left">7</td>
<td valign="top" align="left">1-single nuclei (dorsolateral PFC) 2-homogenous (blood) 3- homogenous (hippocampus) 4-single nuclei (mPFC, NAc) 5-homogenous (saliva) 6-homogenous (FCx and hippocampus) 7-homogenous (ventromedial PFC, dorsolateral PFC, anterior insula, NAc, ventral subiculum) 8- homogenous (sperm/egg) 9- homogenous (hippocmpus) 10- homogenous (hippocampus) 11- homogenous (orbitoPFC, subgenual cingulate gyrus) 12- homogenous (PFC) 13- homogenous (blood) 14- homogenous (PFC) 15- homogenous (hippocampus, GR) 16- homogenous (hippocampus, GR, cingulate cortex) 17- homogenous (hippocampus, PFC, blood) 18- homogenous (blood) 19- homogenous (middle temporal gyrus) 20- homogenous (orbital frontal cortex) 21- homogenous (frontal cortex, cerebellum)</td>
<td valign="top" align="left">(1) <xref ref-type="bibr" rid="B90">Nagy et al., 2020</xref><break/>(2) <xref ref-type="bibr" rid="B74">Leday et al., 2018</xref><break/>(3) <xref ref-type="bibr" rid="B18">Ciuculete et al., 2020</xref><break/>(4) <xref ref-type="bibr" rid="B113">Scarpa et al., 2020</xref><break/>(5) <xref ref-type="bibr" rid="B97">Palma-Gudiel et al., 2021</xref><break/>(6) (<xref ref-type="bibr" rid="B88">Misztak et al., 2020</xref>)<break/>(7) <xref ref-type="bibr" rid="B68">Labonte et al., 2017</xref><break/>(8) <xref ref-type="bibr" rid="B23">Dickson et al., 2018</xref><break/>(9) <xref ref-type="bibr" rid="B70">Labonte et al., 2012a</xref><break/>(10) <xref ref-type="bibr" rid="B69">Labonte et al., 2013</xref><break/>(11) <xref ref-type="bibr" rid="B89">Murthy and Gould, 2018</xref><break/>(12) <xref ref-type="bibr" rid="B114">Schneider et al., 2015</xref><break/>(13) <xref ref-type="bibr" rid="B127">Uddin et al., 2010</xref><break/>(14) <xref ref-type="bibr" rid="B91">Nagy et al., 2015</xref><break/>(15) <xref ref-type="bibr" rid="B85">McGowan et al., 2008</xref><break/>(16) <xref ref-type="bibr" rid="B71">Labonte et al., 2012b</xref><break/>(17) <xref ref-type="bibr" rid="B17">Chen et al., 2011</xref><break/>(18) <xref ref-type="bibr" rid="B78">Lopez et al., 2013</xref><break/>(19) <xref ref-type="bibr" rid="B4">Aston et al., 2005</xref><break/>(20) <xref ref-type="bibr" rid="B30">Ernst et al., 2009a</xref><break/>(21) <xref ref-type="bibr" rid="B31">Ernst et al., 2009b</xref></td>
</tr>
<tr>
<td valign="top" align="justify"/>
<td valign="top" align="left">22- Suicide, MDD, CECA 23- Suicide. MDD 24- Suicide</td>
<td valign="top" align="justify"/>
<td valign="top" align="justify"/>
<td valign="top" align="left">22-homogenous (cerebellum, hippocampus) 23- homogenous (PFC) 24- homogenous (frontopolar cortex, amygdala, PVN)</td>
<td valign="top" align="left">(22) <xref ref-type="bibr" rid="B85">McGowan et al., 2008</xref><break/>(23) <xref ref-type="bibr" rid="B33">Fiori and Turecki, 2010</xref><break/>(24) <xref ref-type="bibr" rid="B103">Poulter et al., 2008</xref></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>&#x002A;Forced Swim Test = FST; Sucrose Preference = SP; Tail Suspension = TS; Restraint Stress = RS; Splash Test = ST; Novelty suppressed feeding = NSF; Open Field Test = OFT; Elevated Plus Maze = EPM; Anti-depressant treatment = AD; Inhibitory Avoidance = IA; Contextual Fear Paradigm = CFP; ACE questionnaire = ACE; Perceived Stress Scale = PSS; Suicide Assessment Scale = SUAS; Montgomery-&#x00C5;sberg Depression Rating Scale-Self = MADRS-S; Development and Well-Being Assessment = DAWBA; GlaxoSmithKline-High-Throughput Disease-specific target Identification Program = GSK-HiTDiP; Cortisol levels = CORT; Childhood Experience of Care and Abuse interviews = CECA; Detroit Neighborhood Health Study = DNHS; Hamilton Rating Scale of Depression = HAM-D; Professional MDD diagnosis = MDD.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="S3.SS1">
<title>Chronic Social Defeat Stress Model</title>
<p>The Chronic Social Defeat Stress (CSDS) paradigm induces a range of depression-like behaviors in male mice including social withdrawal, anxiety, helplessness, anhedonia, memory deficits and decreased locomotion (<xref ref-type="bibr" rid="B5">Avitsur et al., 2001</xref>; <xref ref-type="bibr" rid="B101">Planchez et al., 2019</xref>). Several observations emerged with epigenetic studies in the CSDS paradigm. A selective reduction of brain derived neurotrophic factor (BDNF-6) transcript in the hippocampus and an increase of BDNF-4 transcript in the prefrontal cortex (PFC) were found in susceptible males (<xref ref-type="bibr" rid="B80">Mallei et al., 2019</xref>). Moreover, enzymes important for epigenetic modifications were also changed in susceptible males. For example, g9a mRNA was reduced in the hippocampus (<xref ref-type="bibr" rid="B80">Mallei et al., 2019</xref>); HDAC5 and DNMT3a mRNA levels were reduced in the PFC (<xref ref-type="bibr" rid="B80">Mallei et al., 2019</xref>); expression of HDAC7 was reduced in the nucleus accumbens (NAc) (<xref ref-type="bibr" rid="B104">Qian et al., 2020</xref>). Thus, the CSDS model affords an opportunity to discern the relationship between specific epigenetic mechanisms and the emergence and progression of depressive phenotypes.</p>
<p>One shortcoming of the CSDS model is the difficulty to find a suitable intimidator to implement CSDS on female mice, because of their generally docile behavior toward one another (<xref ref-type="bibr" rid="B7">Beery and Zucker, 2011</xref>). Additionally, females are more susceptible to develop depression-like behaviors from psychosocial stress than physical intimidation (<xref ref-type="bibr" rid="B45">Haller et al., 1999</xref>; <xref ref-type="bibr" rid="B62">Kessler, 2003</xref>). Recently, a paradigm known as vicarious chronic social defeat stress (vCSDS) was developed to induce depression-like behaviors solely using psychological stress. It was reported that vCSDS triggered significant decreases in sociability, bodyweight and sucrose preference, increased helplessness and higher levels of blood corticosterone in both male and female mice compared to controls (<xref ref-type="bibr" rid="B134">Warren et al., 2013</xref>; <xref ref-type="bibr" rid="B55">Iniguez et al., 2018</xref>). Interestingly, there were also sexual dimorphisms in response to vCSDS such that no significant anxiolytic response was induced in females yet was evident in males (<xref ref-type="bibr" rid="B134">Warren et al., 2013</xref>; <xref ref-type="bibr" rid="B55">Iniguez et al., 2018</xref>). Therefore, vCSDS model provides a practical way for researchers to investigate sex differences in epigenetic modifications associated with the adverse social conditions.</p>
</sec>
<sec id="S3.SS2">
<title>Chronic Variable Stress Model</title>
<p>Chronic variable stress (CVS) is a paradigm commonly used to induce long-term stress related mood disorders including depression (<xref ref-type="bibr" rid="B21">Cotella et al., 2019</xref>). Chronic variable stress procedure can lead to decreases in appetite, abnormalities in circadian rhythm cycle, elevations in corticosterone and adrenal levels along with decreases in sucrose preference (<xref ref-type="bibr" rid="B48">Herzog et al., 2009</xref>; <xref ref-type="bibr" rid="B101">Planchez et al., 2019</xref>). This paradigm uses a multitude of stress-inducing methods over time to reveal stress vulnerabilities in male and female rodents (<xref ref-type="bibr" rid="B123">Strekalova et al., 2011</xref>). It seems easier for the CVS paradigm to induce behavioral changes from females than males (<xref ref-type="bibr" rid="B11">Borrow et al., 2018</xref>). Other variations of the CVS model include the chronic mild stress model (CMS) (<xref ref-type="bibr" rid="B138">Willner, 2017</xref>), as well as unpredictable variable stress models (<xref ref-type="bibr" rid="B61">Kessler, 1997</xref>; <xref ref-type="bibr" rid="B60">Kendler et al., 1999</xref>).</p>
<p>In general, social deficits are hard to recapitulate within CVS paradigms without the combination of social stressors (<xref ref-type="bibr" rid="B139">Witzmann et al., 2012</xref>; <xref ref-type="bibr" rid="B130">Viana Borges et al., 2019</xref>). Some researchers have adopted the use of combinatorial stress paradigms known as chronic social instability within CVS (<xref ref-type="bibr" rid="B45">Haller et al., 1999</xref>; <xref ref-type="bibr" rid="B40">Goni-Balentziaga et al., 2018</xref>). A recent epigenetic study using a combination of social isolation and unpredictable CMS revealed significantly increased HDAC5 expression, decreased H3K9 and H4K12 acetylation, and reduced BDNF levels in the hippocampus leading to impaired long-term memory (<xref ref-type="bibr" rid="B130">Viana Borges et al., 2019</xref>). Nevertheless, CVS model alone is a good tool to study sex differences in epigenetic modifications corresponding to depression-like behaviors other than social deficits.</p>
</sec>
<sec id="S3.SS3">
<title>Ealy Life Stress Model</title>
<p>Ealy Life Stress (ELS) model attempts to replicate traumatic stress from early life experiences (<xref ref-type="bibr" rid="B89">Murthy and Gould, 2018</xref>). Early life adversity may induce drastic and long-lasting epigenetic modifications in key regulatory genes of stress response (<xref ref-type="bibr" rid="B95">Nusslock and Miller, 2016</xref>; <xref ref-type="bibr" rid="B92">Nelson et al., 2017</xref>). A typically used ELS model is the postnatal maternal separation paradigm (<xref ref-type="bibr" rid="B94">Newport et al., 2002</xref>; <xref ref-type="bibr" rid="B87">Millstein and Holmes, 2007</xref>; <xref ref-type="bibr" rid="B2">Anier et al., 2014</xref>). Maternal separation can induce gene transcription changes during neurological development, leading to disturbances in cognition, learning, and emotion (<xref ref-type="bibr" rid="B131">Vranceanu et al., 2007</xref>; <xref ref-type="bibr" rid="B126">Tyrka et al., 2009</xref>). Moreover, maternal separation also has long-term effects into adulthood, such as increased susceptibility to stress, anxiety, depression and impaired spatial navigation learning (<xref ref-type="bibr" rid="B41">Gross et al., 2012</xref>). A study focusing on the long-term effects from maternal separation found that young adult and middle-aged mice exhibited decreases in glucocorticoid receptor (GR) expression, increases in HDAC5 levels and decreased histone acetylation in the hippocampus. The extent of these changes were greater in middle-aged mice than young adult mice, indicating that these epigenetic changes are long-lasting (<xref ref-type="bibr" rid="B116">Seo et al., 2020</xref>). Rodents subjected to more intense maternal separation exhibited more significant behavior changes in anxiety, depression and contextual fear memory, correlated with more diminished BDNF mRNA and protein levels, decreased H3K9 acetylation and increased HDAC2 levels in the hippocampus (<xref ref-type="bibr" rid="B124">Sun et al., 2021</xref>). Mice subjected to postnatal maternal separation and then CSDS in adulthood displayed increased susceptibility to CSDS, along with trimethylation of the 4th lysine residue of histone H3 (H3K4me3) in the PFC (<xref ref-type="bibr" rid="B106">Reshetnikov et al., 2021</xref>), and dimethylation of lysine 79 of histone H3 (H3K79me2) in the NAc (<xref ref-type="bibr" rid="B67">Kronman et al., 2021</xref>).</p>
<p>Other paradigms used in the ELS model include early social isolation (ESI) paradigm- where each pup is singly housed, and the early social stress paradigm (ESS) paradigm- where each pup is housed with an adult male CD-1 aggressor mouse. Comparisons of ESI and ESS on epigenetic reprogramming concluded that different stressful early life experiences engendered different impacts on DNA methylation levels in specific brain regions. Particularly, ESI induced more drastic effects on DNA methyltransferases and caused significantly reduced expression levels of Dnmt1, Dnmt3a, and Dnmt3b (<xref ref-type="bibr" rid="B14">Catale et al., 2020</xref>). Besides DNA methylation and histone modification, microRNAs also contribute to epigenetic modifications in ELS model. For example, overexpression of microRNA-206 in sensory neurons reduces BDNF expression in cell bodies and axons (<xref ref-type="bibr" rid="B120">Shrestha et al., 2019</xref>). Another study utilizing ESI in male mice found that ESI susceptible mice had elevated levels of microRNA-206 and reduced BDNF mRNA in the ventral hippocampus compared to controls (<xref ref-type="bibr" rid="B15">Chang et al., 2020</xref>).</p>
<p>Recently, it was found that prenatal stress on offspring triggered more display of anxiety-like behaviors in females and more depression-like behaviors in males. These behavioral differences are correlated with sexually different methylation patterns on the promotor region of GR genes, levels of DNA methyltransferases (Dnmt1 and Dnmt3a), and DNA demethylase (Tet methylcytosine dioxygenase 2) (<xref ref-type="bibr" rid="B75">Lei et al., 2020</xref>). In general, ELS models recapitulate social deficits induced by early life adversity and are good models to investigate sex differences in epigenetic modifications in MDD.</p>
</sec>
</sec>
<sec id="S4">
<title>Epigenetic Regulation and Sex Differences in Human Studies of Major Depressive Disorder</title>
<p>Studies in epigenetic modifications of human MDD have recently begun to grow, but investigations into sex differences are still rare. Recent studies have found sexually different methylation patterns in the dorsolateral PFC of late-life depression (<xref ref-type="bibr" rid="B53">Huls et al., 2020</xref>). Ealy life stress studies have revealed sex differences in methylation changes at the promoter of <italic>NR3C1</italic> and the regulatory region of the <italic>FKBP5</italic> locus (<xref ref-type="bibr" rid="B49">Hill et al., 2019</xref>; <xref ref-type="bibr" rid="B137">Wiechmann et al., 2019</xref>). Another study discovered a significant sex difference in methylation of the promoter of oxytocin gene in MDD patients (<xref ref-type="bibr" rid="B112">Sanwald et al., 2020</xref>). Transcriptional studies have also shown sex-specific transcriptional signatures in human MDD which might be due to epigenetic modifications. For example, <xref ref-type="bibr" rid="B68">Labonte et al. (2017)</xref> explored the differential expression and weighted gene coexpression network analyses between male and female MDD patients across the ventromedial and dorsolateral PFC, the anterior insula, NAc, and the ventral subiculum then compared the results with CVS mouse profiles (<xref ref-type="bibr" rid="B68">Labonte et al., 2017</xref>). They were able to identify sex-specific gene coexpression modules significantly associated with MDD and hub genes that carry important functional roles such as <italic>DUSP6</italic> downregulation in females and <italic>EMX1</italic> overexpression in males (<xref ref-type="bibr" rid="B68">Labonte et al., 2017</xref>).</p>
<p>MDD may arise in part from the differential expressions and actions of the same gene across brain regions. <xref ref-type="bibr" rid="B18">Ciuculete et al. (2020)</xref> discovered higher methylation levels within the hepatocyte growth factor receptor (<italic>MET</italic>) gene associated with higher depression scores and susceptibility for suicidal symptoms, along with an inverse relationship to mRNA levels of both hepatocyte growth factor (HGF) expression and MET expression in the hippocampus (<xref ref-type="bibr" rid="B18">Ciuculete et al., 2020</xref>). <xref ref-type="bibr" rid="B88">Misztak et al. (2020)</xref> discovered significant decreases in H3K9/14ac expression, BDNF protein levels and p-S421-MeCP2/MeCP2 protein ratio in both the frontal cortex (FCx) and hippocampus, along with significant increases in HDAC3 protein levels and H3K27me2 expression in both the FCx and hippocampus, as well as increases in Sin3a in the hippocampus in suicide victims (<xref ref-type="bibr" rid="B88">Misztak et al., 2020</xref>). This suggests that the lowered BDNF protein levels in suicide victims were most likely due to decreases in histone acetylation and increased levels of factors related to deacetylation and methylation along with MeCP2 factor which may act bidirectionally (<xref ref-type="bibr" rid="B88">Misztak et al., 2020</xref>).</p>
<p>Importantly, systematic comparisons in transcriptional profiles between human MDD and three different mouse models, including CVS, social isolation and CSDS, observed the shared transcriptional signatures between human and mouse models in two brain regions, the medial PFC and NAc (<xref ref-type="bibr" rid="B113">Scarpa et al., 2020</xref>). Specifically, CVS and social isolation each replicated &#x223C;20% of the transcriptional changes in humans MDD in the PFC and NAc whereas, CSDS recapitulated &#x223C;4% changes in gene expression. These results not only reveal significant overlaps in human MDD and mouse models, but also highlight different mouse models recapturing distinct aspects of human MDD.</p>
<p>Interestingly, a recent study investigating transgenerational epigenetic changes of depressive disorders associated reductions in microRNA-449 and microRNA-34 in sperm of both men and mice exposed to chronic ESI (<xref ref-type="bibr" rid="B23">Dickson et al., 2018</xref>). These microRNA deficits persisting in sperm promoted anxiety and social deficits in their offspring across generations (<xref ref-type="bibr" rid="B23">Dickson et al., 2018</xref>). This study supports the notion that epigenetic mechanism controls gene expression in a heritable way.</p>
<p>Most transcriptional and epigenic studies in human MDD use bulk homogenates of tissues, concealing potentially distinct changes in gene expression from individual cell types. Advanced examination using single-nucleus RNA-sequencing (snRNA-seq) on transcriptomics of the dorsolateral PFC in MDD patients, identified 26 cellular clusters of which, 60% revealed differential gene expression from controls, with the greatest dysregulation found in deep layer excitatory neurons and immature oligodendrocyte precursor cells associated with altered expression of <italic>PRNP</italic> and <italic>KAZN</italic> genes (<xref ref-type="bibr" rid="B90">Nagy et al., 2020</xref>). These results highlight the importance of exploring cell-type specific mechanisms in the development of MDD.</p>
</sec>
<sec id="S5">
<title>Conclusion and Future Directions</title>
<p>It is evident that current pharmacological treatments cause widespread/non-specific side effects in many MDD patients, and patient testimonials suggest these effects do not bring them back to a baseline of normalcy or bring stability of mind (<xref ref-type="bibr" rid="B133">Wang et al., 2018</xref>). Limited efficacy and tremendous side effects of existing treatments should compel the scientific community to develop better targeted and individualized interventions.</p>
<p>Two obstacles in exploring pathogenic mechanisms of MDD are the extremely broad clinical manifestations and the unique individual etiological triggers. Epigenetics is an exciting approach to bridge environments, genes and behaviors, as it investigates environmental influences on gene expressions that may produce individual and sex-based discrepancies in behavior (<xref ref-type="bibr" rid="B136">West and Greenberg, 2011</xref>).</p>
<p>Human epigenetic studies are rapidly expanding. However, most studies explore general epigenetic abnormalities in MDD, lacking the sexual and behavioral specificity. Various rodent models provide powerful tools to ameliorate specific aspects of different depression-like phenotypes (<xref ref-type="bibr" rid="B14">Catale et al., 2020</xref>; <xref ref-type="bibr" rid="B15">Chang et al., 2020</xref>; <xref ref-type="bibr" rid="B75">Lei et al., 2020</xref>; <xref ref-type="bibr" rid="B67">Kronman et al., 2021</xref>). For example, social deficits in MDD are easily and superiorly recapitulated in the ELS models with maternal separation and social isolation paradigms. ELS, as well as, CSDS/vCSDS models, have great potential to reveal sex differences within the epigenetic and behavioral responses to stress.</p>
<p>Major depressive disorder (MDD) research has only begun transitioning to explore the underlying mechanisms for evident sexual dimorphisms in MDD. With the rapid maturation and increasing commercial availability for new techniques such as snRNA-seq, future research hopefully will reveal epigenetic machinery toward accurate understanding of the sexual dimorphic and specific aspects of behavioral deficits in MDD.</p>
<p>This table compiles results from most epigenetics studies on rodent models and human MDD. In this table, we endeavor to show the progress seen in recent decades from early research that only included male subjects transitioning into exploring the sexually different epigenetic modifications. <bold>(A)</bold> Chronic social defeat stress and vicarious chronic social defeat stress is a model in which subjected rodents are repeatedly physically defeated by a larger, more aggressive strain or repeatedly view the physical defeat of another rodent of the same strain via a larger, more aggressive strain for psychosocial stress. <bold>(B)</bold> The chronic variable stress model utilizes a variety of stressors in order to stress subjects in order to express depressive phenotypes. Given the selection of stressors, researchers attempt to express specific depressive phenotypes such as social deficits. Articles utilizing social stressors are in blue. <bold>(C)</bold> The early life stress model has been the most popular model for MDD from our findings. The early life stress model administers one of various stressors, the most common being maternal separation before weaning is supposed to occur. Some of these stressors can be administered to the dam before the birth of her litter. This model has provided the most robust depressive phenotypes as of recent and can reliably express the social deficit phenotypes when social paradigms are used that are seen in MDD. <bold>(D)</bold> The FSL model is a line of rodents that physiologically express many neural dysfunctions as well as some behavioral dysfunctions seen in MDD like decreased serotonin synthesis, reduced BDNF expression and anxious social interactions. <bold>(E)</bold> Human MDD study utilizes the post-mortem tissues of MDD patients. Most cases do not explore the specific stress phenotypes that patients experienced because testimonial accounts are limited and thus, it is hard to study MDD associated stressful behaviors associated with mechanistic and genetic influences.</p>
</sec>
<sec id="S6">
<title>Author Contributions</title>
<p>BC, JP, and YL contributed to the preparation of the manuscript. BC and YL wrote the manuscript. JP, SP-W, and YL edited the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="S7">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="S8">
<title>Funding</title>
<p>This work was supported by grants from the National Institutes of Health (NIH) 5P20GM121310.</p>
</sec>
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