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Jallouli S, Ghroubi S, Damak M, Sakka S, Elleuch MH, Mhiri C, Yahia A, Driss T, de Marco G, Hammouda O. 12-week melatonin supplementation improved dynamic postural stability and walking performance in persons living with multiple sclerosis: A randomized controlled trial. Behav Brain Res 2025; 476:115191. [PMID: 39122092 DOI: 10.1016/j.bbr.2024.115191] [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: 06/01/2024] [Revised: 07/27/2024] [Accepted: 08/06/2024] [Indexed: 08/12/2024]
Abstract
BACKGROUND Persons with multiple sclerosis (PwMS) suffer from sleep disturbances, fatigue and pain, which can be due, at least in part, to decreased levels of endogenous melatonin. These alterations could exacerbate postural instability, gait disorders and fall risk. Acute effects of exogenous melatonin on physical disorders have been studied in PwMS but its long-term effects on these parameters have not been explored yet in this population. This study aimed to determine the impact of chronic melatonin intake on dynamic postural stability, walking performance and fall risk in PwMS. METHODS This randomized placebo-controlled study included 27 PwMS who were assigned to either melatonin group (MG, n=15) or placebo group (PG, n=12) (3 mg/night for 12 weeks). Dynamic postural balance (force platform), walking performance (locometer) and fall risk (Four Square Step Test) were evaluated pre (T0)- and post (T1)-intervention. Sleep quality (Pittsburgh Sleep Quality Index (PSQI)), fatigue perception (Fatigue Severity Scale (FSS)), neuropathic pain (Neuropathic Pain Questionnaire 4 (DN4)) and quality of life (International Multiple Sclerosis (MS) Quality of Life Questionnaire) were also assessed at T0 and T1. RESULTS The center of pressure mean velocity decreased in MG compared with PG in the frontal plane (22.98 %, p=0.028). Stride length and walking speed increased in MG comparatively with PG (18.09 %, p=0.036; 9.65 %, p=0.025, respectively). The PSQI (55.89 %, p<0.001), FSS (32.38 %, p=0.003) and DN4 (32.41 %, p=0.035) scores decreased in MG compared with PG. CONCLUSION 12-week melatonin supplementation can be recommended for managing MS-related gait disorders and dynamic postural imbalance. This therapy may also be prescribed for PwMS due to its anti-fatigue and analgesic effects as well as its benefits on sleep quality. CLINICAL REGISTRATION This study was prospectively recorded in the Pan African Clinical Trial Registry database (PACTR202007465309582) (https://pactr.samrc.ac.za/.).
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Affiliation(s)
- Sonda Jallouli
- Research laboratory: Evaluation and Management of Musculoskeletal System Pathologies, LR20ES09, Faculty of Medicine, University of Sfax, Tunisia; High Institute of Sport and Physical Education of Sfax, University of Sfax, Sfax, Tunisia.
| | - Sameh Ghroubi
- Research laboratory: Evaluation and Management of Musculoskeletal System Pathologies, LR20ES09, Faculty of Medicine, University of Sfax, Tunisia
| | - Mariem Damak
- Department of Neurology, Habib Bourguiba University Hospital, Clinical Investigation Center, Faculty of Medicine, University of Sfax, Sfax, Tunisia; Laboratory of Neurogenetics, Parkinson's Disease and Cerebrovascular Disease, LR12SP19, Habib Bourguiba University Hospital, University of Sfax, Tunisia
| | - Salma Sakka
- Department of Neurology, Habib Bourguiba University Hospital, Clinical Investigation Center, Faculty of Medicine, University of Sfax, Sfax, Tunisia; Laboratory of Neurogenetics, Parkinson's Disease and Cerebrovascular Disease, LR12SP19, Habib Bourguiba University Hospital, University of Sfax, Tunisia
| | - Mohamed Habib Elleuch
- Research laboratory: Evaluation and Management of Musculoskeletal System Pathologies, LR20ES09, Faculty of Medicine, University of Sfax, Tunisia
| | - Chokri Mhiri
- Department of Neurology, Habib Bourguiba University Hospital, Clinical Investigation Center, Faculty of Medicine, University of Sfax, Sfax, Tunisia; Laboratory of Neurogenetics, Parkinson's Disease and Cerebrovascular Disease, LR12SP19, Habib Bourguiba University Hospital, University of Sfax, Tunisia
| | - Abdelmoneem Yahia
- Research laboratory: Evaluation and Management of Musculoskeletal System Pathologies, LR20ES09, Faculty of Medicine, University of Sfax, Tunisia
| | - Tarak Driss
- LINP2, UFR STAPS, University of Paris Nanterre, Nanterre, France
| | | | - Omar Hammouda
- LINP2, UFR STAPS, University of Paris Nanterre, Nanterre, France; Research Laboratory, Molecular bases of Human Pathology, LR19ES13, Faculty of medicine of Sfax, University of Sfax, Tunisia
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Veeranki YR, Garcia-Retortillo S, Papadakis Z, Stamatis A, Appiah-Kubi KO, Locke E, McCarthy R, Torad AA, Kadry AM, Elwan MA, Boolani A, Posada-Quintero HF. Detecting Psychological Interventions Using Bilateral Electromyographic Wearable Sensors. SENSORS (BASEL, SWITZERLAND) 2024; 24:1425. [PMID: 38474961 DOI: 10.3390/s24051425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 02/15/2024] [Accepted: 02/20/2024] [Indexed: 03/14/2024]
Abstract
This study investigated the impact of auditory stimuli on muscular activation patterns using wearable surface electromyography (EMG) sensors. Employing four key muscles (Sternocleidomastoid Muscle (SCM), Cervical Erector Muscle (CEM), Quadricep Muscles (QMs), and Tibialis Muscle (TM)) and time domain features, we differentiated the effects of four interventions: silence, music, positive reinforcement, and negative reinforcement. The results demonstrated distinct muscle responses to the interventions, with the SCM and CEM being the most sensitive to changes and the TM being the most active and stimulus dependent. Post hoc analyses revealed significant intervention-specific activations in the CEM and TM for specific time points and intervention pairs, suggesting dynamic modulation and time-dependent integration. Multi-feature analysis identified both statistical and Hjorth features as potent discriminators, reflecting diverse adaptations in muscle recruitment, activation intensity, control, and signal dynamics. These features hold promise as potential biomarkers for monitoring muscle function in various clinical and research applications. Finally, muscle-specific Random Forest classification achieved the highest accuracy and Area Under the ROC Curve for the TM, indicating its potential for differentiating interventions with high precision. This study paves the way for personalized neuroadaptive interventions in rehabilitation, sports science, ergonomics, and healthcare by exploiting the diverse and dynamic landscape of muscle responses to auditory stimuli.
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Affiliation(s)
| | - Sergi Garcia-Retortillo
- Department of Health and Exercise Science, Wake Forest University, Winston-Salem, NC 27109, USA
| | - Zacharias Papadakis
- College of Health and Wellness, Barry University, Miami Shores, FL 33168, USA
| | - Andreas Stamatis
- Health and Sport Sciences, University of Louisville, Louisville, KY 40292, USA
- Sports Medicine Institute, University of Louisville Health, Louisville, KY 40208, USA
| | | | - Emily Locke
- Department of Public Health, Yale University, New Haven, CT 06520, USA
| | - Ryan McCarthy
- Department of Biology, Clarkson University, Potsdam, NY 13699, USA
- Department of Psychology, Clarkson University, Potsdam, NY 13699, USA
| | - Ahmed Ali Torad
- Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA
- Faculty of Physical Therapy, Kafrelsheik University, Kafr El Sheik 33516, Egypt
| | - Ahmed Mahmoud Kadry
- Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA
- Faculty of Physical Therapy, Kafrelsheik University, Kafr El Sheik 33516, Egypt
| | - Mostafa Ali Elwan
- Department of Physical Therapy, Clarkson University, Potsdam, NY 13699, USA
- Faculty of Physical Therapy, Beni-Suef University, Beni-Suef 62521, Egypt
| | - Ali Boolani
- Department of Aeronautical and Mechanical Engineering, Clarkson University, Potsdam, NY 13699, USA
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Salihu AT, Hill KD, Jaberzadeh S. Age and Type of Task-Based Impact of Mental Fatigue on Balance: Systematic Review and Meta-Analysis. J Mot Behav 2024; 56:373-391. [PMID: 38189442 DOI: 10.1080/00222895.2023.2299706] [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: 04/03/2023] [Accepted: 12/21/2023] [Indexed: 01/09/2024]
Abstract
The role of cognition in balance control suggests that mental fatigue may negatively affect balance. However, cognitive involvement in balance control varies with the type or difficulty of the balance task and age. Steady-state balance tasks, such as quiet standing, are well-learned tasks executed automatically through reflex activities controlled by the brainstem and spinal cord. In contrast, novel, and challenging balance tasks, such as proactively controlling balance while walking over rugged terrain or reacting to unexpected external perturbations, may require cognitive processing. Furthermore, individuals with preexisting balance impairments due to aging or pathology may rely on cognitive processes to control balance in most circumstances. This systematic review and meta-analysis investigated the effect of mental fatigue on different types of balance control tasks in young and older adults. A literature search was conducted in seven electronic databases and 12 studies met eligibility criteria. The results indicated that mental fatigue had a negative impact on both proactive (under increased cognitive load) and reactive balance in young adults. In older adults, mental fatigue affected steady-state and proactive balance. Therefore, mentally fatigued older individuals may be at increased risk of a loss of balance during steady-state balance task compared to their younger counterparts.
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Affiliation(s)
- Abubakar Tijjani Salihu
- Monash Neuromodulation Research Unit, Department of Physiotherapy, School of Primary and Allied Health Care, Faculty of Medicine, Nursing and Health Science, Monash University, Melbourne, Victoria, Australia
| | - Keith D Hill
- Rehabilitation, Ageing and Independent Living (RAIL) Research Centre, School of Primary and Allied Health Care, Monash University, Frankston, Victoria, Australia
| | - Shapour Jaberzadeh
- Monash Neuromodulation Research Unit, Department of Physiotherapy, School of Primary and Allied Health Care, Faculty of Medicine, Nursing and Health Science, Monash University, Melbourne, Victoria, Australia
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Weissinger K, Bach MM, Brachman A, Stins JF, Beek PJ. Perceived cognitive fatigue has only marginal effects on static balance control in healthy young adults. Exp Brain Res 2024; 242:163-177. [PMID: 37987808 DOI: 10.1007/s00221-023-06736-0] [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: 07/09/2023] [Accepted: 10/29/2023] [Indexed: 11/22/2023]
Abstract
We examined the influence of perceived cognitive fatigue on static balance control in healthy young adults to gain greater clarity about this issue than provided in previous research. Based on the prevailing assumption in pertinent literature, we hypothesized that the influence of cognitive fatigue on balance control depends on the attentional effort required by the balance tasks being performed. To test this hypothesis, 44 young adults (24 women and 20 men) were alternately assigned to either the experimental group that was cognitively fatigued (using the 16-min TloadDback-task with individualized settings) or the control group (who watched a documentary). Before and after the intervention, the participants performed six balance tasks that differed in (attentional) control requirements, while recording the center of pressure (COP). From these time series, sway variability, mean speed, and sample entropy were calculated and analyzed statistically. Additionally, perceived cognitive fatigue was assessed using VAS scales. Statistical analyses confirmed that the balance tasks differed in control characteristics and that cognitive fatigue was elevated in the experimental group, but not in the control group. Nevertheless, no significant main effects of cognitive fatigue were found on any of the COP measures of interest, except for some non-robust interaction effects related primarily to sample entropy. These results suggest that, in young adults, postural control in static balance tasks is largely automatic and unaffected by task-induced state fatigue.
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Affiliation(s)
- Kerstin Weissinger
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands
| | - Margit Midtgaard Bach
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands
| | - Anna Brachman
- Department of Biomechanics, Institute of Sport Sciences, The Jerzy Kukuczka Academy of Physical Education, Katowice, Poland
| | - John F Stins
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands.
| | - Peter Jan Beek
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands
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Martin J, Huang H, Johnson R, Yu LF, Jansen E, Martin R, Yager C, Boolani A. Association between Self-reported Sleep Quality and Single-task Gait in Young Adults: A Study Using Machine Learning. Sleep Sci 2023; 16:e399-e407. [PMID: 38197030 PMCID: PMC10773524 DOI: 10.1055/s-0043-1776748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2022] [Accepted: 01/25/2023] [Indexed: 01/11/2024] Open
Abstract
Objective The objective of the present study was to find biomechanical correlates of single-task gait and self-reported sleep quality in a healthy, young population by replicating a recently published study. Materials and Methods Young adults ( n = 123) were recruited and were asked to complete the Pittsburgh Sleep Quality Inventory to assess sleep quality. Gait variables ( n = 53) were recorded using a wearable inertial measurement sensor system on an indoor track. The data were split into training and test sets and then different machine learning models were applied. A post-hoc analysis of covariance (ANCOVA) was used to find statistically significant differences in gait variables between good and poor sleepers. Results AdaBoost models reported the highest correlation coefficient (0.77), with Support-Vector classifiers reporting the highest accuracy (62%). The most important features associated with poor sleep quality related to pelvic tilt and gait initiation. This indicates that overall poor sleepers have decreased pelvic tilt angle changes, specifically when initiating gait coming out of turns (first step pelvic tilt angle) and demonstrate difficulty maintaining gait speed. Discussion The results of the present study indicate that when using traditional gait variables, single-task gait has poor accuracy prediction for subjective sleep quality in young adults. Although the associations in the study are not as strong as those previously reported, they do provide insight into how gait varies in individuals who report poor sleep hygiene. Future studies should use larger samples to determine whether single task-gait may help predict objective measures of sleep quality especially in a repeated measures or longitudinal or intervention framework.
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Affiliation(s)
- Joel Martin
- School of Kinesiology, Sports Medicine Assessment Research & Testing (SMART) Laboratory, George Mason University, Manassas, VA, United States of America
| | - Haikun Huang
- Department of Computer Science, George Mason University, Fairfax, VA, United States of America
| | - Ronald Johnson
- School of Kinesiology, Sports Medicine Assessment Research & Testing (SMART) Laboratory, George Mason University, Manassas, VA, United States of America
| | - Lap-Fai Yu
- Department of Computer Science, George Mason University, Fairfax, VA, United States of America
| | - Erica Jansen
- Department of Nutritional Sciences, University of Michigan, Ann Arbor, MI, United States of America
- Department of Neurology, University of Michigan, Ann Arbor, MI, United States of America
| | - Rebecca Martin
- Department of Physical Therapy, Hanover College, Hanover, IN, United States of America
| | - Chelsea Yager
- Department of Neurology, St. Joseph's Hospital Health Center, Syracuse, NY, United States of America
| | - Ali Boolani
- Department of Physical Therapy, Clarkson University, Potsdam, NY, United States of America
- Department of Biology, Clarkson University, Potsdam, NY, United States of America
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Slowed reaction times in cognitive fatigue are not attributable to declines in motor preparation. Exp Brain Res 2022; 240:3033-3047. [PMID: 36227342 DOI: 10.1007/s00221-022-06444-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 08/13/2022] [Indexed: 11/04/2022]
Abstract
Cognitive fatigue (CF) can result from sustained mental effort, is characterized by subjective feelings of exhaustion and cognitive performance deficits, and is associated with slowed simple reaction time (RT). This study determined whether declines in motor preparation underlie this RT effect. Motor preparation level was indexed using simple RT and the StartReact effect, wherein a prepared movement is involuntarily triggered at short latency by a startling acoustic stimulus (SAS). It was predicted that if decreased motor preparation underlies CF-associated RT increases, then an attenuated StartReact effect would be observed following cognitive task completion. Subjective fatigue assessment and a simple RT task were performed before and after a cognitively fatiguing task or non-fatiguing control intervention. On 25% of RT trials, a SAS replaced the go-signal to assess the StartReact effect. CF inducement was verified by significant declines in cognitive performance (p = 0.003), along with increases in subjective CF (p < 0.001) and control RT (p = 0.018) following the cognitive fatigue intervention, but not the control intervention. No significant pre-to-post-test changes in SAS RT were observed, indicating that RT increases resulting from CF are not substantially associated with declines in motor preparation, and instead may be attributable to other stages of processing during a simple RT task.
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Gebel A, Busch A, Stelzel C, Hortobágyi T, Granacher U. Effects of Physical and Mental Fatigue on Postural Sway and Cortical Activity in Healthy Young Adults. Front Hum Neurosci 2022; 16:871930. [PMID: 35774482 PMCID: PMC9237223 DOI: 10.3389/fnhum.2022.871930] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2022] [Accepted: 05/26/2022] [Indexed: 11/13/2022] Open
Abstract
Physical fatigue (PF) negatively affects postural control, resulting in impaired balance performance in young and older adults. Similar effects on postural control can be observed for mental fatigue (MF) mainly in older adults. Controversial results exist for young adults. There is a void in the literature on the effects of fatigue on balance and cortical activity. Therefore, this study aimed to examine the acute effects of PF and MF on postural sway and cortical activity. Fifteen healthy young adults aged 28 ± 3 years participated in this study. MF and PF protocols comprising of an all-out repeated sit-to-stand task and a computer-based attention network test, respectively, were applied in random order. Pre and post fatigue, cortical activity and postural sway (i.e., center of pressure displacements [CoPd], velocity [CoPv], and CoP variability [CV CoPd, CV CoPv]) were tested during a challenging bipedal balance board task. Absolute spectral power was calculated for theta (4–7.5 Hz), alpha-2 (10.5–12.5 Hz), beta-1 (13–18 Hz), and beta-2 (18.5–25 Hz) in frontal, central, and parietal regions of interest (ROI) and baseline-normalized. Inference statistics revealed a significant time-by-fatigue interaction for CoPd (p = 0.009, d = 0.39, Δ 9.2%) and CoPv (p = 0.009, d = 0.36, Δ 9.2%), and a significant main effect of time for CoP variability (CV CoPd: p = 0.001, d = 0.84; CV CoPv: p = 0.05, d = 0.62). Post hoc analyses showed a significant increase in CoPd (p = 0.002, d = 1.03) and CoPv (p = 0.003, d = 1.03) following PF but not MF. For cortical activity, a significant time-by-fatigue interaction was found for relative alpha-2 power in parietal (p < 0.001, d = 0.06) areas. Post hoc tests indicated larger alpha-2 power increases after PF (p < 0.001, d = 1.69, Δ 3.9%) compared to MF (p = 0.001, d = 1.03, Δ 2.5%). In addition, changes in parietal alpha-2 power and measures of postural sway did not correlate significantly, irrespective of the applied fatigue protocol. No significant changes were found for the other frequency bands, irrespective of the fatigue protocol and ROI under investigation. Thus, the applied PF protocol resulted in increased postural sway (CoPd and CoPv) and CoP variability accompanied by enhanced alpha-2 power in the parietal ROI while MF led to increased CoP variability and alpha-2 power in our sample of young adults. Potential underlying cortical mechanisms responsible for the greater increase in parietal alpha-2 power after PF were discussed but could not be clearly identified as cause. Therefore, further future research is needed to decipher alternative interpretations.
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Affiliation(s)
- Arnd Gebel
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
- *Correspondence: Arnd Gebel,
| | - Aglaja Busch
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
- University Outpatient Clinic, Sports Medicine and Sports Orthopedics, University of Potsdam, Potsdam, Germany
- Physiotherapy, Department of Health Professions, Bern University of Applied Sciences, Bern, Switzerland
| | | | - Tibor Hortobágyi
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
- University Medical Center Groningen, Center for Human Movement Sciences, University of Groningen, Groningen, Netherlands
- Somogy County Kaposi Mór Teaching Hospital, Kaposvár, Hungary
- Department of Sport Biology, Institute of Sport Science and Physical Education, University of Pécs, Pécs, Hungary
- Department of Kinesiology, University of Physical Education, Budapest, Hungary
| | - Urs Granacher
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
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Brahms M, Heinzel S, Rapp M, Mückstein M, Hortobágyi T, Stelzel C, Granacher U. The acute effects of mental fatigue on balance performance in healthy young and older adults - A systematic review and meta-analysis. Acta Psychol (Amst) 2022; 225:103540. [PMID: 35245722 DOI: 10.1016/j.actpsy.2022.103540] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Revised: 01/29/2022] [Accepted: 02/17/2022] [Indexed: 12/26/2022] Open
Abstract
Cognitive resources contribute to balance control. There is evidence that mental fatigue reduces cognitive resources and impairs balance performance, particularly in older adults and when balance tasks are complex, for example when trying to walk or stand while concurrently performing a secondary cognitive task. We conducted a systematic literature search in PubMed (MEDLINE), Web of Science and Google Scholar to identify eligible studies and performed a random effects meta-analysis to quantify the effects of experimentally induced mental fatigue on balance performance in healthy adults. Subgroup analyses were computed for age (healthy young vs. healthy older adults) and balance task complexity (balance tasks with high complexity vs. balance tasks with low complexity) to examine the moderating effects of these factors on fatigue-mediated balance performance. We identified 7 eligible studies with 9 study groups and 206 participants. Analysis revealed that performing a prolonged cognitive task had a small but significant effect (SMDwm = -0.38) on subsequent balance performance in healthy young and older adults. However, age- and task-related differences in balance responses to fatigue could not be confirmed statistically. Overall, aggregation of the available literature indicates that mental fatigue generally reduces balance in healthy adults. However, interactions between cognitive resource reduction, aging and balance task complexity remain elusive.
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Affiliation(s)
- Markus Brahms
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany.
| | - Stephan Heinzel
- Freie Universität Berlin, Habelschwerdter Allee 45, 14195 Berlin, Germany
| | - Michael Rapp
- University of Potsdam, Research Focus Cognitive Sciences, Division of Social and Preventive Medicine, Am Neuen Palais 10, 14469 Potsdam, Germany
| | - Marie Mückstein
- International Psychoanalytic University, Stromstraße 1, 10555 Berlin, Germany
| | - Tibor Hortobágyi
- University Medical Center Groningen, University of Groningen, Groningen, the Netherlands; Department of Sport Biology, Institute of Sport Sciences and Physical Education, University of Pécs, Pécs, Hungary; Somogy County Kaposi Mór Teaching Hospital, Kaposvár, Hungary
| | - Christine Stelzel
- International Psychoanalytic University, Stromstraße 1, 10555 Berlin, Germany
| | - Urs Granacher
- Division of Training and Movement Sciences, Research Focus Cognition Sciences, University of Potsdam, Potsdam, Germany
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Using Machine Learning to Identify Feelings of Energy and Fatigue in Single-Task Walking Gait: An Exploratory Study. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12063083] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
The objective of this study was to use machine learning to identify feelings of energy and fatigue using single-task walking gait. Participants (n = 126) were recruited from a university community and completed a single protocol where current feelings of energy and fatigue were measured using the Profile of Moods Survey–Short Form approximately 2 min prior to participants completing a two-minute walk around a 6 m track wearing APDM mobility monitors. Gait parameters for upper and lower extremity, neck, lumbar and trunk movement were collected. Gradient boosting classifiers were the most accurate classifiers for both feelings of energy (74.3%) and fatigue (74.2%) and Random Forest Regressors were the most accurate regressors for both energy (0.005) and fatigue (0.007). ANCOVA analyses of gait parameters comparing individuals who were high or low energy or fatigue suggest that individuals who are low energy have significantly greater errors in walking gait compared to those who are high energy. Individuals who are high fatigue have more symmetrical gait patterns and have trouble turning when compared to their low fatigue counterparts. Furthermore, these findings support the need to assess energy and fatigue as two distinct unipolar moods as the signals used by the algorithms were unique to each mood.
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10
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Zhu Y, Weston EB, Mehta RK, Marras WS. Neural and biomechanical tradeoffs associated with human-exoskeleton interactions. APPLIED ERGONOMICS 2021; 96:103494. [PMID: 34126572 DOI: 10.1016/j.apergo.2021.103494] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2021] [Revised: 05/30/2021] [Accepted: 06/01/2021] [Indexed: 06/12/2023]
Abstract
Industrial passive low-back exoskeletons have gained recent attention as ergonomic interventions to manual handling tasks. This research utilized a two-armed experimental approach (single vs dual-task paradigms) to quantify neural and biomechanical tradeoffs associated with short-term human-exoskeleton interaction (HEI) during asymmetrical lifting in twelve healthy adults balanced by gender. A dynamic, electromyography-assisted spine model was employed that indicated statistical, but marginal, biomechanical benefits of the tested exoskeleton, which diminished with the introduction of the cognitive dual-task. Using Near Infrared Spectroscopy (fNIRS)-based brain connectivity analyses, we found that the tested exoskeleton imposed greater neurocognitive and motor adaptation efforts by engaging action monitoring and error processing brain networks. Collectively, these findings indicate that a wearer's biomechanical response to increased cognitive demands in the workplace may offset the mechanical advantages of exoskeletons. We also demonstrate the utility of ambulatory fNIRS to capture the neural cost of HEI without the need for elaborate dual-task manipulations.
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Affiliation(s)
- Yibo Zhu
- Wm. Michael Barnes '64 Department of Industrial & Systems Engineering, Texas A&M University, College Station, TX, 77840, USA
| | - Eric B Weston
- Department of Integrated Systems Engineering, The Ohio State University, Columbus, OH, 43210, USA; Spine Research Institute, The Ohio State University, Columbus, OH, 43210, USA
| | - Ranjana K Mehta
- Wm. Michael Barnes '64 Department of Industrial & Systems Engineering, Texas A&M University, College Station, TX, 77840, USA.
| | - William S Marras
- Department of Integrated Systems Engineering, The Ohio State University, Columbus, OH, 43210, USA; Spine Research Institute, The Ohio State University, Columbus, OH, 43210, USA
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Russell B, McDaid A, Toscano W, Hume P. Predicting Fatigue in Long Duration Mountain Events with a Single Sensor and Deep Learning Model. SENSORS 2021; 21:s21165442. [PMID: 34450884 PMCID: PMC8399921 DOI: 10.3390/s21165442] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/14/2021] [Revised: 07/31/2021] [Accepted: 08/07/2021] [Indexed: 01/09/2023]
Abstract
AIM To determine whether an AI model and single sensor measuring acceleration and ECG could model cognitive and physical fatigue for a self-paced trail run. METHODS A field-based protocol of continuous fatigue repeated hourly induced physical (~45 min) and cognitive (~10 min) fatigue on one healthy participant. The physical load was a 3.8 km, 200 m vertical gain, trail run, with acceleration and electrocardiogram (ECG) data collected using a single sensor. Cognitive load was a Multi Attribute Test Battery (MATB) and separate assessment battery included the Finger Tap Test (FTT), Stroop, Trail Making A and B, Spatial Memory, Paced Visual Serial Addition Test (PVSAT), and a vertical jump. A fatigue prediction model was implemented using a Convolutional Neural Network (CNN). RESULTS When the fatigue test battery results were compared for sensitivity to the protocol load, FTT right hand (R2 0.71) and Jump Height (R2 0.78) were the most sensitive while the other tests were less sensitive (R2 values Stroop 0.49, Trail Making A 0.29, Trail Making B 0.05, PVSAT 0.03, spatial memory 0.003). The best prediction results were achieved with a rolling average of 200 predictions (102.4 s), during set activity types, mean absolute error for 'walk up' (MAE200 12.5%), and range of absolute error for 'run down' (RAE200 16.7%). CONCLUSIONS We were able to measure cognitive and physical fatigue using a single wearable sensor during a practical field protocol, including contextual factors in conjunction with a neural network model. This research has practical application to fatigue research in the field.
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Affiliation(s)
- Brian Russell
- Sports Performance Research Institute, Auckland University of Technology, Auckland 0632, New Zealand;
- National Aeronautics and Space Administration, Ames Research Center, Moffett Field, CA 94043, USA;
- Correspondence:
| | - Andrew McDaid
- Department of Mechanical Engineering, University of Auckland, Auckland 1142, New Zealand;
| | - William Toscano
- National Aeronautics and Space Administration, Ames Research Center, Moffett Field, CA 94043, USA;
| | - Patria Hume
- Sports Performance Research Institute, Auckland University of Technology, Auckland 0632, New Zealand;
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Mahoney G, Martin J, Martin R, Yager C, Smith ML, Grin Z, Vogel-Rosbrook C, Bradley D, Appiah-Kubi KO, Boolani A. Evidence that feelings of energy and fatigue are associated differently with gait characteristics and balance: an exploratory study. FATIGUE: BIOMEDICINE, HEALTH & BEHAVIOR 2021. [DOI: 10.1080/21641846.2021.1950405] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
- Giulia Mahoney
- Department of Biology, Clarkson University, Potsdam, NY, USA
| | - Joel Martin
- Sports Medicine Assessment Research & Testing (SMART) Laboratory, George Mason University, Fairfax, VA, USA
| | - Rebecca Martin
- Department of Physical Therapy, Hanover College, Hanover, IN, USA
| | - Chelsea Yager
- Department of Neurology, St. Joseph’s Hospital Health Center, Syracuse, NY, USA
| | - Matthew Lee Smith
- Center for Population Health and Aging, Texas A&M University, College Station, TX, USA
- Department of Environmental and Occupational Health, School of Public Health, Texas A&M University, College Station, TX, USA
| | - Zachary Grin
- Department of Physical Therapy, Clarkson University, Potsdam, NY, USA
| | | | - Dylan Bradley
- Department of Engineering Technology, State University of New York Canton, Canton, NY, USA
| | | | - Ali Boolani
- Department of Biology, Clarkson University, Potsdam, NY, USA
- Department of Physical Therapy, Clarkson University, Potsdam, NY, USA
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13
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State and Trait Fatigue and Energy Predictors of Postural Control and Gait. Motor Control 2021; 25:519-536. [PMID: 34117130 DOI: 10.1123/mc.2020-0106] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/05/2020] [Revised: 04/05/2021] [Accepted: 04/08/2021] [Indexed: 11/18/2022]
Abstract
Compromised attentional resources during perceived fatigue has been suggested to alter motor control. The authors determined if measures of postural control and gait are predicted by state and trait physical and mental fatigue and energy, and how these relationships are modified by sex, sleep quality, and physical activity. Young adults (n = 119) completed the Modified Clinical Test of Sensory Integration, overground walking, and questionnaires to quantify fatigue and energy, sleep quality, and physical activity. Regression models indicated that trait fatigue, trait energy, and sleep quality were predictors of postural control (p ≤ .02, R2 ≥ .04). State fatigue, state energy, and sex were predictors of gait (p ≤ .05, R2 ≥ .03). While the variance explained was low (3-13%), the results demonstrate perceptions of fatigue and energy may influence posture and gait.
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14
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Pana A, Sourtzi P, Kalokairinou A, Pastroudis A, Chatzopoulos ST, Velonaki VS. Association between self-reported or perceived fatigue and falls among older people: A systematic review. Int J Orthop Trauma Nurs 2021; 43:100867. [PMID: 34399107 DOI: 10.1016/j.ijotn.2021.100867] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Revised: 04/18/2021] [Accepted: 04/23/2021] [Indexed: 12/12/2022]
Abstract
AIM The aim of the present review was to examine the evidence of the relationship between self-reported or perceived fatigue and falls among older adults. METHODS A systematic review, following the PRISMA recommendations, was performed. PubMed, Scopus, Web of Science, and Cinahl were searched from February 2021 until March 2021, without any limitation on publication date. The methodological quality of the recruited studies was assessed with the Newcastle-Ottawa scale. RESULTS Of the 2,296 initially retrieved records, 20 met the inclusion criteria; 11 cohort and 9 cross-sectional studies. They were classified as "good or very good" studies. Data on 59,852 older adults was reported. Most studies reported a strong association between fatigue and incidence or risk of falls, with odds ratios ranging from 1.04 to 3.53. Evidence obout the relationship between fatigue and recurrent, as well as injurious, falls is limited. CONCLUSIONS Self-reported or perceived fatigue is associated with the incidence of falls or risk of falling among older adults. Nurses could contribute to decreasing the inicdence of falls through prevention and proper geriatric assessment, including the management of fatigue in their daily clinical practice. The evidence about the potential effect of fatigue on falls-related injuries is inconclusive and on recurrent falls remains to be further defined.
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Affiliation(s)
- Anastasia Pana
- National and Kapodistrian University of Athens, Department of Nursing, Greece; Hellenic Association of Gerontology and Geriatrics, Athens, Greece; General Hospital Asklepieio, Voula, Greece.
| | - Panayota Sourtzi
- National and Kapodistrian University of Athens, Department of Nursing, Greece; Hellenic Association of Gerontology and Geriatrics, Athens, Greece
| | - Athina Kalokairinou
- National and Kapodistrian University of Athens, Department of Nursing, Greece
| | - Alexandros Pastroudis
- Hellenic Association of Gerontology and Geriatrics, Athens, Greece; General Hospital Asklepieio, Voula, Greece
| | | | - Venetia Sofia Velonaki
- National and Kapodistrian University of Athens, Department of Nursing, Greece; Hellenic Association of Gerontology and Geriatrics, Athens, Greece
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15
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Motor adaptation is promoted by an incongruent Stroop task, but not by a congruent Stroop task. Exp Brain Res 2021; 239:1295-1303. [PMID: 33616687 DOI: 10.1007/s00221-021-06059-y] [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: 11/03/2020] [Accepted: 02/08/2021] [Indexed: 10/22/2022]
Abstract
Motor adaptation plays an important role in the acquisition of new motor skills. It has been reported that cognitive tasks can promote motor adaptation; however, which cognitive tasks effectively promote motor adaptation remains unknown. This study aimed to examine what factors of cognitive tasks contribute to promoting motor adaptation. Forty-two healthy young adults were randomly assigned to one of three groups: incongruent Stroop task group (iSTG), congruent Stroop task group (cSTG), and control group (CG). All participants underwent 20 blocks of a mouse-tracking task on the 1st and 2nd days. Before the mouse tracking task on the 1st day, the iSTG and cSTG completed the incongruent and congruent Stroop tasks, respectively. Participants in the CG did not perform any cognitive tasks. On the 28th day, all participants underwent 3 blocks of the mouse tracking task to evaluate their retention of motor adaptation. As a result, on the 1st day, the mouse tracking task performance improved equally for both groups. However, on the 2nd and 28th days, the mouse tracking task performance in the iSTG showed greater improvements for all blocks compared to those in the CG. These results suggest that the incongruent Stroop task promotes motor adaptation, but the congruent Stroop task does not. In addition, it is suggested that factors, which are primarily involved in the incongruent Stroop task, might promote motor adaptation.
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16
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Verschueren JO, Tassignon B, Proost M, Teugels A, VAN Cutsem J, Roelands B, Verhagen E, Meeusen R. Does Mental Fatigue Negatively Affect Outcomes of Functional Performance Tests? Med Sci Sports Exerc 2021; 52:2002-2010. [PMID: 32102059 DOI: 10.1249/mss.0000000000002323] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
PURPOSE Mental fatigue impairs psychomotor skill performance by affecting visuomotor reaction time, accuracy, and decision-making. Recently, neurocognitive functional performance tests (FPT) that integrate these outcomes have been developed. The aim of this study was to assess the effect of mental fatigue on traditional and neurocognitive FPT in healthy adults. METHODS Fourteen volunteers (four women; mean ± SD age, 22 ± 1 yr; height, 176.9 ± 8.4 cm; weight, 69.7 ± 10.4 kg) participated in a randomized counterbalanced crossover design. A 100% incongruent Stroop color word test of 90 min was used to induce mental fatigue and the control task encompassed watching a 90-min documentary. Traditional FPT comprised a single-leg hop for distance, countermovement jump, and Y-balance test, whereas the neurocognitive FPT encompassed the reactive balance test (RBT). All FPTs were evaluated pre-post the 90-min task. Mental fatigue was assessed using the Stroop task, visual analog scale for mental fatigue, and the Eriksen-Flanker task. RESULTS Mental fatigue was successfully induced, as shown by a significant increase in visual analog scale for mental fatigue (P < 0.001), with no decrease in performance on the Stroop and Eriksen-Flanker task. No interaction effect of mental fatigue was found for the Y-balance test, single-leg hop, and countermovement jump. For the RBT accuracy, a significant interaction effect of mental fatigue and time was observed (P = 0.024), with participants performing significantly worse when mentally fatigued. No interaction effect or main effect of condition and time was observed when considering the effect of mental fatigue on visuomotor reaction time in the RBT. CONCLUSIONS Mental fatigue negatively affects a neurocognitive FPT, indicated by a decreased accuracy in response to visual stimuli in the RBT. Traditional FPT remained unaffected by mental fatigue.
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Affiliation(s)
- J O Verschueren
- Faculty of Physical Education and Physiotherapy, Human Physiology and Sports Physiotherapy Research Group, Vrije Universiteit Brussel, Brussels, BELGIUM
| | - Bruno Tassignon
- Faculty of Physical Education and Physiotherapy, Human Physiology and Sports Physiotherapy Research Group, Vrije Universiteit Brussel, Brussels, BELGIUM
| | - Matthias Proost
- Faculty of Physical Education and Physiotherapy, Human Physiology and Sports Physiotherapy Research Group, Vrije Universiteit Brussel, Brussels, BELGIUM
| | - Amber Teugels
- Faculty of Physical Education and Physiotherapy, Human Physiology and Sports Physiotherapy Research Group, Vrije Universiteit Brussel, Brussels, BELGIUM
| | - Jeroen VAN Cutsem
- Faculty of Physical Education and Physiotherapy, Human Physiology and Sports Physiotherapy Research Group, Vrije Universiteit Brussel, Brussels, BELGIUM
| | - Bart Roelands
- Faculty of Physical Education and Physiotherapy, Human Physiology and Sports Physiotherapy Research Group, Vrije Universiteit Brussel, Brussels, BELGIUM
| | - Evert Verhagen
- Amsterdam Collaboration on Health and Safety in Sports, Amsterdam UMC, Vrije Universiteit Amsterdam, Department of Public and Occupational Health, Amsterdam Movement Sciences, Amsterdam, the NETHERLANDS
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17
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Boolani A, Ryan J, Vo T, Wong B, Banerjee NK, Banerjee S, Fulk G, Smith ML, Martin R. Do Changes in Mental Energy and Fatigue Impact Functional Assessments Associated with Fall Risks? An Exploratory Study Using Machine Learning. PHYSICAL & OCCUPATIONAL THERAPY IN GERIATRICS 2020. [DOI: 10.1080/02703181.2020.1748788] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Affiliation(s)
- Ali Boolani
- Department of Physical Therapy, Clarkson University, Potsdam, New York, USA
| | - Jenna Ryan
- Department of Computer Science, Clarkson University, Potsdam, New York, USA
| | - Trang Vo
- Department of Physician Assistant, Clarkson University, Potsdam, New York, USA
| | - Brandon Wong
- Department of Physician Assistant, Clarkson University, Potsdam, New York, USA
| | | | - Sean Banerjee
- Department of Computer Science, Clarkson University, Potsdam, New York, USA
| | - George Fulk
- Department of Physical Therapy, Clarkson University, Potsdam, New York, USA
- Department of Physical Therapy, State University of New York (SUNY) Upstate Medical Center, Syracuse, New York, USA
| | - Matthew Lee Smith
- Center for Population Health and Aging, Texas A&M University, College Station, Texas, USA
| | - Rebecca Martin
- Department of Physical Therapy, Clarkson University, Potsdam, New York, USA
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18
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Kimura T, Nakano W. Repetition of a cognitive task promotes motor learning. Hum Mov Sci 2019; 66:109-116. [PMID: 30981146 DOI: 10.1016/j.humov.2019.04.005] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2018] [Revised: 03/07/2019] [Accepted: 04/08/2019] [Indexed: 01/01/2023]
Abstract
Motor learning plays an important role in the acquisition of new motor skills. In this study, we investigated whether repetition of a cognitive task promoted motor learning. Fifty-one young adults were assigned to either the early, late, or control groups. All participants completed a mouse tracking task in which they manipulated a mouse to track a moving target on a screen. The cursor was rotated 165° in the counterclockwise direction from the actual mouse position, requiring participants to learn how to use a new tool. To determine the task performance, we calculated the distance between the cursor and target position. In addition, to assess the effects of a cognitive task on the progress of motor learning, curve fitting of the learning curves was performed for the total distance. Experiments were conducted as per the following schedule: learning day 1 (L1), learning day 2 (L2: the day after learning day 1), retention day 1 (R1: 2 weeks after learning day 1), and retention day 2 (R2: 4 weeks after learning day 1). Participants underwent mouse tracking for 20 min on L1 and L2 and for 3 min on R1 and R2. As a cognitive task, we adopted the N-back task. The early or late group performed the N-back task for 20 min before performing motor tracking task on L1 or L2, respectively. The control group did not perform the N-back task. Based on curve fitting analysis, it was observed that the rate of change for motor learning in the early group was higher than that in the control group. The retention of motor learning did not differ between all groups. Our results indicate that the repetition of a cognitive task enhanced in the early phase of motor learning of the mouse tracking task.
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19
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Behrens M, Mau-Moeller A, Lischke A, Katlun F, Gube M, Zschorlich V, Skripitz R, Weippert M. Mental Fatigue Increases Gait Variability During Dual-task Walking in Old Adults. J Gerontol A Biol Sci Med Sci 2019; 73:792-797. [PMID: 29077783 DOI: 10.1093/gerona/glx210] [Citation(s) in RCA: 41] [Impact Index Per Article: 8.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2017] [Accepted: 10/23/2017] [Indexed: 11/13/2022] Open
Abstract
Background Mental fatigue is a psychobiological state induced by sustained periods of demanding cognitive activity and is characterized by feelings of tiredness which are common in everyday life. Recently, it has been hypothesized that mental fatigue might have an impact on gait performance in old adults. Therefore, the effect of mental fatigue on gait performance under single- and dual-task conditions was investigated in young and old participants. Methods Spatio-temporal gait parameters of 16 young and 16 old healthy participants were measured using a photoelectric system during single- and dual-task walking before and after a randomly assigned mental fatigue (performing a stop-signal task for 90 minutes) and control intervention (watching a video for 90 minutes), respectively. Changes in subjective fatigue, wakefulness, mood, arousal, and psychophysiological workload (heart rate variability indices) were assessed. Results Psychometric measures indicated increased subjective fatigue and arousal as well as decreased mood and wakefulness after the mental fatigue task. Heart rate variability indices revealed a higher psychophysiological workload during the mental fatigue intervention in old compared to young participants. Gait measures (coefficient of variation of speed, stride length, and stance time) revealed impaired dual-task walking performance following the mental fatigue intervention only in old participants. Conclusion Data indicate that mental fatigue, induced by sustained cognitive activity, can impair gait performance during dual-task walking in old adults. The susceptibility to mental fatigue could be a new intrinsic risk factor for falls in older people and should be taken into account when dual-task gait analyses are performed.
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Affiliation(s)
- Martin Behrens
- Institute of Sport Science, University of Rostock, Germany
| | - Anett Mau-Moeller
- Institute of Sport Science, University of Rostock, Germany.,Department of Orthopaedics, University Medicine Rostock, Germany
| | | | - Felix Katlun
- Department of Orthopaedics, University Medicine Rostock, Germany
| | - Martin Gube
- Institute of Sport Science, University of Rostock, Germany
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Boolani A, Martin R, Goodwin A, Avolio A, Sur S, Lee Smith M, Fulk G. Associations for tasks requiring single stimulus and working memory with different aspects of gait and posture: an exploratory study. Int J Rehabil Res 2019; 42:160-167. [PMID: 30882529 DOI: 10.1097/mrr.0000000000000347] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Evidence suggests that there is a significant relationship between cognition and gait. However, studies have primarily focused on overall cognition when elucidating the relationship with gait. This study aimed to delineate specific aspects of cognition that are related to gait and postural control parameters. Participants (N = 11, age = 76.55 ± 7.58 years) performed a series of cognitive tasks categorized as either lower-level (serial subtract 3 and continuous performance task) or higher-level (serial subtract 7 and rapid visual input processing task) tasks. Following the completion of the cognitive tasks, participants performed balance and gait activities. This procedure was performed on two separate days with a minimum 48-h rest period between days. A bivariate Pearson correlation analysis was utilized to identify relationships between cognitive task scores and gait speed, step length, gait imbalance as well as the visual, vestibular, and somatosensory aspect of postural control. Lower-level cognitive tasks, specifically the serial subtract 3 was significantly (P < 0.05) associated with gait speed (r = 0.457), step length (r = 0.481), and the ability to maintain postural control with occluded vision and unreliable somatosensory input (r = -0.504). In contrast, higher-level cognitive tasks, specifically serial subtract 7 were associated (P < 0.05) with gait imbalance (r = -0.540), while rapid visual input processing primary reaction time was associated with the ability to maintain postural control in the absence of visual input (r = -0.751). Our findings align with functional magnetic resonance imaging (fMRI) studies that examine gait, postural control, and cognitive task performance and provide a granular insight. These results may help us to better understand the relationship between cognitive deficits, gait, and postural control with aging.
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Affiliation(s)
| | | | - Aurora Goodwin
- Department of Biology, Clarkson University, Potsdam, New York, USA
| | - Abigail Avolio
- Department of Biology, Clarkson University, Potsdam, New York, USA
| | - Shantanu Sur
- Department of Biology, Clarkson University, Potsdam, New York, USA
| | - Matthew Lee Smith
- Center for Population Health and Aging.,Department of Environmental and Occupational Health, Texas A&M School of Public Health, College Station, Texas, USA.,Department of Health Promotion and Behavior, College of Public Health, The University of Georgia, Athens, Georgia, USA
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Mollayeva T, Stock D, Colantonio A. Physiological and pathological covariates of persistent concussion-related fatigue: results from two regression methodologies. Brain Inj 2019; 33:463-479. [PMID: 30663436 DOI: 10.1080/02699052.2019.1566833] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
BACKGROUND Fatigue severity in persons with mild traumatic brain injury (mTBI) has received little research attention, despite its typically positively skewed nature. Investigation of covariates across a range of fatigue severity may provide insight into important contributors. OBJECTIVE To assess the relative significance of a priori-hypothesized covariates of physiological and pathological (mental and physical) fatigue in persons with mTBI/concussion, applying ordinary least squares (OLS) and quantile regression (QR) approaches. METHODS We conducted a cross-sectional investigation in 80 participants with mTBI/concussion (mean age 45.4 ± 10.1 years, 59% male). The fatigue severity scale (FSS) was used as an outcome measure. Predictors of this outcome, grouped into physiological and pathological models of fatigue were assessed using OLS and QR. RESULTS The mean total FSS score was 46.13 ± 14.59, and the median was 49 (interquartile range 37-57), demonstrating positive skewness. Fatigue severity was associated with variables within the mental, psychological and psychiatric domains at different levels of the fatigue score distribution. CONCLUSION Results highlighted that some covariates had a significant impact on the FSS total score at non-central parts of its distribution, while others exhibited significant impact across the entire distribution. Addressing covariates of fatigue across the severity continuum can enhance research and clinical management.
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Affiliation(s)
- Tatyana Mollayeva
- a Rehabilitation Sciences Institute, Faculty of Medicine , University of Toronto , Canada , Ontario , Canada.,b Toronto Rehab-University Health Network , Research Department , Toronto , Ontario , Canada
| | - David Stock
- c Department of Clinical Health and Epidemiology , Dalhousie University , Halifax , Nova Scotia , Canada
| | - Angela Colantonio
- a Rehabilitation Sciences Institute, Faculty of Medicine , University of Toronto , Canada , Ontario , Canada.,b Toronto Rehab-University Health Network , Research Department , Toronto , Ontario , Canada
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22
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Scanning Laser Rangefinders for the Unobtrusive Monitoring of Gait Parameters in Unsupervised Settings. SENSORS 2018; 18:s18103424. [PMID: 30322042 PMCID: PMC6210551 DOI: 10.3390/s18103424] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/09/2018] [Revised: 10/09/2018] [Accepted: 10/10/2018] [Indexed: 11/25/2022]
Abstract
Since variations in common gait parameters (such as cadence, velocity and stride-length) of elderly people are a reliable indicator of functional and cognitive decline in aging and increased fall risks, such gait parameters have to be monitored continuously to enable preventive interventions as early as possible. With scanning laser rangefinders (SLR) having been shown to be suitable for standardised (frontal) gait assessments, this article introduces an unobtrusive gait monitoring (UGMO) system for lateral gait monitoring in homes for the elderly. The system has been evaluated in comparison to a GAITRite (as reference system) with 86 participants (ranging from 21 to 82 years) passing the 6-min walk test twice. Within the considered 56,351 steps within an overall 7877 walks and approximately 34 km distance travelled, it has been shown that the SLR Hokuyo UST10-LX is more sensitive than the cheaper URG-04LX version in regard to the correct (automatic) detection of lateral steps (98% compared to 77%) and walks (97% compared to 66%). Furthermore, it has been confirmed that the UGMO (with the SLR UST10-LX) can measure gait parameters such as gait velocity and stride length with sufficient sensitivity to determine age- and disease-related functional (and cognitive) decline.
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23
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Do plantar hyperkeratoses affect balance in people older than 65 years old? Foot (Edinb) 2018; 36:43-48. [PMID: 30326353 DOI: 10.1016/j.foot.2018.03.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2017] [Revised: 03/03/2018] [Accepted: 03/13/2018] [Indexed: 02/04/2023]
Abstract
UNLABELLED Tactile information picked up by plantar receptors provides afferent sensory information that is fundamental for controlling body balance. Plantar hyperkeratoses may alter the quality and quantity of such information, thereby modifying balance. AIM Analyse how plantar hyperkeratosis debridement affects static body balance in subjects of 65 years of age or older. METHODS In order to analyse the impact of hyperkeratoses on balance, 50 older people took part in this study. Pain caused by plantar hyperkeratoses was measured on a visual analogue scale. Static balance was assessed on a pressure sensitive platform. The treatment was scalpel debridement of hyperkeratoses. RESULTS Pain decreased significantly (p=0.03). Regarding the variables analysed, significant differences were found between pre- and post-treatment values in anteroposterior length (Length, mm) (p=0.032) and anteroposterior amplitude (Amp, mm) (p=0.044) of the centre of plantar pressure with eyes open. CONCLUSIONS Plantar hyperkeratosis debridement is capable of interfering favourably with sensory afferent inputs, thereby improving control of stability and modifying stabilometric readings in the AP component when a subject balance with eyes open.
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