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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" xml:lang="en" article-type="research-article"><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">1254142</journal-id><journal-id journal-id-type="pubmed-jr-id">6777</journal-id><journal-id journal-id-type="nlm-ta">Psychol Med</journal-id><journal-id journal-id-type="iso-abbrev">Psychol Med</journal-id><journal-title-group><journal-title>Psychological medicine</journal-title></journal-title-group><issn pub-type="ppub">0033-2917</issn><issn pub-type="epub">1469-8978</issn></journal-meta><article-meta><article-id pub-id-type="pmid">37264949</article-id><article-id pub-id-type="pmc">11350638</article-id><article-id pub-id-type="doi">10.1017/S0033291723001162</article-id><article-id pub-id-type="manuscript">NIHMS2017572</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Functional neuroimaging of resilience to trauma: convergent evidence and challenges for future research</article-title></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0002-4377-3164</contrib-id><name><surname>Norbury</surname><given-names>Agnes</given-names></name><xref rid="A1" ref-type="aff">1</xref><xref rid="A2" ref-type="aff">2</xref><xref rid="FN1" ref-type="author-notes">*</xref></contrib><contrib contrib-type="author"><name><surname>Seeley</surname><given-names>Saren H.</given-names></name><xref rid="A1" ref-type="aff">1</xref><xref rid="FN1" ref-type="author-notes">*</xref></contrib><contrib contrib-type="author"><name><surname>Perez-Rodriguez</surname><given-names>M. Mercedes</given-names></name><xref rid="A1" ref-type="aff">1</xref></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid" authenticated="false">http://orcid.org/0000-0003-2931-310X</contrib-id><name><surname>Feder</surname><given-names>Adriana</given-names></name><xref rid="A1" ref-type="aff">1</xref></contrib></contrib-group><aff id="A1"><label>1</label>Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA</aff><aff id="A2"><label>2</label>Queen Square Institute of Neurology and Mental Health Neuroscience Department, Applied Computational Psychiatry Lab, Max Planck Centre for Computational Psychiatry and Ageing Research, University College London, London, UK</aff><author-notes><fn fn-type="equal" id="FN1"><label>*</label><p id="P1">Shared first authorship; These authors contributed equally to this work.</p></fn><corresp id="CR1"><bold>Corresponding author:</bold> Adriana Feder; <email>adriana.feder@mssm.edu</email></corresp></author-notes><pub-date pub-type="nihms-submitted"><day>21</day><month>8</month><year>2024</year></pub-date><pub-date pub-type="ppub"><month>6</month><year>2023</year></pub-date><pub-date pub-type="epub"><day>02</day><month>6</month><year>2023</year></pub-date><pub-date pub-type="pmc-release"><day>28</day><month>8</month><year>2024</year></pub-date><volume>53</volume><issue>8</issue><fpage>3293</fpage><lpage>3305</lpage><abstract id="ABS1"><p id="P2">Resilience is broadly defined as the ability to adapt successfully following stressful life events. Here, we review functional MRI studies that investigated key psychological factors that have been consistently linked to resilience to severe adversity and trauma exposure. These domains include emotion regulation (including cognitive reappraisal), reward responsivity, and cognitive control. Further, we briefly review functional imaging evidence related to emerging areas of study that may potentially facilitate resilience: namely social cognition, active coping, and successful fear extinction. Finally, we also touch upon ongoing issues in neuroimaging study design that will need to be addressed to enable us to harness insight from such studies to improve treatments for &#x02013; or, ideally, guard against the development of &#x02013; debilitating post-traumatic stress syndromes.</p></abstract><kwd-group><kwd>resilience</kwd><kwd>trauma exposure</kwd><kwd>fMRI</kwd><kwd>neuroimaging</kwd></kwd-group></article-meta></front><body><sec id="S1"><title>Introduction</title><p id="P3">Trauma exposure does not invariably result in adverse psychiatric outcomes. Epidemiological estimates for clinically significant posttraumatic stress symptoms range from 5&#x02013;22% after exposure to natural disasters, severe injuries, or assault, to 46&#x02013;65% after sexual violence ((<xref rid="R21" ref-type="bibr">Bromet, Karam, Koenen, &#x00026; Stein, 2018</xref>; <xref rid="R119" ref-type="bibr">Shalev, Liberzon, &#x00026; Marmar, 2017</xref>; <xref rid="R145" ref-type="bibr">Watson, 2019</xref>). Similarly, 10&#x02013;25% of those exposed to significant childhood maltreatment show better-than-expected functioning (<xref rid="R143" ref-type="bibr">Walsh, Dawson, &#x00026; Mattingly, 2010</xref>).</p><p id="P4">Broadly, resilience is defined as successful adaptation following trauma, adversity, or stressful life events (<xref rid="R50" ref-type="bibr">Feder, Fred-Torres, Southwick, &#x00026; Charney, 2019</xref>; <xref rid="R83" ref-type="bibr">Kalisch et al., 2017</xref>; <xref rid="R123" ref-type="bibr">Southwick, Charney, &#x00026; DePierro, 2023</xref>). Beyond vulnerability or risk for psychiatric disorders, resilience requires having experienced adversity or trauma (<xref rid="R153" ref-type="bibr">Yehuda &#x00026; Flory, 2007</xref>) (<xref rid="BX1" ref-type="boxed-text">Box 1</xref>: Quantifying trauma). Resilience research aims to identify mechanisms to improve prevention and treatment of posttraumatic stress and trauma-related disorders. In neuroimaging studies, resilience is typically defined as absence of psychopathology despite exposure to adversity or trauma, but in some studies <italic toggle="yes">alternatively</italic> as high scores on measures of trait resilience, e.g. the Connor-Davidson Resilience Scale (CD-RISC) (<xref rid="R31" ref-type="bibr">Connor &#x00026; Davidson, 2003</xref>) (<xref rid="BX2" ref-type="boxed-text">Box 2</xref>: Quantifying resilience), notwithstanding significant variation in its operationalization and measurement (<xref rid="R37" ref-type="bibr">Denckla et al., 2020</xref>; <xref rid="R50" ref-type="bibr">Feder et al., 2019</xref>; <xref rid="R83" ref-type="bibr">Kalisch et al., 2017</xref>; <xref rid="R123" ref-type="bibr">Southwick et al., 2023</xref>).</p><sec id="S2"><title>Resilience-related psychological factors</title><p id="P5">Despite these definitional differences, decades of research have identified psychological factors that promote resilience to trauma and severe adversity. Some widely replicated and potentially modifiable factors include effective emotion regulation, positive emotionality, cognitive flexibility and control, facing fears and active coping, and ability to harness social support [reviewed in (<xref rid="R118" ref-type="bibr">Seeley, Boukezzi, DePierro, Charney, &#x00026; Feder, 2023</xref>; <xref rid="R123" ref-type="bibr">Southwick et al., 2023</xref>)]. Effective emotion regulation is associated with higher executive control and supports adaptive coping. Facing fears, likely facilitated by successful fear extinction plus cognitive flexibility, allows for critical appraisal of threats and active coping via tackling stressors or problem solving. Positive emotions and related reward system function also promote resilience by supporting positive reframing and the ability to harness social support, which in turn serves as a safety net and facilitates stress recovery. The ability to harness social support draws partly on competent social cognition &#x02013; capacity to accurately &#x02018;read&#x02019; and respond to others&#x02019; intentions of others &#x02013; making social cognition a potential resilience-linked factor.</p></sec><sec id="S3"><title>The current review: neural correlates of psychological factors in resilience</title><p id="P6">Building on work identifying core psychological factors associated with resilience (<xref rid="R50" ref-type="bibr">Feder et al., 2019</xref>; <xref rid="R118" ref-type="bibr">Seeley et al., 2023</xref>; <xref rid="R123" ref-type="bibr">Southwick et al., 2023</xref>) and previous neuroimaging resilience reviews in adults and/or youth (<xref rid="R98" ref-type="bibr">M&#x000e9;ndez Leal &#x00026; Silvers, 2021</xref>; <xref rid="R100" ref-type="bibr">Moreno-L&#x000f3;pez et al., 2020</xref>; <xref rid="R138" ref-type="bibr">van der Werff, van den Berg, Pannekoek, Elzinga, &#x00026; Van Der Wee, 2013</xref>), our narrative review covers human fMRI studies of neural circuitry underlying psychological factors associated with resilience to trauma and severe adversity. We organize fMRI studies around <italic toggle="yes">emotion regulation, reward responsivity</italic>, and <italic toggle="yes">cognitive control</italic>, e.g. (<xref rid="R38" ref-type="bibr">Dennison et al., 2016</xref>; <xref rid="R73" ref-type="bibr">Holz, Tost, &#x00026; Meyer-Lindenberg, 2020</xref>; <xref rid="R82" ref-type="bibr">Kaldewaij et al., 2021</xref>; <xref rid="R138" ref-type="bibr">van der Werff et al., 2013</xref>). As described above, <italic toggle="yes">active coping, facing fears</italic> (and related fear extinction) (<xref rid="R25" ref-type="bibr">Careaga, Girardi, &#x00026; Suchecki, 2016</xref>), and the ability to harness <italic toggle="yes">social support</italic> (including competent <italic toggle="yes">social cognition</italic>) (<xref rid="R87" ref-type="bibr">Lepore &#x00026; Kliewer, 2019</xref>; <xref rid="R127" ref-type="bibr">Stevens &#x00026; Jovanovic, 2019</xref>) have also been linked to resilience, yet there are fewer resilience neuroimaging studies of them as resilience-related psychological factors. Here, we include these factors as &#x02018;emerging areas&#x02019;, as they might illuminate additional pathways to resilience and underlying neural circuitry.</p><p id="P7">Cross-sectional fMRI studies of resilient individuals typically focus on (<italic toggle="yes">1</italic>) youth and adults who have experienced childhood maltreatment or (<italic toggle="yes">2</italic>) adults exposed to trauma in adulthood including severe accidents, assaults, or occupation-related incidents (e.g. first-responders, military). In this narrative review, we only discuss cross-sectional studies with a key comparison group of healthy, non-trauma-exposed participants (in addition to resilient and symptomatic groups), because this allows researchers to disentangle effects of trauma exposure and psychopathology (see <xref rid="R138" ref-type="bibr">van der Werff et al., 2013</xref>). Also included are several studies of neural correlates of high trait resilience.</p><p id="P8">We focus on literature published after <xref rid="R138" ref-type="bibr">van der Werff et al., 2013</xref> review. Due to recent large cohort studies and improved reporting standards for neuroimaging, this allows us to focus on better powered work. Within each section, we first cover cross-sectional findings in resilient trauma survivors (children; adults) and high trait resilience (when available). Additionally, we discuss longitudinal studies and a few available interventional studies that contribute new insights on the neural correlates of resilience. Although most studies reviewed here focus on task-based regional brain activity, we also include relevant functional connectivity findings, including resting state fMRI.</p></sec></sec><sec id="S4"><title>Functional neuroimaging of resilience mechanisms</title><sec id="S5"><title>Emotion regulation</title><p id="P9">Successful emotion regulation is key in resilience (<xref rid="R137" ref-type="bibr">Troy &#x00026; Mauss, 2011</xref>). Resilient individuals downregulate neural responses to stress or threat via medial prefrontal cortex (mPFC) inhibition of emotional reactivity in a network of brain regions, including the amygdala and anterior cingulate cortex (ACC); conversely, absent or low resilience is associated with hyperreactivity to emotional stimuli, both trauma-related and -unrelated (<xref rid="R105" ref-type="bibr">Patel, Spreng, Shin, &#x00026; Girard, 2012</xref>; <xref rid="R148" ref-type="bibr">Whittle et al., 2013</xref>). In an earlier review, resilient adults (exposed to trauma in childhood and/or adulthood) showed greater mPFC engagement, including rostral ACC, and lesser activity in the dorsal ACC and amygdala, compared to symptomatic trauma-exposed adults across several studies (<xref rid="R138" ref-type="bibr">van der Werff et al., 2013</xref>).</p><p id="P10">Cross-sectional studies in youth with a history of childhood maltreatment show increased frontolimbic connectivity in resilient youth (<xref rid="R36" ref-type="bibr">Demers et al., 2018</xref>; <xref rid="R100" ref-type="bibr">Moreno-L&#x000f3;pez et al., 2020</xref>); for example greater down-regulation of amygdala activity during emotion regulation (<xref rid="R115" ref-type="bibr">Schweizer et al., 2016</xref>). Higher-trait resilience youth living in adverse environments spent more time than lower-trait resilience peers in a dynamic resting state functional connectivity pattern of less salience network connectivity with both the central executive and default mode networks. This could suggest lesser influence of emotional reactivity during unconstrained thought (<xref rid="R77" ref-type="bibr">Iadipaolo et al., 2018</xref>).</p><p id="P11">Cross-sectional findings are bolstered by several recent longitudinal studies of early adversity. Among adopted children who experienced early institutional care, self-reported anxiety at three-year follow-up decreased more in children who showed reduced amygdala responses to images of their adoptive parents (<italic toggle="yes">v</italic>. strangers) at baseline (<xref rid="R24" ref-type="bibr">Callaghan et al., 2019</xref>). Similarly, previously-institutionalized youth showing stronger ventromedial (vm)PFC-hippocampal functional connectivity during an aversive learning task reported lower anxiety at two-year follow-up (<xref rid="R121" ref-type="bibr">Silvers et al., 2016</xref>). A longitudinal study of internalizing symptoms in older adolescents and youth with a childhood maltreatment history compared to propensity-matched controls found that greater baseline amygdala threat reactivity predicted later internalizing symptoms &#x02013; independently of stressful life events and factors such as socioeconomic status, suggesting that lesser limbic reactivity may be a unique predictor of resilience to childhood maltreatment (<xref rid="R63" ref-type="bibr">Gerin et al., 2019</xref>).</p><p id="P12">Cross-sectional findings in adults are similar to those in youth. Healthy adults with a childhood maltreatment history demonstrated greater frontal inhibition of emotional distractors (<xref rid="R35" ref-type="bibr">Demers et al., 2021</xref>). In another study of resilient adults with a childhood maltreatment history, blunted amygdala response correlated with higher depression symptoms (<xref rid="R152" ref-type="bibr">Yamamoto et al., 2017</xref>). However, in Yamamoto and colleagues&#x02019; sample of healthy individuals without clinically significant symptoms, it is notable that higher amygdala reactivity was accompanied by a compensatory increase in prefrontal functional connectivity, linked to top-down emotion regulation. Studies of adulthood trauma exposure similarly suggest lesser amygdala reactivity and greater mPFC regulation in resilient adults. Lower baseline amygdala reactivity to fearful faces at 2&#x02013;3 weeks post-incident was associated with lower self-reported PTSD symptoms at one-year follow-up, in individuals recruited from a hospital emergency department (<xref rid="R128" ref-type="bibr">Stevens et al., 2017</xref>). Another study, using Granger causality analysis, revealed more resting state mPFC inhibition of the amygdala in resilient typhoon survivors, compared to both symptomatic survivors and non-trauma-exposed controls (<xref rid="R27" ref-type="bibr">Chen et al., 2018</xref>).</p><p id="P13">Longitudinal work in adults links pre-exposure neural functioning to later outcomes. In a large prospective sample of police trainees, pre-exposure anterior PFC activity during an emotional action control task predicted lower PTSD symptoms at follow-up. Anterior PFC activity moderated the positive relationship between previous trauma load (a risk factor for PTSD) and PTSD symptom levels at follow-up, such that cumulative number of lifetime trauma exposures was not linked to higher PTSD symptoms in trainees with higher anterior PFC activity (<xref rid="R82" ref-type="bibr">Kaldewaij et al., 2021</xref>). In another cohort of police trainees scanned pre- and post-trauma exposure, those with higher post-traumatic intrusion symptoms showed increased salience network resting state connectivity after stress induction (<xref rid="R156" ref-type="bibr">Zhang et al., 2022</xref>). Together, these studies suggest that prefrontal regulation of limbic reactivity to emotional threat cues may predict resilience to posttraumatic stress and anxiety symptoms. In <xref rid="R82" ref-type="bibr">Kaldewaij et al. (2021)</xref>, amygdala reactivity appeared to be acquired, rather than a prospective marker of PTSD vulnerability. However, previous longitudinal studies linked stress vulnerability to higher baseline amygdala reactivity (<xref rid="R3" ref-type="bibr">Admon et al., 2009</xref>; <xref rid="R131" ref-type="bibr">Swartz, Knodt, Radtke, &#x00026; Hariri, 2015</xref>). Longitudinal prospective cohort studies, such as the ongoing Advancing Understanding of Recovery After Trauma (AURORA) study (<xref rid="R95" ref-type="bibr">McLean et al., 2020</xref>), which follows patients scanned 2&#x02013;3 weeks after visiting the emergency department posttrauma, hold promise for a more granular understanding of emotional responding in resilience. Notably, there may be multiple pathways to risk/resilience: cross-task cluster analysis in an AURORA cohort, replicated in a different cohort with a wider range of trauma exposures, identified two vulnerability-related &#x02018;biotypes&#x02019; characterized by heightened emotional reactivity to threat, but differential reactivity to reward, detailed in a later section (<xref rid="R126" ref-type="bibr">Stevens et al., 2021</xref>).</p><p id="P14">From an interventional perspective, a pilot trial of fMRI-guided real-time neurofeedback training decreased amygdala activation and increased amygdala-vmPFC connectivity in combat veterans, but was not superior to sham in reducing PTSD symptoms (<xref rid="R158" ref-type="bibr">Zotev et al., 2018</xref>). However, training a predeployment military sample to downregulate EEG-derived amygdala signal successfully decreased amygdala BOLD signal and increased amygdala-mPFC functional connectivity at follow-up (<xref rid="R86" ref-type="bibr">Keynan et al., 2019</xref>). Active training improved experimental emotional regulation indices, but had no effect on self-reported anxiety (<xref rid="R86" ref-type="bibr">Keynan et al., 2019</xref>). Neurofeedback training represents a step toward developing new interventions for at-risk individuals. However, whether this approach will be effective in preventing or mitigating post-traumatic distress requires further study.</p></sec><sec id="S6"><title>Cognitive reappraisal</title><p id="P15">Cognitive reappraisal is a deliberate form of emotion regulation that buffers risk for adverse outcomes following trauma exposure (<xref rid="R112" ref-type="bibr">Rodman, Jenness, Weissman, Pine, &#x00026; McLaughlin, 2019</xref>). The ability to re-evaluate the meaning of experiences promotes adaptation after trauma, and represents a core part of psychological interventions (<xref rid="R72" ref-type="bibr">Hofmann, Asmundson, &#x00026; Beck, 2013</xref>). For example, in an ecological momentary assessment study in individuals remitted from depression, positive appraisal (ability to &#x02018;<italic toggle="yes">focus on positive meaning</italic>&#x02019;) and feelings of resilience were mutually reinforcing. Positive reappraisal was also associated with lower incidence of residual depressive symptoms (<xref rid="R74" ref-type="bibr">Hoorelbeke, Van den Bergh, Wichers, &#x00026; Koster, 2019</xref>). Neuroimaging meta-analyses highlight ventrolateral (vl)PFC and dorsolateral (dl)PFC, dorsal ACC, and amygdala function in effortful emotional regulation in healthy individuals &#x02013; and highlight functional differences in healthy <italic toggle="yes">v</italic>. symptomatic participants (<xref rid="R157" ref-type="bibr">Zilverstand, Parvaz, &#x00026; Goldstein, 2017</xref>).</p><p id="P16">Laboratory studies of trauma-exposed individuals found inconsistent evidence for a link between psychological symptoms and neural activity during experimental tasks instructing participants to deliberately modulate their emotional response to affective images using cognitive reframing. A longitudinal study in maltreated youth found a relationship between prefrontal recruitment during effortful cognitive reappraisal (and associated down-regulation of amygdala reactivity to negative stimuli) and subsequent risk for mood symptoms, but no relation to anxiety symptoms (<xref rid="R112" ref-type="bibr">Rodman et al., 2019</xref>). In a small sample of adolescent girls exposed to violent assault, participants who responded better to trauma-focused CBT demonstrated decreased functional connectivity between the amygdala and mid-posterior insula cortex during reappraisal of negative images following treatment (<xref rid="R29" ref-type="bibr">Cisler et al., 2016</xref>). However, in a larger sample of adults with PTSD, regional BOLD signal during a cognitive reappraisal task was not associated with exposure-based psychotherapy outcomes (<xref rid="R55" ref-type="bibr">Fonzo et al., 2017</xref>). In conclusion, individual differences in ability to successfully engage active emotion regulation strategies like reappraisal may buffer against the deleterious effects of trauma exposure on mood, but are not necessarily related to changes in anxiety and PTSD symptom levels.</p></sec><sec id="S7"><title>Reward responsivity</title><p id="P17">Responsivity to reward underlies key psychological factors linked to resilience such as optimism and positive emotionality (<xref rid="R50" ref-type="bibr">Feder et al., 2019</xref>). Resilient individuals show comparatively preserved ventral striatum response both when anticipating and receiving rewards, whereas PTSD and history of childhood maltreatment have been linked to anhedonia and blunted reward responses &#x02013; particularly to social reward cues (<xref rid="R39" ref-type="bibr">Dillon et al., 2009</xref>; <xref rid="R47" ref-type="bibr">Elman et al., 2009</xref>; <xref rid="R70" ref-type="bibr">Hanson, Hariri, &#x00026; Williamson, 2015</xref>; <xref rid="R69" ref-type="bibr">Hanson et al., 2016</xref>; <xref rid="R103" ref-type="bibr">Nawijn et al., 2015</xref>; <xref rid="R113" ref-type="bibr">Sailer et al., 2008</xref>). In a cross-sectional community-based sample of adolescents (a substantial proportion of whom had a history of severe childhood maltreatment), greater pallidal activation in response to positive images was associated with lower depression symptoms, and higher putamen activation was associated with lesser increase in depression two years later (<xref rid="R38" ref-type="bibr">Dennison et al., 2016</xref>). Among a large sample of university students (<italic toggle="yes">n</italic> = 820) in the Duke Neurogenetics Study cohort, increased ventral striatal activation to both anticipatory and consummatory reward during a card guessing game significantly weakened the relationship between childhood trauma exposure and adult anhedonia &#x02013; including when controlling for other depression symptoms and recent life stress (<xref rid="R32" ref-type="bibr">Corral-Fr&#x000ed;as et al., 2015</xref>).</p><p id="P18">In a cross-sectional study, trauma-exposed adults without PTSD had greater ventral striatal responses to happy faces compared to those with PTSD (<xref rid="R52" ref-type="bibr">Felmingham et al., 2014</xref>). Amongst individuals who felt negatively affected by the outcome of the 2016 US presidential election (and belonged to historically marginalized groups), higher nucleus accumbens BOLD signal and higher mPFC-accumbens connectivity during reward receipt attenuated the relationship between election-related distress and depression symptoms (<xref rid="R133" ref-type="bibr">Tashjian &#x00026; Galv&#x000e1;n, 2018</xref>). In a longitudinal assessment of combat-exposed paramedics, decreased reward response in the nucleus accumbens post-, but not pre-exposure, was found to be related to self-reported PTSD symptoms &#x02013; suggesting that preserved reward responses may be a marker of resilience, rather than a prospective indicator (<xref rid="R2" ref-type="bibr">Admon et al., 2013</xref>).</p><p id="P19">While greater reactivity to rewarding social/environmental cues could promote resilience, the resilience-reward responsivity association may be more complex. The longitudinal AURORA biotypes study (<xref rid="R126" ref-type="bibr">Stevens et al., 2021</xref>) identified two clusters associated with resilience in adults scanned 2&#x02013;3 weeks after seeking emergency department care for a serious injury or medical condition. One (a &#x02018;high reward reactivity&#x02019; cluster with low threat reactivity and low inhibitory control) did not replicate in the test cohort. The other, replicable, cluster had low reactivity to both threat and reward, with higher hippocampal and vmPFC engagement during the inhibitory control task, suggesting that resilience is associated with better inhibition of emotional reactivity broadly. The association between resilience and lower general reactivity echoes an earlier small cross-sectional study in Special Forces soldiers &#x02013; considered highly resilient individuals &#x02013;, who showed lower differential nucleus accumbens and subgenual PFC responses to monetary reward <italic toggle="yes">v</italic>. no-reward, compared to non-trauma-exposed civilians (<xref rid="R142" ref-type="bibr">Vythilingam et al., 2009</xref>). These findings illustrate challenges for resilience research when trying to synthesize findings across different populations &#x02013; e.g. repeated occupational trauma exposures may differ from a singular exposure, and certain occupations (like first responders) may select for traits like higher sensation-seeking and higher reactivity threshold. For example, a recent, rigorous attempt to replicate <xref rid="R126" ref-type="bibr">Stevens et al. (2021)</xref> AURORA biotypes identified threat- and reward-related clusters in their cohort, but these were not identical to those in AURORA and not related to PTSD vulnerability (<xref rid="R12" ref-type="bibr">Ben-Zion et al., 2023</xref>), potentially due to some differences in sample composition and methods.</p></sec><sec id="S8"><title>Cognitive flexibility and cognitive control</title><p id="P20">Resilient individuals engage prefrontal and hippocampal regions during executive function tasks e.g. (<xref rid="R11" ref-type="bibr">Ben-Zion et al., 2018</xref>). Conversely, deficits in inhibition, working memory, attentional control, and cognitive flexibility are observed in both adults with a history of childhood maltreatment and individuals with a diagnosis of PTSD, not accounted for by comorbid psychopathology, substance use, or history of traumatic brain injury (<xref rid="R66" ref-type="bibr">Gould et al., 2012</xref>; <xref rid="R116" ref-type="bibr">Scott et al., 2015</xref>) (although the relationship between PTSD symptom severity and cognitive function may be bidirectional; <xref rid="R80" ref-type="bibr">Jacob, Dodge, &#x00026; Vasterling, 2019</xref>). In an early study, both resilient and non-trauma-exposed healthy adults showed greater vlPFC, mPFC, and dlPFC activation during an inhibitory control task, <italic toggle="yes">v</italic>. those with PTSD (<xref rid="R49" ref-type="bibr">Falconer et al., 2008</xref>). Resilient individuals have also shown greater dlPFC and superior frontal gyrus activation during an attentional control task with emotional distractors, compared to both adults with PTSD and non-trauma-exposed controls (<xref rid="R17" ref-type="bibr">Blair et al., 2013</xref>). Recently, both resilient and non-trauma-exposed adults (but not adults with PTSD) exhibited significant decoupling between prefrontal regions and subcortical structures when attempting to suppress experimentally-induced memories (<xref rid="R92" ref-type="bibr">Mary et al., 2020</xref>): top-down prefrontal modulation of subcortical memory structures (hippocampus, parahippocampal gyrus, and precuneus) was associated with successful memory suppression, whereas the PTSD group showed bottom-up modulation of information flow. Indeed, greater whole-brain resting state hippocampal functional connectivity was a significant predictor of PTSD symptoms at six months in a prospective study in traumatically-injured adults recruited from the emergency department (<xref rid="R54" ref-type="bibr">Fitzgerald et al., 2022</xref>). Optimal prefrontal-subcortical cognitive control network function may facilitate resilience.</p><p id="P21">A longitudinal study in the Duke Neurogenetics Study cohort (<italic toggle="yes">n</italic> = 120) identified that greater neural responses to threat and reward predicted future increases in anxiety in university students with average or low but not <italic toggle="yes">high</italic> prefrontal activity during a working memory task, controlling for childhood maltreatment and stressful life events (<xref rid="R117" ref-type="bibr">Scult, Knodt, Radtke, Brigidi, &#x00026; Hariri, 2019</xref>). These findings echo (<xref rid="R126" ref-type="bibr">Stevens et al., 2021</xref>) in suggesting that lower general reactivity and higher prefrontal inhibitory control could protect against adverse outcomes post-trauma exposure. Further, a longitudinal assessment of recently trauma-exposed adults found that increased inhibitory control-related hippocampal activation (at 1&#x02013;2 months post-trauma) predicted decreased PTSD symptom severity at three and six months, and this finding was replicable (<xref rid="R141" ref-type="bibr">van Rooij et al., 2018</xref>). The hippocampus links cognition, memory and emotion (<xref rid="R124" ref-type="bibr">Speer &#x00026; Delgado, 2017</xref>), thus is likely relevant to resilience to PTSD symptoms like alterations in mood, cognitive function, and intrusive thoughts and memories.</p><p id="P22">Finally, NCANDA cohort (<italic toggle="yes">n</italic> = 392) resting state fMRI showed that the association between childhood trauma severity and executive function difficulties in adolescents was mediated by lower functional connectivity between a network of the postcentral and precentral gyri, dorsal ACC, intraparietal sulcus, and anterior insula cortex &#x02013; hub regions implicated in cognitive/behavioral control and sensorimotor integration. Preserved interconnectivity between the postcentral gyrus and dorsal ACC was related to lower reported executive dysfunction at baseline, and predicted lower likelihood of high-risk drinking 1&#x02013;4 years later (<xref rid="R120" ref-type="bibr">Silveira et al., 2020</xref>). In addition to protecting against PTSD symptoms, preserved prefrontal function may reduce vulnerability to maladaptive coping strategies like substance use.</p></sec><sec id="S9"><title>Emerging areas of interest for resilience neuroimaging research</title><sec id="S10"><title>Social support and social cognition</title><p id="P23">Social support is vital for resilience to trauma exposure in both childhood and adulthood (<xref rid="R57" ref-type="bibr">Fritz, de Graaff, Caisley, van Harmelen, &#x00026; Wilkinson, 2018a</xref>; <xref rid="R139" ref-type="bibr">van Harmelen et al., 2016</xref>; <xref rid="R140" ref-type="bibr">van Harmelen et al., 2017</xref>; <xref rid="R155" ref-type="bibr">Yule, Houston, &#x00026; Grych, 2019</xref>). Conversely, non-supportive social contexts like discrimination and rejection, impact emotion-responsive regions including the amygdala, insula, and ACC, even in the absence of (or after controlling for) associated psychological symptoms (<xref rid="R4" ref-type="bibr">Akdeniz et al., 2014</xref>; <xref rid="R30" ref-type="bibr">Clark, Miller, &#x00026; Hegde, 2018</xref>). Supportive social environments may converge with resilience-promoting traits to upregulate perigenual ACC and other PFC regions during acute social (and non-social) threats (<xref rid="R73" ref-type="bibr">Holz et al., 2020</xref>). Social support also has a protective effect against prolonged stressors. For example, supportive parenting during childhood attenuates the link between childhood adversity (e.g. maltreatment, poverty) and neural responses to negative emotional faces in childhood (<xref rid="R151" ref-type="bibr">Wymbs et al., 2020</xref>), and resting state functional connectivity by adulthood within executive and emotion regulation networks (<xref rid="R20" ref-type="bibr">Brody et al., 2019</xref>). However, a longitudinal study in adolescents found no association between childhood adversity resilience (no DSM Axis-1 disorder diagnosis following significant family discord) and neural responses to rejection, although the authors suggest that the null finding might be due to low frequency of abuse and higher socioeconomic status of the sample (<xref rid="R59" ref-type="bibr">Fritz et al., 2019</xref>).</p><p id="P24">Higher levels of social cognitive function (ability to infer the thoughts of others and navigate the social world) may help foster adaptive outcomes following trauma, by conferring ability to recruit and maintain social ties (<xref rid="R87" ref-type="bibr">Lepore &#x00026; Kliewer, 2019</xref>; <xref rid="R127" ref-type="bibr">Stevens &#x00026; Jovanovic, 2019</xref>). <xref rid="R76" ref-type="bibr">Hudson, Van Hamme, Maeyens, Brass, and Mueller (2018)</xref> administered a theory-of-mind task to women with childhood maltreatment exposure and unexposed controls. Women with history of childhood maltreatment without sub-clinical or clinical PTSD symptoms in adulthood showed greater functional connectivity between dorsomedial (dm)PFC and right temporoparietal junction (TPJ) during implicit theory of mind, whereas unexposed controls <italic toggle="yes">v</italic>. women with PTSD symptoms showed similar dmPFC-right TPJ functional connectivity. Those with PTSD symptoms also demonstrated right TPJ <italic toggle="yes">hypo</italic>activation during theory of mind, <italic toggle="yes">v</italic>. unexposed controls. The TPJ and dmPFC represent nodes in the default network dorsomedial subsystem, involved in mentalizing and social processing (<xref rid="R125" ref-type="bibr">Spreng &#x00026; Andrews-Hanna, 2015</xref>). In summary, we need further research on proximal neural mechanisms underlying social support and social cognitive functioning in resilience. Considering the broader social environment would improve our understanding of mechanisms underlying resilience (<xref rid="BX2" ref-type="boxed-text">Box 2</xref>; <xref rid="R14" ref-type="bibr">Biglan, Flay, Embry, &#x00026; Sandler, 2012</xref>).</p></sec><sec id="S11"><title>Active coping</title><p id="P25">Active coping focuses on approach-oriented behaviors for managing stressors, such as &#x02018;<italic toggle="yes">I take additional actions to get rid of the problem</italic>&#x02019; or &#x02018;<italic toggle="yes">I concentrate my effort on doing something about it</italic>&#x02019;), and is associated with lower cross-sectional PTSD symptoms (e.g. <xref rid="R16" ref-type="bibr">Bistricky et al., 2019</xref>; <xref rid="R64" ref-type="bibr">Getnet, Medhin, &#x00026; Alem, 2019</xref>; <xref rid="R129" ref-type="bibr">Stratta et al., 2015</xref>). Further, there is preliminary evidence that a switch toward active coping accompanies response to cognitive-behavioral therapy for PTSD (<xref rid="R19" ref-type="bibr">Bourdon, El-Baalbaki, Girard, Lapointe-Blackburn, &#x00026; Guay, 2019</xref>). mPFC function in resilience to prolonged stressors is implicated in individual differences in coping styles: healthy men with high early life stress but low trait rumination decreased amygdala and increased vmPFC perfusion during a mental arithmetic stress task, whereas men with high early life stress and high trait rumination showed the opposite (<xref rid="R144" ref-type="bibr">Wang, Paul, Stanton, Greeson, &#x00026; Smoski, 2013</xref>). Healthy volunteers undergoing an acute stress paradigm exhibited initial vmPFC deactivation during early task runs, but. vmPFC signal recovery later in the task was correlated with self-reported active coping and anticorrelated with maladaptive coping behaviors (<xref rid="R122" ref-type="bibr">Sinha, Lacadie, Constable, &#x00026; Seo, 2016</xref>). This reactivity-recovery pattern is consistent with preclinical evidence that prefrontal downregulation is adaptive during <italic toggle="yes">acute</italic> stress,, but should change when stress is prolonged (<xref rid="R91" ref-type="bibr">Maier &#x00026; Watkins, 2010</xref>; <xref rid="R122" ref-type="bibr">Sinha et al., 2016</xref>). However, a single laboratory session represents a very different timescale than naturalistic prolonged stress, and directionality of the relationship between mPFC recovery during chronic stress and coping style is unclear. Gender roles and social norms can also differentially reinforce active <italic toggle="yes">v</italic>. avoidant coping styles (<xref rid="R94" ref-type="bibr">McLean &#x00026; Anderson, 2009</xref>; <xref rid="R130" ref-type="bibr">Street &#x00026; Dardis, 2018</xref>; <xref rid="BX2" ref-type="boxed-text">Box 2</xref>); interrelationships between these factors may warrant attention.</p></sec><sec id="S12"><title>Fear extinction</title><p id="P26">It is important to update fear memories when transitioning from threat to safety, in order to respond appropriately to context (<xref rid="R89" ref-type="bibr">Lissek &#x00026; van Meurs, 2015</xref>). vmPFC and hippocampus are key in fear extinction maintenance, in both human and animal studies (<xref rid="R60" ref-type="bibr">Fullana et al., 2018</xref>; <xref rid="R99" ref-type="bibr">Milad et al., 2007</xref>). Enhanced extinction learning is associated with surprise-related learning signals in the vmPFC, and amygdala connectivity with a ventral mPFC sub-region (<xref rid="R43" ref-type="bibr">Dunsmoor et al., 2019</xref>); the same circuitry might be critical for extinction learning as an interventional mechanism (<xref rid="R61" ref-type="bibr">Fullana et al., 2020</xref>). Indeed, greater success of prolonged exposure therapy for PTSD &#x02013; which promotes extinction learning &#x02013; is linked to pre-treatment neural responses to emotion, including higher vmPFC signal during emotional regulation, greater magnitude of PFC responses while viewing fearful faces, and greater inhibition of the amygdala by lateral PFC transcranial magnetic stimulation (<xref rid="R55" ref-type="bibr">Fonzo et al., 2017</xref>). Further, vmPFC activity has been demonstrated to be central to the success of <italic toggle="yes">imagined</italic> fear extinction, which may be particularly relevant to the psychotherapeutic context, as in-vivo exposure is not always feasible (<xref rid="R111" ref-type="bibr">Reddan, Wager, &#x00026; Schiller, 2018</xref>). Thus, vmPFC recruitment during emotional contexts may be important to later success of exposure-based treatment strategies &#x02013; and may play a role in successful maintenance of extinction learning broadly.</p><p id="P27">Resting state findings support the relevance of vmPFC recruitment. Occupational trauma-exposed firefighters with greater insula-vmPFC functional connectivity had fewer PTSD symptoms, although firefighters had greater insula functional connectivity with other fear circuitry regions <italic toggle="yes">v</italic>. healthy non-firefighter adults, regardless of PTSD symptoms (<xref rid="R81" ref-type="bibr">Jeong et al., 2019</xref>). Similarly, typhoon survivors with PTSD showed greater vmPFC connectivity with the basolateral amygdala, relative to trauma-exposed controls. The basolateral amygdala has a central role in fear learning and emotional responding. This latter study illustrates the difficulty in inferring a directional relationship between brain regions from most functional neuroimaging studies. However, a resting state study, using Granger causality, in typhoon survivors and unexposed healthy adults found that both individuals with PTSD and trauma-exposed controls exhibited greater amygdala-to-mPFC effective connectivity <italic toggle="yes">v</italic>. unexposed controls, but inhibitory mPFC-to-amygdala connectivity was only observed in trauma-exposed controls. (<xref rid="R27" ref-type="bibr">Chen et al., 2018</xref>).</p></sec></sec></sec><sec id="S13"><title>Discussion</title><p id="P28">Here, we summarized task-based and resting state fMRI studies of resilience to childhood and adulthood trauma, focusing on psychological factors widely linked to resilient responses to severe adversity and trauma: effective emotion regulation, reward responsiveness, and cognitive control. We also reviewed findings related to social cognition, fear extinction, and active coping, as emerging areas of interest in resilience research (<xref rid="F1" ref-type="fig">Fig. 1</xref>). Across studies, we found robust evidence for preserved mPFC function in downregulation of limbic responses to emotional stimuli in resilient individuals. This is consistent with evidence from animal and human experimental models implicating mPFC engagement in adaptive coping with prolonged stress (<xref rid="R91" ref-type="bibr">Maier &#x00026; Watkins, 2010</xref>). Chronic social defeat stress-susceptible mice showing social impairment exhibit selective reductions in vmPFC spike frequencies &#x02013; suggesting a potential role of preserved vmPFC function in adaptive <italic toggle="yes">social</italic> behavior following chronic stress (<xref rid="R1" ref-type="bibr">Abe, Okada, Nakayama, Ikegaya, &#x00026; Sasaki, 2019</xref>), in line with emerging human evidence for perigenual cingulate and prefrontal function as mediators of social support&#x02019;s positive effects on responses to stress and pain (<xref rid="R73" ref-type="bibr">Holz et al., 2020</xref>). However, we lack knowledge of neural correlates of social functioning and social cognition <italic toggle="yes">in resilient humans</italic> despite their role in fostering positive outcomes (<xref rid="R127" ref-type="bibr">Stevens &#x00026; Jovanovic, 2019</xref>). Considering the broader social environment is also critical for understanding the brain-environment interactions underlying resilience (<xref rid="BX2" ref-type="boxed-text">Box 2</xref>).</p><p id="P29">Preserved reward signal processing in the ventral striatum has been linked to resilience to anhedonia and depression symptoms. One possibility is that preserved reward system function promotes participation in social and other rewarding experiences, thereby buffering the impacts of stress. Intact reward circuitry could also contribute to positive prospection &#x02013; e.g. a hippocampal-midbrain-vmPFC circuit has recently been implicated in imagined future positive outcomes (<xref rid="R78" ref-type="bibr">Iigaya et al., 2020</xref>). However, reward system findings have been mixed; resilient people may be less reactive both to reward and threat. Lesser reactivity might allow for greater stability in a changing environment, for example via lower emotional lability or greater ability to remain focused on goals by inhibiting salient yet distracting cues (e.g. <xref rid="R126" ref-type="bibr">Stevens et al., 2021</xref>).</p><p id="P30">Cognitive control-related brain activation predicts positive outcomes following trauma, specifically frontal (dlPFC) and hippocampal. Adult hippocampal neurogenesis plays an important role in cognitive flexibility, which may enable individuals to disengage from trauma-related memories and thoughts, and decrease cardinal PTSD symptoms such as intrusive thoughts and flashbacks (<xref rid="R8" ref-type="bibr">Anacker &#x00026; Hen, 2017</xref>; <xref rid="R9" ref-type="bibr">Aupperle, Melrose, Stein, &#x00026; Paulus, 2012</xref>). Prefrontal-subcortical connectivity (including hippocampal) in cognitive control appears important for suppressing unwanted memories (<xref rid="R92" ref-type="bibr">Mary et al., 2020</xref>). Although perhaps not specific to PTSD, activity in this circuit may represent an important factor in vulnerability to PTSD and maladaptive coping mechanisms (e.g. substance use problems) following trauma (<xref rid="R48" ref-type="bibr">Ersche, 2020</xref>). Recent work in this area highlights the importance of considering within-person interactions between resilience-relevant factors &#x02013; specifically, how higher levels of prefrontally-mediated executive function may &#x02018;rescue&#x02019; risk for anxiety in individuals who are more reactive to threat and less responsive to rewards (<xref rid="R117" ref-type="bibr">Scult et al., 2019</xref>). We note that the brain regions highlighted across the resilience-linked psychological factors also broadly correspond to those described in recent models of psychological <italic toggle="yes">vulnerability</italic> to trauma (e.g. <xref rid="R105" ref-type="bibr">Patel et al., 2012</xref>; <xref rid="R108" ref-type="bibr">Pitman et al., 2012</xref>; <xref rid="R154" ref-type="bibr">Yehuda et al., 2015</xref>).</p></sec><sec id="S14"><title>Longitudinal findings</title><p id="P31">Given that resilience inherently involves a temporal relationship between stressor and response, large longitudinal studies are better able to answer key questions &#x02013; for example, are the differences between resilient people and those who develop a psychiatric disorder present pre-exposure, or do the differences emerge afterward in a compensatory manner? Can we identify people at greater risk of negative consequences at the time of the event or soon after, and intervene early to prevent PTSD and related disorders? Several of the studies reviewed here illustrate the potential of longitudinal, cohort-based neuroimaging research. Though their samples differ in terms of trauma exposure type and developmental stage, the work by <xref rid="R117" ref-type="bibr">Scult et al. (2019)</xref> in the Duke Neurogenetics cohort, <xref rid="R120" ref-type="bibr">Silveira et al. (2020)</xref> in the NCANDA cohort, and <xref rid="R126" ref-type="bibr">Stevens et al. (2021)</xref> in the AURORA cohort suggest that greater general bottom-up neural reactivity to emotional stimuli &#x02013; both positive and negative &#x02013; is linked to poorer outcomes unless accompanied by inhibitory hippocampal and prefrontal engagement.</p></sec><sec id="S15"><title>Limitations</title><p id="P32">It is important to clarify the scope of inference we can draw from the current data. There are too few studies to differentiate results by developmental stage at the time of the traumatic event and/or the study. In addition to differences in brain development, another difference between studies of adults and youth is that the measures used in adult studies typically focus on symptoms (psychopathology), whereas youth studies tend to operationalize resilience more broadly (<xref rid="BX2" ref-type="boxed-text">Box 2</xref>). Many studies are retrospective and cross-sectional. Only longitudinal studies can tease out whether differences seen in resilient individuals represent pre-existing vulnerabilities or adaptations. There are also methodological weaknesses, including small sample sizes and low power (<xref rid="R132" ref-type="bibr">Szucs &#x00026; Ioannidis, 2020</xref>). Many older studies used liberal multiple comparison corrections, which increases risk for type 1 errors (<xref rid="R33" ref-type="bibr">Cox, Chen, Glen, Reynolds, &#x00026; Taylor, 2017</xref>; <xref rid="R44" ref-type="bibr">Eklund, Nichols, &#x00026; Knutsson, 2016</xref>). However, some key findings replicate in well-powered samples (e.g. (<xref rid="R32" ref-type="bibr">Corral-Fr&#x000ed;as et al., 2015</xref>; <xref rid="R95" ref-type="bibr">McLean et al., 2020</xref>; <xref rid="R120" ref-type="bibr">Silveira et al., 2020</xref>) &#x02013; with the caveat that these findings may not necessarily be robust to cohort and methodological differences between studies (<xref rid="R12" ref-type="bibr">Ben-Zion et al., 2023</xref>). Finally, identifying robust neuroimaging biomarkers requires establishing intrapersonal reliability of fMRI measures (<xref rid="R45" ref-type="bibr">Elliott et al., 2019</xref>, <xref rid="R46" ref-type="bibr">2020</xref>; <xref rid="R104" ref-type="bibr">Nord, Gray, Charpentier, Robinson, &#x00026; Roiser, 2017</xref>). Multivariate approaches exploiting the high dimensionality of neuroimaging data may be more appropriate (<xref rid="R41" ref-type="bibr">Dubois &#x00026; Adolphs, 2016</xref>; <xref rid="R53" ref-type="bibr">Finn et al., 2020</xref>).</p></sec><sec id="S16"><title>Conclusions and future directions</title><p id="P33">Real-world settings have started to translate neuroscientific findings to interventions (<xref rid="R68" ref-type="bibr">Greenberg, 2006</xref>; <xref rid="R86" ref-type="bibr">Keynan et al., 2019</xref>; <xref rid="R146" ref-type="bibr">Waugh &#x00026; Koster, 2015</xref>). Examining neural correlates of treatment response may illuminate neural resilience mechanisms &#x02018;activated&#x02019; by successful treatment. Ongoing and future longitudinal cohort studies with a peritraumatic baseline, such as AURORA (<xref rid="R95" ref-type="bibr">McLean et al., 2020</xref>), along with additional consideration of interindividual sociodemographic differences (<xref rid="BX3" ref-type="boxed-text">Box 3</xref>), will contribute to further understanding resilience to severe adversity and trauma.</p></sec></body><back><ack id="S17"><title>Acknowledgements.</title><p id="P34">This work was supported by the CDC National Institute for Occupational Safety and Health (U01OH011473) and the NIH National Institute on Mental Health (T32MH122394). This content is solely the responsibility of the authors and does not necessarily represent the official views of the CDC or NIH.</p><sec sec-type="COI-statement" id="S18"><title>Conflict of interest.</title><p id="P35">Dr Feder is named co-inventor on a patent application in the US, and several issued patents outside the US filed by the Icahn School of Medicine at Mount Sinai related to the use of ketamine for the treatment of PTSD. This intellectual property has not been licensed. Dr Perez-Rodriguez has received research grant funding from Neurocrine Biosciences, Inc, Millennium Pharmaceuticals, Takeda, and AI Cure. She is a consultant for Neurocrine Biosciences, Inc. and Alkermes. She has served on an advisory board for Neurocrine Biosciences Inc. Drs. 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</mixed-citation></ref></ref-list></back><floats-group><fig position="float" id="F1"><label>Figure. 1.</label><caption><p id="P36">Brain regions most commonly associated with higher resilience to trauma, organized by psychological factor (including emerging areas of interest) and underlying neural circuitry, based on review of fMRI BOLD activation literature.</p><p id="P37"><italic toggle="yes">Note</italic>. All figures use parcellations from the Desikan-Killiany Cortical Atlas parcellation or Freesurfer&#x02019;s automatic subcortical segmentation, implemented with ggseg () and ggsegExtra() packages for R (<xref rid="R101" ref-type="bibr">Mowinckel &#x00026; Vidal-Pi&#x000f1;eiro, 2019</xref>, <xref rid="R102" ref-type="bibr">n.d</xref>.), except for the subcortical Reward Responsivity plot (approximate location of the nucleus accumbens drawn by hand) and the cortical Social Support &#x00026; Cognition plot (which uses the AAL2 parcellation). ACC, anterior cingulate; PFC, prefrontal cortex; d, dorsal; dl, dorsolateral; m, medial; l, lateral; r, rostral; v, ventral; vm, ventromedial. Upward arrows indicate regions of greater activation in resilient individuals v. others; downward arrows indicate regions of lower activation in resilient individuals v. others; and both arrows together indicate mixed findings.</p></caption><graphic xlink:href="nihms-2017572-f0001" position="float"/></fig><boxed-text id="BX1" position="float"><label>Box 1:</label><caption><title>Quantifying trauma</title></caption><p id="P38">Assessing the severity of different traumatic experiences is not a trivial task. Indeed, to a large extent, the degree to which any event is traumatic is determined by the psychological impact on the person or people involved (<xref rid="R67" ref-type="bibr">Green, 1990</xref>). However, such a definition poses some difficulties for studies of resilience, which aim to investigate individual differences in response to similarly adverse events. Studying trauma-exposed samples optimally involves several considerations, including severity of trauma exposure and chronicity, and in the case of childhood maltreatment, developmental stage at the time of trauma exposure (<xref rid="R42" ref-type="bibr">Dunn et al., 2019</xref>; <xref rid="R62" ref-type="bibr">Gee, 2020</xref>; <xref rid="R71" ref-type="bibr">Harpur, Polek, &#x00026; van Harmelen, 2015</xref>).</p><p id="P39">Events sufficient to fulfill criteria for a diagnosis of post-traumatic stress disorder (PTSD) have been codified within the American Psychiatric Association&#x02019;s Diagnostic and Statistical Manual (DSM) as &#x02018;Category A&#x02019; events &#x02013; specifically, in DSM-5, as being &#x02018;exposed to death, threatened death, actual or threatened serious injury, or actual or threatened sexual violence&#x02019; (<xref rid="R5" ref-type="bibr">American Psychiatric Association, 2013</xref>). In the World Health Organization&#x02019;s International Classification of Diseases (ICD-10), the requirement is simply that a person has experienced an event or situation &#x02018;of exceptionally threatening or catastrophic nature, which would be likely to cause pervasive distress in almost anyone&#x02019; (<xref rid="R150" ref-type="bibr">World Health Organization, 1993</xref>). Under either scheme, presence of such an event in an individual&#x02019;s history is usually probed using a structured clinical interview (e.g. <xref rid="R147" ref-type="bibr">Weathers et al., 2018</xref>).</p><p id="P40">Experience of childhood trauma in younger research participants may be assessed using developmentally sensitive interviews with a child&#x02019;s primary caregiver (e.g. <xref rid="R65" ref-type="bibr">Goodyer, Croudace, Dunn, Herbert, &#x00026; Jones, 2010</xref>). In comparison, in studies involving adult participants, experience of childhood trauma is often assessed using retrospective questionnaires, such as the Childhood Trauma Questionnaire (<xref rid="R13" ref-type="bibr">Bernstein et al., 1994</xref>). Notably, a recent meta-analysis reported poor agreement between prospective and retrospective measures of childhood maltreatment (<xref rid="R10" ref-type="bibr">Baldwin, Reuben, Newbury, &#x00026; Danese, 2019</xref>). Although both prospective and retrospective measures identify groups of at-risk individuals, they appear to highlight largely non-overlapping sets of people &#x02013; meaning that it may not be valid to assume the same risk mechanisms apply to individuals identified using different methods.</p><p id="P41">Further, although both intensity and chronicity are important dimensions of trauma, it is not always clear how to combine these different aspects of adverse event exposure in a standardized way. Some studies have addressed this issue by restricting recruitment to individuals exposed to a specific precipitating event, for example in volunteers from the World Trade Center rescue and recovery worker cohort (<xref rid="R107" ref-type="bibr">Pietrzak et al., 2014b</xref>), or individuals with combat trauma (<xref rid="R85" ref-type="bibr">Keane et al., 1989</xref>). However, even in such samples, there is likely to be additional lifetime trauma exposure in many participants. One approach to this problem is to use a data reduction technique such as principal components analysis (PCA) to combine several different continuous measures into a single index of trauma exposure severity (e.g. to combine different aspects of childhood family experience; <xref rid="R140" ref-type="bibr">van Harmelen et al., 2017</xref>). It is important to bear in mind when synthesizing data in this way that there may also be trauma-specific considerations to take into account during analysis &#x02013; for example when considering responses to differently gendered angry faces in people exposed to intimate partner violence (<xref rid="R56" ref-type="bibr">Fonzo et al., 2010</xref>).</p></boxed-text><boxed-text id="BX2" position="float"><label>Box 2:</label><caption><title>Quantifying resilience</title></caption><sec id="S19"><title>In trauma-exposed populations.</title><p id="P42">In neurobiological studies with adult participants, resilience has often been defined based on the absence of a DSM Axis-1 disorder diagnosis following significant trauma exposure. Such categorical analyses may be complemented by dimensional approaches that relate measures to current severity scores for PTSD, depression, or anxiety symptoms. However, it is increasingly acknowledged that symptom sum scores for specific diagnoses are not the only key outcome variable in studies of resilience. Indeed, trauma-related psychopathology is highly heterogenous, and different symptom dimensions may differentially relate to overall burden of disability (e.g. <xref rid="R106" ref-type="bibr">Pietrzak et al., 2014a</xref>) &#x02013; suggesting more nuanced approaches may be warranted. Conversely, studies of the effects of childhood maltreatment have tended to take a more holistic approach toward assessing resilience, including a greater focus on psychosocial outcomes, and examining functioning across multiple domains (<xref rid="R28" ref-type="bibr">Cicchetti &#x00026; Rogosch, 2012</xref>; <xref rid="R93" ref-type="bibr">McGloin &#x00026; Widom, 2001</xref>). Recent examples of this approach across the literature include examining resilience across different functional outcome categories in children (<xref rid="R23" ref-type="bibr">Burt et al., 2016</xref>), analyzing disruption to work, social, and family life in addition to PTSD symptomatology in trauma-exposed adults (<xref rid="R75" ref-type="bibr">Horn et al., 2016</xref>), and the use of PCA-derived cross-domain psychosocial functioning scores in an adolescent cohort (<xref rid="R140" ref-type="bibr">van Harmelen et al., 2017</xref>).</p><p id="P43">The notion of good functioning invoked by definitions of resilience is <italic toggle="yes">environment-dependent:</italic> adaptive behavior in violent, volatile, or resource-poor environments may not conform to normative accounts of behavior in more stable or resource-rich environments (<xref rid="R90" ref-type="bibr">Luthar, Sawyer, &#x00026; Brown, 2006</xref>). Further, psychosocial environments may differ across individuals within a shared wider context &#x02013; e.g. for individuals who identify as different genders and/or belong to different racial or ethnic groups (<xref rid="R22" ref-type="bibr">Brondolo, 2015</xref>; <xref rid="R109" ref-type="bibr">Portnoy et al., 2018</xref>; <xref rid="R130" ref-type="bibr">Street &#x00026; Dardis, 2018</xref>; <xref rid="R136" ref-type="bibr">Tolin &#x00026; Foa, 2008</xref>). For example, differences in resilience between men and women have been found to be explained by differences in trauma type exposure across genders (particularly sexual violence; <xref rid="R109" ref-type="bibr">Portnoy et al. 2018</xref>; <xref rid="R136" ref-type="bibr">Tolin &#x00026; Foa, 2008</xref>), and socialized gender norms may further contribute to differences in chronic environmental stress exposure and propensity to engage in less adaptive coping strategies (<xref rid="R130" ref-type="bibr">Street &#x00026; Dardis, 2018</xref>). In particular, racism is an additional source of trauma in minoritized people that may be under-recognized by current clinical assessments (<xref rid="R26" ref-type="bibr">Carter, 2007</xref>; <xref rid="R149" ref-type="bibr">Williams, Metzger, Leins, &#x00026; DeLapp, 2018</xref>). For example, previous experiences of racial discrimination have recently been shown to add significant risk for PTSD symptom development following traumatic injury (<xref rid="R15" ref-type="bibr">Bird et al., 2021</xref>).</p><p id="P44">Importantly, the expected level of psychosocial functioning for a given individual should take into account their lifetime trauma burden (<xref rid="R51" ref-type="bibr">Feder et al., 2016</xref>; <xref rid="R84" ref-type="bibr">Karam et al., 2014</xref>). Various researchers have therefore proposed that resilience can best be quantified by regressing metrics of psychosocial functioning against an appropriate measure of trauma exposure severity: such that positive residuals from this model represent better than expected (&#x02018;resilient&#x02019;) outcomes, and negative residuals represent worse than expected (&#x02018;vulnerable&#x02019;) outcomes &#x02013; compared to what would be predicted based on the group as a whole (<xref rid="R6" ref-type="bibr">Amstadter, Maes, Sheerin, Myers, &#x00026; Kendler, 2016</xref>; <xref rid="R7" ref-type="bibr">Amstadter, Myers, &#x00026; Kendler, 2014</xref>; <xref rid="R79" ref-type="bibr">Ioannidis, Askelund, Kievit, &#x00026; van Harmelen, 2020</xref>; <xref rid="R140" ref-type="bibr">van Harmelen et al., 2017</xref>). Resilience-promoting factors can then be described as any resource (biological, psychological, social/socioeconomic) that decreases the risk of poor outcomes following adverse circumstances. Resilience-promoting factors may include both protective factors that help buffer the impact of stress, and resources that are able to foster positive compensatory changes following trauma exposure (<xref rid="R90" ref-type="bibr">Luthar et al., 2006</xref>; <xref rid="R114" ref-type="bibr">Schultze-Lutter, Schimmelmann, &#x00026; Schmidt, 2016</xref>). Critically, resilience-promoting factors are not independently additive, but interact in complex ways (<xref rid="R58" ref-type="bibr">Fritz, Fried, Goodyer, Wilkinson, &#x00026; van Harmelen, 2018b</xref>; <xref rid="R88" ref-type="bibr">Liebenberg, 2020</xref>; <xref rid="R90" ref-type="bibr">Luthar et al., 2006</xref>). It is therefore vital not to study such factors in isolation, but rather in the context of each other &#x02013; ideally within the same individuals.</p></sec><sec id="S20"><title>In the general population.</title><p id="P45">Some researchers have also examined population variation in self-reported trait resilience. For example, the Connor-Davidson Resilience Scale (CD-RISC) probes how likely individuals are to endorse statements such as <italic toggle="yes">&#x02018;I am able to adapt to change&#x02019;</italic> and <italic toggle="yes">&#x02018;I tend to bounce back after illness or hardship&#x02019;</italic> (<xref rid="R31" ref-type="bibr">Connor &#x00026; Davidson, 2003</xref>). There is somewhat equivocal evidence regarding the relationship between trait resilience and outcomes following trauma exposure (<xref rid="R34" ref-type="bibr">Daniels et al., 2012</xref>; <xref rid="R110" ref-type="bibr">Powers et al., 2014</xref>). Interestingly, a recent study of emergency department attendees found that a negative association between CD-RISC score close to admission and PTSD symptoms six months in the future was mediated by lower social withdrawal in higher trait resilience individuals &#x02013; suggesting that the impacts of trait resilience on functional outcome may be via increased ability to maintain or recruit social support (<xref rid="R134" ref-type="bibr">Thompson, Fiorillo, Rothbaum, Ressler, &#x00026; Michopoulos, 2018</xref>). Further, most questionnaire measures of resilience relate to a specific conceptualisation of resilience that focuses on individual &#x02018;grit&#x02019; or &#x02018;hardiness&#x02019; and that may not translate well to non-Western cultural settings &#x02013; particularly those that emphasise the role of communities rather than individuals in fostering resilience (<xref rid="R96" ref-type="bibr">Meili &#x00026; Maercker, 2019</xref>; <xref rid="R97" ref-type="bibr">Mendenhall &#x00026; Kim, 2019</xref>). An alternative approach for studies of resilience in the general population is to study the <italic toggle="yes">mechanisms</italic> underlying resilience based on experimental intervention data &#x02013; for example as reflected in lower self-reported fear or physiological reactivity during stress induction paradigms.</p></sec></boxed-text><boxed-text id="BX3" position="float"><label>Box 3:</label><caption><title>Considerations for future work</title></caption><p id="P46">Studying multiple potential resilience-promoting factors within the same individual is necessary to tease apart how putative neurobiological resilience factors interact both with each other and with other sociodemographic factors known to affect resilience to trauma-related psychopathology. We would encourage greater consideration of an individual&#x02019;s social, cultural, and socioeconomic environment in future studies of neural mechanisms related to resilience.</p><p id="P47">The trade-off for high power in large cohort studies is often the selective pressure on study measures (for inclusion, brevity, and ease of administration). However, accurate assessment of both resilience and the sociodemographic factors described above requires in-depth clinical phenotyping and trauma history screening, often by clinical interview with appropriately trained study personnel. To build our understanding of the neural correlates of resilience, future work should aim to hit a sweet spot in this trade-off between appropriate power and depth of individual phenotyping.</p><p id="P48">An important next step will be to integrate neuroimaging metrics related to resilience with other biological measurements relevant to both individual differences in neural function and environmental exposure. Novel analytic approaches such as the calculation of polygenic risk scores, or quantification of gene co-expression modules may yield sufficient power in (single site) achievable imaging sample sizes to link neural correlates of psychological constructs to underlying biology (<xref rid="R18" ref-type="bibr">Bogdan et al., 2017</xref>; <xref rid="R40" ref-type="bibr">Dima &#x00026; Breen, 2015</xref>). Greater integration of neuroimaging data into such pathways should improve our ability to interpret existing findings in terms of underlying molecular mechanisms. The cost of well-powered samples in neuroimaging genetics is typically prohibitively expensive for a single researcher or work group, but large-scale multi-site efforts e.g. the international ENIGMA [<underline>E</underline>nhancing <underline>N</underline>euro<underline>I</underline>maging <underline>G</underline>enetics through <underline>M</underline>eta <underline>A</underline>nalysis] Consortium have been extremely successful in facilitating robust and reproducible research, and will continue to be a tremendous resource (<xref rid="R135" ref-type="bibr">Thompson et al., 2020</xref>).</p></boxed-text></floats-group></article>