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Jones HM, Yoo K, Chun MM, Rosenberg MD. Edge-Based General Linear Models Capture Moment-to-Moment Fluctuations in Attention. J Neurosci 2024; 44:e1543232024. [PMID: 38316565 PMCID: PMC10993033 DOI: 10.1523/jneurosci.1543-23.2024] [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] [Received: 08/15/2023] [Revised: 12/18/2023] [Accepted: 01/15/2024] [Indexed: 02/07/2024] Open
Abstract
Although we must prioritize the processing of task-relevant information to navigate life, our ability to do so fluctuates across time. Previous work has identified fMRI functional connectivity (FC) networks that predict an individual's ability to sustain attention and vary with attentional state from 1 min to the next. However, traditional dynamic FC approaches typically lack the temporal precision to capture moment-to-moment network fluctuations. Recently, researchers have "unfurled" traditional FC matrices in "edge cofluctuation time series" which measure timepoint-by-timepoint cofluctuations between regions. Here we apply event-based and parametric fMRI analyses to edge time series to capture moment-to-moment fluctuations in networks related to attention. In two independent fMRI datasets examining young adults of both sexes in which participants performed a sustained attention task, we identified a reliable set of edges that rapidly deflects in response to rare task events. Another set of edges varies with continuous fluctuations in attention and overlaps with a previously defined set of edges associated with individual differences in sustained attention. Demonstrating that edge-based analyses are not simply redundant with traditional regions-of-interest-based approaches, up to one-third of reliably deflected edges were not predicted from univariate activity patterns alone. These results reveal the large potential in combining traditional fMRI analyses with edge time series to identify rapid reconfigurations in networks across the brain.
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Affiliation(s)
- Henry M Jones
- Department of Psychology, The University of Chicago, Chicago, Illinois 60637
- Institute for Mind and Biology, The University of Chicago, Chicago, Illinois 60637
| | - Kwangsun Yoo
- Department of Psychology, Yale University, New Haven, Connecticut 06520
- Department of Digital Health, Samsung Advanced Institute for Health Sciences and Technology, Sungkyunkwan University, Seoul 06355, Korea
- Data Science Research Institute, Research Institute for Future Medicine, Samsung Medical Center, Seoul 06351, Korea
| | - Marvin M Chun
- Department of Psychology, Yale University, New Haven, Connecticut 06520
- Wu Tsai Institute, Yale University, New Haven, Connecticut 06520
- Department of Neuroscience, Yale University, New Haven, Connecticut 06520
| | - Monica D Rosenberg
- Department of Psychology, The University of Chicago, Chicago, Illinois 60637
- Institute for Mind and Biology, The University of Chicago, Chicago, Illinois 60637
- Neuroscience Institute, The University of Chicago, Chicago, Illinois 60637
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2
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Yang S, Dong H, Albitos PJ, Wang Y, Fang Y, Cao L, Wang J, Sun L, Zhang H. Low-frequency variability in theta activity modulates the attention-fluctuation across task and resting states. Neuropsychologia 2024; 193:108757. [PMID: 38103680 DOI: 10.1016/j.neuropsychologia.2023.108757] [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: 08/14/2023] [Revised: 11/05/2023] [Accepted: 12/11/2023] [Indexed: 12/19/2023]
Abstract
Sustained attention is not constant but fluctuates influencing our task performance. Albeit intensive investigations, it remains unclear whether the attention-fluctuation during tasks is derived from its spontaneous fluctuation in the resting state. Here, we addressed this issue by investigating the attention-fluctuation in both task and resting states, through the EEG measurement of theta-variability. We found significant rest-task modulation of theta-variability, i.e., reduced theta-variability in the task state compared to the resting state. This task and rest modulation was manifested in the low-frequency of theta-variability (<0.1 Hz). Furthermore, the low-frequency theta-variability exhibited a significant rest-task correlation, however, only the low-frequency theta-variability in the task state but not in the resting state was correlated with the behavioral performance. These findings shed light on the low-frequency feature of attention-fluctuation, and advanced our understanding of sustained attention by suggesting that the theta-variability in low-frequencies was relevant to attention level in task state.
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Affiliation(s)
- Shiyou Yang
- Centre for Cognition and Brain Disorders, The Affiliated Hospital, Hangzhou Normal University, Hangzhou, Zhejiang, China; Institute of Psychological Science, Hangzhou Normal University, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China; School of Psychology, Northeast Normal University, Changchun, Jilin, China
| | - Huimei Dong
- Centre for Cognition and Brain Disorders, The Affiliated Hospital, Hangzhou Normal University, Hangzhou, Zhejiang, China; Institute of Psychological Science, Hangzhou Normal University, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China
| | - Princess Jane Albitos
- Centre for Cognition and Brain Disorders, The Affiliated Hospital, Hangzhou Normal University, Hangzhou, Zhejiang, China; Institute of Psychological Science, Hangzhou Normal University, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China
| | - Yaoyao Wang
- Centre for Cognition and Brain Disorders, The Affiliated Hospital, Hangzhou Normal University, Hangzhou, Zhejiang, China; Institute of Psychological Science, Hangzhou Normal University, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China
| | - Yantong Fang
- Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China
| | - Longfei Cao
- Centre for Cognition and Brain Disorders, The Affiliated Hospital, Hangzhou Normal University, Hangzhou, Zhejiang, China; Institute of Psychological Science, Hangzhou Normal University, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China
| | - Jinghua Wang
- Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China; Department of Neurology the Affiliated Hospital of Hangzhou Normal University, Hangzhou, China
| | - Li Sun
- Peking University Sixth Hospital, Institute of Mental Health, Beijing, China; NHC Key Laboratory of Mental Health (Peking University), National Clinical Research Center for Mental Disorders (Peking University Sixth Hospital), Beijing, China
| | - Hang Zhang
- Centre for Cognition and Brain Disorders, The Affiliated Hospital, Hangzhou Normal University, Hangzhou, Zhejiang, China; Institute of Psychological Science, Hangzhou Normal University, Hangzhou, Zhejiang, China; Zhejiang Key Laboratory for Research in Assessment of Cognitive Impairment, Hangzhou, Zhejiang, China.
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3
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DeGutis J, Agnoli S, Bernstein JPK, Jagger-Rickels A, Evans TC, Fortier CB, McGlinchey RE, Milberg WP, Esterman M. Poorer Inhibitory Control Uniquely Contributes to Greater Functional Disability in Post-9/11 Veterans. Arch Clin Neuropsychol 2023; 38:944-961. [PMID: 36781401 PMCID: PMC10456219 DOI: 10.1093/arclin/acad012] [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] [Accepted: 01/11/2023] [Indexed: 02/15/2023] Open
Abstract
OBJECTIVE Post-9/11 Veterans endorse greater self-reported functional disability than 80% of the adult population. Previous studies of trauma-exposed populations have shown that increased post-traumatic stress disorder (PTSD) and depressive symptoms are consistently associated with greater disability. Additionally, poorer cognitive performance in the domain of executive functions, particularly inhibitory control, has been associated with disability, though it is unclear if this effect is independent of and/or interacts with PTSD and depression. METHOD Three overlapping samples of n = 582, 297, and 183 combat-deployed post-9/11 Veterans completed comprehensive assessments of executive functions, PTSD and depressive symptoms, and self-reported World Health Organization Disability Assessment Schedule-II (WHODAS II). RESULTS Poorer performance on measures of inhibitory control (Delis-Kaplan Executive Functioning System Color-Word Interference-CWI Test and gradual-onset Continuous Performance Test-gradCPT), but not other executive functions, were significantly associated with greater disability on the WHODAS II (ρ's = -.13 and -.13, p = .002 and .026, respectively). CWI inhibitory control measures accounted for unique variance in disability after controlling for PTSD and depressive symptoms (R2 change = 0.02, p < .001). Further, CWI significantly moderated the effect of depressive symptoms on disability, such that better inhibitory control weakened the relationship between depression and disability. CONCLUSIONS Inhibitory control deficits are uniquely associated with increased disability in combat-deployed post-9/11 Veterans, and better inhibitory control abilities may serve as a protective factor for depressive symptoms leading to increased disability. KEY POINTS
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Affiliation(s)
- Joseph DeGutis
- Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), VA Boston Health Care System, Boston, MA, USA
- Boston Attention and Learning (BAL) Lab, VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Sam Agnoli
- Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), VA Boston Health Care System, Boston, MA, USA
- Boston Attention and Learning (BAL) Lab, VA Boston Health Care System, Boston, MA, USA
| | - John P K Bernstein
- Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), VA Boston Health Care System, Boston, MA, USA
| | - Audreyana Jagger-Rickels
- Boston Attention and Learning (BAL) Lab, VA Boston Health Care System, Boston, MA, USA
- National Center for PTSD, VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Travis C Evans
- Boston Attention and Learning (BAL) Lab, VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Catherine B Fortier
- Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Regina E McGlinchey
- Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - William P Milberg
- Translational Research Center for TBI and Stress Disorders (TRACTS) and Geriatric Research, Education and Clinical Center (GRECC), VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Michael Esterman
- Boston Attention and Learning (BAL) Lab, VA Boston Health Care System, Boston, MA, USA
- National Center for PTSD, VA Boston Health Care System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
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Abrupt vs. gradual visual onsets in go/no-go sustained attention tasks. Atten Percept Psychophys 2023; 85:9-22. [PMID: 36307747 DOI: 10.3758/s13414-022-02574-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/08/2022] [Indexed: 01/10/2023]
Abstract
Two experiments compared both average performance and changes in performance across time in abrupt- and gradual-onset sustained attention tasks. Experiment 1 compared abrupt- and gradual-onset digits. In conditions where the digits onset and offset abruptly and appeared only briefly, similar to typical conditions in the Sustained Attention to Response Task (SART), participants committed more errors on no-go trials and responded faster overall, indicative of a shift in the speed/accuracy tradeoff toward speed. When the digits abruptly onset but remained on-screen for a longer period of time, there were no differences in no-go error rates, hit rates, or reaction time (RT) variability, but participants still emitted faster RTs overall. Experiment 2 compared abrupt- and gradual-onset images. Similar to Experiment 1, abrupt-onset, short-duration images induced more no-go errors and faster RTs, but also more RT variability and reduced hit rates. In the abrupt-onset, long-duration condition, again the only performance difference was a decrease in average RTs. We discuss implications for using these two types of tasks in sustained attention research.
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Evans TC, Alonso MR, Jagger-Rickels A, Rothlein D, Zuberer A, Bernstein J, Fortier CB, Fonda JR, Villalon A, Jorge R, Milberg W, McGlinchey R, DeGutis J, Esterman M. PTSD symptomatology is selectively associated with impaired sustained attention ability and dorsal attention network synchronization. Neuroimage Clin 2022; 36:103146. [PMID: 36055063 PMCID: PMC9437905 DOI: 10.1016/j.nicl.2022.103146] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 07/03/2022] [Accepted: 08/03/2022] [Indexed: 12/14/2022]
Abstract
Posttraumatic Stress Disorder (PTSD) symptomatology is associated with dysregulated sustained attention, which produces functional impairments. Performance on sustained attention paradigms such as continuous performance tasks are influenced by both the ability to sustain attention and response strategy. However, previous studies have not dissociated PTSD-related associations with sustained attention ability and strategy, which limits characterization of neural circuitry underlying PTSD-related attentional impairments. Therefore, we characterized and replicated PTSD-related associations with sustained attention ability and response strategy in trauma-exposed Veterans, which guided characterization of PTSD-related differences in neural circuit function. In Study 1, PTSD symptoms were selectively associated with reduced sustained attention ability, but not more impulsive response strategies. In Study 2, we utilized task and resting-state fMRI to characterize neural circuitry underlying PTSD-related differences in sustained attention ability. Both PTSD symptomatology and sustained attention ability exhibited converging associations with reduced dorsal attention network (DAN) synchronization to endogeneous attentional fluctuations. Post-hoc time course analyses demonstrated that PTSD symptoms were most accurately characterized by delayed, rather than globally reduced, DAN synchronization to endogenous attentional fluctuations. Together, these findings suggest that PTSD symptomatology may selectively impair sustained attention ability by disrupting proactive engagement of attentional control circuitry.
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Affiliation(s)
- Travis C. Evans
- Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, USA,Department of Psychiatry, Boston University School of Medicine, USA,Corresponding author at: VA Boston Healthcare System, 150 S. Huntington Avenue, Boston, MA 02130, USA.
| | | | - Audreyana Jagger-Rickels
- Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, USA,National Center for PTSD, VA Boston Healthcare System, USA
| | - David Rothlein
- Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, USA,National Center for PTSD, VA Boston Healthcare System, USA
| | - Agnieszka Zuberer
- Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, USA,Department of Psychiatry and Psychotherapy, University Hospital Jena, Germany,Department of Psychiatry and Psychotherapy, University of Tübingen, Germany
| | - John Bernstein
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, USA
| | - Catherine B. Fortier
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, USA,Department of Psychiatry, Harvard Medical School, USA,Geriatric Research, Education, and Clinical Center (GRECC), VA Boston Healthcare System, USA
| | - Jennifer R. Fonda
- Department of Psychiatry, Boston University School of Medicine, USA,Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, USA,Department of Psychiatry, Harvard Medical School, USA,Geriatric Research, Education, and Clinical Center (GRECC), VA Boston Healthcare System, USA
| | - Audri Villalon
- Translational Research Center for TBI and Stress Disorders (TRACTS), Michael E. DeBakey VA Medical Center, Houston, TX, USA,Beth K. and Stuart C. Yudofsky Division of Neuropsychiatry, Baylor College of Medicine, USA
| | - Ricardo Jorge
- Translational Research Center for TBI and Stress Disorders (TRACTS), Michael E. DeBakey VA Medical Center, Houston, TX, USA,Beth K. and Stuart C. Yudofsky Division of Neuropsychiatry, Baylor College of Medicine, USA
| | - William Milberg
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, USA,Department of Psychiatry, Harvard Medical School, USA,Geriatric Research, Education, and Clinical Center (GRECC), VA Boston Healthcare System, USA
| | - Regina McGlinchey
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, USA,Department of Psychiatry, Harvard Medical School, USA,Geriatric Research, Education, and Clinical Center (GRECC), VA Boston Healthcare System, USA
| | - Joseph DeGutis
- Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, USA,Department of Psychiatry, Harvard Medical School, USA,Geriatric Research, Education, and Clinical Center (GRECC), VA Boston Healthcare System, USA
| | - Michael Esterman
- Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, USA,Department of Psychiatry, Boston University School of Medicine, USA,National Center for PTSD, VA Boston Healthcare System, USA,Neuroimaging Research for Veterans (NeRVe) Center, VA Boston Healthcare System, USA
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6
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Sisk CA, Toh YN, Jun J, Remington RW, Lee VG. Impact of active and latent concerns about COVID-19 on attention. Cogn Res Princ Implic 2022; 7:48. [PMID: 35657440 PMCID: PMC9164188 DOI: 10.1186/s41235-022-00401-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Accepted: 05/22/2022] [Indexed: 11/30/2022] Open
Abstract
The interactions between emotion and attention are complex due to the multifaceted nature of attention. Adding to this complexity, the COVID-19 pandemic has altered the emotional landscape, broadly heightening health and financial concerns. Can the heightened concerns about COVID-19 impair one or more of the components of attention? To explore the connection between heightened concerns about COVID-19 and attention, in a preregistered study, we collected survey responses from 234 participants assessing levels of concerns surrounding COVID-19, followed by four psychophysics tasks hypothesized to tap into different aspects of attention: visual search, working memory, sustained attention, and cognitive control. We also measured task-unrelated thoughts. Results showed that task-unrelated thoughts, but not survey reports of concern levels, negatively correlated with sustained attention and cognitive control, while visual search and working memory remained robust to task-unrelated thoughts and survey-indicated concern levels. As a whole, these findings suggest that being concerned about COVID-19 does not interfere with cognitive function unless the concerns are active in the form of task-unrelated thoughts.
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Affiliation(s)
- Caitlin A Sisk
- Department of Psychology, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA.
| | - Yi Ni Toh
- Department of Psychology, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA.
| | - Jihyang Jun
- Department of Psychology, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA
| | - Roger W Remington
- Department of Psychology, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA
- Center for Cognitive Sciences, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA
| | - Vanessa G Lee
- Department of Psychology, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA
- Center for Cognitive Sciences, University of Minnesota, 75 East River Road, S504 Elliott Hall, Minneapolis, MN, 55455, USA
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7
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Brau JM, Sugarman A, Rothlein D, DeGutis J, Esterman M, Fortenbaugh FC. The impact of image degradation and temporal dynamics on sustained attention. J Vis 2022; 22:8. [PMID: 35297998 PMCID: PMC8944397 DOI: 10.1167/jov.22.4.8] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
Many clinical populations that have sustained attention deficits also have visual deficits. Therefore, it is necessary to understand how the quality of visual input and different forms of image degradation can contribute to worse performance on sustained attention tasks, particularly those with dynamic and complex visual stimuli. This study investigated the impact of image degradation on an adapted version of the gradual-onset continuous performance task (gradCPT), where participants must discriminate between gradually fading city and mountain scenes. Thirty-six normal-vision participants completed the task, which featured two blocks of six resolution and contrast levels. Subjects either completed a version with gradually fading or static image presentations. The results show decreases in image resolution impair performance under both types of temporal dynamics, whereas performance is only impaired under gradual temporal dynamics for decreases in image contrast. Image similarity analyses showed that performance has a higher association with an observer's ability to gather an image's global spatial layout (i.e. gist) than local variations in pixel luminance, particularly under gradual image presentation. This work suggests that gradually fading attention paradigms are sensitive to deficits in primary visual function, potentially leading to these issues being misinterpreted as attentional failures.
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Affiliation(s)
- Julia M Brau
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, Boston, MA, USA.,
| | - Alexander Sugarman
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, Boston, MA, USA.,
| | - David Rothlein
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, Boston, MA, USA.,Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, Boston, MA, USA.,National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA.,
| | - Joseph DeGutis
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, Boston, MA, USA.,Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, Boston, MA, USA.,Department of Psychiatry, Harvard Medical School, Cambridge, MA, USA.,
| | - Michael Esterman
- National Center for PTSD, VA Boston Healthcare System, Boston, MA, USA.,Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, Boston, MA, USA.,Boston Attention and Learning Lab (BALLAB), VA Boston Healthcare System, Boston, MA, USA.,Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA.,
| | - Francesca C Fortenbaugh
- Translational Research Center for TBI and Stress Disorders (TRACTS), VA Boston Healthcare System, Boston, MA, USA.,Department of Psychiatry, Harvard Medical School, Cambridge, MA, USA.,
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