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Schmidt LM, Klingner C, Petersen I, Volkmer A, Schreiber M, Schmidt A, Reuken P, Besteher B, Geis C, Ullsperger M, Finke K, Martin EM, Rupprecht S, Brodoehl S, Wagner F. Cognitive impairment and associated neurobehavioral dysfunction in post-COVID syndrome. Psychiatry Res 2025; 349:116522. [PMID: 40319610 DOI: 10.1016/j.psychres.2025.116522] [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: 06/18/2024] [Revised: 04/23/2025] [Accepted: 04/25/2025] [Indexed: 05/07/2025]
Abstract
There is a high prevalence of neuropsychiatric sequelae in post-COVID syndrome, most commonly chronic fatigue, the mechanisms of which remain poorly understood. As altered function of the reward system has been suggested as a causal factor, we aimed to distinguish whether reward processing or task-unspecific cognitive operations are impaired in post-COVID syndrome. Our cohort study included 24 patients diagnosed with post-COVID syndrome and 24 demographically matched healthy controls. Questionnaire assessment of neuropsychiatric symptoms and socio-demographic variables, the Monetary Incentive Delay Task during an fMRI scan, and pupillary measurements were performed. In addition to clinical neuropsychiatric symptoms, participants in the post-COVID group demonstrated significantly slower task performance compared to healthy controls, although the function of behavioral reward circuits appeared unimpaired. However, the influence of rewarding cues on post-COVID patients increased significantly over time during task performance, correlating with temporally delayed activation of the left frontal gyrus and increased activity in task-unspecific brain regions in post-COVID patients. Furthermore, slower reaction times on the task were associated with a lower pupil diameter and a higher pupillary unrest index. This study proposes that post-COVID syndrome is a process that may not affect reward processing, but leads to neural hypoarousal and temporally altered brain activity in frontal and task-unspecific brain regions.
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Affiliation(s)
- Laura Marie Schmidt
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Friedrich Schiller University Jena, Jena, Germany
| | - Carsten Klingner
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Department of Neurology, Jena University Hospital, Jena, Germany
| | - Insa Petersen
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Friedrich Schiller University Jena, Jena, Germany
| | - Annika Volkmer
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Friedrich Schiller University Jena, Jena, Germany
| | - Minne Schreiber
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Friedrich Schiller University Jena, Jena, Germany
| | | | - Philipp Reuken
- Department of Internal Medicine IV (Gastroenterology, Hepatology and Infectious Diseases), Jena University Hospital, Jena, Germany
| | - Bianca Besteher
- Department of Psychiatry and Psychotherapy, Jena University Hospital, Jena, Germany
| | - Christian Geis
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Markus Ullsperger
- Faculty of Natural Sciences, Institute of Psychology, Magdeburg, Germany; Center for Behavioral Brain Sciences, Magdeburg, Otto-von-Guericke University Magdeburg, Germany; German Center for Mental Health (DZPG), partner site Halle-Jena-Magdeburg, Germany
| | - Kathrin Finke
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Eva Maria Martin
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Sven Rupprecht
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Stefan Brodoehl
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Department of Neurology, Jena University Hospital, Jena, Germany
| | - Franziska Wagner
- Biomagnetic Center, Jena University Hospital, Jena, Germany; Department of Neurology, Jena University Hospital, Jena, Germany.
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Erani F, Stoll H, Patel D, Schultheis MT, Medaglia JD. Money versus performance feedback: money associated with lower feelings of cognitive fatigue. J Clin Exp Neuropsychol 2024; 46:794-809. [PMID: 39611366 DOI: 10.1080/13803395.2024.2424533] [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: 03/12/2024] [Accepted: 10/24/2024] [Indexed: 11/30/2024]
Abstract
OBJECTIVE Prior research suggests that effort and reward are central to cognitive fatigue. To better understand the influence of reward on cognitive fatigue, this study examined the effect of reward type and frequency on cognitive fatigue. PARTICIPANTS AND METHODS In an online between-subjects study, 400 participants completed a computerized switching task and were randomly sorted into one of the five possible groups based on reward condition: [1] infrequent money, [2] frequent money, [3] infrequent performance-feedback, [4] frequent performance feedback, and [5] no-reward. Cognitive fatigue was assessed using the Visual Analog Scale for Fatigue (VAS-F) during the task. Mixed effects models were used to estimate the influence of reward type and frequency on task performance and cognitive fatigue. RESULTS We found that participants in the monetary groups were significantly faster (p < .001) compared to participants in the feedback and no-reward groups. We also found that participants in the frequent-money group were significantly faster than those in the infrequent-money group (p < .001). We found that the group receiving infrequent-money was associated with a decrease in VAS-F scores compared to no-reward (p = .04). CONCLUSIONS The current study supports the role of reward in cognitive fatigue. Our results confirm well-established findings that money positively influences on-task behavior, especially when money is provided frequently. In a cognitively healthy sample, there is some evidence to suggest that money provided infrequently could decrease feelings of fatigue. Continued work is needed to understand how, and which, specific behavioral reward manipulations reduce fatigue, especially in clinical populations most affected by fatigue.
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Affiliation(s)
- Fareshte Erani
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, PA, USA
| | - Harrison Stoll
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, PA, USA
| | - Darshan Patel
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, PA, USA
| | - Maria T Schultheis
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, PA, USA
| | - John D Medaglia
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, PA, USA
- Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA
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DeLuca J. Fatigue in multiple sclerosis: can we measure it and can we treat it? J Neurol 2024; 271:6388-6392. [PMID: 38967652 PMCID: PMC11377630 DOI: 10.1007/s00415-024-12524-9] [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: 04/18/2024] [Revised: 06/12/2024] [Accepted: 06/15/2024] [Indexed: 07/06/2024]
Abstract
Fatigue is a common and debilitating symptom in multiple sclerosis (MS). However, after over 100 years of inquiry its definition, measurement and understanding remains elusive. This paper describes the challenges clinicians and researchers face when assessing and treating MS patients, as well as our understanding of neural mechanisms involved in fatigue. Challenges for the future are discussed.
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Affiliation(s)
- John DeLuca
- Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA.
- Department of Physical Medicine and Rehabilitation, New Jersey Medical School, Rutgers University, Newark, NJ, USA.
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Wylie GR, Genova HM, Yao B, Chiaravalloti N, Román CAF, Sandroff BM, DeLuca J. Evaluating the effects of brain injury, disease and tasks on cognitive fatigue. Sci Rep 2023; 13:20166. [PMID: 37978235 PMCID: PMC10656417 DOI: 10.1038/s41598-023-46918-y] [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: 05/11/2023] [Accepted: 11/07/2023] [Indexed: 11/19/2023] Open
Abstract
Because cognitive fatigue (CF) is common and debilitating following brain injury or disease we investigated the relationships among CF, behavioral performance, and cerebral activation within and across populations by combining the data from two cross-sectional studies. Individuals with multiple sclerosis (MS) were included to model CF resulting from neurological disease; individuals who had sustained a traumatic brain injury (TBI) were included to model CF resulting from neurological insult; both groups were compared with a control group (Controls). CF was induced while neuroimaging data was acquired using two different tasks. CF significantly differed between the groups, with the clinical groups reporting more CF than Controls-a difference that was statistically significant for the TBI group and trended towards significance for the MS group. The accrual of CF did not differ across the three groups; and CF ratings were consistent across tasks. Increasing CF was associated with longer response time for all groups. The brain activation in the caudate nucleus and the thalamus was consistently correlated with CF in all three groups, while more dorsally in the caudate, activation differed across the groups. These results suggest the caudate and thalamus to be central to CF while more dorsal aspects of the caudate may be sensitive to damage associated with particular types of insult.
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Affiliation(s)
- Glenn R Wylie
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA.
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, USA.
- Department of Veterans' Affairs, The War Related Illness and Injury Center, East Orange Campus, East Orange, NJ, 07018, USA.
| | - Helen M Genova
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, USA
| | - Bing Yao
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, USA
| | - Nancy Chiaravalloti
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, USA
| | - Cristina A F Román
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
| | - Brian M Sandroff
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, USA
| | - John DeLuca
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, USA
- Department of Neurology, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA
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Bruijel J, Vermeeren A, Stapert SZ, van Heugten CM. Mental effort and recovery from task-induced fatigue in people with traumatic brain injury. Disabil Rehabil 2023; 45:244-251. [PMID: 35107392 DOI: 10.1080/09638288.2022.2030416] [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] [Indexed: 01/12/2023]
Abstract
PURPOSE This exploratory case-controlled study examined whether the same amount of effort leads to similar feelings of fatigue and whether feelings of fatigue decline at the same rate in people with traumatic brain injury (pwTBI) compared to controls. METHODS Twenty pwTBI and 20 healthy controls (HC) completed an adaptive n-back task to induce fatigue and reported mental effort upon task completion and state-fatigue pre-task and several times during 30-minutes rest-period post-task. Task difficulty adapted to performance allowing both groups to invest substantial amounts of mental effort. RESULTS Fatigue and effort levels were higher in pwTBI compared to controls. Multiple linear regression analyses showed that effort was positively related to post-task fatigue and this relationship did not differ between groups. Pre-task fatigue was the only predictor of post-task fatigue. Multilevel models showed no significant difference in decline of fatigue over the rest-period between groups. CONCLUSIONS Excessive feelings of fatigue following TBI could not be explained by a higher vulnerability to the fatigue-inducing effects of mental effort needed to perform a specific task. In pwTBI pre-task fatigue levels might be more related to the complex demands of everyday life. Future studies should investigate recovery of fatigue and applications of this knowledge to rehabilitation interventions.Implications for rehabilitationPeople with TBI experience long-term fatigue as one of the most frequent and disabling symptoms and this long-term fatigue is a risk factor for development of secondary psychiatric symptoms such as depression or anxiety.Since people with TBI did not show a higher vulnerability to the fatigue-inducing effects of mental effort, fatigue following TBI might be better explained by the complex demands of everyday life such as external (environment) and internal (emotions) factors.Rehabilitation programs should be directed to this complex and highly individual interplay of fatigue in relation to other factors.
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Affiliation(s)
- Jessica Bruijel
- Department of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
- Limburg Brain Injury Centre, Maastricht, The Netherlands
| | - Annemiek Vermeeren
- Department of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
| | - Sven Z Stapert
- Department of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
- Limburg Brain Injury Centre, Maastricht, The Netherlands
- Department of Medical Psychology, Zuyderland Medical Centre, Sittard-Geleen, The Netherlands
| | - Caroline M van Heugten
- Department of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, The Netherlands
- Limburg Brain Injury Centre, Maastricht, The Netherlands
- Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Faculty of Health, Medicine and Life Sciences, Maastricht University Medical Center, Maastricht, Netherlands
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Erani F, Patel D, Deck BL, Hamilton RH, Schultheis MT, Medaglia JD. Investigating the influence of an effort-reward interaction on cognitive fatigue in individuals with multiple sclerosis. J Neuropsychol 2022. [PMID: 36208463 PMCID: PMC10082133 DOI: 10.1111/jnp.12295] [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: 06/02/2022] [Revised: 08/24/2022] [Accepted: 09/10/2022] [Indexed: 11/30/2022]
Abstract
This study examined whether an alteration in the effort-reward relationship, a theoretical framework based on cognitive neuroscience, could explain cognitive fatigue. Forty persons with MS and 40 healthy age- and education-matched cognitively healthy controls (HC) participated in a computerized switching task with orthogonal high- and low-demand (effort) and reward manipulations. We used the Visual Analog Scale of Fatigue (VAS-F) to assess subjective state fatigue before and after each condition during the task. We used mixed-effects models to estimate the association and interaction between effort and reward and their relationship to subjective fatigue and task performance. We found the high-demand condition was associated with increased VAS-F scores (p < .001), longer response times (RT) (p < .001) and lower accuracy (p < .001). The high-reward condition was associated with faster RT (p = .006) and higher accuracy (p = .03). There was no interaction effect between effort and reward on VAS-F scores or performance. Participants with MS reported higher VAS-F scores (p = .02). Across all conditions, participants with MS were slower (p < .001) and slower as a function of condition demand compared with HC (p < .001). This behavioural study did not find evidence that an effort-reward interaction is associated with cognitive fatigue. However, our findings support the role of effort in subjective cognitive fatigue and both effort and reward on task performance. In future studies, more salient reward manipulations could be necessary to identify effort-reward interactions on subjective cognitive fatigue.
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Affiliation(s)
- Fareshte Erani
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
| | - Darshan Patel
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
| | - Benjamin L Deck
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
| | - Roy H Hamilton
- Department of Neurology, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Maria T Schultheis
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA
| | - John D Medaglia
- Department of Psychological and Brain Sciences, Drexel University, Philadelphia, Pennsylvania, USA.,Department of Neurology, University of Pennsylvania, Philadelphia, Pennsylvania, USA
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Hafiz R, Gandhi TK, Mishra S, Prasad A, Mahajan V, Di X, Natelson BH, Biswal BB. Higher limbic and basal ganglia volumes in surviving COVID-negative patients and the relations to fatigue. NEUROIMAGE. REPORTS 2022; 2:100095. [PMID: 35496469 PMCID: PMC9040524 DOI: 10.1016/j.ynirp.2022.100095] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Revised: 04/13/2022] [Accepted: 04/15/2022] [Indexed: 11/06/2022]
Abstract
Background Among systemic abnormalities caused by the novel coronavirus, little is known about the critical attack on the central nervous system (CNS). Few studies have shown cerebrovascular pathologies that indicate CNS involvement in acute patients. However, replication studies are necessary to verify if these effects persist in COVID-19 survivors more conclusively. Furthermore, recent studies indicate fatigue is highly prevalent among 'long-COVID' patients. How morphometry in each group relate to work-related fatigue need to be investigated. Method COVID survivors were MRI scanned two weeks after hospital discharge. We hypothesized, these survivors will demonstrate altered gray matter volume (GMV) and experience higher fatigue levels when compared to healthy controls, leading to stronger correlation of GMV with fatigue. Voxel-based morphometry was performed on T1-weighted MRI images between 46 survivors and 30 controls. Unpaired two-sample t-test and multiple linear regression were performed to observe group differences and correlation of fatigue with GMV. Results The COVID group experienced significantly higher fatigue levels and GMV of this group was significantly higher within the Limbic System and Basal Ganglia when compared to healthy controls. Moreover, while a significant positive correlation was observed across the whole group between GMV and self-reported fatigue, COVID subjects showed stronger effects within the Posterior Cingulate, Precuneus and Superior Parietal Lobule. Conclusion Brain regions with GMV alterations in our analysis align with both single case acute patient reports and current group level neuroimaging findings. We also newly report a stronger positive correlation of GMV with fatigue among COVID survivors within brain regions associated with fatigue, indicating a link between structural abnormality and brain function in this cohort.
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Affiliation(s)
- Rakibul Hafiz
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), 323 Dr Martin Luther King Jr Blvd, Newark, NJ, 07102, USA
| | - Tapan Kumar Gandhi
- Department of Electrical Engineering, Indian Institute of Technology (IIT), Block II, IIT Delhi Main Rd, IIT Campus, Hauz Khas, New Delhi, Delhi 110016, India
| | - Sapna Mishra
- Department of Electrical Engineering, Indian Institute of Technology (IIT), Block II, IIT Delhi Main Rd, IIT Campus, Hauz Khas, New Delhi, Delhi 110016, India
| | - Alok Prasad
- Internal Medicine, Irene Hospital & Senior Consultant Medicine, Metro Heart and Super-specialty Hospital, New Delhi, India
| | - Vidur Mahajan
- Centre for Advanced Research in Imaging, Neuroscience & Genomics, Mahajan Imaging, New Delhi, India
| | - Xin Di
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), 323 Dr Martin Luther King Jr Blvd, Newark, NJ, 07102, USA
| | - Benjamin H Natelson
- Pain & Fatigue Study Center, Icahn School of Medicine at Mount Sinai, The Mount Sinai Hospital, 5 East 98th Street, 7th Floor, New York, NY, 10029, USA
| | - Bharat B Biswal
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), 323 Dr Martin Luther King Jr Blvd, Newark, NJ, 07102, USA
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Román CAF, DeLuca J, Yao B, Genova HM, Wylie GR. Signal Detection Theory as a Novel Tool to Understand Cognitive Fatigue in Individuals With Multiple Sclerosis. Front Behav Neurosci 2022; 16:828566. [PMID: 35368296 PMCID: PMC8966482 DOI: 10.3389/fnbeh.2022.828566] [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] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Accepted: 02/21/2022] [Indexed: 11/13/2022] Open
Abstract
Multiple Sclerosis (MS) affects 2.8 million persons worldwide. One of the most persistent, pervasive, and debilitating symptoms of MS is cognitive fatigue. While this has been known for over a century, cognitive fatigue has been difficult to study because patients' subjective (self-reported) cognitive fatigue has consistently failed to correlate with more objective measures, such as reaction time (RT) and accuracy. Here, we investigated whether more nuanced metrics of performance, specifically the metrics of Signal Detection Theory (SDT), would show a relationship to cognitive fatigue even if RT and accuracy did not. We also measured brain activation to see whether SDT metrics were related to activation in brain areas that have been shown to be sensitive to cognitive fatigue. Fifty participants (30 MS, 20 controls) took part in this study and cognitive fatigue was induced using four blocks of a demanding working memory paradigm. Participants reported their fatigue before and after each block, and their performance was used to calculate SDT metrics (Perceptual Certainty and Criterion) and RT and accuracy. The results showed that the SDT metric of Criterion (i.e., response bias) was positively correlated with subjective cognitive fatigue. Moreover, the activation in brain areas previously shown to be related to cognitive fatigue, such as the striatum, was also related to Criterion. These results suggest that the metrics of SDT may represent a novel tool with which to study cognitive fatigue in MS and other neurological populations. These results hold promise for characterizing cognitive fatigue in MS and developing effective interventions in the future.
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Affiliation(s)
- Cristina A. F. Román
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, West Orange, NJ, United States
- Department of Physical Medicine and Rehabilitation, Rutgers University, Newark, NJ, United States
| | - John DeLuca
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, West Orange, NJ, United States
- Department of Physical Medicine and Rehabilitation, Rutgers University, Newark, NJ, United States
- Department of Neurology, New Jersey Medical School, Newark, NJ, United States
| | - Bing Yao
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, West Orange, NJ, United States
- Department of Physical Medicine and Rehabilitation, Rutgers University, Newark, NJ, United States
| | - Helen M. Genova
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, West Orange, NJ, United States
- Department of Physical Medicine and Rehabilitation, Rutgers University, Newark, NJ, United States
| | - Glenn R. Wylie
- Rocco Ortenzio Neuroimaging Center, Kessler Foundation, West Orange, NJ, United States
- Department of Physical Medicine and Rehabilitation, Rutgers University, Newark, NJ, United States
- Department of Veterans Affairs, The War Related Illness and Injury Center, New Jersey Healthcare System, East Orange, NJ, United States
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9
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Hafiz R, Gandhi TK, Mishra S, Prasad A, Mahajan V, Di X, Natelson BH, Biswal BB. Higher Limbic and Basal Ganglia volumes in surviving COVID-negative patients and the relations to fatigue. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2022. [PMID: 34845462 DOI: 10.1101/2022.11.08.22281807v1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 03/01/2023]
Abstract
BACKGROUND Among systemic abnormalities caused by the novel coronavirus, little is known about the critical attack on the central nervous system (CNS). Few studies have shown cerebrovascular pathologies that indicate CNS involvement in acute patients. However, replication studies are necessary to verify if these effects persist in COVID-19 survivors more conclusively. Furthermore, recent studies indicate fatigue is highly prevalent among 'long-COVID' patients. How morphometry in each group relate to work-related fatigue need to be investigated. METHOD COVID survivors were MRI scanned two weeks after hospital discharge. We hypothesized, these survivors will demonstrate altered gray matter volume (GMV) and experience higher fatigue levels when compared to healthy controls, leading to stronger correlation of GMV with fatigue. Voxel-based morphometry was performed on T1-weighted MRI images between 46 survivors and 30 controls. Unpaired two-sample t-test and multiple linear regression were performed to observe group differences and correlation of fatigue with GMV. RESULTS The COVID group experienced significantly higher fatigue levels and GMV of this group was significantly higher within the Limbic System and Basal Ganglia when compared to healthy controls. Moreover, while a significant positive correlation was observed across the whole group between GMV and self-reported fatigue, COVID subjects showed stronger effects within the Posterior Cingulate, Precuneus and Superior Parietal Lobule . CONCLUSION Brain regions with GMV alterations in our analysis align with both single case acute patient reports and current group level neuroimaging findings. We also newly report a stronger positive correlation of GMV with fatigue among COVID survivors within brain regions associated with fatigue, indicating a link between structural abnormality and brain function in this cohort.
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Affiliation(s)
- Rakibul Hafiz
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), 323 Dr Martin Luther King Jr Blvd, Newark, NJ 07102, USA
| | - Tapan Kumar Gandhi
- Department of Electrical Engineering, Indian Institute of Technology (IIT), Block II, IIT Delhi Main Rd, IIT Campus, Hauz Khas, New Delhi, Delhi 110016, India
| | - Sapna Mishra
- Department of Electrical Engineering, Indian Institute of Technology (IIT), Block II, IIT Delhi Main Rd, IIT Campus, Hauz Khas, New Delhi, Delhi 110016, India
| | - Alok Prasad
- Internal Medicine, Irene Hospital & Senior Consultant Medicine, Metro Heart and Super-specialty Hospital, New Delhi, India
| | - Vidur Mahajan
- Centre for Advanced Research in Imaging, Neuroscience & Genomics, Mahajan Imaging, New Delhi, India
| | - Xin Di
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), 323 Dr Martin Luther King Jr Blvd, Newark, NJ 07102, USA
| | - Benjamin H Natelson
- Director, Pain & Fatigue Study Center, Icahn School of Medicine at Mount Sinai, The Mount Sinai Hospital, 5 East 98th Street, 7th Floor, New York, NY 10029
| | - Bharat B Biswal
- Department of Biomedical Engineering, New Jersey Institute of Technology (NJIT), 323 Dr Martin Luther King Jr Blvd, Newark, NJ 07102, USA
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Bruijel J, Quaedflieg CWEM, Otto T, van de Ven V, Stapert SZ, van Heugten C, Vermeeren A. Task-induced subjective fatigue and resting-state striatal connectivity following traumatic brain injury. Neuroimage Clin 2022; 33:102936. [PMID: 35007852 PMCID: PMC8749448 DOI: 10.1016/j.nicl.2022.102936] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2021] [Revised: 12/21/2021] [Accepted: 01/03/2022] [Indexed: 01/09/2023]
Abstract
Fatigue is a very frequent and disabling symptom in traumatic brain injury (TBI). Effects of task-induced fatigue on resting-state functional connectivity (rsFC). Striatal rsFC relates differently to subjective fatigue in TBI compared to controls. Default mode network rsFC relates similar to subjective fatigue in TBI and controls.
Background People with traumatic brain injury (TBI) often experience fatigue, but an understanding of the neural underpinnings of fatigue following TBI is still lacking. This study used resting-state functional magnetic resonance imaging (rs-fMRI) to examine associations between functional connectivity (FC) changes and task-induced changes in subjective fatigue in people with moderate-severe TBI. Methods Sixteen people with moderate-severe TBI and 17 matched healthy controls (HC) performed an adaptive N-back task (working memory task) to induce cognitive fatigue. Before and after the task they rated their state fatigue level and underwent rs-fMRI. Seed-to-voxel analyses with seeds in areas involved in cognitive fatigue, namely the striatum and default mode network (DMN) including, medial prefrontal cortex and posterior cingulate cortex, were performed. Results The adaptive N-back task was effective in inducing fatigue in both groups. Subjective task-induced fatigue was positively associated with FC between striatum and precuneus in people with TBI, while there was a negative association in HC. In contrast, subjective task-induced fatigue was negatively associated with FC between striatum and cerebellum in the TBI group, while there was no association in HC. Similar associations between task-induced subjective fatigue and DMN FC were found across the groups. Conclusions Our results suggest that the subjective experience of fatigue was linked to DMN connectivity in both groups and was differently associated with striatal connectivity in people with moderate-severe TBI compared to HC. Defining fatigue-induced neuronal network changes is pertinent to the development of treatments that target abnormal neuronal activity after TBI.
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Affiliation(s)
- J Bruijel
- Dept of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands; Limburg Brain Injury Centre, Limburg, the Netherlands.
| | - C W E M Quaedflieg
- Dept of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - T Otto
- Dept of Work and Social Psychology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - V van de Ven
- Dept of Cognitive Neuroscience, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
| | - S Z Stapert
- Dept of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands; Limburg Brain Injury Centre, Limburg, the Netherlands; Dept of Medical Psychology, Zuyderland Medical Centre, Sittard-Geleen, the Netherlands
| | - C van Heugten
- Dept of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands; Limburg Brain Injury Centre, Limburg, the Netherlands; School for Mental Health and Neuroscience, Dept of Psychiatry and Neuropsychology, Faculty of Health, Medicine and Life Sciences, Maastricht University Medical Center, Maastricht, Netherlands
| | - A Vermeeren
- Dept of Neuropsychology & Psychopharmacology, Faculty of Psychology and Neuroscience, Maastricht University, Maastricht, the Netherlands
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Hafiz R, Gandhi TK, Mishra S, Prasad A, Mahajan V, Di X, Natelson BH, Biswal BB. Higher Limbic and Basal Ganglia volumes in surviving COVID-negative patients and the relations to fatigue.. [PMID: 34845462 PMCID: PMC8629206 DOI: 10.1101/2021.11.23.21266761] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Background: Among systemic abnormalities caused by the novel coronavirus, little is known about the critical attack on the central nervous system (CNS). Few studies have shown cerebrovascular pathologies that indicate CNS involvement in acute patients. However, replication studies are necessary to verify if these effects persist in COVID-19 survivors more conclusively. Furthermore, recent studies indicate fatigue is highly prevalent among ‘long-COVID’ patients. How morphometry in each group relate to work-related fatigue need to be investigated. Method: COVID survivors were MRI scanned two weeks after hospital discharge. We hypothesized, these survivors will demonstrate altered gray matter volume (GMV) and experience higher fatigue levels when compared to healthy controls, leading to stronger correlation of GMV with fatigue. Voxel-based morphometry was performed on T1-weighted MRI images between 46 survivors and 30 controls. Unpaired two-sample t-test and multiple linear regression were performed to observe group differences and correlation of fatigue with GMV. Results: The COVID group experienced significantly higher fatigue levels and GMV of this group was significantly higher within the Limbic System and Basal Ganglia when compared to healthy controls. Moreover, while a significant positive correlation was observed across the whole group between GMV and self-reported fatigue, COVID subjects showed stronger effects within the Posterior Cingulate, Precuneus and Superior Parietal Lobule. Conclusion: Brain regions with GMV alterations in our analysis align with both single case acute patient reports and current group level neuroimaging findings. We also newly report a stronger positive correlation of GMV with fatigue among COVID survivors within brain regions associated with fatigue, indicating a link between structural abnormality and brain function in this cohort.
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Wylie GR, Yao B, Genova HM, Chen MH, DeLuca J. Using functional connectivity changes associated with cognitive fatigue to delineate a fatigue network. Sci Rep 2020; 10:21927. [PMID: 33318529 PMCID: PMC7736266 DOI: 10.1038/s41598-020-78768-3] [Citation(s) in RCA: 39] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Accepted: 11/24/2020] [Indexed: 12/22/2022] Open
Abstract
Cognitive fatigue, or fatigue related to mental work, is a common experience. A growing body of work using functional neuroimaging has identified several regions that appear to be related to cognitive fatigue and that potentially comprise a "fatigue network". These include the striatum of the basal ganglia, the dorsolateral prefrontal cortex (DLPFC), the dorsal anterior cingulate cortex (dACC), the ventro-medial prefrontal cortex (vmPFC) and the anterior insula. However, no work has been conducted to assess whether the connectivity between these regions changes as a function of cognitive fatigue. We used a task-based functional neuroimaging paradigm to induce fatigue in 39 healthy individuals, regressed the signal associated with the task out of the data, and investigated how the functional connectivity between these regions changed as cognitive fatigue increased. We observed functional connectivity between these regions and other frontal regions largely decreased as cognitive fatigue increased while connectivity between these seeds and more posterior regions increased. Furthermore the striatum, the DLPFC, the insula and the vmPFC appeared to be central 'nodes' or hubs of the fatigue network. These findings represent the first demonstration that the functional connectivity between these areas changes as a function of cognitive fatigue.
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Affiliation(s)
- G R Wylie
- Kessler Foundation, Rocco Ortenzio Neuroimaging Center, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA.
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA.
- The Department of Veterans' Affairs, The War Related Illness and Injury Center, New Jersey Healthcare System, East Orange Campus, East Orange, NJ, 07018, USA.
| | - B Yao
- Kessler Foundation, Rocco Ortenzio Neuroimaging Center, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA
| | - H M Genova
- Kessler Foundation, Rocco Ortenzio Neuroimaging Center, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA
| | - M H Chen
- Kessler Foundation, Rocco Ortenzio Neuroimaging Center, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA
| | - J DeLuca
- Kessler Foundation, Rocco Ortenzio Neuroimaging Center, 1199 Pleasant Valley Way, West Orange, NJ, 07052, USA
- Department of Physical Medicine and Rehabilitation, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA
- Department of Neurology, Rutgers University, New Jersey Medical School, Newark, NJ, 07101, USA
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