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Abnormal dynamic functional connectivity during fear extinction learning in PTSD and anxiety disorders

Wen, Zhenfu; Seo, Jeehye; Pace-Schott, Edward F; Milad, Mohammed R
Examining the neural circuits of fear/threat extinction advanced our mechanistic understanding of several psychiatric disorders, including anxiety disorders (AX) and posttraumatic stress disorder (PTSD). More is needed to understand the interplay of large-scale neural networks during fear extinction in these disorders. We used dynamic functional connectivity (FC) to study how FC might be perturbed during conditioned fear extinction in individuals with AX or PTSD. We analyzed neuroimaging data from 338 individuals that underwent a two-day fear conditioning and extinction paradigm. The sample included healthy controls (HC), trauma-exposed non-PTSD controls, and patients diagnosed with AX or PTSD. Dynamic FC during extinction learning gradually increased in the HC group but not in patient groups. The lack of FC change in patients was predominantly observed within and between the default mode, frontoparietal control, and somatomotor networks. The AX and PTSD groups showed impairments in different, yet partially overlapping connections especially involving the dorsolateral prefrontal cortex. Extinction-induced FC predicted ventromedial prefrontal cortex activation and FC during extinction memory recall only in the HC group. FC impairments during extinction learning correlated with fear- and anxiety-related clinical measures. These findings suggest that relative to controls, individuals with AX or PTSD exhibited widespread abnormal FC in higher-order cognitive and attention networks during extinction learning and failed to establish a link between neural signatures during extinction learning and memory retrieval. This failure might underlie abnormal processes related to the conscious awareness, attention allocation, and sensory processes during extinction learning and retrieval in fear- and anxiety-related disorders.
PMID: 35145227
ISSN: 1476-5578
CID: 5167262

Associations of sleep measures with neural activations accompanying fear conditioning and extinction learning and memory in trauma-exposed individuals

Seo, Jeehye; Oliver, Katelyn I; Daffre, Carolina; Moore, Kylie N; Gazecki, Samuel; Lasko, Natasha B; Milad, Mohammed R; Pace-Schott, Edward F
STUDY OBJECTIVES/OBJECTIVE:Sleep disturbances increase risk of posttraumatic stress disorder (PTSD). Sleep effects on extinction may contribute to such risk. Neural activations to fear extinction were examined in trauma-exposed participants and associated with sleep variables. METHODS:Individuals trauma-exposed within the past 2 years (N=126, 63 PTSD) completed 2 weeks actigraphy and sleep diaries, 3 nights ambulatory polysomnography and a 2-day fMRI protocol with Fear-Conditioning, Extinction-Learning and, 24h later, Extinction-Recall phases. Activations within the anterior cerebrum and regions of interest (ROI) were examined within the total, PTSD-diagnosed and trauma-exposed control (TEC) groups. Sleep variables were used to predict activations within groups and among total participants. Family wise error was controlled at p<0.05 using nonparametric analysis with 5000 permutations. RESULTS:Initially, Fear Conditioning activated broad subcortical and cortical anterior-cerebral regions. Within-group analyses showed: (1) by end of Fear Conditioning activations decreased in TEC but not PTSD; (2) across Extinction Learning, TEC activated medial prefrontal areas associated with emotion regulation whereas PTSD did not; (3) beginning Extinction Recall, PTSD activated this emotion-regulatory region whereas TEC did not. However, the only between-group contrast reaching significance was greater activation of a hippocampal ROI in TEC at Extinction Recall. A greater number of sleep variables were associated with cortical activations in separate groups versus the entire sample and in PTSD versus TEC. CONCLUSIONS:PTSD non-significantly delayed extinction learning relative to TEC possibly increasing vulnerability to pathological anxiety. The influence of sleep integrity on brain responses to threat and extinction may be greater in more symptomatic individuals.
PMID: 34718807
ISSN: 1550-9109
CID: 5037712

Impairment in acquisition of conditioned fear in schizophrenia

Tuominen, Lauri; Romaniuk, Liana; Milad, Mohammed R; Goff, Donald C; Hall, Jeremy; Holt, Daphne J
Individuals with schizophrenia show impairments in associative learning. One well-studied, quantifiable form of associative learning is Pavlovian fear conditioning. However, to date, studies of fear conditioning in schizophrenia have been inconclusive, possibly because they lacked sufficient power. To address this issue, we pooled data from four independent fear conditioning studies that included a total of 77 individuals with schizophrenia and 74 control subjects. Skin conductance responses (SCRs) to stimuli that were paired (the CS + ) or not paired (CS-) with an aversive, unconditioned stimulus were measured, and the success of acquisition of differential conditioning (the magnitude of CS + vs. CS- SCRs) and responses to CS + and CS- separately were assessed. We found that acquisition of differential conditioned fear responses was significantly lower in individuals with schizophrenia than in healthy controls (Cohen's d = 0.53). This effect was primarily related to a significantly higher response to the CS- stimulus in the schizophrenia compared to the control group. Moreover, the magnitude of this response to the CS- in the schizophrenia group was correlated with the severity of delusional ideation (p = 0.006). Other symptoms or antipsychotic dose were not associated with fear conditioning measures. In conclusion, individuals with schizophrenia who endorse delusional beliefs may be over-responsive to neutral stimuli during fear conditioning. This finding is consistent with prior models of abnormal associative learning in psychosis.
PMID: 34588608
ISSN: 1740-634x
CID: 5067502

Mega-analysis methods in ENIGMA: The experience of the generalized anxiety disorder working group

Zugman, André; Harrewijn, Anita; Cardinale, Elise M; Zwiebel, Hannah; Freitag, Gabrielle F; Werwath, Katy E; Bas-Hoogendam, Janna M; Groenewold, Nynke A; Aghajani, Moji; Hilbert, Kevin; Cardoner, Narcis; Porta-Casteràs, Daniel; Gosnell, Savannah; Salas, Ramiro; Blair, Karina S; Blair, James R; Hammoud, Mira Z; Milad, Mohammed; Burkhouse, Katie; Phan, K Luan; Schroeder, Heidi K; Strawn, Jeffrey R; Beesdo-Baum, Katja; Thomopoulos, Sophia I; Grabe, Hans J; Van der Auwera, Sandra; Wittfeld, Katharina; Nielsen, Jared A; Buckner, Randy; Smoller, Jordan W; Mwangi, Benson; Soares, Jair C; Wu, Mon-Ju; Zunta-Soares, Giovana B; Jackowski, Andrea P; Pan, Pedro M; Salum, Giovanni A; Assaf, Michal; Diefenbach, Gretchen J; Brambilla, Paolo; Maggioni, Eleonora; Hofmann, David; Straube, Thomas; Andreescu, Carmen; Berta, Rachel; Tamburo, Erica; Price, Rebecca; Manfro, Gisele G; Critchley, Hugo D; Makovac, Elena; Mancini, Matteo; Meeten, Frances; Ottaviani, Cristina; Agosta, Federica; Canu, Elisa; Cividini, Camilla; Filippi, Massimo; Kostić, Milutin; Munjiza, Ana; Filippi, Courtney A; Leibenluft, Ellen; Alberton, Bianca A V; Balderston, Nicholas L; Ernst, Monique; Grillon, Christian; Mujica-Parodi, Lilianne R; van Nieuwenhuizen, Helena; Fonzo, Gregory A; Paulus, Martin P; Stein, Murray B; Gur, Raquel E; Gur, Ruben C; Kaczkurkin, Antonia N; Larsen, Bart; Satterthwaite, Theodore D; Harper, Jennifer; Myers, Michael; Perino, Michael T; Yu, Qiongru; Sylvester, Chad M; Veltman, Dick J; Lueken, Ulrike; Van der Wee, Nic J A; Stein, Dan J; Jahanshad, Neda; Thompson, Paul M; Pine, Daniel S; Winkler, Anderson M
The ENIGMA group on Generalized Anxiety Disorder (ENIGMA-Anxiety/GAD) is part of a broader effort to investigate anxiety disorders using imaging and genetic data across multiple sites worldwide. The group is actively conducting a mega-analysis of a large number of brain structural scans. In this process, the group was confronted with many methodological challenges related to study planning and implementation, between-country transfer of subject-level data, quality control of a considerable amount of imaging data, and choices related to statistical methods and efficient use of resources. This report summarizes the background information and rationale for the various methodological decisions, as well as the approach taken to implement them. The goal is to document the approach and help guide other research groups working with large brain imaging data sets as they develop their own analytic pipelines for mega-analyses.
PMCID:8675407
PMID: 32596977
ISSN: 1097-0193
CID: 5364742

Impact of exogenous estradiol on task-based and resting-state neural signature during and after fear extinction in healthy women

Wen, Zhenfu; Hammoud, Mira Z; Scott, J Cobb; Jimmy, Jagan; Brown, Lily; Marin, Marie-France; Asnaani, Anu; Gur, Ruben C; Foa, Edna B; Milad, Mohammed R
Fluctuations of endogenous estrogen modulates fear extinction, but the influence of exogenous estradiol is less studied. Moreover, little focus has been placed on the impact of estradiol on broad network connectivity beyond the fear extinction circuit. Here, we examined the effect of acute exogenous estradiol administration on fear extinction-induced brain activation, whole-brain functional connectivity (FC) during the fear extinction task and post-extinction resting-state. Ninety healthy women (57 using oral contraceptives [OC], 33 naturally cycling [NC]) were fear conditioned on day 1. They ingested an estradiol or placebo pill prior to extinction learning on day 2 (double-blind design). Extinction memory was assessed on day 3. Task-based functional MRI data were ascertained on days 2 and 3 and resting-state data were collected post-extinction on day 2 and pre-recall on day 3. Estradiol administration significantly modulated the neural signature associated with fear extinction learning and memory, consistent with prior studies. Importantly, estradiol administration induced significant changes in FC within multiple networks, including the default mode and somatomotor networks during extinction learning, post-extinction, and during extinction memory recall. Exploratory analyses revealed that estradiol impacted ventromedial prefrontal cortex (vmPFC) activation and FC differently in the NC and OC women. The data implicate a more diffused and significant effect of acute estradiol administration on multiple networks. Such an effect might be beneficial to modulating attention and conscious processes in addition to engaging neural processes associated with emotional learning and memory consolidation.
PMID: 34493827
ISSN: 1740-634x
CID: 5011972

Cortical and subcortical brain structure in generalized anxiety disorder: findings from 28 research sites in the ENIGMA-Anxiety Working Group

Harrewijn, Anita; Cardinale, Elise M; Groenewold, Nynke A; Bas-Hoogendam, Janna Marie; Aghajani, Moji; Hilbert, Kevin; Cardoner, Narcis; Porta-Casteràs, Daniel; Gosnell, Savannah; Salas, Ramiro; Jackowski, Andrea P; Pan, Pedro M; Salum, Giovanni A; Blair, Karina S; Blair, James R; Hammoud, Mira Z; Milad, Mohammed R; Burkhouse, Katie L; Phan, K Luan; Schroeder, Heidi K; Strawn, Jeffrey R; Beesdo-Baum, Katja; Jahanshad, Neda; Thomopoulos, Sophia I; Buckner, Randy; Nielsen, Jared A; Smoller, Jordan W; Soares, Jair C; Mwangi, Benson; Wu, Mon-Ju; Zunta-Soares, Giovana B; Assaf, Michal; Diefenbach, Gretchen J; Brambilla, Paolo; Maggioni, Eleonora; Hofmann, David; Straube, Thomas; Andreescu, Carmen; Berta, Rachel; Tamburo, Erica; Price, Rebecca B; Manfro, Gisele G; Agosta, Federica; Canu, Elisa; Cividini, Camilla; Filippi, Massimo; Kostić, Milutin; Munjiza Jovanovic, Ana; Alberton, Bianca A V; Benson, Brenda; Freitag, Gabrielle F; Filippi, Courtney A; Gold, Andrea L; Leibenluft, Ellen; Ringlein, Grace V; Werwath, Kathryn E; Zwiebel, Hannah; Zugman, André; Grabe, Hans J; Van der Auwera, Sandra; Wittfeld, Katharina; Völzke, Henry; Bülow, Robin; Balderston, Nicholas L; Ernst, Monique; Grillon, Christian; Mujica-Parodi, Lilianne R; van Nieuwenhuizen, Helena; Critchley, Hugo D; Makovac, Elena; Mancini, Matteo; Meeten, Frances; Ottaviani, Cristina; Ball, Tali M; Fonzo, Gregory A; Paulus, Martin P; Stein, Murray B; Gur, Raquel E; Gur, Ruben C; Kaczkurkin, Antonia N; Larsen, Bart; Satterthwaite, Theodore D; Harper, Jennifer; Myers, Michael; Perino, Michael T; Sylvester, Chad M; Yu, Qiongru; Lueken, Ulrike; Veltman, Dick J; Thompson, Paul M; Stein, Dan J; Van der Wee, Nic J A; Winkler, Anderson M; Pine, Daniel S
The goal of this study was to compare brain structure between individuals with generalized anxiety disorder (GAD) and healthy controls. Previous studies have generated inconsistent findings, possibly due to small sample sizes, or clinical/analytic heterogeneity. To address these concerns, we combined data from 28 research sites worldwide through the ENIGMA-Anxiety Working Group, using a single, pre-registered mega-analysis. Structural magnetic resonance imaging data from children and adults (5-90 years) were processed using FreeSurfer. The main analysis included the regional and vertex-wise cortical thickness, cortical surface area, and subcortical volume as dependent variables, and GAD, age, age-squared, sex, and their interactions as independent variables. Nuisance variables included IQ, years of education, medication use, comorbidities, and global brain measures. The main analysis (1020 individuals with GAD and 2999 healthy controls) included random slopes per site and random intercepts per scanner. A secondary analysis (1112 individuals with GAD and 3282 healthy controls) included fixed slopes and random intercepts per scanner with the same variables. The main analysis showed no effect of GAD on brain structure, nor interactions involving GAD, age, or sex. The secondary analysis showed increased volume in the right ventral diencephalon in male individuals with GAD compared to male healthy controls, whereas female individuals with GAD did not differ from female healthy controls. This mega-analysis combining worldwide data showed that differences in brain structure related to GAD are small, possibly reflecting heterogeneity or those structural alterations are not a major component of its pathophysiology.
PMCID:8486763
PMID: 34599145
ISSN: 2158-3188
CID: 5039482

Fear Extinction Learning Modulates Large-scale Brain Connectivity

Wen, Zhenfu; Chen, Zhe Sage; Milad, Mohammed R
Exploring the neural circuits of the extinction of conditioned fear is critical to advance our understanding of fear- and anxiety-related disorders. The field has focused on examining the role of various regions of the medial prefrontal cortex, insular cortex, hippocampus, and amygdala in conditioned fear and its extinction. The contribution of this 'fear network' to the conscious awareness of fear has recently been questioned. And as such, there is a need to examine higher/multiple cortical systems that might contribute to the conscious feeling of fear and anxiety. Herein, we studied functional connectivity patterns across the entire brain to examine the contribution of multiple networks to the acquisition of fear extinction learning and its retrieval. We conducted trial-by-trial analyses on data from 137 healthy participants who underwent a two-day fear conditioning and extinction paradigm in a functional magnetic resonance imaging (fMRI) scanner. We found that functional connectivity across a broad range of brain regions, many of which are part of the default mode, frontoparietal, and ventral attention networks, increased from early to late extinction learning only to a conditioned cue. The increased connectivity during extinction learning predicted the magnitude of extinction memory tested 24 hours later. Together, these findings provide evidence supporting recent studies implicating distributed brain regions in learning, consolidation and expression of fear extinction memory in the human brain.
PMID: 34126211
ISSN: 1095-9572
CID: 4901082

Hippocampal activation during contextual fear inhibition related to resilience in the early aftermath of trauma

van Rooij, Sanne J H; Ravi, Meghna; Ely, Timothy D; Michopoulos, Vasiliki; Winters, Sterling J; Shin, Jaemin; Marin, Marie-France; Milad, Mohammed R; Rothbaum, Barbara O; Ressler, Kerry J; Jovanovic, Tanja; Stevens, Jennifer S
BACKGROUND:Impaired contextual fear inhibition is often associated with posttraumatic stress disorder (PTSD). Our previous work has demonstrated that more hippocampal activation during a response inhibition task after trauma exposure was related to greater resilience and fewer future PTSD symptoms. In the current study, we sought to extend our previous findings by employing a contextual fear conditioning and extinction paradigm to further determine the role of the hippocampus in resilience and PTSD in the early aftermath of trauma. METHODS:Participants (N = 28) were recruited in the Emergency Department shortly after experiencing a traumatic event. A contextual fear inhibition task was conducted in a 3 T MRI scanner approximately two months post-trauma. Measures of resilience (CD-RISC) at time of scan and PTSD symptoms three months post-trauma were collected. The associations between hippocampal activation during fear conditioning and during the effect of context during extinction, and post-trauma resilience and PTSD symptoms at three-months were assessed. RESULTS:During fear conditioning, activation of the bilateral hippocampal region of interest (ROI) correlated positively with resilience (r = 0.48, p = 0.01). During the effect of context during extinction, greater bilateral hippocampal activation correlated with lower PTSD symptoms three months post-trauma after controlling for baseline PTSD symptoms, age and gender (r=-0.59, p=0.009). CONCLUSIONS:Greater hippocampal activation was related to post-trauma resilience and lower PTSD symptoms three months post-trauma. The current study supports and strengthens prior findings suggesting the importance of hippocampus-dependent context processing as a mechanism for resilience versus PTSD risk, which could be a potential mechanistic target for novel early interventions.
PMID: 33819532
ISSN: 1872-7549
CID: 4845352

Partial and Total Sleep Deprivation Interferes With Neural Correlates of Consolidation of Fear Extinction Memory

Seo, Jeehye; Pace-Schott, Edward F; Milad, Mohammed R; Song, Huijin; Germain, Anne
BACKGROUND:We assessed the impact of total and partial sleep loss on neural correlates of fear conditioning, extinction learning, and extinction recall in healthy young adults. METHODS:Participants (56.3% female, age 24.8 ± 3.4 years) were randomized to a night of normal sleep (NS) (n = 48), sleep restriction (SR) (n = 53), or sleep deprivation (SD) (n = 53). All completed fear conditioning and extinction learning phases the following morning. Extinction recall was tested in the evening of the same day. Task-based contrasts were modeled at the beginning of, at the end of, and across the fear conditioning and extinction learning phases, and at the beginning of extinction recall. These contrasts were compared among the 3 groups by means of analysis of variance. Nonparametric permutation corrected analyses using a cluster-determining threshold of p < .005 and a familywise error of p < .05. RESULTS:At the end of fear conditioning, NS activated medial prefrontal regions, SR activated motor areas, and participants in the SD group showed no significant activations. Across extinction learning, only NS activated both salience (fear) and extinction (regulatory) areas. For extinction recall, SD activated similar regions as NS across extinction learning, while SR activated salience and motor areas. During early fear conditioning, compared with NS, SD activated more medial prefrontal and SR activated more salience network areas. For extinction recall, NS activated more prefrontal areas and SD activated more of both salience- and extinction-related areas than SR. CONCLUSIONS:Relative to NS, SR may enhance fear-related and diminish extinction-related activity, whereas SD may delay engagement of extinction learning. Findings may have clinical implications for populations and occupations in which sleep loss is common.
PMID: 33279459
ISSN: 2451-9030
CID: 4708412

Fear-induced brain activations distinguish anxious and trauma-exposed brains

Wen, Zhenfu; Marin, Marie-France; Blackford, Jennifer Urbano; Chen, Zhe Sage; Milad, Mohammed R
Translational models of fear conditioning and extinction have elucidated a core neural network involved in the learning, consolidation, and expression of conditioned fear and its extinction. Anxious or trauma-exposed brains are characterized by dysregulated neural activations within regions of this fear network. In this study, we examined how the functional MRI activations of 10 brain regions commonly activated during fear conditioning and extinction might distinguish anxious or trauma-exposed brains from controls. To achieve this, activations during four phases of a fear conditioning and extinction paradigm in 304 participants with or without a psychiatric diagnosis were studied. By training convolutional neural networks (CNNs) using task-specific brain activations, we reliably distinguished the anxious and trauma-exposed brains from controls. The performance of models decreased significantly when we trained our CNN using activations from task-irrelevant brain regions or from a brain network that is irrelevant to fear. Our results suggest that neuroimaging data analytics of task-induced brain activations within the fear network might provide novel prospects for development of brain-based psychiatric diagnosis.
PMID: 33441547
ISSN: 2158-3188
CID: 4747012