1
|
Allen MT. Weaker situations: Uncertainty reveals individual differences in learning: Implications for PTSD. COGNITIVE, AFFECTIVE & BEHAVIORAL NEUROSCIENCE 2023:10.3758/s13415-023-01077-5. [PMID: 36944865 DOI: 10.3758/s13415-023-01077-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/07/2023] [Indexed: 03/23/2023]
Abstract
Few individuals who experience trauma develop posttraumatic stress disorder (PTSD). Therefore, the identification of individual differences that signal increased risk for PTSD is important. Lissek et al. (2006) proposed using a weak rather than a strong situation to identify individual differences. A weak situation involves less-salient cues as well as some degree of uncertainty, which reveal individual differences. A strong situation involves salient cues with little uncertainty, which produce consistently strong responses. Results from fear conditioning studies that support this hypothesis are discussed briefly. This review focuses on recent findings from three learning tasks: classical eyeblink conditioning, avoidance learning, and a computer-based task. These tasks are interpreted as weaker learning situations in that they involve some degree of uncertainty. Individual differences in learning based on behavioral inhibition, which is a risk factor for PTSD, are explored. Specifically, behaviorally inhibited individuals and rodents (i.e., Wistar Kyoto rats), as well as individuals expressing PTSD symptoms, exhibit enhanced eyeblink conditioning. Behaviorally inhibited rodents also demonstrate enhanced avoidance responding (i.e., lever pressing). Both enhanced eyeblink conditioning and avoidance are most evident with schedules of partial reinforcement. Behaviorally inhibited individuals also performed better on reward and punishment trials than noninhibited controls in a probabilistic category learning task. Overall, the use of weaker situations with uncertain relationships may be more ecologically valid than learning tasks in which the aversive event occurs on every trial and may provide more sensitivity for identifying individual differences in learning for those at risk for, or expressing, PTSD symptoms.
Collapse
Affiliation(s)
- M Todd Allen
- School of Psychological Sciences, University of Northern Colorado, Greeley, CO, USA.
| |
Collapse
|
2
|
Handy JD, Wright WG, Haskell A, Servatius L, Servatius RJ. Enhanced Acquisition and Retention of Conditioned Eyeblink Responses in Veterans Expressing PTSD Symptoms: Modulation by Lifetime History of Mild Traumatic Brain Injury. Front Behav Neurosci 2020; 14:595007. [PMID: 33363458 PMCID: PMC7752806 DOI: 10.3389/fnbeh.2020.595007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2020] [Accepted: 11/10/2020] [Indexed: 11/13/2022] Open
Abstract
Enhanced acquisition of eyeblink conditioning is observed in active duty military and veterans expressing PTSD symptoms (PTSD+) and those expressing temperamental vulnerabilities to develop PTSD after traumatic experiences, such as behaviorally inhibited temperament. There is a growing literature showing persistent cerebellar abnormalities in those experiencing mild traumatic brain injury (mTBI+) as well as linkages between mTBI and PTSD. With the dependency of eyeblink conditioning on cerebellar processes, the impact of mTBI on eyeblink conditioning in veterans expressing PTSD is unknown. The present study assessed eyeblink conditioning in veterans during two sessions separated by 1 week. With a focus on the accelerated learning of veterans expressing PTSD, training utilized a protocol which degrades learning through interspersing conditioned stimulus (CS) exposures amongst delay-type trials of CS and unconditional stimulus (US) co-terminating trials. Faster acquisition of the eyeblink conditioned responses (CR) was observed in PTSD during Week 1. The Week 2 assessment revealed an interaction of mTBI and PTSD, such that asymptotic performance of PTSD+ was greater than PTSD- among mTBI- veterans, whereas these groups did not differ in mTBI+ veterans. To further examine the relationship between enhanced sensitivity to acquire eyeblink conditioning and PTSD, cluster analysis was performed based on performance across training sessions. Those with enhanced sensitivity to acquire eyeblink conditioned responses expressed more PTSD symptoms, which were specific to Cluster C symptoms of avoidance, in addition to greater behavioral inhibition. These results support the continued investigation of the conditioned eyeblink response as a behavioral indicator of stress-related psychopathology.
Collapse
Affiliation(s)
- Justin D Handy
- Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States.,Central New York Research Corporation, Syracuse, NY, United States
| | - W Geoffrey Wright
- Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States.,Neuromotor Sciences Program, College of Public Health, Temple University, Philadelphia, PA, United States
| | - Amanda Haskell
- Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States.,Central New York Research Corporation, Syracuse, NY, United States
| | - Labeeby Servatius
- Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States.,Central New York Research Corporation, Syracuse, NY, United States
| | - Richard J Servatius
- Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States.,Department of Psychiatry, State University of New York Upstate Medical University, Syracuse, NY, United States
| |
Collapse
|
3
|
Ntourou K, DeFranco EO, Conture EG, Walden TA, Mushtaq N. A parent-report scale of behavioral inhibition: Validation and application to preschool-age children who do and do not stutter. JOURNAL OF FLUENCY DISORDERS 2020; 63:105748. [PMID: 32065916 PMCID: PMC7061916 DOI: 10.1016/j.jfludis.2020.105748] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2019] [Revised: 12/02/2019] [Accepted: 01/03/2020] [Indexed: 05/27/2023]
Abstract
PURPOSE This two-part (i.e., Study 1, Study 2) study investigated behavioral inhibition (BI) in preschool-age children who do (CWS) and do not (CWNS) stutter. The purpose of Study 1 was to develop the Short Behavioral Inhibition Scale (SBIS), a parent-report scale of BI. The purpose of Study 2 was to determine, based on the SBIS, differences in BI between CWS and CWNS, and associations between BI and CWS's stuttering frequency, stuttering severity, speech-associated attitudes, and stuttering-related consequences/reactions. METHOD Participants in Study 1 were 225 CWS and 243 CWNS with the majority of them being included in Study 2. In Study 2, a speech sample was obtained for the calculation of stuttering frequency and severity, and the parents of a subset of CWS completed the Communication Attitude Test for Preschool and Kindergarten Children Who Stutter (Vanryckeghem & Brutten, 2007), and the Test of Childhood Stuttering Disfluency-Related Consequences Rating Scale (Gillam, Logan, & Pearson, 2009). RESULTS Study 1 analyses indicated that SBIS is a valid and reliable tool whose items assess a single, relatively homogeneous construct. In Study 2, CWS exhibited greater mean and extreme BI tendencies than CWNS. Also CWS with higher, compared to CWS with lower, BI presented with greater stuttering frequency, more severe stuttering, greater stuttering-related consequences, and more negative communication attitudes (for CWS older than 4 years of age). CONCLUSION Findings were taken to suggest that BI is associated with early childhood stuttering and that the SBIS could be included as part of a comprehensive evaluation of stuttering.
Collapse
Affiliation(s)
- Katerina Ntourou
- Department of Speech and Hearing Sciences, Vanderbilt University, United States.
| | - Elizabeth Oyler DeFranco
- Department of Speech, Language, and Hearing Sciences, University of Colorado Boulder, United States
| | - Edward G Conture
- Department of Speech and Hearing Sciences, Vanderbilt University, United States
| | - Tedra A Walden
- Department of Psychology and Human Development, Department of Speech and Hearing Sciences, Vanderbilt University, United States
| | - Nasir Mushtaq
- Department of Biostatistics and Epidemiology, University of Oklahoma Health Sciences Center, United States
| |
Collapse
|
4
|
Toward an assessment of escape/avoidance coping in depression. Behav Brain Res 2020; 381:112363. [DOI: 10.1016/j.bbr.2019.112363] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2019] [Revised: 11/14/2019] [Accepted: 11/14/2019] [Indexed: 12/18/2022]
|
5
|
Miller DP, Allen MT, Servatius RJ. Partial Predictability in Avoidance Acquisition and Expression of Wistar-Kyoto and Sprague-Dawley Rats: Implications for Anxiety Vulnerability in Uncertain Situations. Front Psychiatry 2020; 11:848. [PMID: 32973587 PMCID: PMC7466649 DOI: 10.3389/fpsyt.2020.00848] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/10/2020] [Accepted: 08/04/2020] [Indexed: 11/20/2022] Open
Abstract
Individual differences or vulnerabilities must exist which bias some individuals toward psychopathology while others remain resilient in the face of trauma. Recent work has studied the effects of uncertainty on individuals expressing behavioral inhibition (BI). The current study extended this work with uncertainty to Wistar Kyoto (WKY) rats which are a behaviorally inhibited inbred strain that models learning vulnerabilities for anxiety disorders and posttraumatic stress disorder (PTSD). WKY rats exhibit superior avoidance performance in a signaled bar press avoidance task in which a tone conditioned stimulus (CS) signals a foot shock unconditional stimulus (US) when compared with non-inhibited Sprague-Dawley (SD) rats. In addition, WKY rats express enhanced eyeblink conditioning. Recent work with behaviorally inhibited humans has indicated that this enhanced eyeblink conditioning is more evident in conditions that insert CS- or US-alone trials into CS-US paired training, resulting in uncertain and suboptimal learning conditions. The current study examined the effects of partial predictability training, in which the CS signaled the US only one-half of the time, on the acquisition and expression of avoidance. Standard training with a fixed 60-s CS which predicted shock on 100% of trials was compared with training in which the CS predicted shock on 50% of trials (partial predictability) using a pseudorandom schedule. As expected, WKY rats acquired avoidance responses faster and to a greater degree than SD rats. Partial predictability of the US essentially reduced SD rats to escape responding. Partial predictability also reduced avoidance in WKY rats; however, adjusting avoidance rates for the number of potential pairings of the CS and US early in training suggested a similar degree of avoidance expression late in the last session of training. Enhanced active avoidance expression, even in uncertain learning conditions, can be interpreted as behaviorally inhibited WKY rats responding to the expectancy of the shock by avoiding, whereas non-inhibited SD rats were responding to the presence of the shock by escaping. Future work should explore how WKY and SD rats as well as behaviorally inhibited humans acquire and extinguish avoidance responses in uncertain learning situations.
Collapse
Affiliation(s)
- Daniel Paul Miller
- Neuroscience Department, Carthage College, Kenosha, WI, United States.,Department of Psychiatry, Stress and Motivated Behavior Institute, Upstate Medical University, Syracuse, NY, United States
| | - Michael Todd Allen
- Department of Psychiatry, Stress and Motivated Behavior Institute, Upstate Medical University, Syracuse, NY, United States.,School of Psychological Sciences, University of Northern Colorado, Greeley, CO, United States
| | - Richard J Servatius
- Department of Psychiatry, Stress and Motivated Behavior Institute, Upstate Medical University, Syracuse, NY, United States.,Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States
| |
Collapse
|
6
|
Allen M, Handy J, Miller D, Servatius R. Avoidance learning and classical eyeblink conditioning as model systems to explore a learning diathesis model of PTSD. Neurosci Biobehav Rev 2019; 100:370-386. [DOI: 10.1016/j.neubiorev.2019.03.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2018] [Revised: 03/04/2019] [Accepted: 03/05/2019] [Indexed: 01/09/2023]
|
7
|
McClure KE, Blakey SM, Kozina RM, Ripley AJ, Kern SM, Clapp JD. Behavioral inhibition and posttrauma symptomatology: Moderating effects of safety behaviors and biological sex. J Clin Psychol 2019; 75:1350-1363. [DOI: 10.1002/jclp.22778] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Revised: 02/14/2019] [Accepted: 03/19/2019] [Indexed: 11/07/2022]
Affiliation(s)
| | - Shannon M. Blakey
- Department of Psychology and NeuroscienceUniversity of North Carolina at Chapel HillChapel Hill North Carolina
| | - Ryan M. Kozina
- Department of PsychologyUniversity of WyomingLaramie Wyoming
| | - Adam J. Ripley
- Department of PsychologyUniversity of WyomingLaramie Wyoming
| | - Shira M. Kern
- Department of PsychologyUniversity of WyomingLaramie Wyoming
| | - Joshua D. Clapp
- Department of PsychologyUniversity of WyomingLaramie Wyoming
| |
Collapse
|
8
|
Allen MT, Myers CE, Beck KD, Pang KCH, Servatius RJ. Inhibited Personality Temperaments Translated Through Enhanced Avoidance and Associative Learning Increase Vulnerability for PTSD. Front Psychol 2019; 10:496. [PMID: 30967806 PMCID: PMC6440249 DOI: 10.3389/fpsyg.2019.00496] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2018] [Accepted: 02/20/2019] [Indexed: 12/22/2022] Open
Abstract
Although many individuals who experience a trauma go on to develop post-traumatic stress disorder (PTSD), the rate of PTSD following trauma is only about 15-24%. There must be some pre-existing conditions that impart increased vulnerability to some individuals and not others. Diathesis models of PTSD theorize that pre-existing vulnerabilities interact with traumatic experiences to produce psychopathology. Recent work has indicated that personality factors such as behavioral inhibition (BI), harm avoidance (HA), and distressed (Type D) personality are vulnerability factors for the development of PTSD and anxiety disorders. These personality temperaments produce enhanced acquisition or maintenance of associations, especially avoidance, which is a criterion symptom of PTSD. In this review, we highlight the evidence for a relationship between these personality types and enhanced avoidance and associative learning, which may increase risk for the development of PTSD. First, we provide the evidence confirming a relationship among BI, HA, distressed (Type D) personality, and PTSD. Second, we present recent findings that BI is associated with enhanced avoidance learning in both humans and animal models. Third, we will review evidence that BI is also associated with enhanced eyeblink conditioning in both humans and animal models. Overall, data from both humans and animals suggest that these personality traits promote enhanced avoidance and associative learning, as well as slowing of extinction in some training protocols, which all support the learning diathesis model. These findings of enhanced learning in vulnerable individuals can be used to develop objective behavioral measures to pre-identify individuals who are more at risk for development of PTSD following traumatic events, allowing for early (possibly preventative) intervention, as well as suggesting possible therapies for PTSD targeted on remediating avoidance or associative learning. Future work should explore the neural substrates of enhanced avoidance and associative learning for behaviorally inhibited individuals in both the animal model and human participants.
Collapse
Affiliation(s)
- Michael Todd Allen
- School of Psychological Sciences, University of Northern Colorado, Greeley, CO, United States
- Rutgers Biomedical Health Sciences, Stress and Motivated Behavior Institute, Rutgers University, Newark, NJ, United States
- Central New York Research Corporation, Syracuse, NY, United States
| | - Catherine E. Myers
- Department of Veterans Affairs, VA New Jersey Health Care System, East Orange, NJ, United States
- Department of Pharmacology, Physiology and Neuroscience, Rutgers University-New Jersey Medical School, Newark, NJ, United States
| | - Kevin D. Beck
- Department of Veterans Affairs, VA New Jersey Health Care System, East Orange, NJ, United States
- Department of Pharmacology, Physiology and Neuroscience, Rutgers University-New Jersey Medical School, Newark, NJ, United States
| | - Kevin C. H. Pang
- Department of Veterans Affairs, VA New Jersey Health Care System, East Orange, NJ, United States
- Department of Pharmacology, Physiology and Neuroscience, Rutgers University-New Jersey Medical School, Newark, NJ, United States
| | - Richard J. Servatius
- Rutgers Biomedical Health Sciences, Stress and Motivated Behavior Institute, Rutgers University, Newark, NJ, United States
- Central New York Research Corporation, Syracuse, NY, United States
- Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse, NY, United States
- Department of Psychiatry, State University of New York Upstate Medical University, Syracuse, NY, United States
| |
Collapse
|
9
|
Allen MT. A computer-based avatar task designed to assess behavioral inhibition extends to behavioral avoidance but not cognitive avoidance. PeerJ 2018; 6:e5330. [PMID: 30083462 PMCID: PMC6074773 DOI: 10.7717/peerj.5330] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2018] [Accepted: 07/06/2018] [Indexed: 11/20/2022] Open
Abstract
Avoidance is a common feature of post-traumatic stress disorder (PTSD) as well as anxiety and depressive disorders. Avoidance can be expressed behaviorally as well as cognitively. Most personality assessments for avoidance involve self-report inventories which are susceptible to biased responding. The avatar task (Myers et al., 2016a) was developed as an objective measure of behavioral inhibition (BI) which is defined as a tendency for avoidance of unfamiliar people and situations. The avatar task has been demonstrated to screen avoidant behaviors related to BI, PTSD, as well as harm avoidance (HA) as measured by the Tridimensional Personality Questionnaire (TPQ). In the current work, the avatar task was tested with cognitive as well as behavioral avoidance as measured by the cognitive-behavioral avoidance scale (CBAS; Ottenbreit & Dobson, 2004). The CBAS includes four subscales which measure behavioral social (BS) avoidance, behavioral non-social (BN) avoidance, cognitive social (CS) avoidance, and cognitive non-social (CN) avoidance. It was hypothesized that avatar scores would be significantly positively related to behavioral, but not cognitive, avoidance. In addition, it was also hypothesized that performance on the avatar task would be more related to social than non-social behavioral avoidance. Participants completed the avatar task, the HA scale of the TPQ and the CBAS. Pearson's product moment correlations revealed that avatar scores were significantly related to CBAS total scores as well as BS and BN scores, but not CS and CN scores. In addition, BS has a stronger relationship with avatar scores than BN avoidance which fits with the social aspects of the scenarios in the avatar task. A median split of the avatar scores produced a significant difference in scores on the behavioral but not the cognitive subscales. Overall, the current results supported the idea that the avatar task is measuring behavioral avoidance, specifically in social situations, rather than cognitive avoidance. Future work could adapt the avatar task to include scenarios similar to the cognitive items on the CBAS to create an objective measure of cognitive avoidance which may be relevant in measuring avoidance in depression and behavioral avoidance associated with PTSD as well as anxiety disorders.
Collapse
Affiliation(s)
- M Todd Allen
- School of Psychological Sciences, University of Northern Colorado, Greeley, CO, United States of America
| |
Collapse
|
10
|
Allen MT, Handy JD, Blankenship MR, Servatius RJ. The distressed (Type D) personality factor of social inhibition, but not negative affectivity, enhances eyeblink conditioning. Behav Brain Res 2018; 345:93-103. [PMID: 29486267 DOI: 10.1016/j.bbr.2018.02.035] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2017] [Revised: 02/23/2018] [Accepted: 02/23/2018] [Indexed: 11/19/2022]
Abstract
Recent work has focused on a learning diathesis model in which specific personality factors such as behavioral inhibition (BI) may influence associative learning and in turn increase risk for the development of anxiety disorders. We have found in a series of studies that individuals self-reporting high levels of BI exhibit enhanced acquisition of conditioned eyeblinks. In the study reported here, hypotheses were extended to include distressed (Type D) personality which has been found to be related to BI. Type D personality is measured with the DS-14 scale which includes two subscales measuring negative affectivity (NA) and social inhibition (SI). We hypothesized that SI, which is similar to BI, would result in enhanced acquisition while the effect of NA is unclear. Eighty nine participants completed personality inventories including the Adult Measure of Behavioral Inhibition (AMBI) and DS-14. All participants received 60 acquisition trials with a 500 ms, 1000 Hz, tone CS and a co-terminating 50 ms, 5 psi corneal airpuff US. Participants received either 100% CS-US paired trials or a schedule of partial reinforcement where 50% US alone trials were intermixed into CS-US training. Acquisition of CRs did not differ between the two training protocols. Whereas BI was significantly related to Type D, SI, and NA, only BI and SI individuals exhibited enhanced acquisition of conditioned eyeblinks as compared to non-inhibited individuals. Personality factors now including social inhibition can be used to identify individuals who express enhanced associative learning which lends further support to a learning diathesis model of anxiety disorders.
Collapse
Affiliation(s)
- M T Allen
- School of Psychological Sciences, University of Northern Colorado, Greeley, CO, United States; Rutgers Biomedical Health Sciences, Stress and Motivated Behavior Institute, Rutgers University, Newark, NJ, United States; Central New York Research Corporation, Syracuse, NY, United States.
| | - J D Handy
- Central New York Research Corporation, Syracuse, NY, United States; Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse NY, United States
| | - M R Blankenship
- Department of Psychology, Western Illinois University, Macomb, IL, United States
| | - R J Servatius
- Rutgers Biomedical Health Sciences, Stress and Motivated Behavior Institute, Rutgers University, Newark, NJ, United States; Department of Veterans Affairs, Syracuse Veterans Affairs Medical Center, Syracuse NY, United States; Department of Psychiatry, State University of New York Upstate Medical University, Syracuse, NY, United States
| |
Collapse
|
11
|
Facilitated acquisition of the classically conditioned eyeblink response in active duty military expressing posttraumatic stress disorder symptoms. Behav Brain Res 2018; 339:106-113. [DOI: 10.1016/j.bbr.2017.11.014] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2017] [Revised: 10/17/2017] [Accepted: 11/12/2017] [Indexed: 11/18/2022]
|
12
|
Allen MT, Jameson MM, Myers CE. Beyond Behavioral Inhibition: A Computer Avatar Task Designed to Assess Behavioral Inhibition Extends to Harm Avoidance. Front Psychol 2017; 8:1560. [PMID: 28966600 PMCID: PMC5605618 DOI: 10.3389/fpsyg.2017.01560] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Accepted: 08/28/2017] [Indexed: 11/13/2022] Open
Abstract
Personality factors such as behavioral inhibition (BI), a temperamental tendency for avoidance in the face of unfamiliar situations, have been identified as risk factors for anxiety disorders. Personality factors are generally identified through self-report inventories. However, this tendency to avoid may affect the accuracy of these self-report inventories. Previously, a computer based task was developed in which the participant guides an on-screen "avatar" through a series of onscreen events; performance on the task could accurately predict participants' BI, measured by a standard paper and pencil questionnaire (Adult Measure of Behavioral Inhibition, or AMBI). Here, we sought to replicate this finding as well as compare performance on the avatar task to another measure related to BI, the harm avoidance (HA) scale of the Tridimensional Personality Questionnaire (TPQ). The TPQ includes HA scales as well as scales assessing reward dependence (RD), novelty seeking (NS) and persistence. One hundred and one undergraduates voluntarily completed the avatar task and the paper and pencil inventories in a counter-balanced order. Scores on the avatar task were strongly correlated with BI assessed via the AMBI questionnaire, which replicates prior findings. Females exhibited higher HA scores than males, but did not differ on scores on the avatar task. There was a strong positive relationship between scores on the avatar task and HA scores. One aspect of HA, fear of uncertainty was found to moderately mediate the relationship between AMBI scores and avatar scores. NS had a strong negative relationship with scores on the avatar task, but there was no significant relationship between RD and scores on the avatar task. These findings indicate the effectiveness of the avatar task as a behavioral alternative to self-report measures to assess avoidance. In addition, the use of computer based behavioral tasks are a viable alternative to paper and pencil self-report inventories, particularly when assessing anxiety and avoidance.
Collapse
Affiliation(s)
- Michael Todd Allen
- School of Psychological Sciences, University of Northern Colorado, GreeleyCO, United States
| | - Molly M Jameson
- School of Psychological Sciences, University of Northern Colorado, GreeleyCO, United States
| | - Catherine E Myers
- Department of Veterans Affairs, VA New Jersey Health Care System, East OrangeNJ, United States.,Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers University, NewarkNJ, United States
| |
Collapse
|
13
|
Garami J, Haber P, Myers CE, Allen MT, Misiak B, Frydecka D, Moustafa AA. Intolerance of uncertainty in opioid dependency - Relationship with trait anxiety and impulsivity. PLoS One 2017; 12:e0181955. [PMID: 28759635 PMCID: PMC5536349 DOI: 10.1371/journal.pone.0181955] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2016] [Accepted: 07/10/2017] [Indexed: 01/31/2023] Open
Abstract
Intolerance of uncertainty (IU) is the tendency to interpret ambiguous situations as threatening and having negative consequences, resulting in feelings of distress and anxiety. IU has been linked to a number of anxiety disorders, and anxiety felt in the face of uncertainty may result in maladaptive behaviors such as impulsive decision making. Although there is strong evidence that anxiety and impulsivity are risk factors for addiction, there is a paucity of research examining the role of IU in this disorder. The rate of opioid addiction, in particular, has been rising steadily in recent years, which necessitates deeper understanding of risk factors in order to develop effective prevention and treatment methods. The current study tested for the first time whether opioid-dependent adults are less tolerant of uncertainty compared to a healthy comparison group. Opioid dependent patients undergoing methadone maintenance therapy (n = 114) and healthy comparisons (n = 69) completed the following scales: Intolerance of Uncertainty Scale, the Barrett Impulsivity Scale, and the State Trait Anxiety Inventory. Analysis revealed that these measures were positively correlated with each other and that opioid-dependent patients had significantly higher IU scores. Regression analysis revealed that anxiety mediated the relationship between IU and impulsivity. Hierarchical moderation regression found an interaction between addiction status and impulsivity on IU scores in that the relationship between these variables was only observed in the patient group. Findings suggest that IU is a feature of addiction but does not necessarily play a unique role. Further research is needed to explore the complex relationship between traits and how they may contribute to the development and maintenance of addiction.
Collapse
Affiliation(s)
- Julia Garami
- School of Social Sciences and Psychology, Western Sydney University, Sydney, New South Wales, Australia
| | - Paul Haber
- National Health and Medical Research Council Centre of Research Excellence in Mental Health and Substance Use, Discipline of Addiction Medicine, Central Clinical School, The University of Sydney, Sydney, New South Wales, Australia
| | - Catherine E. Myers
- Department of Veterans Affairs, New Jersey Health Care System, East Orange, New Jersey, United States of America
- Department of Pharmacology, Physiology & Neuroscience, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, New Jersey, United States of America
| | - Michael T. Allen
- School of Psychological Sciences, University of Northern Colorado, Greeley, Colorado, United States of America
| | - Blazej Misiak
- Department and Clinic of Psychiatry, Wroclaw Medical University, Wroclaw, Poland
- Department of Genetics, Wroclaw Medical University, Wroclaw, Poland
| | - Dorota Frydecka
- Department and Clinic of Psychiatry, Wroclaw Medical University, Wroclaw, Poland
| | - Ahmed A. Moustafa
- School of Social Sciences and Psychology, Western Sydney University, Sydney, New South Wales, Australia
- Marcs Institute for Brain and Behaviour, Western Sydney University, Sydney, New South Wales, Australia
- * E-mail:
| |
Collapse
|
14
|
Radell ML, Myers CE, Beck KD, Moustafa AA, Allen MT. The Personality Trait of Intolerance to Uncertainty Affects Behavior in a Novel Computer-Based Conditioned Place Preference Task. Front Psychol 2016; 7:1175. [PMID: 27555829 PMCID: PMC4977360 DOI: 10.3389/fpsyg.2016.01175] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2016] [Accepted: 07/25/2016] [Indexed: 12/05/2022] Open
Abstract
Recent work has found that personality factors that confer vulnerability to addiction can also affect learning and economic decision making. One personality trait which has been implicated in vulnerability to addiction is intolerance to uncertainty (IU), i.e., a preference for familiar over unknown (possibly better) options. In animals, the motivation to obtain drugs is often assessed through conditioned place preference (CPP), which compares preference for contexts where drug reward was previously received. It is an open question whether participants with high IU also show heightened preference for previously rewarded contexts. To address this question, we developed a novel computer-based CPP task for humans in which participants guide an avatar through a paradigm in which one room contains frequent reward (i.e., rich) and one contains less frequent reward (i.e., poor). Following exposure to both contexts, subjects are assessed for preference to enter the previously rich and previously poor room. Individuals with low IU showed little bias to enter the previously rich room first, and instead entered both rooms at about the same rate which may indicate a foraging behavior. By contrast, those with high IU showed a strong bias to enter the previously rich room first. This suggests an increased tendency to chase reward in the intolerant group, consistent with previously observed behavior in opioid-addicted individuals. Thus, the personality factor of high IU may produce a pre-existing cognitive bias that provides a mechanism to promote decision-making processes that increase vulnerability to addiction.
Collapse
Affiliation(s)
- Milen L Radell
- Department of Veterans Affairs, Veterans Affairs New Jersey Health Care System, East OrangeNJ, USA; Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers University, NewarkNJ, USA
| | - Catherine E Myers
- Department of Veterans Affairs, Veterans Affairs New Jersey Health Care System, East OrangeNJ, USA; Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers University, NewarkNJ, USA
| | - Kevin D Beck
- Department of Veterans Affairs, Veterans Affairs New Jersey Health Care System, East OrangeNJ, USA; Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers University, NewarkNJ, USA
| | - Ahmed A Moustafa
- School of Social Sciences and Psychology and Marcs Institute for Brain and Behaviour, University of Western Sydney, Sydney NSW, Australia
| | - Michael Todd Allen
- School of Psychological Sciences, University of Northern Colorado, Greeley CO, USA
| |
Collapse
|
15
|
Allen M, Myers C, Servatius R. Uncertainty of trial timing enhances acquisition of conditioned eyeblinks in anxiety vulnerable individuals. Behav Brain Res 2016; 304:86-91. [DOI: 10.1016/j.bbr.2016.02.007] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2015] [Revised: 01/18/2016] [Accepted: 02/06/2016] [Indexed: 11/30/2022]
|
16
|
Allen MT, Miller DP. Enhanced Eyeblink Conditioning in Behaviorally Inhibited Individuals is Disrupted by Proactive Interference Following US Alone Pre-exposures. Front Behav Neurosci 2016; 10:39. [PMID: 27014001 PMCID: PMC4785178 DOI: 10.3389/fnbeh.2016.00039] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2016] [Accepted: 02/22/2016] [Indexed: 11/21/2022] Open
Abstract
Anxiety vulnerable individuals exhibit enhanced acquisition of conditioned eyeblinks as well as enhanced proactive interference from conditioned stimulus (CS) or unconditioned stimulus (US) alone pre-exposures (Holloway et al., 2012). US alone pre-exposures disrupt subsequent conditioned response (CR) acquisition to CS-US paired trials as compared to context pre-exposure controls. While Holloway et al. (2012) reported enhanced acquisition in high trait anxiety individuals in the context condition, anxiety vulnerability effects were not reported for the US alone pre-exposure group. It appears from the published data that there were no differences between high and low anxiety individuals in the US alone condition. In the work reported here, we sought to extend the findings of enhanced proactive interference with US alone pre-exposures to determine if the enhanced conditioning was disrupted by proactive interference procedures. We also were interested in the spontaneous eyeblinks during the pre-exposure phase of training. We categorized individuals as anxiety vulnerability or non-vulnerable individuals based scores on the Adult Measure of Behavioral Inhibition (AMBI). Sixty-six participants received 60 trials consisting of 30 US alone or context alone pre-exposures followed by 30 CS-US trials. US alone pre-exposures not only disrupted CR acquisition overall, but behaviorally inhibited (BI) individuals exhibited enhanced proactive interference as compared to non-inhibited (NI) individuals. In addition, US alone pre-exposures disrupted the enhanced acquisition observed in BI individuals as compared to NI individuals following context alone pre-exposures. Differences were also found in rates of spontaneous eyeblinks between BI and NI individuals during context pre-exposure. Our findings will be discussed in the light of the neural substrates of eyeblink conditioning as well as possible factors such as hypervigilance in the amygdala and hippocampal systems, and possible learned helplessness. Applications of these findings of enhanced proactive interference in BI individuals to pre-exposure therapies to reduce anxiety disorders such as posttraumatic stress disorder (PTSD) will be discussed.
Collapse
Affiliation(s)
- Michael Todd Allen
- School of Psychological Sciences, University of Northern ColoradoGreeley, CO, USA; Stress and Motivated Behavior InstituteSyracuse, NY, USA
| | - Daniel P Miller
- Stress and Motivated Behavior InstituteSyracuse, NY, USA; Program in Neuroscience, Carthage CollegeKenosha, WI, USA
| |
Collapse
|
17
|
Servatius RJ. Editorial: Avoidance: From Basic Science to Psychopathology. Front Behav Neurosci 2016; 10:15. [PMID: 26903831 PMCID: PMC4751251 DOI: 10.3389/fnbeh.2016.00015] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2016] [Accepted: 01/28/2016] [Indexed: 11/16/2022] Open
Affiliation(s)
- Richard J Servatius
- Neuroscience, Syracuse DVA Medical Center, Stress and Motivated Behavior Institute, Rutgers Biomedical Health Sciences Newark, NJ, USA
| |
Collapse
|
18
|
Radell ML, Sanchez R, Weinflash N, Myers CE. The personality trait of behavioral inhibition modulates perceptions of moral character and performance during the trust game: behavioral results and computational modeling. PeerJ 2016; 4:e1631. [PMID: 27004148 PMCID: PMC4800786 DOI: 10.7717/peerj.1631] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Accepted: 01/06/2016] [Indexed: 12/03/2022] Open
Abstract
Decisions based on trust are critical for human social interaction. We judge the trustworthiness of partners in social interactions based on a number of partner characteristics as well as experiences with those partners. These decisions are also influenced by personality. The current study examined how the personality trait of behavioral inhibition, which involves the tendency to avoid or withdraw from novelty in both social and non-social situations, is related to explicit ratings of trustworthiness as well as decisions made in the trust game. In the game, healthy young adults interacted with three fictional partners who were portrayed as trustworthy, untrustworthy or neutral through biographical information. Participants could choose to keep $1 or send $3 of virtual money to a partner. The partner could then choose to send $1.5 back to the participant or to keep the entire amount. On any trial in which the participant chose to send, the partner always reciprocated with 50% probability, irrespective of how that partner was portrayed in the biography. Behavioral inhibition was assessed through a self-report questionnaire. Finally, a reinforcement learning computational model was fit to the behavior of each participant. Self-reported ratings of trust confirmed that all participants, irrespective of behavioral inhibition, perceived differences in the moral character of the three partners (trustworthiness of good > neutral > bad partner). Decisions made in the game showed that inhibited participants tended to trust the neutral partner less than uninhibited participants. In contrast, this was not reflected in the ratings of the neutral partner (either pre- or post-game), indicating a dissociation between ratings of trustworthiness and decisions made by inhibited participants. Computational modeling showed that this was due to lower initial trust of the neutral partner rather than a higher learning rate associated with loss, suggesting an implicit bias against the neutral partner. Overall, the results suggest inhibited individuals may be predisposed to interpret neutral or ambiguous information more negatively which could, at least in part, account for the tendency to avoid unfamiliar people characteristic of behaviorally inhibited temperament, as well as its relationship to anxiety disorders.
Collapse
Affiliation(s)
- Milen L Radell
- Neurobehavioral Research Laboratory, VA New Jersey Health Care System , East Orange, NJ , United States
| | - Rosanna Sanchez
- Department of Psychology, Rutgers, The State University of New Jersey-Newark, Newark, NJ, United States; Honors College, Rutgers, The State University of New Jersey-Newark, Newark, NJ, United States
| | - Noah Weinflash
- Neurobehavioral Research Laboratory, VA New Jersey Health Care System , East Orange, NJ , United States
| | - Catherine E Myers
- Neurobehavioral Research Laboratory, VA New Jersey Health Care System, East Orange, NJ, United States; Department of Psychology, Rutgers, The State University of New Jersey-Newark, Newark, NJ, United States; Department of Pharmacology, Physiology & Neuroscience, New Jersey Medical School, Rutgers, The State University of New Jersey, Newark, NJ, United States
| |
Collapse
|
19
|
Caulfield MD, Zhu DC, McAuley JD, Servatius RJ. Individual differences in resting-state functional connectivity with the executive network: support for a cerebellar role in anxiety vulnerability. Brain Struct Funct 2015; 221:3081-93. [DOI: 10.1007/s00429-015-1088-6] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2014] [Accepted: 07/16/2015] [Indexed: 11/28/2022]
|
20
|
Janke KL, Cominski TP, Kuzhikandathil EV, Servatius RJ, Pang KCH. Investigating the Role of Hippocampal BDNF in Anxiety Vulnerability Using Classical Eyeblink Conditioning. Front Psychiatry 2015; 6:106. [PMID: 26257661 PMCID: PMC4513557 DOI: 10.3389/fpsyt.2015.00106] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/20/2015] [Accepted: 07/10/2015] [Indexed: 12/27/2022] Open
Abstract
Dysregulation of brain-derived neurotrophic factor (BDNF), behavioral inhibition temperament (BI), and small hippocampal volume have been linked to anxiety disorders. Individuals with BI show facilitated acquisition of the classically conditioned eyeblink response (CCER) as compared to non-BI individuals, and a similar pattern is seen in an animal model of BI, the Wistar-Kyoto (WKY) rat. The present study examined the role of hippocampal BDNF in the facilitated delay CCER of WKY rats. Consistent with earlier work, acquisition was facilitated in WKY rats compared to the Sprague Dawley (SD) rats. Facilitated acquisition was associated with increased BDNF, TrkB, and Arc mRNA in the dentate gyrus of SD rats, but learning-induced increases in BDNF and Arc mRNA were significantly smaller in WKY rats. To determine whether reduced hippocampal BDNF in WKY rats was a contributing factor for their facilitated CCER, BDNF or saline infusions were given bilaterally into the dentate gyrus region 1 h prior to training. BDNF infusion did not alter the acquisition of SD rats, but significantly dampened the acquisition of CCER in the WKY rats, such that acquisition was similar to SD rats. Together, these results suggest that inherent differences in the BDNF system play a critical role in the facilitated associative learning exhibited by WKY rats, and potentially individuals with BI. Facilitated associative learning may represent a vulnerability factor in the development of anxiety disorders.
Collapse
Affiliation(s)
- Kellie L Janke
- Research Service, Neurobehavioral Research Laboratory, VA New Jersey Heath Care System , East Orange, NJ , USA ; Graduate School of Biomedical Sciences, New Jersey Medical School, Rutgers Biomedical and Health Sciences , Newark, NJ , USA
| | - Tara P Cominski
- Research Service, Neurobehavioral Research Laboratory, VA New Jersey Heath Care System , East Orange, NJ , USA ; Veterans Biomedical Research Institute , East Orange, NJ , USA
| | - Eldo V Kuzhikandathil
- Graduate School of Biomedical Sciences, New Jersey Medical School, Rutgers Biomedical and Health Sciences , Newark, NJ , USA ; Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers Biomedical and Health Sciences , Newark, NJ , USA
| | - Richard J Servatius
- Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers Biomedical and Health Sciences , Newark, NJ , USA ; Syracuse VA Medical Center , Syracuse, NY , USA
| | - Kevin C H Pang
- Research Service, Neurobehavioral Research Laboratory, VA New Jersey Heath Care System , East Orange, NJ , USA ; Department of Pharmacology, Physiology and Neuroscience, New Jersey Medical School, Rutgers Biomedical and Health Sciences , Newark, NJ , USA
| |
Collapse
|
21
|
Allen MT, Myers CE, Servatius RJ. Avoidance prone individuals self reporting behavioral inhibition exhibit facilitated acquisition and altered extinction of conditioned eyeblinks with partial reinforcement schedules. Front Behav Neurosci 2014; 8:347. [PMID: 25339877 PMCID: PMC4186341 DOI: 10.3389/fnbeh.2014.00347] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2014] [Accepted: 09/16/2014] [Indexed: 11/17/2022] Open
Abstract
Avoidance in the face of novel situations or uncertainty is a prime feature of behavioral inhibition which has been put forth as a risk factor for the development of anxiety disorders. Recent work has found that behaviorally inhibited (BI) individuals acquire conditioned eyeblinks faster than non-inhibited (NI) individuals in omission and yoked paradigms in which the predictive relationship between the conditioned stimulus (CS) and unconditional stimulus (US) is less than optimal as compared to standard training with CS-US paired trials (Holloway et al., 2014). In the current study, we tested explicitly partial schedules in which half the trials were CS alone or US alone trials in addition to the standard CS-US paired trials. One hundred and forty nine college-aged undergraduates participated in the study. All participants completed the Adult Measure of Behavioral Inhibition (i.e., AMBI) which was used to group participants as BI and NI. Eyeblink conditioning consisted of three US alone trials, 60 acquisition trials, and 20 CS-alone extinction trials presented in one session. Conditioning stimuli were a 500 ms tone CS and a 50-ms air puff US. Behaviorally inhibited individuals receiving 50% partial reinforcement with CS alone or US alone trials produced facilitated acquisition as compared to NI individuals. A partial reinforcement extinction effect (PREE) was evident with CS alone trials in BI but not NI individuals. These current findings indicate that avoidance prone individuals self-reporting behavioral inhibition over-learn an association and are slow to extinguish conditioned responses (CRs) when there is some level of uncertainty between paired trials and CS or US alone presentations.
Collapse
Affiliation(s)
- Michael Todd Allen
- School of Psychological Sciences, University of Northern Colorado Greeley, CO, USA ; Stress and Motivated Behavior Institute, NJMS-UMDNJ Newark, NJ, USA
| | - Catherine E Myers
- Stress and Motivated Behavior Institute, NJMS-UMDNJ Newark, NJ, USA ; Neurobehavioral Research Lab, DVA Medical Center, NJHCS East Orange, NJ, USA
| | - Richard J Servatius
- Stress and Motivated Behavior Institute, NJMS-UMDNJ Newark, NJ, USA ; Neurobehavioral Research Lab, DVA Medical Center, NJHCS East Orange, NJ, USA
| |
Collapse
|
22
|
Mosig C, Merz CJ, Mohr C, Adolph D, Wolf OT, Schneider S, Margraf J, Zlomuzica A. Enhanced discriminative fear learning of phobia-irrelevant stimuli in spider-fearful individuals. Front Behav Neurosci 2014; 8:328. [PMID: 25324745 PMCID: PMC4181334 DOI: 10.3389/fnbeh.2014.00328] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2014] [Accepted: 09/03/2014] [Indexed: 01/01/2023] Open
Abstract
Avoidance is considered as a central hallmark of all anxiety disorders. The acquisition and expression of avoidance, which leads to the maintenance and exacerbation of pathological fear is closely linked to Pavlovian and operant conditioning processes. Changes in conditionability might represent a key feature of all anxiety disorders but the exact nature of these alterations might vary across different disorders. To date, no information is available on specific changes in conditionability for disorder-irrelevant stimuli in specific phobia (SP). The first aim of this study was to investigate changes in fear acquisition and extinction in spider-fearful individuals as compared to non-fearful participants by using the de novo fear conditioning paradigm. Secondly, we aimed to determine whether differences in the magnitude of context-dependent fear retrieval exist between spider-fearful and non-fearful individuals. Our findings point to an enhanced fear discrimination in spider-fearful individuals as compared to non-fearful individuals at both the physiological and subjective level. The enhanced fear discrimination in spider-fearful individuals was neither mediated by increased state anxiety, depression, nor stress tension. Spider-fearful individuals displayed no changes in extinction learning and/or fear retrieval. Surprisingly, we found no evidence for context-dependent modulation of fear retrieval in either group. Here, we provide first evidence that spider-fearful individuals show an enhanced discriminative fear learning of phobia-irrelevant (de novo) stimuli. Our findings provide novel insights into the role of fear acquisition and expression for the development and maintenance of maladaptive responses in the course of SP.
Collapse
Affiliation(s)
- Carina Mosig
- Mental Health Research and Treatment Center, Ruhr-University Bochum , Bochum , Germany
| | - Christian J Merz
- Department of Cognitive Psychology, Institute of Cognitive Neuroscience, Ruhr-University Bochum , Bochum , Germany
| | - Cornelia Mohr
- Mental Health Research and Treatment Center, Ruhr-University Bochum , Bochum , Germany
| | - Dirk Adolph
- Mental Health Research and Treatment Center, Ruhr-University Bochum , Bochum , Germany
| | - Oliver T Wolf
- Department of Cognitive Psychology, Institute of Cognitive Neuroscience, Ruhr-University Bochum , Bochum , Germany
| | - Silvia Schneider
- Mental Health Research and Treatment Center, Ruhr-University Bochum , Bochum , Germany
| | - Jürgen Margraf
- Mental Health Research and Treatment Center, Ruhr-University Bochum , Bochum , Germany
| | - Armin Zlomuzica
- Mental Health Research and Treatment Center, Ruhr-University Bochum , Bochum , Germany
| |
Collapse
|