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<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="discussion">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Behav. Neurosci.</journal-id>
<journal-title>Frontiers in Behavioral Neuroscience</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Behav. Neurosci.</abbrev-journal-title>
<issn pub-type="epub">1662-5153</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnbeh.2022.896285</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Behavioral Neuroscience</subject>
<subj-group>
<subject>Opinion</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Emotional Memory and Amygdala Activation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Bradley</surname> <given-names>Margaret M.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/55731/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Sambuco</surname> <given-names>Nicola</given-names></name>
<uri xlink:href="http://loop.frontiersin.org/people/1452490/overview"/>
</contrib>
</contrib-group>
<aff><institution>Center for the Study of Emotion and Attention, University of Florida</institution>, <addr-line>Gainesville, FL</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Lycia D. de Voogd, Radboud University Nijmegen, Netherlands</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jennifer Strafford Stevens, Emory University, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Margaret M. Bradley <email>bradley&#x00040;ufl.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Learning and Memory, a section of the journal Frontiers in Behavioral Neuroscience</p></fn></author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>06</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>16</volume>
<elocation-id>896285</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>03</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>16</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Bradley and Sambuco.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Bradley and Sambuco</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>  <kwd-group>
<kwd>emotion</kwd>
<kwd>amygdala</kwd>
<kwd>hippocampus</kwd>
<kwd>episodic memory</kwd>
<kwd>perception</kwd>
<kwd>imagery</kwd>
<kwd>repetition suppression</kwd>
<kwd>repetition enhancement</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="54"/>
<page-count count="5"/>
<word-count count="3803"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Determining the neural correlates of emotional memory is critical for understanding both healthy and psychopathological emotional processing, and meta-analyses summarizing dozens of individual studies (e.g., Murty et al., <xref ref-type="bibr" rid="B31">2010</xref>; Dahlgren et al., <xref ref-type="bibr" rid="B11">2020</xref>) report enhanced amygdala activity during both encoding and retrieval of emotional, compared to neutral, stimuli, implicating the amygdala as central in enhanced memory for emotional items (see also Phelps and Anderson, <xref ref-type="bibr" rid="B33">1997</xref>). In this Opinion article, we raise a number of issues regarding amygdala activation and emotional episodic memory. First, the majority of fMRI studies investigating emotional episodic memory assess memory for emotional scenes or facial expressions (e.g., Dahlgren et al., <xref ref-type="bibr" rid="B11">2020</xref>), but then generalize findings to memory for the wide variety of emotional events encountered in the natural world. In the brain (and body), however, differential activity due to emotional processing can vary as a function of the specific emotional challenge (Bradley, <xref ref-type="bibr" rid="B4">2000</xref>; Sabatinelli et al., <xref ref-type="bibr" rid="B39">2011</xref>; Bradley and Lang, <xref ref-type="bibr" rid="B7">2018</xref>; Sambuco et al., <xref ref-type="bibr" rid="B40">2020a</xref>), raising questions regarding the generality of amygdala activation in emotional processing. Second, effects of emotion at retrieval are assessed using a number of different fMRI contrasts, with some potentially including differences in functional activity that are related to emotionality, but not necessarily to memory, whereas, for others, excellent memory performance precludes accurate assessment of unique effects of emotion. Below, we more fully consider these issues, and discuss implications for both theory and data.</p>
<sec>
<title>Emotional Challenge</title>
<p>The extent to which amygdala activation is involved in emotional episodic memory, whether during encoding or retrieval, relies, first of all, on its reliable activation across emotional contexts. Whereas enhanced amygdala activity is a key finding when viewing emotional, compared to neutral, scenes or faces (see Sabatinelli et al., <xref ref-type="bibr" rid="B39">2011</xref> for a meta-analysis), significant amygdala activation is not reliably obtained when retrieving personal emotional memories, which is central in both healthy and psychopathological functioning. Thus, whereas some studies report amygdala activation during emotional autobiographical retrieval (e.g., Britton et al., <xref ref-type="bibr" rid="B9">2005</xref>; Sharot et al., <xref ref-type="bibr" rid="B45">2007</xref>), others do not (Nadel et al., <xref ref-type="bibr" rid="B32">2007</xref>; Piefke et al., <xref ref-type="bibr" rid="B36">2008</xref>; Svoboda and Levine, <xref ref-type="bibr" rid="B46">2009</xref>; Lanius et al., <xref ref-type="bibr" rid="B28">2010</xref>). To re-address this issue, we asked participants to retrieve and imagine the same pleasant and unpleasant autobiographical events repeatedly (four times) across a scanning session while amygdala activation (<xref ref-type="fig" rid="F1">Figure 1A</xref>) was measured (Bradley et al., <xref ref-type="bibr" rid="B8">2022</xref>). <xref ref-type="fig" rid="F1">Figure 1B</xref> illustrates the pattern of blood-oxygen-level-dependent (BOLD) change in the amygdala across repeated retrieval of emotional autobiographical events, which did not prompt any significant amygdala activation, regardless of repetition.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Enhanced functional brain activity in the amygdala <bold>(A)</bold> is not found when repeatedly retrieving emotional autobiographical events <bold>(B)</bold>, with no difference between emotional and neutral content [<bold>(B)</bold>, inset]. Amygdala activation is consistently found when [<bold>(C)</bold>, left] encoding emotional, compared to neutral, pictures but is significantly reduced (repetition suppression) when the same scenes are repeatedly retrieved [<bold>(C)</bold>, right].</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fnbeh-16-896285-g0001.tif"/>
</fig>
<p>It is possible that operations of spatial smoothing and/or standardization in previous studies misattributed activation of the anterior hippocampus, which lies just adjacent to the amygdala and is reliably enhanced during autobiographical retrieval (Sambuco et al., <xref ref-type="bibr" rid="B40">2020a</xref>; Bradley et al., <xref ref-type="bibr" rid="B8">2022</xref>), to the amygdala. To test this, we assessed amygdala activation as it varied with emotional challenge in a repeated-measures design in which the same participants viewed emotional (or neutral) scenes and retrieved emotional (or neutral) events (Sambuco et al., <xref ref-type="bibr" rid="B40">2020a</xref>). Identical pre-processing steps of spatial smoothing and standardization were conducted for both sets of functional data, allowing a direct assessment of the extent to which different emotional challenges prompt enhanced activation in the same or different neural regions. Replicating many previous studies, significant enhanced BOLD activity was found in the amygdala when viewing emotional, compared to neutral, scenes, as well as in the inferior frontal gyrus and the visual cortex (for a meta-analysis, see Sabatinelli et al., <xref ref-type="bibr" rid="B39">2011</xref>). On the other hand, ROI analyses confirmed that retrieving personal emotional, compared to neutral, events did not differentially or significantly activate the same amygdala region, but that activation of the adjacent anterior hippocampus was enhanced during emotional autobiographical retrieval (Sambuco et al., <xref ref-type="bibr" rid="B40">2020a</xref>; see also Sambuco et al., <xref ref-type="bibr" rid="B41">2022</xref>).</p>
<p>Differences in emotional reactivity due to the specific emotional challenge are also routinely found in psychophysiological reactions, with, for instance, cardiac deceleration (slowing), a parasympathetically mediated response that facilitates sensory perception, found during aversive visual perception, and cardiac acceleration (speeding), a sympathetically mediated response that supports action preparation, found during aversive mental imagery (Lang, <xref ref-type="bibr" rid="B27">1979</xref>; Vrana et al., <xref ref-type="bibr" rid="B49">1986</xref>; Bradley and Lang, <xref ref-type="bibr" rid="B7">2018</xref>). Thus, finding diverse patterns of neural activity when encoding and/or retrieving different emotional challenges is not surprising, and both human and animal data document a variety of brain regions activated during emotional processing, including the insula, basal ganglia, striatum, cingulate, cerebellum, and more (Gasquoine, <xref ref-type="bibr" rid="B16">2014</xref>; Wang et al., <xref ref-type="bibr" rid="B51">2016</xref>; Adamaszek et al., <xref ref-type="bibr" rid="B1">2017</xref>; Pierce and P&#x000E9;ron, <xref ref-type="bibr" rid="B37">2020</xref>). And, whereas early studies reported significant amygdala involvement when retrieving cues associated with the presentation (Phelps et al., <xref ref-type="bibr" rid="B34">2004</xref>) or prediction of electric shock (Phelps et al., <xref ref-type="bibr" rid="B35">2001</xref>; Alvarez et al., <xref ref-type="bibr" rid="B2">2011</xref>), more recent investigations do not find significant amygdala activation in either fear conditioning (Fullana et al., <xref ref-type="bibr" rid="B15">2016</xref>; Visser et al., <xref ref-type="bibr" rid="B48">2021</xref>) or when under threat of shock (Kirlic et al., <xref ref-type="bibr" rid="B26">2019</xref>; Sambuco et al., <xref ref-type="bibr" rid="B42">2020b</xref>,<xref ref-type="bibr" rid="B43">c</xref>).</p></sec>
<sec>
<title>Retrieval Contrast</title>
<p>For emotional challenges (such as scene perception) that include significant amygdala activation, studies assessing retrieval-related functional activity have utilized a number of different contrasts to support the proposed relationship between emotionality and amygdala enhancement. In a recent meta-analysis for example (Dahlgren et al., <xref ref-type="bibr" rid="B11">2020</xref>), the majority of included retrieval studies directly compare functional brain activity at recognition for correctly recognized emotional and neutral items (&#x0201C;hits&#x0201D;), assuming that differences reflect enhanced memory for emotional stimuli. However, functional contrasts that compare emotional and neutral hits can include differential amygdala activation due to differences in emotion, rather than related to retrieval. That is, similar to encoding, these retrieval cues, which are perceptually processed prior to contacting an episodic memory representation, could prompt differential amygdala activation that is unrelated to episodic retrieval.</p>
<p>A second common comparison computes &#x0201C;difference in memory&#x0201D; (DM) maps for emotional (or neutral) items that contrasts functional activation between correctly remembered (&#x0201C;hits&#x0201D;) and forgotten items (&#x0201C;misses&#x0201D;). For emotional scenes, however, immediate recognition is almost perfect (&#x0007E;90% accuracy; Ferrari et al., <xref ref-type="bibr" rid="B14">2013</xref>; Weymar et al., <xref ref-type="bibr" rid="B52">2018</xref>), leaving very few trials available for constructing maps of emotional &#x0201C;misses,&#x0201D; which greatly reduces the reliability of both the statistical contrast and resulting conclusions (Chen et al., <xref ref-type="bibr" rid="B10">2022</xref>). In fact, even when immediate recognition was assessed for hundreds of emotional and neutral scenes, performance was so high that Kalpouzos et al. (<xref ref-type="bibr" rid="B22">2012</xref>) were not able to construct DM maps for emotional &#x0201C;misses.&#x0201D; Moreover, in a final step, studies using DM contrasts compare emotional and neutral DM maps, but, as when comparing emotional and neutral hits, differences due to emotionality, rather than memory-related processes, may remain in these functional contrasts.</p>
<p>An alternative way to assess the effects of emotion at retrieval, while controlling for differences in sheer emotionality, is to repeat the same emotional items. In particular, when repetitions are distributed across an imaging session, both theory and data support the hypothesis that these spaced repetitions engage spontaneous episodic retrieval (e.g., Greene, <xref ref-type="bibr" rid="B17">1989</xref>; Hintzman, <xref ref-type="bibr" rid="B20">2010</xref>), in which the re-presentation of a cue, following perceptual processing, activates its prior episodic occurrence. Moreover, because immediate recognition for pictures is almost perfect with just a single prior presentation, repetitive presentation will prompt successful recognition, even in the absence of an explicit performance measure. If amygdala activity is specifically enhanced during episodic retrieval of emotional cues, increased amygdala activation should be found for repeated scenes, compared to when the same emotional cues are novel.</p>
<p>To assess this hypothesis, Bradley et al. (<xref ref-type="bibr" rid="B5">2015</xref>) presented novel and repeated emotional and neutral scenes distributed across a session (4x), finding the expected enhanced amygdala activation during initial encoding (novel) of emotional, compared to neutral, scenes (see <xref ref-type="fig" rid="F1">Figure 1C</xref>, left). Moreover, amygdala activation continued to be greater when viewing emotional, compared to neutral, scenes, for repeated stimuli. Importantly, however, as illustrated in <xref ref-type="fig" rid="F1">Figure 1C</xref> (right), compared to encoding, repeated presentation of the same emotional scenes elicited significant repetition suppression, in which amygdala activity was reduced, rather than enhanced, at retrieval. Similar repetition suppression in the amygdala is found during both explicit and implicit scene recognition (Weymar et al., <xref ref-type="bibr" rid="B52">2018</xref>) and following the repetition of emotional and neutral faces (Ishai et al., <xref ref-type="bibr" rid="B21">2004</xref>). In general, repetition suppression effects during episodic retrieval have been variously interpreted as indexing neural priming, perceptual sharpening or information accumulation (e.g., Schott et al., <xref ref-type="bibr" rid="B44">2005</xref>; Yassa and Stark, <xref ref-type="bibr" rid="B54">2008</xref>; Rugg and Vilberg, <xref ref-type="bibr" rid="B38">2013</xref>), raising questions regarding its specific role during episodic retrieval. Taken together, however, although amygdala activation is greater when retrieving emotional, compared to neutral, scenes, this may reflect differences in emotionality, rather than memory, and does not show the expected enhancement, but rather suppression, when compared to encoding.</p></sec></sec>
<sec sec-type="discussion" id="s2">
<title>Discussion</title>
<p>As frequently noted, memory performance is generally enhanced for emotional, compared to neutral, information (Bradley et al., <xref ref-type="bibr" rid="B6">1992</xref>; Hamann et al., <xref ref-type="bibr" rid="B18">1999</xref>; Dolcos et al., <xref ref-type="bibr" rid="B13">2005</xref>, <xref ref-type="bibr" rid="B12">2017</xref>; Kensinger and Schacter, <xref ref-type="bibr" rid="B23">2008</xref>), and amygdala activation at encoding and/or retrieval is often proposed as a critical mechanism. Much of the supporting data, however, arise from studies assessing memory for visual scenes or faces, whereas amygdala activation is not a general finding across emotional challenges. Thus, emotional memory accounts that include a key role of the amygdala, based primarily on data from emotional challenges that include significant activation of this region (e.g., amygdala-frontal regulatory circuit, Hartley and Phelps, <xref ref-type="bibr" rid="B19">2010</xref>; Motzkin et al., <xref ref-type="bibr" rid="B30">2015</xref>; amygdala-sensory connections, Mather and Sutherland, <xref ref-type="bibr" rid="B29">2011</xref>; Bowen et al., <xref ref-type="bibr" rid="B3">2018</xref>) will not necessarily generalize to memory in other emotional contexts. Elucidating the neural mechanisms important in emotional episodic memory will instead first need to carefully consider the nature of the emotional challenge, as is generally the case in the study of emotion (Bradley, <xref ref-type="bibr" rid="B4">2000</xref>; Bradley and Lang, <xref ref-type="bibr" rid="B7">2018</xref>), with broader generalities proposed when the data confirm cross-context commonalities.</p>
<p>In addition, regardless of the specific emotion challenge, the nature of the functional contrast used to assess emotional differences at retrieval is also critical, as excellent memory performance for emotional stimuli may rule out contrasts requiring a reasonable number of misses (such as DM contrast). More importantly, comparing functional maps at retrieval for emotional and neutral items is problematic, as these can reflect functional activity related to differences in stimulus emotionality that are not associated with episodic memory or retrieval success. Thus, although amygdala activity is higher at retrieval for emotional, compared to neutral, scenes, repetition suppression, rather than enhancement, is found when compared to initial encoding (Ishai et al., <xref ref-type="bibr" rid="B21">2004</xref>; Bradley et al., <xref ref-type="bibr" rid="B5">2015</xref>; Weymar et al., <xref ref-type="bibr" rid="B52">2018</xref>), which doesn&#x00027;t support a prediction of enhanced amygdala activation related to better episodic memory.</p>
<p>Isolating functional activity specific to emotional retrieval is probably better supported by data indicating that successful emotional memory prompts (1) enhanced functional activation at retrieval, compared to encoding, and/or (2) enhanced functional activation that is only apparent at retrieval. Functional enhancement when retrieving emotional scenes and autobiographical memories is reliably reported in large regions of the posteromedial cortex, including the posterior cingulate cortex and precuneus (Kim, <xref ref-type="bibr" rid="B24">2010</xref>, <xref ref-type="bibr" rid="B25">2017</xref>; Bradley et al., <xref ref-type="bibr" rid="B8">2022</xref>), supporting a central and context-independent role in episodic retrieval (e.g., Wheeler and Buckner, <xref ref-type="bibr" rid="B53">2004</xref>; Wagner et al., <xref ref-type="bibr" rid="B50">2005</xref>; Rugg and Vilberg, <xref ref-type="bibr" rid="B38">2013</xref>). During immediate scene recognition (explicit or implicit; Weymar et al., <xref ref-type="bibr" rid="B52">2018</xref>) or following mere scene repetition (Bradley et al., <xref ref-type="bibr" rid="B5">2015</xref>), however, emotional content does not modulate posteromedial activation (perhaps reflecting excellent immediate memory performance for all scenes), but differential effects have been reported in delayed recognition (Ventura-Bort et al., <xref ref-type="bibr" rid="B47">2020</xref>) as well as during autobiographical retrieval (Sambuco et al., <xref ref-type="bibr" rid="B41">2022</xref>). Future studies assessing similarities and differences in neural activation in different emotional challenges, using appropriate functional contrasts, promise to more fully elucidate the neural mechanisms underlying emotional episodic memory.</p></sec>
<sec id="s3">
<title>Author Contributions</title>
<p>MB and NS conceptualized and wrote initial draft. Both authors contributed to the article and approved the submitted version.</p></sec>
<sec sec-type="funding-information" id="s4">
<title>Funding</title>
<p>This research was supported by NIMH grants MH094386 and MH098078.</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="s5">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec> </body>
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