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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Neurosci.</journal-id>
<journal-title>Frontiers in Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-453X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnins.2017.00571</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Neuroscience</subject>
<subj-group>
<subject>Hypothesis and Theory</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Pattern Separation: A Potential Marker of Impaired Hippocampal Adult Neurogenesis in Major Depressive Disorder</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Gandy</surname> <given-names>Kellen</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/445648/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kim</surname> <given-names>Sohye</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="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/102489/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sharp</surname> <given-names>Carla</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Dindo</surname> <given-names>Lilian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Maletic-Savatic</surname> <given-names>Mirjana</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="author-notes" rid="fn001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/463434/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Calarge</surname> <given-names>Chadi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="author-notes" rid="fn002"><sup>&#x0002A;</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine</institution>, <addr-line>Houston, TX</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Obstetrics and Gynecology, Baylor College of Medicine and Center for Reproductive Psychiatry, Pavilion for Women, Texas Children&#x00027;s Hospital</institution>, <addr-line>Houston, TX</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Pediatrics, Baylor College of Medicine, Texas Children&#x00027;s Hospital</institution>, <addr-line>Houston, TX</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Psychology, University of Houston</institution>, <addr-line>Houston, TX</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Dan and Jan Duncan Neurological Research Institute at Texas Children&#x00027;s Hospital</institution>, <addr-line>Houston, TX</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Jo&#x000E3;o O. Malva, University of Coimbra, Portugal</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Muriel Koehl, Institut National de la Sant&#x000E9; et de la Recherche M&#x000E9;dicale, France; Jos&#x000E9; Luis Trejo, Consejo Superior de Investigaciones Cient&#x000ED;ficas (CSIC), Spain</p></fn>
<fn fn-type="corresp" id="fn001"><p>&#x0002A;Correspondence: Mirjana Maletic-Savatic <email>maletics&#x00040;bcm.edu</email></p></fn>
<fn fn-type="corresp" id="fn002"><p>Chadi Calarge <email>chadi.calarge&#x00040;bcm.edu</email></p></fn>
<fn fn-type="other" id="fn003"><p>This article was submitted to Neurogenesis, a section of the journal Frontiers in Neuroscience</p></fn></author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>10</month>
<year>2017</year>
</pub-date>
<pub-date pub-type="collection">
<year>2017</year>
</pub-date>
<volume>11</volume>
<elocation-id>571</elocation-id>
<history>
<date date-type="received">
<day>17</day>
<month>07</month>
<year>2017</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>09</month>
<year>2017</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2017 Gandy, Kim, Sharp, Dindo, Maletic-Savatic and Calarge.</copyright-statement>
<copyright-year>2017</copyright-year>
<copyright-holder>Gandy, Kim, Sharp, Dindo, Maletic-Savatic and Calarge</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) or licensor 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>Adult neurogenesis involves the generation of new neurons, particularly in the dentate gyrus of the hippocampus. Decreased hippocampal neurogenesis has been implicated in both animal models of depression and in patients with major depressive disorder (MDD), despite some inconsistency in the literature. Here, we build upon current models to generate a new testable hypothesis, linking impaired neurogenesis to downstream psychological outcomes commonly observed in MDD. We contend that disruption in adult neurogenesis impairs pattern separation, a hippocampus-dependent function requiring the careful discrimination and storage of highly similar, but not identical, sensory inputs. This, in turn, can affect downstream processing and response selection, of relevance to emotional wellbeing. Specifically, disrupted pattern separation leads to misperceived stimuli (i.e., stimulus confusion), triggering the selection and deployment of established responses inappropriate for the actual stimuli. We speculate that this may be akin to activation of automatic thoughts, described in the Cognitive Behavior Theory of MDD. Similarly, this impaired ability to discriminate information at a fundamental sensory processing level (e.g., impaired pattern separation) could underlie impaired psychological flexibility, a core component of Acceptance and Commitment Therapy of MDD. We propose that research is needed to test this model by examining the relationship between cognitive functioning (e.g., pattern separation ability), psychological processes (e.g., perseveration and psychological inflexibility), and neurogenesis, taking advantage of emerging magnetic resonance spectroscopy-based imaging that measures neurogenesis <italic>in-vivo</italic>.</p></abstract>
<kwd-group>
<kwd>neurogenesis</kwd>
<kwd>pattern separation</kwd>
<kwd>major depressive disorder</kwd>
<kwd>dentate gyrus</kwd>
<kwd>RDoC matrix</kwd>
<kwd>psychological inflexibility</kwd>
<kwd>emotional dysfunction</kwd>
</kwd-group>
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<fig-count count="0"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="143"/>
<page-count count="9"/>
<word-count count="8340"/>
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</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Major depressive disorder (MDD) is characterized by a triad of mood, neuro-vegetative, and cognitive symptoms (American Psychiatric Association, <xref ref-type="bibr" rid="B3">2013</xref>). MDD is most prevalent among young adults (18&#x02013;25 years old), particularly women, and is the second leading cause of disability worldwide (National Survey on Drug Use Health, <xref ref-type="bibr" rid="B92">2015</xref>). Despite significant progress over the last few decades, treatment efficacy remains sub-optimal for the majority of patients with MDD (National Institute of Mental Health, <xref ref-type="bibr" rid="B91">2015</xref>). Moreover, research has yet to fully elucidate the underlying pathophysiology. This may not be surprising, given the complexity and clinical heterogeneity of MDD.</p>
<p>In this paper, we build upon current models (Hanson et al., <xref ref-type="bibr" rid="B49">2011</xref>; Shelton and Kirwan, <xref ref-type="bibr" rid="B110">2013</xref>; Hill et al., <xref ref-type="bibr" rid="B51">2015</xref>; Lucassen et al., <xref ref-type="bibr" rid="B77">2015</xref>; Miller and Hen, <xref ref-type="bibr" rid="B86">2015</xref>; Yun et al., <xref ref-type="bibr" rid="B143">2016</xref>) to propose that reduced adult neurogenesis in the dentate gyrus of the hippocampus causes deficits in pattern separation and downstream impairment in information processing. This, in turn, contributes to MDD presentation, at least in a subgroup of patients. We begin by reviewing the nascent literature on hippocampal neurogenesis in MDD. We then link neurogenesis and pattern separation in the context of MDD, and complete the review with a speculation regarding the potential downstream impairment in information processing contributing to cognitive patterns characteristic of patients with MDD.</p>
</sec>
<sec id="s2">
<title>Hippocampal neurogenesis and MDD</title>
<p>Neurogenesis involves generating new, functional neurons. As such, it has traditionally been thought to occur only during embryogenesis and the perinatal stages of the mammalian nervous system development. However, over the past two decades, research has firmly established that newborn neurons are generated in two germinal zones of the postnatal and adult brain of rodents as well as primates, including humans: the subgranular zone of the dentate gyrus of the hippocampus (Altman, <xref ref-type="bibr" rid="B2">1962</xref>; Palmer et al., <xref ref-type="bibr" rid="B93">1997</xref>; Eriksson et al., <xref ref-type="bibr" rid="B39">1998</xref>; Knoth et al., <xref ref-type="bibr" rid="B66">2010</xref>; Miller et al., <xref ref-type="bibr" rid="B87">2013</xref>) and the subventricular zone of the lateral ventricles (Morshead et al., <xref ref-type="bibr" rid="B89">1994</xref>; Doetsch et al., <xref ref-type="bibr" rid="B34">1997</xref>; Quinones-Hinojosa et al., <xref ref-type="bibr" rid="B99">2006</xref>; Bergmann et al., <xref ref-type="bibr" rid="B7">2012</xref>; Curtis et al., <xref ref-type="bibr" rid="B24">2012</xref>). Adult-generated neurons form synaptic connections and integrate into the local circuitry. In the dentate gyrus, it is estimated that about 9,000 newborn neurons are generated daily in the adult rat, replacing about 40% of the structure over the life-span (Snyder and Cameron, <xref ref-type="bibr" rid="B113">2012</xref>). In humans, carbon-dating estimated that about 700 newborn neurons are added to the hippocampal adult circuitry daily, replacing about 30% of the structure over the life-span (Spalding et al., <xref ref-type="bibr" rid="B116">2013</xref>). These data indicate that the number of new neurons incorporated into the hippocampal circuitry in the adult brain is likely to be large enough to affect hippocampal function both in rodents and in humans. Importantly, based on animal studies, these new neurons participate in the modulation and refinement of established neuronal circuitry, affecting both regional physiology and the functional connectivity of more distant brain regions, such as the prefrontal cortex, amygdala, and other structures within the limbic system (van Praag et al., <xref ref-type="bibr" rid="B128">2002</xref>; Ramirez-Amaya et al., <xref ref-type="bibr" rid="B100">2006</xref>; Toni et al., <xref ref-type="bibr" rid="B125">2007</xref>, <xref ref-type="bibr" rid="B124">2008</xref>; Vivar et al., <xref ref-type="bibr" rid="B131">2012</xref>; Vivar and van Praag, <xref ref-type="bibr" rid="B132">2013</xref>). The integration of these new neurons into the hippocampal circuitry suggests an important role for adult neurogenesis in hippocampus-dependent functions. For instance, newly-generated neurons in the murine dentate gyrus contribute to the encoding of new memories (Farioli-Vecchioli et al., <xref ref-type="bibr" rid="B41">2008</xref>; Jessberger et al., <xref ref-type="bibr" rid="B58">2009</xref>), spatial learning (Snyder et al., <xref ref-type="bibr" rid="B114">2005</xref>; Dupret et al., <xref ref-type="bibr" rid="B37">2008</xref>; Clelland et al., <xref ref-type="bibr" rid="B21">2009</xref>), pattern separation (Sahay et al., <xref ref-type="bibr" rid="B103">2011a</xref>,<xref ref-type="bibr" rid="B104">b</xref>), affect regulation (Ibi et al., <xref ref-type="bibr" rid="B57">2008</xref>), and cognitive flexibility (Burghardt et al., <xref ref-type="bibr" rid="B15">2012</xref>), which, coincidentally, can all be affected in individuals diagnosed with MDD (Bremner et al., <xref ref-type="bibr" rid="B13">2004</xref>; Deveney and Deldin, <xref ref-type="bibr" rid="B33">2006</xref>; Gould et al., <xref ref-type="bibr" rid="B47">2007</xref>; Joormann and Gotlib, <xref ref-type="bibr" rid="B60">2010</xref>; Shelton and Kirwan, <xref ref-type="bibr" rid="B110">2013</xref>).</p>
<p>Dysregulated neurogenesis may contribute to MDD, anxiety and other neuropsychiatric disorders (Lucassen et al., <xref ref-type="bibr" rid="B77">2015</xref>). Due to the lack of precise animal models of MDD, studies utilize different stressors to induce depressive-like states. In rodents, both acute psychosocial stress (e.g., exposure to a social dominance paradigm, social instability or social isolation), as well as chronic stress reduce hippocampal neurogenesis (Thomas et al., <xref ref-type="bibr" rid="B123">2007</xref>; Brummelte and Galea, <xref ref-type="bibr" rid="B14">2010</xref>; Castilla-Ortega et al., <xref ref-type="bibr" rid="B18">2011</xref>; McCormick et al., <xref ref-type="bibr" rid="B84">2012</xref>). Similarly, social isolation-stress in primates decreases hippocampal neurogenesis and concurrently induces depressive and anxiety-like phenotypes, including anhedonia and self-defeating behavior (Perera et al., <xref ref-type="bibr" rid="B97">2011</xref>). Moreover, the lasting effects of chronic stress during early life include the inhibition of adult neurogenesis (Karten et al., <xref ref-type="bibr" rid="B61">2005</xref>; Korosi et al., <xref ref-type="bibr" rid="B68">2012</xref>), and potentiation of anxiety-like behaviors (de Andrade et al., <xref ref-type="bibr" rid="B30">2013</xref>). However, stress-related effects are dose-dependent, and a &#x0201C;short&#x0201D; exposure to &#x0201C;weaker&#x0201D; stressors may not affect hippocampal neurogenesis (Kempermann, <xref ref-type="bibr" rid="B62">2002</xref>).</p>
<p>While the debate on the association of MDD and hippocampal adult neurogenesis continues (Boldrini et al., <xref ref-type="bibr" rid="B12">2009</xref>, <xref ref-type="bibr" rid="B11">2013</xref>; Hayes et al., <xref ref-type="bibr" rid="B50">2013</xref>; Huang et al., <xref ref-type="bibr" rid="B55">2013</xref>; Wu et al., <xref ref-type="bibr" rid="B138">2014</xref>; Miller and Hen, <xref ref-type="bibr" rid="B86">2015</xref>), the most convincing data on this association comes from studies examining the impact of interventions with anti-depressant potential on neurogenesis. In fact, therapeutic interventions that promote mental well-being stimulate hippocampal neurogenesis. For instance, routine aerobic exercise reduces learned helplessness and depressive-like behaviors (i.e., sucrose preference, forced swim test, etc.) in animals (Binder et al., <xref ref-type="bibr" rid="B9">2004</xref>; Yau et al., <xref ref-type="bibr" rid="B140">2011</xref>; Liu et al., <xref ref-type="bibr" rid="B76">2013</xref>), endogenous corticosterone (Starzec et al., <xref ref-type="bibr" rid="B118">1983</xref>), stress-mediated responses from the hypothalamic-pituitary-adrenal (HPA) axis (Luger et al., <xref ref-type="bibr" rid="B78">1987</xref>; Campeau et al., <xref ref-type="bibr" rid="B17">2010</xref>), and also promotes neurogenesis in the dentate gyrus (van Praag et al., <xref ref-type="bibr" rid="B127">1999</xref>; Bjornebekk et al., <xref ref-type="bibr" rid="B10">2005</xref>; Kronenberg et al., <xref ref-type="bibr" rid="B69">2006</xref>; Marlatt et al., <xref ref-type="bibr" rid="B83">2012</xref>; Dery et al., <xref ref-type="bibr" rid="B32">2013</xref>). Similarly, environmental enrichment enhances the proliferation of neural stem cells in the dentate gyrus of mice, while concurrently improving depressive-like behaviors (Kempermann, <xref ref-type="bibr" rid="B62">2002</xref>; Veena et al., <xref ref-type="bibr" rid="B129">2009a</xref>,<xref ref-type="bibr" rid="B130">b</xref>; Jha et al., <xref ref-type="bibr" rid="B59">2011</xref>). Finally, antidepressant treatments, such as SSRIs and electroconvulsive shock (equivalent to human electroconvulsive therapy, ECT) increase neurogenesis specifically in the hippocampus and not in other neurogenic regions (Santarelli et al., <xref ref-type="bibr" rid="B105">2003</xref>; Kodama et al., <xref ref-type="bibr" rid="B67">2004</xref>; David et al., <xref ref-type="bibr" rid="B28">2009</xref>; Klomp et al., <xref ref-type="bibr" rid="B65">2014</xref>). In fact, animal research indicates that electroconvulsive shock is one of the strongest stimuli for hippocampal adult neurogenesis (Madsen et al., <xref ref-type="bibr" rid="B81">2005</xref>; Warner-Schmidt et al., <xref ref-type="bibr" rid="B133">2008</xref>; Chen et al., <xref ref-type="bibr" rid="B19">2009</xref>). In rats, even a single electroconvulsive shock can increase neurogenesis by 67&#x02013;197% (Segi-Nishida et al., <xref ref-type="bibr" rid="B108">2008</xref>; Chen et al., <xref ref-type="bibr" rid="B19">2009</xref>). In clinical practice, ECT is administered as a series of treatments over a number of weeks. The closest analog to this paradigm examined the effect of electroconvulsive stimulations in adult monkeys and found a 4-fold increase in dentate subgranular zone cell proliferation (Santarelli et al., <xref ref-type="bibr" rid="B105">2003</xref>; Perera et al., <xref ref-type="bibr" rid="B96">2007</xref>). Notably, the maturation period of newly-generated neurons in the dentate gyrus appears consistent with the delay for the full therapeutic effects of antidepressants to become manifest (Esposito et al., <xref ref-type="bibr" rid="B40">2005</xref>; Ngwenya et al., <xref ref-type="bibr" rid="B90">2006</xref>). In sum, these preclinical findings suggest that adult neurogenesis may be modulated by factors associated with MDD, including chronic stress (Cohen et al., <xref ref-type="bibr" rid="B22">2007</xref>), and activation of the HPA axis (Pariante and Lightman, <xref ref-type="bibr" rid="B94">2008</xref>).</p>
<p>While pre-clinical findings do not always translate to humans, research has also found evidence potentially implicating impaired hippocampal neurogenesis in MDD. First, MDD has long been associated with abnormalities in the limbic system, including the hippocampus (MacQueen et al., <xref ref-type="bibr" rid="B80">2003</xref>; Whittle et al., <xref ref-type="bibr" rid="B135">2014</xref>). This has been highlighted in a recent meta-analysis reporting that smaller hippocampal volumes are the most consistent sub-cortical abnormality in patients with MDD, particularly adolescents and emerging adults (i.e., &#x0003C;21 years old), as well as in those with recurrent MDD (Schmaal et al., <xref ref-type="bibr" rid="B107">2016</xref>). More specifically, high-resolution volumetric magnetic resonance imaging (MRI) and postmortem studies have found decreased dentate gyrus size in unmedicated patients with MDD (Boldrini et al., <xref ref-type="bibr" rid="B12">2009</xref>, <xref ref-type="bibr" rid="B11">2013</xref>; Huang et al., <xref ref-type="bibr" rid="B55">2013</xref>). In fact, the number of granule cells, derived from neural progenitor cells, was smaller in the anterior and mid regions of the dentate gyrus of untreated MDD patients (Boldrini et al., <xref ref-type="bibr" rid="B11">2013</xref>). Interestingly, for untreated MDD, younger age of MDD onset correlated with fewer granule cells in the anterior dentate gyrus. Moreover, untreated patients with MDD appear to have a smaller number of dividing cells in the dentate gyrus compared to healthy controls (Boldrini et al., <xref ref-type="bibr" rid="B12">2009</xref>). Of note, while this finding was not significant likely due to lack of statistical power (<italic>n</italic> &#x0003D; 5 for unmedicated MDD, <italic>n</italic> &#x0003D; 7 for healthy controls), the group differences were quite large (Cohen&#x00027;s <italic>d</italic> effect size &#x02265; 1.2). Although the exact mechanism is not yet known, these findings suggest that cell division and granule cell survival in the dentate gyrus are reduced in unmedicated MDD patients. Nonetheless, the number of cells generated by adult neurogenesis and their corresponding volume cannot entirely account for the observed change in hippocampal volume in patients with MDD. In fact, hippocampal volume in patients with MDD is likely the result of various factors, including reduced neuronal number and size, synaptic density, dendritic complexity, axonal hypotrophy and glial cell density (Stockmeier et al., <xref ref-type="bibr" rid="B119">2004</xref>; Duman et al., <xref ref-type="bibr" rid="B36">2016</xref>). Rather, associated changes in local brain circuitry and glial cells, including secondary apoptosis, could follow impaired neurogenesis in MDD, resulting in the volumetric differences (Wiskott et al., <xref ref-type="bibr" rid="B137">2006</xref>; Kubera et al., <xref ref-type="bibr" rid="B70">2011</xref>; Lee et al., <xref ref-type="bibr" rid="B73">2012</xref>). Of course, additional research is needed to more convincingly determine whether and to which extent neurogenesis is impaired in MDD and how this contributes to the observed volumetric and functional brain changes.</p>
<p>While the evidence reviewed above suggests the presence of a link between reduced hippocampal adult neurogenesis and MDD, preclinical and clinical studies have also reported findings that are inconsistent with this hypothesis (Miller and Hen, <xref ref-type="bibr" rid="B86">2015</xref>). For instance, exposure to several stress models failed to reduce hippocampal neurogenesis in rodents (Hanson et al., <xref ref-type="bibr" rid="B49">2011</xref>). Moreover, depressive-like symptoms in rodents can improve without change in hippocampal neurogenesis (Meshi et al., <xref ref-type="bibr" rid="B85">2006</xref>; Bessa et al., <xref ref-type="bibr" rid="B8">2009</xref>). Similarly, depressive-like behaviors in rodents improve following antidepressant treatment, despite ablated hippocampal neurogenesis (Cowen et al., <xref ref-type="bibr" rid="B23">2008</xref>; Holick et al., <xref ref-type="bibr" rid="B53">2008</xref>; Huang et al., <xref ref-type="bibr" rid="B54">2008</xref>; David et al., <xref ref-type="bibr" rid="B28">2009</xref>). Finally, not all postmortem studies found reduced neurogenesis in patients with MDD (Reif et al., <xref ref-type="bibr" rid="B101">2006</xref>). However, these seemingly contradictory findings may rather reflect differences in the genetic strains of the rodents studied (Semerci and Maletic-Savatic, <xref ref-type="bibr" rid="B109">2016</xref>), the paradigms used to induce depressive-like behaviors in the lab (e.g., unpredictable mild stress, cortisol-induced depression), or the behaviors used as markers of depressive-like states in animals (e.g., sucrose preference test, learned helplessness, and forced swim test) (Santarelli et al., <xref ref-type="bibr" rid="B105">2003</xref>; Bjornebekk et al., <xref ref-type="bibr" rid="B10">2005</xref>; Meshi et al., <xref ref-type="bibr" rid="B85">2006</xref>; Bessa et al., <xref ref-type="bibr" rid="B8">2009</xref>; Yau et al., <xref ref-type="bibr" rid="B141">2014</xref>). In human studies, mixed results could also reflect methodological differences given that different biomarkers of adult neurogenesis exist, with varying sensitivity (Reif et al., <xref ref-type="bibr" rid="B101">2006</xref>; Boldrini et al., <xref ref-type="bibr" rid="B12">2009</xref>). Additionally, the presence of inconsistent findings could also reflect the fact that neurogenesis may be sufficient but not necessary for the development of depression or for antidepressants to be efficacious. Moreover, decreased neurogenesis may be associated with only certain characteristics of MDD or with a subgroup of patients with MDD, given the multifactorial nature of this disorder. For example, while in preclinical research, hippocampal adult neurogenesis could be virtually completely aborted experimentally, it can be affected to varying degrees in patients with MDD, depending on etiology, severity, subtype, and comorbidity. Finally, it is also important to keep in mind that evolutionary pressures may have led to very different roles played by hippocampal adult neurogenesis in the human brain compared to that of a rodent.</p>
</sec>
<sec id="s3">
<title>Pattern separation as a cognitive marker of adult neurogenesis</title>
<p>The ability to discriminate and store similar, but not identical, inputs of sensory information into distinct representations (e.g., form distinct memories) is referred to as &#x0201C;pattern separation.&#x0201D; This function is notable for its dependence on hippocampal adult neurogenesis (Aimone et al., <xref ref-type="bibr" rid="B1">2011</xref>). In fact, rodents with ablated neurogenesis in the dentate gyrus display impairments in pattern separation ability (Clelland et al., <xref ref-type="bibr" rid="B21">2009</xref>). In contrast, increasing hippocampal neurogenesis leads to enhanced pattern separation ability in animals (Sahay et al., <xref ref-type="bibr" rid="B103">2011a</xref>). Hippocampal neurogenesis is also implicated in a variety of additional processes, including cognitive flexibility (Burghardt et al., <xref ref-type="bibr" rid="B15">2012</xref>), hippocampus-dependent memory functions (Winocur et al., <xref ref-type="bibr" rid="B136">2006</xref>), spatial memory (Snyder et al., <xref ref-type="bibr" rid="B114">2005</xref>; Dupret et al., <xref ref-type="bibr" rid="B37">2008</xref>; Clelland et al., <xref ref-type="bibr" rid="B21">2009</xref>), memory encoding (Epp et al., <xref ref-type="bibr" rid="B38">2016</xref>), and executive function (Saxe et al., <xref ref-type="bibr" rid="B106">2007</xref>). However, whether its role is required for these functions remains to be determined (Cushman et al., <xref ref-type="bibr" rid="B25">2012</xref>; Groves et al., <xref ref-type="bibr" rid="B48">2013</xref>; Swan et al., <xref ref-type="bibr" rid="B121">2014</xref>; Park et al., <xref ref-type="bibr" rid="B95">2015</xref>; Svensson et al., <xref ref-type="bibr" rid="B120">2016</xref>). A significant challenge in this research is determining the magnitude of pattern separation demanded by each of these cognitive task. It is those tasks that manipulate the level of sensory discrimination by altering the degree of similarity among study items that appear to most strongly correlate with neurogenesis in the dentate gyrus (Hvoslef-Eide and Oomen, <xref ref-type="bibr" rid="B56">2016</xref>).</p>
<p>In humans, experimental tasks which place a high demand on sensory discrimination have been correlated with dentate gyrus activity in healthy controls. Kirwan and Stark (<xref ref-type="bibr" rid="B64">2007</xref>) developed a mnemonic similarity task that involves discriminating the visual similarities of two different, but similar, images. Increased performance on pattern separation while completing this task was associated with increased blood oxygen level-dependent (BOLD) signal in the dentate gyrus and CA3 region of the hippocampus (Kirwan and Stark, <xref ref-type="bibr" rid="B64">2007</xref>; Yassa and Stark, <xref ref-type="bibr" rid="B139">2011</xref>). Additionally, changes in dentate gyrus activity correlate with the degree of mnemonic discrimination, with highly similar lures resulting in increased BOLD signaling (Bakker et al., <xref ref-type="bibr" rid="B4">2008</xref>; Lacy et al., <xref ref-type="bibr" rid="B71">2011</xref>). Moreover, D&#x000E9;ry et al. found that aerobic exercise, which is known to promote adult neurogenesis, was prospectively associated with improved performance on the mnemonic similarity task (Dery et al., <xref ref-type="bibr" rid="B32">2013</xref>). In addition, they observed a concurrent decline in depressive symptoms (Dery et al., <xref ref-type="bibr" rid="B32">2013</xref>). This is consistent with findings from a study in college students, whereby performance on the same task was inversely correlated with depression severity, as captured by the Beck Depression Inventory (Shelton and Kirwan, <xref ref-type="bibr" rid="B110">2013</xref>). This should not be surprising in light of evidence showing poor performance on hippocampus-dependent tasks in MDD (MacQueen et al., <xref ref-type="bibr" rid="B80">2003</xref>).</p>
<p>Additionally, MDD patients consistently display impairments in long-term memory (Burt et al., <xref ref-type="bibr" rid="B16">1995</xref>; Soderlund et al., <xref ref-type="bibr" rid="B115">2014</xref>), working memory (Rose and Ebmeier, <xref ref-type="bibr" rid="B102">2006</xref>), negative emotional bias (Gotlib and Joormann, <xref ref-type="bibr" rid="B46">2010</xref>) and executive function, including problem solving, attentional control, planning, and cognitive inhibition (Frodl et al., <xref ref-type="bibr" rid="B45">2006</xref>; Letkiewicz et al., <xref ref-type="bibr" rid="B75">2014</xref>). These deficits in executive functioning are positively associated with depression severity (Snyder, <xref ref-type="bibr" rid="B112">2013</xref>) and are typically accompanied by structural and functional brain abnormalities in the prefrontal cortex, ventromedial basal ganglia, amygdala, and hippocampus (Frodl et al., <xref ref-type="bibr" rid="B45">2006</xref>; Drevets et al., <xref ref-type="bibr" rid="B35">2008</xref>). Thus, while to our knowledge tasks that specifically activate the dentate gyrus have not been directly examined in MDD, the available evidence suggests performance would be suboptimal. To what extent such impairment is specific to MDD would require further investigation given that disrupted pattern separation ability has been observed in schizophrenia (Das et al., <xref ref-type="bibr" rid="B27">2014</xref>), mild cognitive impairment (Stark et al., <xref ref-type="bibr" rid="B117">2013</xref>), and amnesia (Kirwan et al., <xref ref-type="bibr" rid="B63">2012</xref>). Of note, these studies relied exclusively on behavioral data without a neuroimaging component, making it difficult to establish in humans the direct involvement of the hippocampus in general, or the dentate gyrus in particular, in pattern separation.</p>
</sec>
<sec id="s4">
<title>Deficit in information processing as a sequelae of pattern separation impairment in MDD</title>
<p>As previously noted, adult neurogenesis in the dentate gyrus is necessary for the discrimination of new sensory information (e.g., pattern separation). Thus, impaired pattern separation may hamper one&#x00027;s ability to process new information. We speculate that this may explain some of the phenomena observed in patients with MDD. For instance, individuals with impaired pattern separation ability could mistake comparable stimuli as being identical which, in turn, may lead to these distinct stimuli triggering the same response (e.g., responding with sadness to both negative and ambiguous events). In fact, individuals diagnosed with or at-risk for depression and anxiety disorders tend to interpret ambiguous stimuli as threatening or negative, further supporting the hypothesis that pattern separation may be deficient in MDD (Leppanen et al., <xref ref-type="bibr" rid="B74">2004</xref>; Mogg et al., <xref ref-type="bibr" rid="B88">2006</xref>; Dearing and Gotlib, <xref ref-type="bibr" rid="B31">2009</xref>). We contend that an impaired ability to discriminate information at the fundamental sensory processing level, in conjunction with a tendency to over-generalize information, could underlie ruminative thinking, perseverative or inflexible behavior, and cognitive rigidity; all of which are common in MDD (Watkins and Teasdale, <xref ref-type="bibr" rid="B134">2001</xref>; Marazziti et al., <xref ref-type="bibr" rid="B82">2010</xref>). As such, it could explain the mechanism underlying the activation of &#x0201C;automatic thoughts&#x0201D; or &#x0201C;schemas,&#x0201D; described in the Cognitive Behavioral Therapy model of MDD (Beck, <xref ref-type="bibr" rid="B5">1979</xref>). For instance, the inability to identify discrepancies between stimuli may lead to stimulus &#x0201C;confusion,&#x0201D; triggering &#x0201C;responses&#x0201D; rehearsed and reinforced in overlapping but not identical situations. When these reflexive &#x0201C;responses&#x0201D; are cognitive, they are akin to automatic thoughts. Such stereotypic responses to situations could also disrupt psychological flexibility, highlighted in Acceptance and Commitment Therapy as a core process (Hayes et al., <xref ref-type="bibr" rid="B50">2013</xref>). It refers to one&#x00027;s propensity to willingly select behavioral responses based on his/her chosen values, rather than reflexively reverting to familiar actions (e.g., maladaptive habits), that may provide short-term relief without regard to the long-term ramifications. In fact, inflexibility related to impaired pattern separation may also extend to social interactions and relationships where the inability to take the perspective of others and adequately reflect on one&#x00027;s own motives, thoughts, desires and feelings are described as mentalizing deficits (Fonagy, <xref ref-type="bibr" rid="B44">2003</xref>; Fischer-Kern et al., <xref ref-type="bibr" rid="B43">2013</xref>). In this sense, neurogenesis, via pattern separation, may be critical for the development of metacognitive function, with clear implications for psychological well-being.</p>
<p>Finally, hippocampal neurogenesis also appears to contribute to emotional regulation (Femenia et al., <xref ref-type="bibr" rid="B42">2012</xref>). The psychological regulation of emotions is a complex process, dependent on widespread neural networks, involving the limbic system, prefrontal cortex, amygdala and hippocampus (Davidson and Irwin, <xref ref-type="bibr" rid="B29">1999</xref>; Lane et al., <xref ref-type="bibr" rid="B72">2000</xref>; Phan et al., <xref ref-type="bibr" rid="B98">2002</xref>). The ability to regulate one&#x00027;s emotions has been repeatedly found to be impaired in MDD (Gotlib and Joormann, <xref ref-type="bibr" rid="B46">2010</xref>). This, again, highlights the potential functional impact of hippocampal adult neurogenesis in modulating local and more distant brain circuitry, including that involved in emotion regulation.</p>
<p>In sum, we speculate that impaired neurogenesis in MDD disrupts performance in pattern separation. This, in turn, affects higher-level processes resulting in cognitive and behavioral rigidity thought to manifest in ruminative thinking, activation of automatic thoughts and schemas, psychological inflexibility, and deficient mentalizing. Future studies in MDD should, therefore, aim not only to examine the association between adult neurogenesis and behavioral performance on pattern separation tasks, but also strive to investigate its association with the functioning of higher-order psychological processes implicated in MDD (e.g., psychological inflexibility, ruminative thinking, and mentalizing). As such, a multi-level assessment could be undertaken with different units of analysis (Table <xref ref-type="table" rid="T1">1</xref>), similar to what has been proposed in the Research Domain Criteria matrix (Cuthbert and Insel, <xref ref-type="bibr" rid="B26">2013</xref>).</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Proposed units of analysis to examine the role of pattern separation in depressive and anxiety disorders, presented in a Research Domain Criteria (RDoC) matrix format (Cuthbert and Insel, <xref ref-type="bibr" rid="B26">2013</xref>).</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th valign="top" align="left"><bold>Construct</bold></th>
<th valign="top" align="left"><bold>Molecules</bold></th>
<th valign="top" align="left"><bold>Cells</bold></th>
<th valign="top" align="left"><bold>Circuits</bold></th>
<th valign="top" align="left"><bold>Behavior</bold></th>
<th valign="top" align="left"><bold>Self-Report</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Pattern Separation</td>
<td valign="top" align="left">Mono-Unsaturated Fatty Acids Resonating at 1.28 ppm</td>
<td valign="top" align="left">Neurogenesis</td>
<td valign="top" align="left">Frontal&#x02013;Hippocampal&#x02013;Dentate Gyrus&#x02013;Limbic System</td>
<td valign="top" align="left">Mnemonic Similarity Task</td>
<td valign="top" align="left"><xref ref-type="table-fn" rid="TN1"><sup>&#x0002A;</sup></xref>BDI, AAQ, YSQ, RFQ</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>The RDoC was introduced by the National Institute of Mental Health as a novel research framework to study psychopathology. It integrates several units of analysis spanning from the basic genetic/molecular level to the behavioral level.</italic></p>
<fn id="TN1">
<label>&#x0002A;</label>
<p><italic>BDI, Beck Depression Inventory; AAQ, Acceptance and Action Questionnaire; YSQ, Young Schema Questionnaire; RFQ, Reflective Functioning Questionnaire</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec sec-type="conclusions" id="s5">
<title>Conclusion</title>
<p>This review proposes that reduced adult neurogenesis in the dentate gyrus causes deficits in pattern separation and downstream impairment in intra- and interpersonal information processing, thus forming one of the mechanisms underlying MDD and perhaps antidepressant efficacy. As such, future studies should build on available findings from non-clinical samples linking performance on pattern separation tasks to depression severity in order to determine its association with psychological functioning implicated in depressive and anxiety disorders, such as catastrophizing, impaired psychological flexibility, and mentalizing deficit (Beck et al., <xref ref-type="bibr" rid="B6">1961</xref>; Young, <xref ref-type="bibr" rid="B142">1994</xref>; Fonagy, <xref ref-type="bibr" rid="B44">2003</xref>; Hayes et al., <xref ref-type="bibr" rid="B50">2013</xref>). This could be combined with emerging state-of-the-art technology to assess neurogenesis <italic>in-vivo</italic> in humans. In fact, magnetic resonance spectroscopy (MRS)-based imaging is making progress toward this goal, measuring mono-unsaturated fatty acids highly enriched in neuroprogenitor cells that resonate at 1.28 ppm in the NMR spectrum (Ma et al., <xref ref-type="bibr" rid="B79">2011</xref>; Choi et al., <xref ref-type="bibr" rid="B20">2017</xref>). While providing only an indirect measure of neurogenesis, this state-of-the-art MRS-based technique will be a valuable tool to supplement other advances recently made in <italic>in-vivo</italic> imaging of hippocampal adult neurogenesis in humans (Sierra et al., <xref ref-type="bibr" rid="B111">2011</xref>; Ho et al., <xref ref-type="bibr" rid="B52">2013</xref>; Tamura and Kataoka, <xref ref-type="bibr" rid="B122">2017</xref>; Van de Bittner et al., <xref ref-type="bibr" rid="B126">2017</xref>). Ultimately, any measure of hippocampal neurogenesis would need to be combined with measures of functional brain activity in order to provide further validation of the model we propose.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>KG, MM, and CC conceptualized this work and prepared the first draft. SK, CS, and LD provided revisions for important intellectual content. All authors gave final approval of the manuscript to be published and have agreed to be held accountable for the accuracy and integrity of this manuscript.</p>
<sec>
<title>Conflict of interest statement</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>
</body>
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