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Istomina A, Arsalidou M. Add, subtract and multiply: Meta-analyses of brain correlates of arithmetic operations in children and adults. Dev Cogn Neurosci 2024; 69:101419. [PMID: 39098250 PMCID: PMC11342769 DOI: 10.1016/j.dcn.2024.101419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2023] [Revised: 05/24/2024] [Accepted: 07/21/2024] [Indexed: 08/06/2024] Open
Abstract
Mathematical operations are cognitive actions we take to calculate relations among numbers. Arithmetic operations, addition, subtraction, multiplication, and division are elemental in education. Addition is the first one taught in school and is most popular in functional magnetic resonance imaging (fMRI) studies. Division, typically taught last is least studied with fMRI. fMRI meta-analyses show that arithmetic operations activate brain areas in parietal, cingulate and insular cortices for children and adults. Critically, no meta-analysis examines concordance across brain correlates of separate arithmetic operations in children and adults. We review and examine using quantitative meta-analyses data from fMRI articles that report brain coordinates separately for addition, subtraction, multiplication, and division in children and adults. Results show that arithmetic operations elicit common areas of concordance in fronto-parietal and cingulo-opercular networks in adults and children. Between operations differences are observed primarily for adults. Interestingly, higher within-group concordance, expressed in activation likelihood estimates, is found in brain areas associated with the cingulo-opercular network rather than the fronto-parietal network in children, areas also common between adults and children. Findings are discussed in relation to constructivist cognitive theory and practical directions for future research.
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Goodman AM, Allendorfer JB, Taylor GC, Philip NS, Correia S, Blum AS, Curt LaFrance W, Szaflarski JP. Altered fronto-limbic-motor response to stress differs between functional and epileptic seizures in a TBI model. Epilepsy Behav 2024; 157:109877. [PMID: 38917672 DOI: 10.1016/j.yebeh.2024.109877] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/12/2024] [Revised: 05/30/2024] [Accepted: 06/02/2024] [Indexed: 06/27/2024]
Abstract
BACKGROUND AND OBJECTIVES Psychogenic nonepileptic (functional) seizures (FS) clinically resemble epileptic seizures (ES) with both often preceded by traumatic brain injury (TBI). FS and ES emergence and occurrence after TBI may be linked to aberrant neurobehavioral stress responses. We hypothesized that neural activity signatures in response to a psychosocial stress task would differ between TBI + FS and TBI + ES after controlling for TBI status (TBI-only). METHODS In the current multicenter study, participants were recruited prospectively from Rhode Island Hospital, Providence Rhode Island Veterans Administration Medical Center, and the University of Alabama at Birmingham Medical Center. Previous diagnoses of TBI, ES, and FS were verified based on data collected from participants, medical chart and record review, and, where indicated, results of EEG and/or video-EEG confirmatory diagnosis. TBI + ES (N = 21) and TBI + FS (N = 21) were matched for age and sex and combined into an initial group (TBI + SZ; N = 42). A TBI-only group (N = 42) was age and sex matched to the TBI with seizures (TBI + SZ) group. All participants completed an fMRI control math task (CMT) and stress math task (SMT) based on the Montreal Imaging Stress Task (MIST). RESULTS The TBI + SZ group (n = 24 female) did not differ in mood or anxiety severity compared to TBI-only group (n = 24 female). However, TBI + FS group (n = 11 female) reported greater severity of these symptoms compared to TBI + ES (n = 13 female). The linear mixed effects analysis identified neural responses that differed between TBI-only and TBI + SZ during math performance within the left premotor cortex and during auditory feedback within bilateral prefrontal cortex and hippocampus/amygdala regions. Additionally, neural responses differed between TBI + ES and TBI + FS during math performance within the right dorsolateral prefrontal cortex and bilateral amygdala during auditory feedback within the supplementary motor area. All tests comparing neural stress responses to psychiatric symptom severity failed to reach significance. DISCUSSION Controlling for TBI and seizure status, these findings implicate specific nodes within frontal, limbic, and sensorimotor networks that may maintain functional neurological symptoms and possibly distinguish FS from ES. This study provides class II evidence of differences in neural responses to psychosocial stress between ES and FS after TBI.
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Affiliation(s)
- Adam M Goodman
- Department of Neurology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; UAB Epilepsy Center, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; Department of Psychology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA.
| | - Jane B Allendorfer
- Department of Neurology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; UAB Epilepsy Center, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; Department of Neurobiology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA
| | - Gabriella C Taylor
- Department of Neurology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; UAB Epilepsy Center, University of Alabama at Birmingham (UAB), Birmingham, AL, USA
| | - Noah S Philip
- VA RR&D Center for Neurorestoration & Neurotechnology, VA Providence Healthcare System, Providence, RI, USA; Dept of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA
| | - Stephen Correia
- VA RR&D Center for Neurorestoration & Neurotechnology, VA Providence Healthcare System, Providence, RI, USA
| | - Andrew S Blum
- Dept of Neurology, Alpert Medical School of Brown University, Providence, RI, USA
| | - W Curt LaFrance
- VA RR&D Center for Neurorestoration & Neurotechnology, VA Providence Healthcare System, Providence, RI, USA; Dept of Psychiatry and Human Behavior, Alpert Medical School of Brown University, Providence, RI, USA; Dept of Neurology, Alpert Medical School of Brown University, Providence, RI, USA; Division of Neuropsychiatry and Behavioral Neurology, Rhode Island Hospital, Providence, RI, USA
| | - Jerzy P Szaflarski
- Department of Neurology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; UAB Epilepsy Center, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; Department of Neurobiology, University of Alabama at Birmingham (UAB), Birmingham, AL, USA; Department of Neurosurgery, University of Alabama at Birmingham (UAB), Birmingham, AL, USA.
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Alpheis S, Sinke C, Burek J, Krüger THC, Altenmüller E, Scholz DS. Stress in Musicians with and Without Focal Dystonia Is Not Reflected in Limbic Circuit Activation. Mov Disord 2024. [PMID: 39077793 DOI: 10.1002/mds.29941] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2024] [Revised: 06/11/2024] [Accepted: 07/08/2024] [Indexed: 07/31/2024] Open
Abstract
BACKGROUND Musicians' dystonia (MD) is a movement disorder with several established risk factors, but the exact pathophysiology remains unknown. Recent research suggests dysfunction in sensory-motor, basal ganglia, cerebellar, and limbic loops as potential causes. Adverse childhood experiences are also considered risk factors. OBJECTIVE This study aimed to investigate whether MD patients have experienced more childhood trauma, leading to increased stress reactivity and neural vulnerability to movement disorders. METHODS Using functional magnetic resonance imaging and the Montreal Imaging Stress Task, 40 MD patients were compared with 39 healthy musicians (HMs). Whole-brain analysis and regions of interest analysis were performed. Parameter estimates and subjective stress levels were compared between groups and correlated with the Childhood Trauma Questionnaire. RESULTS MD patients reported significantly higher childhood trauma scores than healthy control subjects, but they did not differ in their subjective stress experiences. Stress-related activity of limbic areas was neither found in the whole sample nor between the two groups. Instead, increased activity of visual association and temporal areas was observed, but this activation did not differ between patients and HMs. However, patients showed a tendency toward reduced precuneus activity under stress. Adverse childhood experiences were negatively correlated with precuneus, thalamus, and substantia nigra activity across all participants. CONCLUSIONS Overall, MD patients and HMs had similar subjective and neurological reactions to stress but differed in childhood trauma experiences and precuneus activity under stress. Further research about the functional connectivity between precuneus, cerebellum, thalamus, and basal ganglia in musicians is needed. © 2024 The Author(s). Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society.
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Affiliation(s)
- Stine Alpheis
- Institute of Music Physiology and Musicians' Medicine, Hannover University of Music, Drama and Media, Hannover, Germany
- Department of Musicians' Health, University of Music Lübeck, Lübeck, Germany
- Institute of Medical Psychology, University of Lübeck, Lübeck, Germany
| | - Christopher Sinke
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hannover, Germany
| | | | - Tillmann H C Krüger
- Department of Psychiatry, Social Psychiatry and Psychotherapy, Hannover Medical School, Hannover, Germany
| | - Eckart Altenmüller
- Institute of Music Physiology and Musicians' Medicine, Hannover University of Music, Drama and Media, Hannover, Germany
| | - Daniel S Scholz
- Department of Musicians' Health, University of Music Lübeck, Lübeck, Germany
- Institute of Medical Psychology, University of Lübeck, Lübeck, Germany
- Department of Psychology, University of Lübeck, Lübeck, Germany
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Szaflarski JP, Allendorfer JB, Begnaud J, Ranuzzi G, Shamshiri E, Verner R. Optimized microburst VNS elicits fMRI responses beyond thalamic-specific response from standard VNS. Ann Clin Transl Neurol 2024; 11:1135-1147. [PMID: 38532258 DOI: 10.1002/acn3.52029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2023] [Revised: 12/21/2023] [Accepted: 02/14/2024] [Indexed: 03/28/2024] Open
Abstract
OBJECTIVE In parallel to standard vagus nerve stimulation (VNS), microburst stimulation delivery has been developed. We evaluated the fMRI-related signal changes associated with standard and optimized microburst stimulation in a proof-of-concept study (NCT03446664). METHODS Twenty-nine drug-resistant epilepsy patients were prospectively implanted with VNS. Three 3T fMRI scans were collected 2 weeks postimplantation. The maximum tolerated VNS intensity was determined prior to each scan starting at 0.125 mA with 0.125 mA increments. FMRI scans were block-design with alternating 30 sec stimulation [ON] and 30 sec no stimulation [OFF]: Scan 1 utilized standard VNS and Scan 3 optimized microburst parameters to determine target settings. Semi-automated on-site fMRI data processing utilized ON-OFF block modeling to determine VNS-related fMRI activation per stimulation setting. Anatomical thalamic mask was used to derive highest mean thalamic t-value for determination of microburst stimulation parameters. Paired t-tests corrected at P < 0.05 examined differences in fMRI responses to each stimulation type. RESULTS Standard and microburst stimulation intensities at Scans 1 and 3 were similar (P = 0.16). Thalamic fMRI responses were obtained in 28 participants (19 with focal; 9 with generalized seizures). Group activation maps showed standard VNS elicited thalamic activation while optimized microburst VNS showed widespread activation patterns including thalamus. Comparison of stimulation types revealed significantly greater cerebellar, midbrain, and parietal fMRI signal changes in microburst compared to standard VNS. These differences were not associated with seizure responses. INTERPRETATION While standard and optimized microburst VNS elicited thalamic activation, microburst also engaged other brain regions. Relationship between these fMRI activation patterns and clinical response warrants further investigation. CLINICAL TRIAL REGISTRATION The study was registered with clinicaltrials.gov (NCT03446664).
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Affiliation(s)
- Jerzy P Szaflarski
- Department of Neurology and the UAB Epilepsy Center, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Jane B Allendorfer
- Department of Neurology and the UAB Epilepsy Center, Heersink School of Medicine, University of Alabama at Birmingham, Birmingham, Alabama, USA
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Zavanelli N, Lee SH, Guess M, Yeo WH. Continuous real-time assessment of acute cognitive stress from cardiac mechanical signals captured by a skin-like patch. Biosens Bioelectron 2024; 248:115983. [PMID: 38163399 DOI: 10.1016/j.bios.2023.115983] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2023] [Revised: 12/23/2023] [Accepted: 12/27/2023] [Indexed: 01/03/2024]
Abstract
The inability to objectively quantify cognitive stress in real-time with wearable devices is a crucial unsolved problem with serious negative consequences for dementia and mental disability patients and those seeking to improve their quality of life. Here, we introduce a skin-like, wireless sternal patch that captures changes in cardiac mechanics due to stress manifesting in the seismocardiogram (SCG) signals. Judicious optimization of the device's micro-structured interconnections and elastomer integration yields a device that sufficiently matches the skin's mechanics, robustly yet gently adheres to the skin without aggressive tapes, and captures planar and longitudinal SCG waves well. The device transmits SCG beats in real-time to a user's device, where derived features relate to the heartbeat's mechanical morphology. The signals are assessed by a series of features in a support vector machine regressor. Controlled studies, compared to gold standard cortisol and following the validated imaging test, show an R-squared correlation of 0.79 between the stress prediction and cortisol change, significantly improving over prior works. Likewise, the system demonstrates excellent robustness to external temperature and physical recovery status while showing excellent accuracy and wearability in full-day use.
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Affiliation(s)
- Nathan Zavanelli
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30024, USA; IEN Center for Wearable Intelligent Systems and Healthcare at the Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Sung Hoon Lee
- IEN Center for Wearable Intelligent Systems and Healthcare at the Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, 30332, USA; School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Matthew Guess
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30024, USA; IEN Center for Wearable Intelligent Systems and Healthcare at the Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, 30332, USA
| | - Woon-Hong Yeo
- George W. Woodruff School of Mechanical Engineering, Georgia Institute of Technology, Atlanta, GA, 30024, USA; IEN Center for Wearable Intelligent Systems and Healthcare at the Institute for Electronics and Nanotechnology, Georgia Institute of Technology, Atlanta, GA, 30332, USA; Wallace H. Coulter Department of Biomedical Engineering, Georgia Tech and Emory University School of Medicine, Atlanta, GA, 30332, USA; Parker H. Petit Institute for Bioengineering and Biosciences, Institute for Materials, Institute for Robotics and Intelligent Machines, Georgia Institute of Technology, Atlanta, GA, 30332, USA.
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Goodman AM, Wheelock MD, Harnett NG, Davis ES, Mrug S, Deshpande G, Knight DC. Stress-Induced Changes in Effective Connectivity During Regulation of the Emotional Response to Threat. Brain Connect 2022; 12:629-638. [PMID: 34541896 PMCID: PMC9634990 DOI: 10.1089/brain.2021.0062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Background: Stress-related disruption of emotion regulation appears to involve the prefrontal cortex (PFC) and amygdala. However, the interactions between brain regions that mediate stress-induced changes in emotion regulation remain unclear. The present study builds upon prior work that assessed stress-induced changes in the neurobehavioral response to threat by investigating effective connectivity between these brain regions. Methods: Participants completed the Montreal Imaging Stress Task followed by a Pavlovian fear conditioning procedure during functional magnetic resonance imaging. Stress ratings and psychophysiological responses were used to assess stress reactivity. Effective connectivity during fear conditioning was identified using multivariate autoregressive modeling. Effective connectivity values were calculated during threat presentations that were either predictable (preceded by a warning cue) or unpredictable (no warning cue). Results: A neural hub within the dorsomedial PFC (dmPFC) showed greater effective connectivity to other PFC regions, inferior parietal lobule, insula, and amygdala during predictable than unpredictable threat. The dmPFC also showed greater connectivity to different dorsolateral PFC and amygdala regions during unpredictable than predictable threat. Stress ratings varied with connectivity differences from the dmPFC to the amygdala. Connectivity from dmPFC to amygdala was greater in general during unpredictable than predictable threat, however, this connectivity increased during predictable compared with unpredictable threat as stress reactivity increased. Conclusions: Our findings suggest that acute stress disrupts connectivity underlying top-down emotion regulation of the threat response. Furthermore, increased connectivity between the dmPFC and amygdala may play a critical role in stress-induced changes in the emotional response to threat. Impact statement The present study builds upon prior work that assessed stress-induced changes in the human neurobehavioral response to threat by demonstrating that increased top-down connectivity from the dorsomedial prefrontal cortex to the amygdala varies with individual differences in stress reactivity. These findings provide novel evidence in humans of stress-induced disruption of a specific top-down corticolimbic circuit during active emotion regulation processes, which may play a causal role in the long-term effects of chronic or excessive stress exposure.
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Affiliation(s)
- Adam M. Goodman
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Muriah D. Wheelock
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Nathaniel G. Harnett
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Elizabeth S. Davis
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Sylvie Mrug
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
| | - Gopikrishna Deshpande
- Auburn University MRI Research Center, Department of Electrical and Computer Engineering, Auburn University, Auburn, Alabama, USA
- Department of Psychological Sciences, Auburn University, Auburn, Alabama, USA
- Alabama Advanced Imaging Consortium, University of Alabama Birmingham, Alabama, USA
- Center for Neuroscience, Auburn University, Auburn, Alabama, USA
- School of Psychology, Capital Normal University, Beijing, China
- Key Laboratory for Learning and Cognition, Capital Normal University, Beijing, China
- Department of Psychiatry, National Institute of Mental Health and Neurosciences, Bangalore, India
| | - David C. Knight
- Department of Psychology, University of Alabama at Birmingham, Birmingham, Alabama, USA
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Goodman AM, Allendorfer JB, LaFrance WC, Szaflarski JP. Precentral gyrus and insula responses to stress vary with duration to diagnosis in functional seizures. Epilepsia 2022; 63:865-879. [PMID: 35112346 DOI: 10.1111/epi.17179] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2021] [Revised: 01/21/2022] [Accepted: 01/21/2022] [Indexed: 12/28/2022]
Abstract
OBJECTIVE This study was undertaken to determine whether undiagnosed illness duration (time between functional seizures [FS] onset and diagnosis) is linked to differences in neural response and functional connectivity during processing of stressful experiences. METHODS Forty-nine participants with traumatic brain injury preceding the onset of FS confirmed by video-electroencephalography were recruited prospectively. Participants completed psychiatric symptom assessments before undergoing functional magnetic resonance imaging (fMRI) with an acute psychosocial stress task. Linear mixed effects (LME) analyses identified significant interactions between the factors of group (early vs. delayed diagnosis) and time lag to diagnosis on neural responses to stressful math performance and auditory feedback (corrected α = .05). Functional connectivity analysis utilized clusters from initial LME analyses as seed regions to determine significant interactions between these factors on network functional connectivity. RESULTS Demographic and psychiatric symptom measures were similar between early (n = 25) and delayed (n = 24) groups. Responses to stressful math performance within the left anterior insula and functional connectivity between the anterior insula seed region and a precentral gyrus cluster were significantly negatively correlated with time lag to diagnosis for the early but not the delayed FS diagnosis group. There was no correlation between fMRI findings and psychiatric symptoms. SIGNIFICANCE This study indicates that aberrant left anterior insula activation and its functional connectivity to the precentral gyrus underlie differences in processing of stressful experiences in patients with delayed FS diagnosis. Follow-up comparisons suggest changes are associated with undiagnosed illness duration rather than psychiatric comorbidities and indicate a potential mechanistic association between neuropathophysiology, response to stressful experiences, and functional neuroanatomy in FS.
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Affiliation(s)
- Adam M Goodman
- University of Alabama at Birmingham, Birmingham, Alabama, USA
| | | | - W Curt LaFrance
- Providence Veterans Affairs Medical Center, Rhode Island Hospital, Brown University, Providence, Rhode Island, USA
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Le V, Kirsch DE, Tretyak V, Weber W, Strakowski SM, Lippard ETC. Recent Perceived Stress, Amygdala Reactivity to Acute Psychosocial Stress, and Alcohol and Cannabis Use in Adolescents and Young Adults With Bipolar Disorder. Front Psychiatry 2021; 12:767309. [PMID: 34867554 PMCID: PMC8634636 DOI: 10.3389/fpsyt.2021.767309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Accepted: 10/08/2021] [Indexed: 11/22/2022] Open
Abstract
Background: Psychosocial stress negatively affects the clinical course of bipolar disorder. Studies primarily focused on adults with bipolar disorder suggest the impact of stress is progressive, i.e., stress response sensitizes with age. Neural mechanisms underlying stress sensitization are unknown. As stress-related mechanisms contribute to alcohol/substance use disorders, variation in stress response in youth with bipolar disorder may contribute to development of co-occurring alcohol/substance use disorders. This study investigated relations between psychosocial stress, amygdala reactivity, and alcohol and cannabis use in youth with bipolar disorder, compared to typically developing youth. Methods: Forty-two adolescents/young adults [19 with bipolar disorder, 23 typically developing, 71% female, agemean ± SD = 21 ± 2 years] completed the Perceived Stress Scale (PSS), Daily Drinking Questionnaire modified for heaviest drinking week, and a modified Montreal Imaging Stress functional MRI Task. Amygdala activation was measured for both the control and stress conditions. Main effects of group, condition, total PSS, and their interactions on amygdala activation were modeled. Relationships between amygdala response to acute stress with recent alcohol/cannabis use were investigated. Results: Greater perceived stress related to increased right amygdala activation in response to the stress, compared to control, condition in bipolar disorder, but not in typically developing youth (group × condition × PSS interaction, p = 0.02). Greater amygdala reactivity to acute stress correlated with greater quantity and frequency of alcohol use and frequency of cannabis use in bipolar disorder. Conclusion: Recent perceived stress is associated with changes in amygdala activation during acute stress with amygdala reactivity related to alcohol/cannabis use in youth with bipolar disorder.
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Affiliation(s)
- Vanessa Le
- Department of Psychiatry and Behavioral Sciences, Dell Medical School, University of Texas, Austin, TX, United States
| | - Dylan E. Kirsch
- Department of Psychiatry and Behavioral Sciences, Dell Medical School, University of Texas, Austin, TX, United States
- Waggoner Center for Alcohol and Addiction Research, University of Texas, Austin, TX, United States
- Institute for Neuroscience, University of Texas, Austin, TX, United States
| | - Valeria Tretyak
- Department of Psychiatry and Behavioral Sciences, Dell Medical School, University of Texas, Austin, TX, United States
- Waggoner Center for Alcohol and Addiction Research, University of Texas, Austin, TX, United States
- Department of Psychology, University of Texas, Austin, TX, United States
| | - Wade Weber
- Department of Psychiatry and Behavioral Sciences, Dell Medical School, University of Texas, Austin, TX, United States
| | - Stephen M. Strakowski
- Department of Psychiatry and Behavioral Sciences, Dell Medical School, University of Texas, Austin, TX, United States
- Waggoner Center for Alcohol and Addiction Research, University of Texas, Austin, TX, United States
- Institute for Neuroscience, University of Texas, Austin, TX, United States
- Department of Psychology, University of Texas, Austin, TX, United States
| | - Elizabeth T. C. Lippard
- Department of Psychiatry and Behavioral Sciences, Dell Medical School, University of Texas, Austin, TX, United States
- Waggoner Center for Alcohol and Addiction Research, University of Texas, Austin, TX, United States
- Institute for Neuroscience, University of Texas, Austin, TX, United States
- Department of Psychology, University of Texas, Austin, TX, United States
- Institute of Early Life Adversity Research, University of Texas, Austin, TX, United States
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