Abstract
Highlights
What are the main findings?
Functional MRI findings suggest that previously reported left anterior insular cortex hyperactivation during the appraisal of fearful faces at three months after an MVC in survivors with probable PTSD was greater within two weeks after trauma among survivors who experienced mTBI and had probable PTSD at three months, compared to survivors who had probable PTSD without experiencing mTBI.
Within-group analyses showed post-traumatic stress symptoms significantly decreased over time in MVC survivors without mTBI, but no significant decrease was observed in those with mTBI; however, overall time and time × group interactions were nonsignificant.
What are the implications of the main findings?
Activation in the left anterior insular cortex to negative emotional stimuli may be greater in the early weeks post-trauma after MVC among probable PTSD survivors who experienced mTBI.
Post-traumatic stress symptoms may lessen over the first three months after trauma in survivors who did not experience mTBI during MVC.
Abstract
Background: Mild traumatic brain injury (mTBI) may rapidly alter neurocognitive function and has been associated with an increased risk for post-traumatic stress disorder (PTSD). However, neuroimaging investigations during the acute post-trauma phase remain sparse. We previously reported greater left anterior insular cortex (aIC) activation during the cognitive appraisal of fearful versus neutral emotional faces in survivors who did and did not exhibit probable PTSD at 3 months, but not at 2 weeks, after a motor vehicle collision (MVC). Given previous studies suggesting that mTBI may lead to increased cortical activation in the early post-trauma period, we hypothesize that aIC activation within 2 weeks post-MVC may be elevated among probable PTSD survivors who sustained an mTBI compared to those who did not sustain mTBI. Methods: In this secondary hypothesis-driven analysis, previously reported task-related activation at both 2 weeks and 3 months after trauma was extracted from the aIC region of interest and compared among groups of survivors diagnosed with probable PTSD at 3 months with (n = 5) and without (n = 11) mTBI in the emergency department. An exploratory analysis of change over time included two time points and additional groups of survivors without probable PTSD with (n = 10) and without (n = 12) mTBI. Results: At 2 weeks, aIC activation was significantly greater in the probable PTSD with mTBI group than in the probable PTSD without mTBI group (mean = 0.125, SD = 0.053 vs. 0.014, SD = 0.111) (Welch’s t (13.86) = 2.71, two-sided p = 0.017). aIC activation in probable PTSD survivors with and without mTBI was not significantly different at 3 months after MVC. The time and time × group interactions were not significant in brain activation and post-traumatic stress symptoms, but within-group tests suggest that decreases in post-traumatic stress symptoms over time were significant in groups without mTBI. Conclusions: These preliminary results are consistent with the hypothesized association between mTBI and greater aIC activation to negative emotional stimuli in the early post-trauma period among survivors with probable PTSD, but do not support post-trauma brain changes in survivors with mTBI, probable PTSD, both conditions, or neither condition. These preliminary findings warrant further investigation into the relationship between mTBI and probable PTSD-related cortical alterations during the acute post-trauma period.
Keywords: fMRI, mTBI, PTSD, motor vehicle collision, insular cortex, negative emotion
1. Introduction
Mild traumatic brain injury (mTBI) affects millions of adults each year [1]. It is characterized by a brief impairment of consciousness and/or brief periods of post-traumatic amnesia [2]. Studies suggest that mTBI is associated with an increased risk of developing post-traumatic stress disorder (PTSD) [3,4,5]. PTSD is characterized by symptoms of negative emotion dysregulation [6] and has been linked to altered activation in brain regions involved in emotion processing, including insular and limbic regions and prefrontal emotion-regulatory regions [7,8]. An increasing number of studies suggest that mTBI may affect the brain structure and function of frontal and parietal regions, which may be associated with PTSD symptom development [9,10]. We further found that mTBI may alter parietal cortical thickness and reduce visual processing of fearful faces in parietal and orbitofrontal cortices 2 weeks after a motor vehicle collision (MVC) [11,12]. These early alterations may be associated with PTSD symptom severity at 3 months after MVC [11,12]. However, whether early mTBI affects PTSD-related brain alterations in the months after trauma remains under-studied.
We further reported, in the same MVC survivors, increased anterior insular cortex (aIC) activation associated with the cognitive appraisal of negative emotion from 2 weeks to 3 months after MVC in trauma survivors who both did and did not develop probable PTSD [11], suggesting that this brain change may be observed during the early post-trauma period. Hyperactivation in the aIC has been reported in chronic PTSD [8,13,14]. The aIC plays a key role in salience detection, emotional awareness, threat appraisal, and the integration of physical and emotional states [15], and hyperactivation in the aIC may be associated with PTSD symptoms of hypervigilance [16,17]. However, the factors that may contribute to the development of aIC hyperactivation remain unclear.
mTBI is associated with reduced insular cortex structure and altered connectivity between insular and prefrontal cortices, which may impair cognitive and emotion processing involving the insular cortex as early as 1 day post-injury [18,19,20]. Individuals with comorbid traumatic brain injury (TBI) and PTSD show altered insula-centered connectivity during emotional-face processing [21]. Additionally, mTBI with PTSD has been associated with greater neural responses during emotional appraisal than mTBI alone [22]. Recent large-scale evidence further demonstrates distinct salience-network abnormalities in comorbid chronic mTBI and PTSD [23]. Based on the above findings of early mTBI effects and greater insular activation in chronic PTSD survivors with mTBI, it is likely that mTBI effects on the insular cortex in the early days to weeks after trauma may be involved in the post-trauma development of PTSD-related hyperactivation in the aIC. Therefore, we hypothesized that the previously reported aIC hyperactivation during fearful-face appraisal among survivors with probable PTSD at 3 months after MVC was greater at 2 weeks post-trauma in those who had experienced mTBI during the MVC compared to those who had not experienced mTBI. We further explored the potential post-trauma changes over 2 weeks to 3 months in all survivors with or without either mTBI, probable PTSD, or both for potentially prolonged mTBI effects. This secondary analysis integrated previously reported aIC activation during a Shifted-attention Emotion Appraisal Task (SEAT) and mTBI status, probable PTSD status, and symptom severity [11,12].
2. Methods
2.1. Participants
This report is a secondary analysis of a previously published prospective cohort of adults aged 18–60 years who experienced an MVC and presented to the emergency department (ED) within 48 h of the MVC with minor physical injury but an elevated acute post-traumatic stress symptom score on the PTSD Checklist-Stressor Specific Version (PCL) of the Diagnostic and Statistical Manual of Mental Disorders, fourth edition, text revision (DSM-IV-TR), defined as >33. Details of recruitment, data collection, PTSD assessment, and fMRI data analysis have been reported previously [11].
2.2. mTBI Diagnosis
mTBI was retrospectively diagnosed according to American Congress of Rehabilitation Medicine (ACRM) criteria using ED medical records and self-reported symptoms in the ED in our previous report [11]. Participants with head impact or acceleration–deceleration during MVC were classified as the mTBI (mTBI+) group if they had loss of consciousness for less than 30 min, post-traumatic amnesia for less than 24 h, or acute neurological symptoms such as disorientation, dizziness, or headache [24]. Survivors who did not meet any ACRM criteria were classified as the non-mTBI (mTBI−) group.
2.3. PTSD Symptom Assessment and Diagnosis
We reported post-traumatic stress symptom assessment in a previous report [11]. Briefly, post-traumatic stress symptoms (PTSS) were assessed using the PCL at both 2 weeks (T1) and 3 months (T2) after the MVC. Survivors were grouped into probable PTSD or non-PTSD (PTSD+ or PTSD−) groups at 3 months after the MVC based on PCL responses. The PTSD+ group included survivors who met DSM-IV-TR criteria for PTSD (i.e., 1 re-experiencing, 3 avoidance/numbing, and 2 hyperarousal symptoms) or partial PTSD (i.e., 1 re-experiencing, and either 3 avoidance/numbing or 2 hyperarousal symptoms), while the PTSD− group included survivors who did not meet either criterion.
2.4. fMRI Task and aIC Region of Interest (ROI)
Functional magnetic resonance imaging (fMRI) data acquisition and preprocessing procedures have been described previously [11]. Briefly, during the Shifted-attention Emotion Appraisal Task (SEAT), subjects viewed a grayscale composite image depicting an emotional facial expression (angry, fearful, or neutral) superimposed on an indoor or outdoor scene. On each trial, survivors determined whether: (a) the face was male or female (Male/Female) to probe implicit emotional processing, (b) the scene was indoor or outdoor (Indoor/Outdoor) to probe attention modulation of emotion, or (c) whether they liked or disliked the face (Like/Dislike) to probe modulation of emotion by cognitive appraisal.
Data were processed and analyzed using a general linear model (GLM) via FLAME-1 (FMRIB’s Local Analysis of Mixed Effects; FSL v5.2.0) with two-sample t-tests, controlling for age and gender. Our initial report found significantly greater activation in the left aIC (whole brain family-wise error rate (FWE) voxel z > 2.3 (p < 0.01) and a cluster significance threshold of p < 0.05) associated with like/dislike of fearful vs. neutral faces at T2, but not T1, after MVC in survivors who did and did not develop probable PTSD at T2 [11].
In the current secondary ROI analysis, the average percent change in contrast of parameter estimates (COPEs) was extracted from both time points using a mask derived from the clusters of left aIC voxels (−38, 2, 0, z = 3.91, cluster extent = 990 voxels; Figure 1A) with significant group difference at three months after MVC using FSL/featquery.
Figure 1.

(A) Previously reported greater aIC activation associated with appraisal (Like/Dislike) of fearful vs. neutral faces in trauma survivors who did or did not have probable PTSD 3 months after MVC. The figure is modified from the previous report [11]. (B) Task-related activation (COPE) within this significant left aIC cluster was extracted at T1 and T2 after the MVC for all participants. The x-axis represents time post-trauma. Open circles connected by black lines represent individual participants. Participants were stratified into four groups: PTSD + mTBI+, PTSD + mTBI−, PTSD − mTBI+, and PTSD − mTBI−. Green diamond shapes and connecting red lines indicate group means, and red error bars represent ±1 standard deviation.
2.5. Statistical Analysis
A literature-informed, hypothesis-driven secondary analysis compared the aIC activation in PTSD + mTBI+ and PTSD + mTBI− groups at 2 weeks after an MVC using independent-samples t-tests; the directional hypothesis was evaluated using both one-sided and two-sided tests. A complementary t-test was conducted at 3 months to test potential prolonged mTBI effects. Exploratory repeated-measures general linear models (RM-GLMs) for both aIC activation and PCL scores, including all four PTSD/mTBI groups, were then used to evaluate time and group × time effects and adjusted for potential confounders of age, sex, and follow-up duration. Estimated marginal means were compared with Sidak correction, and simple effects of time were examined within each group. Age and post-trauma scan durations were compared among groups using analysis of variance (ANOVA). Statistical significance was set at p < 0.05.
3. Results
The current analysis included 38 survivors from the initial report [11]. They were divided into four groups based on probable PTSD status at T2 after MVC and mTBI status in the ED: PTSD + mTBI+ (n = 5), PTSD + mTBI− (n = 11), PTSD − mTBI+ (n = 10), and PTSD − mTBI− (n = 12) groups. No significant differences in age or post-trauma duration of the T1 scans were observed, and all groups included subjects of both sexes. The post-trauma duration of T2 scans differed among groups (F = 3.2, p = 0.035), with scans in the PTSD − mTBI+ group occurring significantly later than those in the PTSD − mTBI− group (p < 0.05) (Table 1).
Table 1.
Sample characteristics.
| Group | PTSD − mTBI− | PTSD − mTBI+ | PTSD + mTBI− | PTSD + mTBI+ |
|---|---|---|---|---|
| N | 12 | 10 | 11 | 5 |
| Sex, male/female | 3/9 | 3/7 | 4/7 | 2/3 |
| Age, years | 35.25 ± 14.07 | 34.00 ± 12.87 | 32.45 ± 10.55 | 29.60 ± 7.50 |
| Time 1 scan post-trauma days | 9.58 ± 4.87 | 7.90 ± 3.35 | 12.55 ± 4.48 | 7.80 ± 4.60 |
| Time 2 scan post-trauma days | 100.58 ± 13.52 | 118.50 ± 14.6 | 108.64 ± 13.16 | 113.20 ± 14.25 |
| Time 1 PCL scores | 30.83 ± 6.19 | 31.40 ± 11.51 | 60.55 ± 10.53 | 48.00 ± 15.64 |
| Time 2 PCL scores | 22.42 ± 5.84 | 26.00 ± 9.70 | 52.36 ± 10.00 | 44.20 ± 10.80 |
| Time 1 aIC activation (COPE) | −0.10 ± 0.14 | −0.04 ± 0.15 | 0.01 ± 0.11 | 0.13 ± 0.05 |
| Time 2 aIC activation (COPE) | −0.06 ± 0.09 | −0.03 ± 0.13 | 0.07 ± 0.09 | 0.10 ± 0.11 |
The hypothesis-driven secondary analysis tested whether aIC activation during fearful-face appraisal was greater in the PTSD + mTBI+ than PTSD + mTBI− group at 2 weeks after the MVC. At T1, the results indicated that aIC activation was significantly greater in the PTSD + mTBI+ group (mean = 0.125, SD = 0.053, n = 5) than in the PTSD + mTBI− group (mean = 0.014, SD = 0.111, n = 11) (Figure 1B). Levene’s test approached significance at a trend level (p = 0.055) in unequal group sizes (5 vs. 11); therefore, Welch’s test was used with t(13.86) = 2.71, two-sided p = 0.017, at T1. We further explored the same group difference in this aIC activation at T2, which was not significant (means = 0.098, SD = 0.115, and 0.074, SD = 0.094, respectively); Levene’s test p = 0.519, and standard Student’s t(14) = 0.45, p = 0.663.
We further examined changes over 2 weeks to 3 months after MVC using time and time × group interaction in an exploratory RM-GLM including all four PTSD/mTBI groups. aIC activation differed significantly among the four groups overall, F(3, 28) = 5.48, p = 0.004, partial η2 = 0.370, whereas the main effect of time and the time × group interaction were not significant. The group effect was significant at T2, F(3, 28) = 3.55, p = 0.027, partial η2 = 0.275, but not at T1, F(3, 28) = 2.90, p = 0.053, partial η2 = 0.237; however, no individual pairwise comparison remained significant after Sidak correction at any time point.
In the exploratory repeated-measures ANOVA analysis of PCL scores, adjusted for age, sex, and follow-up duration, PCL scores differed significantly among the four PTSD/mTBI groups, F(3, 27) = 32.14, p < 0.001, partial η2 = 0.781 (n = 37; one participant with missing T1 PCL data was excluded) (Table 1). The overall main effect of time and the time × group interaction were not significant; F(1, 27) = 0.37, p = 0.549, partial η2 = 0.013, and F(3, 27) = 0.52, p = 0.671, partial η2 = 0.055, respectively. However, simple-effects analyses within groups showed significant decreases in PCL scores over time in the PTSD − mTBI− group (mean decrease = 10.73), Wilks’ Λ = 0.784, F(1, 27) = 7.46, p = 0.011, partial η2 = 0.216, and in the PTSD + mTBI− group (mean decrease = 9.39), Wilks’ Λ = 0.779, F(1, 27) = 7.64, p = 0.010, partial η2 = 0.221. The group effect was significant at both T1, F(3, 27) = 19.39, p < 0.001, partial η2 = 0.683, and T2, F(3, 27) = 26.49, p < 0.001, partial η2 = 0.746. Sidak-corrected pairwise comparisons showed that at T1, PCL scores were significantly higher in the PTSD + mTBI− group than in both PTSD− groups (both p < 0.001), while the PTSD + mTBI+ group had significantly higher PCL scores than the PTSD − mTBI+ group (p = 0.027). At T2, PCL scores were significantly higher in both PTSD+ groups than in both PTSD− groups (all p ≤ 0.008). PCL scores did not differ significantly between the PTSD + mTBI− and PTSD + mTBI+ groups at either time point.
4. Discussion
Mild traumatic brain injury may be associated with increased risk of developing PTSD, but the pathophysiology is not clear. This exploratory secondary analysis found that the previously reported aIC hyperactivation in probable PTSD survivors at 3 months after MVC was greater within 2 weeks after trauma among probable PTSD survivors who experienced mTBI than in those who did not experience mTBI during the MVC. These results suggest an early association between mTBI and greater aIC emotion-related activation among survivors with probable PTSD. However, the complementary analyses did not indicate that mTBI significantly influenced changes in aIC activation over time and at 3 months after MVC. Interestingly, post-traumatic stress symptoms improved significantly over time in survivors without mTBI, but not significantly in those with mTBI. This pattern is consistent with improvement in post-traumatic stress symptoms in MVC survivors who did not experience mTBI. However, the nonsignificant time and time × group interactions do not support significant effects of mTBI on symptom trajectories.
Studying the mechanisms of early mTBI effects on PTSD-related insular changes is beyond the scope of this study; however, several speculative mechanisms may contribute to the early functional changes observed after mTBI. We previously reported mTBI-related early cortical thinning and reduced activation associated with viewing fearful faces in the left superior parietal cortex at 2 weeks after MVC in these subjects [12]. Alterations in visual processing of fearful emotional information may alter sensory inputs to the aIC through the dorsal stream of visual processing [25,26]. On the other hand, we also reported reduced orbitofrontal cortical activation during viewing of fearful faces in the same subjects with mTBI compared to those without mTBI at 2 weeks after trauma [12]. The orbitofrontal gyrus (OFG) is involved in the top-down inhibitory regulation of negative emotion processing from the prefrontal cortex (PFC) to the aIC and limbic regions [27]. Reduced activation in this emotion-regulation process could theoretically contribute to greater emotion-related activation in the aIC after mTBI. Finally, acute mTBI has also been associated with abnormal coupling between the aIC and brain regions in the salience network or default mode network, which may reflect disruption of large-scale network switching and salience processing [19,20,21]. MVC survivors who later developed PTSD exhibited more white matter abnormalities in the acute phase than non-PTSD survivors [28]. Therefore, mTBI may be associated with reduced connectivity between the insula and the PFC during the early post-trauma period [20]. Our preliminary findings highlight the need for future systematic investigations into mTBI effects on the aIC and their possible role in the development of PTSD.
The current findings suggest that mTBI may be associated with greater aIC activation early after trauma in probable PTSD survivors. However, this influence was not distinguishable after 2 weeks and at 3 months post-trauma. The causes of this acute, but potentially transient, difference remain unclear, and the findings should be interpreted cautiously given the limited data. We previously reported mTBI-related cortical thickening in the left rostral middle frontal gyrus region at 2 weeks after MVC, followed by further decreases over the subsequent 3 months [29], suggesting that brain changes after mTBI may evolve. Whether these mTBI-related changes only transiently influence probable PTSD-related brain alterations warrants further investigation. However, in our previous report, we also reported decreases in left dorsomedial PFC structure and activation during the appraisal of fearful faces from 2 weeks to 3 months after MVC in survivors who exhibited probable PTSD [11]. We speculated that the observed aIC hyperactivation at 3 months after MVC may reflect reduced prefrontal inhibitory control [11]. Reduced medial PFC inhibition over time could theoretically affect both mTBI and non-mTBI survivors who are developing probable PTSD, which could partially explain the nonsignificant difference in aIC hyperactivation between probable PTSD groups with and without mTBI at 3 months after MVC. However, this interpretation remains speculative. If plausible, it may align with a multidimensional view of the pathogenesis of PTSD. Therefore, future longitudinal studies are clearly needed to explore the possible influence of mTBI and other factors on PTSD-related brain changes after trauma.
5. Limitations
The current preliminary study has several limitations. The present results are based on limited sample sizes and the classification of probable PTSD based on self-reports. A single trauma type of MVC limits generalizability of findings to other types of traumas. The findings across two time points do not provide evidence for causality, and the nonsignificant time and time × group interactions require further examination of post-trauma changes in brain activation. The hypothesis-driven t-test of group comparison between probable PTSD survivors with and without mTBI at T1 was selected for limited group sizes and independent of probable PTSD-related ROI selection. However, the RM-GLM findings at T2 are not an independent replication of the previously reported probable PTSD effect. The present RM-GLM results within the aIC ROI should therefore be considered exploratory.
6. Conclusions
This exploratory study on previously reported hyperactivation in the left aIC to negative emotional stimuli in survivors with probable PTSD found greater aIC activation during the early post-trauma period, within 2 weeks, among probable PTSD survivors with mTBI compared to those without mTBI. These findings suggest a potential early post-trauma association between mTBI and brain alterations related to probable PTSD. However, further exploratory tests in the subsequent 3 months did not support post-trauma change in probable PTSD symptoms or additional mTBI influences, except a decrease in PTSD symptom severity in survivors without mTBI in a within-group comparison of two time points. The preliminary findings support future studies on the potential influence of mTBI on brain alterations in survivors with probable PTSD.
Acknowledgments
We thank the Department of Radiology at the University of Toledo for clinical and technical support, and ProMedica Health System for subject recruitment.
Abbreviations
The following abbreviations are used in this manuscript:
| mTBI | Mild traumatic brain injury |
| PTSD | Post-traumatic stress disorder |
| aIC | Anterior insular cortex |
| MVC | Motor vehicle collision |
| SEAT | Shifted-attention Emotion Appraisal Task |
| PCL | PTSD Checklist-Stressor Specific Version |
| DSM-IV-TR | Diagnostic and Statistical Manual of Mental Disorders, Fourth Edition, Text Revision |
| PTSSs | Post-traumatic stress symptoms |
| fMRI | Functional magnetic resonance imaging |
| ACRM | American Congress of Rehabilitation Medicine |
| T1 | 2 weeks post-trauma |
| T2 | 3 months post-trauma |
| GLM | General linear model |
| FLAME-1 | FMRIB’s Local Analysis of Mixed Effects |
| FSL | FMRIB Software Library |
| RM-GLM | Repeated-measures general linear model |
| ANOVA | Analysis of variance |
| ROI | Region of interest |
| FWE | Family-wise error rate |
| COPE | Contrast of parameter estimates |
| OFG | Orbitofrontal gyrus |
| PFC | Prefrontal cortex |
Author Contributions
Conceptualization, X.W., H.X., C.-H.S. and S.R.G.; Methodology, H.X. and X.W.; Software, A.M.A.; Validation, A.M.A., X.W. and H.X.; Formal Analysis, A.M.A. and X.W.; Investigation, A.M.A. and X.W.; Resources, S.D.A. and S.R.G.; Data Curation, X.W., H.X. and C.-H.S.; Writing—Original Draft Preparation, J.W., A.M.A., X.W. and L.E.M.; Writing—Review and Editing, J.W., A.M.A., H.X., X.W., L.E.M., S.D.A. and C.-H.S.; Visualization, J.W. and X.W.; Supervision, X.W., C.-H.S. and S.R.G.; Project Administration, X.W. All authors have read and agreed to the published version of the manuscript.
Institutional Review Board Statement
The study was conducted in accordance with the Declaration of Helsinki and approved by the Institutional Review Board of the University of Toledo (protocol code IRB106928, approved 12 June 2011).
Informed Consent Statement
Informed consent was obtained from all subjects involved in the study.
Data Availability Statement
Data are available upon request from Xin Wang at the Departmental Research Committee of the Department of Psychiatry at the University of Toledo for researchers who meet the criteria for access to confidential data.
Conflicts of Interest
The authors declare no conflicts of interest.
Funding Statement
The work is funded by National Institutes of Health R21MH098198-01 to X.W.
Footnotes
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.
References
- 1.Laker S.R. Epidemiology of concussion and mild traumatic brain injury. PM R. 2011;3:S354–S358. doi: 10.1016/j.pmrj.2011.07.017. [DOI] [PubMed] [Google Scholar]
- 2.McCrea M., Pliskin N., Barth J., Cox D., Fink J., French L., Hammeke T., Hess D., Hopewell A., Orme D., et al. Official position of the military TBI task force on the role of neuropsychology and rehabilitation psychology in the evaluation, management, and research of military veterans with traumatic brain injury. Clin. Neuropsychol. 2008;22:10–26. doi: 10.1080/13854040701760981. [DOI] [PubMed] [Google Scholar]
- 3.Bryant R.A., Creamer M., O’Donnell M., Silove D., Clark C.R., McFarlane A.C. Post-traumatic amnesia and the nature of post-traumatic stress disorder after mild traumatic brain injury. J. Int. Neuropsychol. Soc. 2009;15:862–867. doi: 10.1017/s1355617709990671. [DOI] [PubMed] [Google Scholar]
- 4.Hoge C.W., McGurk D., Thomas J.L., Cox A.L., Engel C.C., Castro C.A. Mild traumatic brain injury in U.S. soldiers returning from Iraq. N. Engl. J. Med. 2008;358:453–463. doi: 10.1056/nejmoa072972. [DOI] [PubMed] [Google Scholar]
- 5.Mayou R.A., Black J., Bryant B. Unconsciousness, amnesia and psychiatric symptoms following road traffic accident injury. Br. J. Psychiatry. 2000;177:540–545. doi: 10.1192/bjp.177.6.540. [DOI] [PubMed] [Google Scholar]
- 6.American Psychiatric Association . Diagnostic and Statistical Manual of Mental Disorders: DSM-5. 5th ed. American Psychiatric Association; Washington, DC, USA: 2013. DSM-5 Task Force.947p [Google Scholar]
- 7.Mazza M., Tempesta D., Pino M.C., Catalucci A., Gallucci M., Ferrara M. Regional cerebral changes and functional connectivity during the observation of negative emotional stimuli in subjects with post-traumatic stress disorder. Eur. Arch. Psychiatry Clin. Neurosci. 2013;263:575–583. doi: 10.1007/s00406-013-0394-3. [DOI] [PubMed] [Google Scholar]
- 8.Herringa R.J., Phillips M.L., Fournier J.C., Kronhaus D.M., Germain A. Childhood and adult trauma both correlate with dorsal anterior cingulate activation to threat in combat veterans. Psychol. Med. 2013;43:1533–1542. doi: 10.1017/s0033291712002310. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Qin L.-D., Wang Z., Sun Y.-W., Wan J.-Q., Su S.-S., Zhou Y., Xu J.-R. A preliminary study of alterations in default network connectivity in post-traumatic stress disorder patients following recent trauma. Brain Res. 2012;1484:50–56. doi: 10.1016/j.brainres.2012.09.029. [DOI] [PubMed] [Google Scholar]
- 10.Andrews M.J., Salat D.H., Milberg W.P., McGlinchey R.E., Fortier C.B. Poor sleep and decreased cortical thickness in veterans with mild traumatic brain injury and post-traumatic stress disorder. Mil. Med. Res. 2024;11:51. doi: 10.1186/s40779-024-00557-0. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Wang X., Xie H., Cotton A.S., Duval E.R., Tamburrino M.B., Brickman K.R., Elhai J.D., Ho S.S., McLean S.A., Ferguson E.J., et al. Preliminary Study of Acute Changes in Emotion Processing in Trauma Survivors with PTSD Symptoms. PLoS ONE. 2016;11:e0159065. doi: 10.1371/journal.pone.0159065. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Wang X., Xie H., Cotton A.S., Brickman K.R., Lewis T.J., Wall J.T., Tamburrino M.B., Bauer W.R., Law K., McLean S.A., et al. Early Changes in Cortical Emotion Processing Circuits after Mild Traumatic Brain Injury from Motor Vehicle Collision. J. Neurotrauma. 2017;34:273–280. doi: 10.1089/neu.2015.4392. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Bruce S.E., Buchholz K.R., Brown W.J., Yan L., Durbin A., Sheline Y.I. Altered emotional interference processing in the amygdala and insula in women with Post-Traumatic Stress Disorder. Neuroimage Clin. 2012;2:43–49. doi: 10.1016/j.nicl.2012.11.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Fonzo G.A., Simmons A.N., Thorp S.R., Norman S.B., Paulus M.P., Stein M.B. Exaggerated and disconnected insular-amygdalar blood oxygenation level-dependent response to threat-related emotional faces in women with intimate-partner violence posttraumatic stress disorder. Biol. Psychiatry. 2010;68:433–441. doi: 10.1016/j.biopsych.2010.04.028. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15.Wiech K., Lin C.-S., Brodersen K.H., Bingel U., Ploner M., Tracey I. Anterior insula integrates information about salience into perceptual decisions about pain. J. Neurosci. 2010;30:16324–16331. doi: 10.1523/jneurosci.2087-10.2010. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Dretsch M.N., Daniel T.A., Goodman A.M., Katz J.S., Denney T., Deshpande G., Robinson J.L. Differential neural activation when voluntarily regulating emotions in service members with chronic mild traumatic brain injury. Appl. Neuropsychol. Adult. 2019;26:76–88. doi: 10.1080/23279095.2017.1362406. [DOI] [PubMed] [Google Scholar]
- 17.McCurry K.L., Frueh B.C., Chiu P.H., King-Casas B. Opponent Effects of Hyperarousal and Re-experiencing on Affective Habituation in Posttraumatic Stress Disorder. Biol. Psychiatry Cogn. Neurosci. Neuroimaging. 2020;5:203–212. doi: 10.1016/j.bpsc.2019.09.006. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Li F., Liu Y., Lu L., Li H., Xing C., Chen H., Yuan F., Yin X., Chen Y.-C. Causal interactions with an insular-cortical network in mild traumatic brain injury. Eur. J. Radiol. 2022;157:110594. doi: 10.1016/j.ejrad.2022.110594. [DOI] [PubMed] [Google Scholar]
- 19.McCuddy W.T., España L.Y., Nelson L.D., Birn R.M., Mayer A.R., Meier T.B. Association of acute depressive symptoms and functional connectivity of emotional processing regions following sport-related concussion. Neuroimage Clin. 2018;19:434–442. doi: 10.1016/j.nicl.2018.05.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Lu L., Li F., Chen H., Wang P., Zhang H., Chen Y.-C., Yin X. Functional connectivity dysfunction of insular subdivisions in cognitive impairment after acute mild traumatic brain injury. Brain Imaging Behav. 2020;14:941–948. doi: 10.1007/s11682-020-00288-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Bomyea J., Matthews S., Buchsbaum M., Spadoni A., Strigo I., Simmons A. Neural differences underlying face processing in veterans with TBI and co-occurring TBI and PTSD. J. Affect. Disord. 2017;223:130–138. doi: 10.1016/j.jad.2017.07.003. [DOI] [PubMed] [Google Scholar]
- 22.Shu I.-W., Onton J.A., Prabhakar N., O’Connell R.M., Simmons A.N., Matthews S.C. Combat veterans with PTSD after mild TBI exhibit greater ERPs from posterior–medial cortical areas while appraising facial features. J. Affect. Disord. 2014;155:234–240. doi: 10.1016/j.jad.2013.06.057. [DOI] [PubMed] [Google Scholar]
- 23.Dwulit A.K., Sun D., Haswell C.C., Hussain A., Dennis E.L., Wilde E.A., Newsome M.R., Tate D.F., Walker W.C., Abdallah C.G., et al. Dynamic and Static Resting-State Functional Connectivity of Canonical Networks in Military and Civilian Populations With Posttraumatic Stress Disorder and/or Mild Traumatic Brain Injury. Biol. Psychiatry Cogn. Neurosci. Neuroimaging. 2026;11:634–646. doi: 10.1016/j.bpsc.2025.08.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.American Congress of Rehabilitation Medicine (ACRM) Definition of mild traumatic brain injury. J. Head Trauma Rehabil. 1993;8:86–87. doi: 10.1097/00001199-199309000-00010. [DOI] [Google Scholar]
- 25.Goldberg H., Preminger S., Malach R. The emotion–action link? Naturalistic emotional stimuli preferentially activate the human dorsal visual stream. Neuroimage. 2014;84:254–264. doi: 10.1016/j.neuroimage.2013.08.032. [DOI] [PubMed] [Google Scholar]
- 26.Kamali A., Sherbaf F.G., Rahmani F., Khayat-Khoei M., Aein A., Gandhi A., Shah E.G., Sair H.I., Riascos R.F., Esquenazi Y., et al. A direct visuosensory cortical connectivity of the human limbic system. Dissecting the trajectory of the parieto-occipito-hypothalamic tract in the human brain using diffusion weighted tractography. Neurosci. Lett. 2020;728:134955. doi: 10.1016/j.neulet.2020.134955. [DOI] [PubMed] [Google Scholar]
- 27.Morawetz C., Bode S., Baudewig J., Heekeren H.R. Effective amygdala-prefrontal connectivity predicts individual differences in successful emotion regulation. Soc. Cogn. Affect. Neurosci. 2017;12:569–585. doi: 10.1093/scan/nsw169. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Hu H., Zhou Y., Wang Q., Su S., Qiu Y., Ge J., Wang Z., Xiao Z. Association of abnormal white matter integrity in the acute phase of motor vehicle accidents with post-traumatic stress disorder. J. Affect. Disord. 2016;190:714–722. doi: 10.1016/j.jad.2015.09.044. [DOI] [PubMed] [Google Scholar]
- 29.Wang X., Xie H., Cotton A.S., Tamburrino M.B., Brickman K.R., Lewis T.J., McLean S.A., Liberzon I. Early cortical thickness change after mild traumatic brain injury following motor vehicle collision. J. Neurotrauma. 2015;32:455–463. doi: 10.1089/neu.2014.3492. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
Data are available upon request from Xin Wang at the Departmental Research Committee of the Department of Psychiatry at the University of Toledo for researchers who meet the criteria for access to confidential data.
