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Güttes M, Lucio M, Skornia A, Rühl E, Steußloff F, Zott J, Mardin C, Mehringer W, Ganslmayer M, Michelson G, Hohberger B. A case-control study of reaction time deficits in a 3D virtual reality in patients with Post-COVID syndrome. Sci Rep 2024; 14:27204. [PMID: 39516496 PMCID: PMC11549474 DOI: 10.1038/s41598-024-76827-7] [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: 06/17/2024] [Accepted: 10/16/2024] [Indexed: 11/16/2024] Open
Abstract
Following the Coronavirus disease 2019 (COVID-19) pandemic, a large number of people continue to report Post-COVID symptoms (PCS). A wide variety of symptoms are described, including fatigue, post-exertional malaise and cognitive impairment. However, adequate objective diagnostic tests for PCS are not yet available. Since the neurotropism of SARS-CoV-2 could be a possible factor for cognitive impairment, the aim of this study was to clarify whether visual reaction time (RT) in a stereoscopic setting can be a marker in PCS diagnostics. The Virtual-Reality-Oculomotor-Test-System (VR-OTS) was used testing binocular vision in 9 gaze directions via stereoscopic stimuli displayed in a virtual reality (VR)-environment (disparity: 275″, 550″, 1100″) in 179 individuals: 130 patients with PCS and 49 healthy controls. The results from the generalized linear models indicated that both group membership (PCS vs. control) and covariates (age and sex) yielded statistically significant different RT across the models. Accounting for the effect of covariates a statistically significant difference of RT was observed between patients with PCS and controls (disparity 275″ p-value = 0.001; 550″ p-value = 0.001; 1100″ p-value = 0.003). Patients with PCS performed worse in RT in all gaze directions, respectively. Adjusting for the influence of covariates, correct responses (CR) differed significantly between patients with PCS and controls (disparity 275″ p-value < 0.001; 550″ p-value = 0.003; 1100″ p-value = 0.019). Statistically significant effects of covariates on RT were observed for sex (disparity 275″ p-value = 0.047; 550″ p-value = 0.012; 1100″ p-value = 0.005) and age (disparity 275″ p-value < 0.001; 550″ p-value < 0.001; 1100″ p-value < 0.001). However, regarding covariates, no significant effects were found for CR, except for age at disparity 275″ (p-value = 0.035). The present data suggested that the mentioned variables uniquely contributed to explain the variation of the response variable (RT, CR). RT and CR detecting 3D-stimuli in a virtual 3D- environment might offer novel functional diagnostic approaches in PCS.
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Affiliation(s)
- Moritz Güttes
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Marianna Lucio
- Research Unit Analytical BioGeoChemistry, Helmholtz Zentrum München, Neuherberg, Germany
| | - Adam Skornia
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Eva Rühl
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Fritz Steußloff
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Julia Zott
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Christian Mardin
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Wolfgang Mehringer
- Department Artificial Intelligence in Biomedical Engineering (AIBE), Machine Learning and Data Analytics Lab (MaD Lab), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Erlangen, Germany
| | - Marion Ganslmayer
- Department of Internal Medicine 1, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Georg Michelson
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany
| | - Bettina Hohberger
- Department of Ophthalmology, Universitätsklinikum Erlangen, Friedrich-Alexander-Universität Erlangen- Nürnberg, Erlangen, Germany.
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Tsiaras Y, Koutsonida M, Varthi MA, Galliou I, Zoubouli C, Aretouli E. Development of a self-administered online battery for remote assessment of executive functions and verbal memory: equivalence with face-to-face administration, preliminary norms, and acceptance. J Clin Exp Neuropsychol 2024; 46:599-613. [PMID: 38984860 DOI: 10.1080/13803395.2024.2376839] [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: 02/29/2024] [Accepted: 07/02/2024] [Indexed: 07/11/2024]
Abstract
OBJECTIVES Interest in teleneuropsychology services increased considerably after the COVID-19 pandemic. However, the utility of unsupervised administration of computerized tests remains largely unexplored. In the present study, we developed a brief computerized battery that assesses self-reported cognitive abilities and performances on executive functioning and verbal memory. We investigated the equivalence of the self-administration online (SAO) procedure and the face-to-face (FTF) administration. Preliminary normative data were developed and the acceptance of the SAO procedure was explored. METHODS A community sample of 169 Greek adults [94 women; mean age: 41.95 (SD = 13.40) years, mean years of education: 15.10 (SD = 2.65)] completed the SAO assessment. A subgroup of 40 participants was tested in a counterbalanced way both with SAO and FTF. Participants' performances were compared with paired sample t-tests and the agreement between the two methods was estimated with intraclass correlation coefficients (ICCs). Multiple linear regression analyses were applied to investigate the effect of demographic characteristics on SAO measures. RESULTS No difference between SAO and FTF scores was observed. ICCs indicated moderate to good agreement (.418-.848) for most measures. Age was positively associated with self-reported cognitive state and negatively with neuropsychological performances and the level of acceptance of the SAO procedure. Approximately 80% of participants reported satisfaction from the SAO assessment, 69% good compliance with the instructions, but less than 30% belief that the FTF assessment could be adequately replaced. CONCLUSION SAO testing is feasible and well accepted among Greek adults yielding equivalent results with FTF testing. Despite the wide satisfaction, though, notable reluctance was noted for the substitution of FTF with SAO procedures.
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Affiliation(s)
- Yiannis Tsiaras
- Department of Psychology, School of the Social Sciences, University of Ioannina, Ioannina, Greece
- Psychiatric Department, 424 General Military Hospital, Thessaloniki, Greece
| | - Myrto Koutsonida
- Department of Hygiene and Epidemiology, University of Ioannina, School of Medicine, Ioannina, Greece
| | - Maria-Ameriso Varthi
- Department of Psychology, School of the Social Sciences, University of Ioannina, Ioannina, Greece
| | - Iliana Galliou
- Department of Psychology, School of the Social Sciences, University of Ioannina, Ioannina, Greece
| | - Christina Zoubouli
- Department of Psychology, School of the Social Sciences, University of Ioannina, Ioannina, Greece
| | - Eleni Aretouli
- Department of Psychology, School of the Social Sciences, University of Ioannina, Ioannina, Greece
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Hayward W, Buch ER, Norato G, Iwane F, Dash D, Salamanca-Girón RF, Bartrum E, Walitt B, Nath A, Cohen LG. Procedural Motor Memory Deficits in Patients With Long-COVID. Neurology 2024; 102:e208073. [PMID: 38237090 PMCID: PMC11097756 DOI: 10.1212/wnl.0000000000208073] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2023] [Accepted: 10/26/2023] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND AND OBJECTIVES At least 15% of patients who recover from acute severe acute respiratory syndrome coronavirus 2 infection experience lasting symptoms ("Long-COVID") including "brain fog" and deficits in declarative memory. It is not known if Long-COVID affects patients' ability to form and retain procedural motor skill memories. The objective was to determine the ability of patients with Long-COVID to acquire and consolidate a new procedural motor skill over 2 training days. The primary outcome was to determine difference in early learning, measured as the increase in correct sequence typing speed over the initial 11 practice trials of a new skill. The secondary outcomes were initial and final typing speed on days 1 and 2, learning rate, overnight consolidation, and typing accuracy. METHODS In this prospective, cross-sectional, online, case-control study, participants learned a sequential motor skill over 2 consecutive days (NCT05746624). Patients with Long-COVID (reporting persistent post-coronavirus disease 2019 [COVID-19] symptoms for more than 4 weeks) were recruited at the NIH. Patients were matched one-to-one by age and sex to controls recruited during the pandemic using a crowd-sourcing platform. Selection criteria included age 18-90 years, English speaking, right-handed, able to type with the left hand, denied active fever or respiratory infection, and no previous task exposure. Data were also compared with an age-matched and sex-matched control group who performed the task online before the COVID-19 pandemic (prepandemic controls). RESULTS In total, 105 of 236 patients contacted agreed to participate and completed the experiment (mean ± SD age 46 ± 12.8 years, 82% female). Both healthy control groups had 105 participants (mean age 46 ± 13.1 and 46 ± 11.9 years, 82% female). Early learning was comparable across groups (Long-COVID: 0.36 ± 0.24 correct sequences/second, pandemic controls: 0.36 ± 0.53 prepandemic controls: 0.38 ± 0.57, patients vs pandemic controls [CI -0.068 to 0.067], vs prepandemic controls [CI -0.084 to 0.052], and between controls [CI -0.083 to 0.053], p = 0.82). Initial and final typing speeds on days 1 and 2 were slower in patients than controls. Patients with Long-COVID showed a significantly reduced overnight consolidation and a nonsignificant trend to reduced learning rates. DISCUSSION Early learning was comparable in patients with Long-COVID and controls. Anomalous initial performance is consistent with executive dysfunction. Reduction in overnight consolidation may relate to deficits in procedural memory formation.
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Affiliation(s)
- William Hayward
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Ethan R Buch
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Gina Norato
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Fumiaki Iwane
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Dabedatta Dash
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Roberto F Salamanca-Girón
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Elizabeth Bartrum
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Brian Walitt
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Avindra Nath
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
| | - Leonardo G Cohen
- From the Human Cortical Physiology and Neurorehabilitation Section (W.H., E.R.B., F.I., D.D., R.F.S.-G., L.G.C.), Clinical Trials Unit (G.N.), Office of the Clinical Director, and Section of Infections of the Nervous System (E.B., B.W., A.N.), National Institute of Neurological Disorders and Stroke, NIH, Bethesda, MD
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Zhao S, Martin EM, Reuken PA, Scholcz A, Ganse-Dumrath A, Srowig A, Utech I, Kozik V, Radscheidt M, Brodoehl S, Stallmach A, Schwab M, Fraser E, Finke K, Husain M. Long COVID is associated with severe cognitive slowing: a multicentre cross-sectional study. EClinicalMedicine 2024; 68:102434. [PMID: 38318123 PMCID: PMC10839583 DOI: 10.1016/j.eclinm.2024.102434] [Citation(s) in RCA: 35] [Impact Index Per Article: 35.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Revised: 01/08/2024] [Accepted: 01/10/2024] [Indexed: 02/07/2024] Open
Abstract
Background COVID-19 survivors may experience a wide range of chronic cognitive symptoms for months or years as part of post-COVID-19 conditions (PCC). To date, there is no definitive objective cognitive marker for PCC. We hypothesised that a key common deficit in people with PCC might be generalised cognitive slowing. Methods To examine cognitive slowing, patients with PCC completed two short web-based cognitive tasks, Simple Reaction Time (SRT) and Number Vigilance Test (NVT). 270 patients diagnosed with PCC at two different clinics in UK and Germany were compared to two control groups: individuals who contracted COVID-19 before but did not experience PCC after recovery (No-PCC group) and uninfected individuals (No-COVID group). All patients with PCC completed the study between May 18, 2021 and July 4, 2023 in Jena University Hospital, Jena, Germany and Long COVID clinic, Oxford, UK. Findings We identified pronounced cognitive slowing in patients with PCC, which distinguished them from age-matched healthy individuals who previously had symptomatic COVID-19 but did not manifest PCC. Cognitive slowing was evident even on a 30-s task measuring simple reaction time (SRT), with patients with PCC responding to stimuli ∼3 standard deviations slower than healthy controls. 53.5% of patients with PCC's response speed was slower than 2 standard deviations from the control mean, indicating a high prevalence of cognitive slowing in PCC. This finding was replicated across two clinic samples in Germany and the UK. Comorbidities such as fatigue, depression, anxiety, sleep disturbance, and post-traumatic stress disorder did not account for the extent of cognitive slowing in patients with PCC. Furthermore, cognitive slowing on the SRT was highly correlated with the poor performance of patients with PCC on the NVT measure of sustained attention. Interpretation Together, these results robustly demonstrate pronounced cognitive slowing in people with PCC, which distinguishes them from age-matched healthy individuals who previously had symptomatic COVID-19 but did not manifest PCC. This might be an important factor contributing to some of the cognitive impairments reported in patients with PCC. Funding Wellcome Trust (206330/Z/17/Z), NIHR Oxford Health Biomedical Research Centre, the Thüringer Aufbaubank (2021 FGI 0060), German Forschungsgemeinschaft (DFG, FI 1424/2-1) and the Horizon 2020 Framework Programme of the European Union (ITN SmartAge, H2020-MSCA-ITN-2019-859890).
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Affiliation(s)
- Sijia Zhao
- Department of Experimental Psychology, University of Oxford, Oxford, OX2 6GG, UK
| | - Eva Maria Martin
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Philipp A. Reuken
- Department of Internal Medicine IV (Gastroenterology, Hepatology and Infectious Diseases), Jena University Hospital, Jena, Germany
| | - Anna Scholcz
- Department of Experimental Psychology, University of Oxford, Oxford, OX2 6GG, UK
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Akke Ganse-Dumrath
- Department of Experimental Psychology, University of Oxford, Oxford, OX2 6GG, UK
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
| | - Annie Srowig
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Isabelle Utech
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Valeska Kozik
- Department of Neurology, Jena University Hospital, Jena, Germany
| | | | - Stefan Brodoehl
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Andreas Stallmach
- Department of Internal Medicine IV (Gastroenterology, Hepatology and Infectious Diseases), Jena University Hospital, Jena, Germany
- Center for Sepsis Control and Care (CSCC), Jena University Hospital, Jena, Germany
| | - Matthias Schwab
- Department of Neurology, Jena University Hospital, Jena, Germany
| | - Emily Fraser
- Oxfordshire Post-COVID Assessment Clinic, Oxford University Hospitals Foundation NHS Trust, Oxford, UK
| | - Kathrin Finke
- Department of Neurology, Jena University Hospital, Jena, Germany
- Center for Sepsis Control and Care (CSCC), Jena University Hospital, Jena, Germany
- Department of Psychology, LMU Munich, Munich, Germany
| | - Masud Husain
- Department of Experimental Psychology, University of Oxford, Oxford, OX2 6GG, UK
- Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford, OX3 9DU, UK
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Michalik K, Smolarek M, Borkowski J, Tchorowski M, Korczuk N, Gorczyca P, Wojtarowicz N, Zatoń M. Changes in Reaction Time, Balance and Neuroplasticity after Exercise with a Face Mask in Male Adults with Mild COVID-19 Symptoms. Healthcare (Basel) 2023; 11:2800. [PMID: 37893874 PMCID: PMC10606898 DOI: 10.3390/healthcare11202800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 10/10/2023] [Accepted: 10/20/2023] [Indexed: 10/29/2023] Open
Abstract
This study compared physiological, perceptual and neuroprotective hormone and metabolite responses and changes in coordination as an effect of aerobic exercise with and without a face mask in people with mild symptoms of COVID-19. Forty men took part in this study. Half declared mild symptoms of SARS-CoV-2 infection in the 6 months before the study (Declared) and the other half did not (Non-declared). In a random order, with a 7-day interval, they performed a 30-min walk on a treadmill at a speed of 6 km/h wearing a surgical face mask (Masked) and without it (Unmasked). The heart rate, heart rate variability, oxygen saturation, lactate concentration and rate of perceived exertion were recorded. The reaction time and balance were measured before and after the exercise. The concentrations of brain-derived neurotrophic factor, testosterone, cortisol, epinephrine and antibodies in the blood serum were determined. Physiological and perceptual responses, reaction times, and balance did not differ between the tested conditions. Three-way RM-ANOVA with post hoc Bonferroni analysis revealed lower post-exercise cortisol concentrations in the Masked and Unmasked conditions in both groups (p ≤ 0.001). Asymptomatic infection with this virus is prevalent, and mild COVID-19 causes similar responses to aerobic exercise with a surgical face mask and does not lead to impaired coordination.
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Affiliation(s)
- Kamil Michalik
- Department of Human Motor Skills, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland;
| | - Marcin Smolarek
- Department of Human Motor Skills, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland;
| | - Jacek Borkowski
- Department of Physiology and Biochemistry, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (J.B.); (M.Z.)
| | - Miłosz Tchorowski
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Natalia Korczuk
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Piotr Gorczyca
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Natalia Wojtarowicz
- Students Scientific Association Exercise Physiology, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (M.T.); (N.K.); (P.G.); (N.W.)
| | - Marek Zatoń
- Department of Physiology and Biochemistry, Faculty of Physical Education and Sport, Wroclaw University of Health and Sport Sciences, 51-612 Wrocław, Poland; (J.B.); (M.Z.)
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