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1.
J Rehabil Med ; 56: jrm40811, 2024 Oct 15.
Artículo en Inglés | MEDLINE | ID: mdl-39404456

RESUMEN

OBJECTIVE: To assess (i) the impact of self-reported fatigue on functioning in daily life, and (ii) the association with sociodemographics, physical capacity, and work ability among people with post-COVID-19. DESIGN: A cross-sectional study. SUBJECTS: Adults reporting post-COVID-19 symptoms for at least 2 months. METHODS: Participants were recruited through social media and responded to an online survey between October 2021 and February 2022 regarding sociodemographics, COVID-19 symptoms, comorbidities, physical and mental fatigue, aerobic capacity, and work ability. Descriptive statistics and logistic regression analyses were used. RESULTS: A total of 614 participants (88% women, mean age 47 years, on average 13 months of symptoms) were included. A majority (≥ 84%) reported both physical fatigue and mental fatigue, according to the Fatigue Severity Scale and Mental Fatigue Scale. The fatigue impacted motivation, physical functioning, work, family, or social life, and increased sensitivity to stress and concentration difficulties. Among the factors, work ability had the strongest association with both physical fatigue and mental fatigue; odds ratio: 0.650 and 0.473, p < 0.001, respectively. CONCLUSION: This study found that self-reported fatigue is common among people with post-COVID-19, and negatively impacts functioning in daily life. To achieve a sustainable life and work situation, support and targeted rehabilitation interventions may be important.


Asunto(s)
Actividades Cotidianas , COVID-19 , Fatiga , Autoinforme , Humanos , COVID-19/psicología , Femenino , Estudios Transversales , Masculino , Persona de Mediana Edad , Fatiga/etiología , Fatiga/fisiopatología , Adulto , SARS-CoV-2 , Síndrome Post Agudo de COVID-19 , Fatiga Mental/etiología , Fatiga Mental/fisiopatología
2.
PLoS One ; 19(10): e0305675, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-39361654

RESUMEN

Similarity between tasks is an understudied factor in research on cognitive flexibility. This behavioural experiment had 31 participants perform a task switch paradigm in which participants were required to switch between 4 tasks of varying similarity. The experiment was constructed in a way that simultaneously allows for investigating the impact of mental fatigue and task-rule congruency on the participants. The results indicate that similarity between tasks substantially impacts performance with different effects on RT and accuracy. While learning effects may have negated the impact of mental fatigue across the 5 experimental blocks, a significant decrease in performance was observed within blocks. Furthermore, the exploratory analysis proposes a novel interaction between task-rule incongruent trials and the task of the previous trial. These results support the notion that neither the interference view of cognitive flexibility nor the reconfiguration view are fully adequate at explaining task switch costs if similarity is added as a factor. The presented study presents strong evidence that fundamental findings in the domain of cognitive flexibility may not map linearly to more ecological settings where tasks are often more dissimilar.


Asunto(s)
Cognición , Tiempo de Reacción , Humanos , Cognición/fisiología , Masculino , Femenino , Adulto Joven , Adulto , Tiempo de Reacción/fisiología , Análisis y Desempeño de Tareas , Fatiga Mental/fisiopatología , Desempeño Psicomotor/fisiología
3.
PLoS One ; 19(9): e0310271, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-39255295

RESUMEN

INTRODUCTION: Mental fatigue (MF) significantly affects both cognitive and physical performance. However, the precise mechanisms, particularly concerning neurotransmission, require further investigation. An implication of the role of dopamine (DA) and noradrenaline (NA) is stated, but empirical evidence for this theory still needs to be provided. To address this gap, we aim to investigate the role of brain neurotransmission in elucidating if, and how prolonged cognitive activity induces MF and its subsequent impact on cognitive performance. METHODS: This study (registration number: G095422N) will adopt a randomized cross-over design with sixteen healthy participants aged 18-35 years. The sessions include a familiarization, two experimental (DA: 20mg Methylphenidate; NA: 8mg Reboxetine) conditions, and one placebo (lactose tablet: 10mg) condition. A 60-minute individualized Stroop task will be used to investigate whether, and how the onset of MF changes under the influence of reuptake inhibitors. Attention and response inhibition will be assessed before and after the MF-inducing task using a Go/NoGo task. The integration of physiological (electroencephalography, heart rate), behavioral (attention, response inhibition), and subjective indicators (scales and questionnaires) will be used to detect the underlying mechanisms holistically. Data analysis will involve linear mixed models with significance at p<0.05. DISCUSSION: The integration of diverse techniques and analyses offers a comprehensive perspective on the onset and impact of MF, introducing a novel approach. Future research plans involve extending this protocol to explore the connection between brain neurotransmission and physical fatigue. This protocol will further advance our understanding of the complex interplay between the brain and fatigue.


Asunto(s)
Encéfalo , Estudios Cruzados , Fatiga Mental , Metilfenidato , Transmisión Sináptica , Humanos , Fatiga Mental/fisiopatología , Adulto , Adolescente , Adulto Joven , Encéfalo/fisiología , Encéfalo/metabolismo , Encéfalo/efectos de los fármacos , Transmisión Sináptica/efectos de los fármacos , Transmisión Sináptica/fisiología , Metilfenidato/farmacología , Masculino , Femenino , Reboxetina , Cognición/fisiología , Norepinefrina/metabolismo , Frecuencia Cardíaca/efectos de los fármacos , Frecuencia Cardíaca/fisiología , Atención/fisiología , Atención/efectos de los fármacos , Electroencefalografía , Dopamina/metabolismo
4.
Sci Rep ; 14(1): 22556, 2024 09 29.
Artículo en Inglés | MEDLINE | ID: mdl-39343963

RESUMEN

At present, researches on brain fatigue recognition are still in the stage of single task and simple brain region network features, while researches on high-order brain functional network features and brain region state mechanisms during fatigue in multi-task scenarios are still insufficient, making it difficult to meet the needs of fatigue recognition under complex conditions. Therefore, this study utilized functional near-infrared spectroscopy (fNIRS) technology to explore the correlation and differences in the low-order and high-order brain functional network attributes of three task induced mental fatigue, and to explore the brain regions that have a major impact on mental fatigue. Self-training algorithms were used to identify the three levels of brain fatigue. The results showed that during the fatigue development, the overall connection strength of the endothelial cell metabolic activity and neural activity frequency bands of the low-order brain functional network first decreased and then increased, while the myogenic activity and heart rate activity frequency bands showed the opposite pattern. Network topology analysis indicated that from no fatigue to mild fatigue, the clustering coefficient of endothelial cell metabolic activity and myogenic activity frequency bands significantly decreased, while the characteristic path length of myogenic activity significantly increased; when experiencing severe fatigue, the small-world attribute of the neural frequency band significantly weakened. However, each frequency band maintained its small-world attribute, reflecting the self-optimization and adaptability of the network during the fatigue process. During mild fatigue, neuronal activity bands' node degree, cluster coefficient, and efficiency rose in high-order brain networks, while low-order networks showed no significant changes. As fatigue progressed, the myogenic activity bands of high-order network properties dominated, but neural bands gained prominence in mild fatigue, approaching the level of myogenic bands in severe fatigue, indicating that brain fatigue orchestrated a shift from myogenic to neural dominance in frequency bands. In addition, during the process of fatigue, the four network attributes of the high-order network cluster composed of low-order nodes related to the prefrontal cortex region, left anterior motor region, motor assist region, and left frontal lobe eye movement region significantly increased, indicating that these brain regions had a significant impact on brain fatigue status. The accuracy of using both high-order and low-order features to identify fatigue levels reached 88.095%, indicating that the combined network features of both high-order and low-order fNIRS signals could effectively detect multi-level mental fatigue, providing innovative ideas for fatigue warning.


Asunto(s)
Encéfalo , Espectroscopía Infrarroja Corta , Humanos , Espectroscopía Infrarroja Corta/métodos , Encéfalo/fisiología , Masculino , Fatiga Mental/fisiopatología , Adulto , Red Nerviosa/fisiología , Adulto Joven , Femenino , Algoritmos , Mapeo Encefálico/métodos , Fatiga/fisiopatología
5.
Sensors (Basel) ; 24(18)2024 Sep 15.
Artículo en Inglés | MEDLINE | ID: mdl-39338736

RESUMEN

The popularity of online shopping in China has increased significantly, creating new development opportunities for the express delivery industry. However, the rapid expansion of the express industry has also created challenges in the parcel sorting process. The demanding nature of parcel sorting work, which is characterized by intense and prolonged repetitive tasks, makes individuals particularly vulnerable to the effects of fatigue. Fatigue is a complex condition that encompasses both physiological and psychological exhaustion. It often results in reduced energy levels and diminished functionality, significantly impacting an individual's performance at work and their overall well-being. This study aimed to investigate how physiological and psychological fatigue affects sorting efficiency and to identify appropriate rest periods that will allow employees to maintain their performance levels. The research involved fifteen participants who took part in a 60 min continuous sorting experiment and a similar experiment with scheduled breaks. During both trials, we collected data on participants' electromyography (EMG) and electrodermal activity (EDA), as well as subjective fatigue ratings (RPE). Signal features such as the median frequency (MF) of EMG and the skin conductance level (SCL) were analyzed to assess physiological and psychological fatigue, respectively. The results show that physiological fatigue mainly affects sorting efficiency in the first 30 min, while psychological fatigue becomes more influential in the following half-hour period. In addition, subjective fatigue levels during the first 30 min are primarily determined by psychological factors, while beyond that point, both physiological and psychological fatigue contribute to subjective fatigue. Rest periods of 415-460 s, based on EDA recovery times, effectively support sorting efficiency and participants' recovery. This study highlights the complex ways in which fatigue affects parcel sorting performance and provides valuable theoretical and practical insights for establishing labor quotas and optimizing work schedules in the parcel sorting industry.


Asunto(s)
Fatiga , Fatiga Mental , Humanos , Masculino , Adulto , Fatiga/fisiopatología , Fatiga/psicología , Femenino , Fatiga Mental/fisiopatología , Electromiografía , Adulto Joven , Respuesta Galvánica de la Piel/fisiología , Eficiencia/fisiología , Rendimiento Laboral
6.
Sci Rep ; 14(1): 18454, 2024 08 08.
Artículo en Inglés | MEDLINE | ID: mdl-39117672

RESUMEN

Mental fatigue during long-term motor imagery (MI) may affect intention recognition in MI applications. However, the current research lacks the monitoring of mental fatigue during MI and the definition of robust biomarkers. The present study aims to reveal the effects of mental fatigue on motor imagery recognition at the brain region level and explore biomarkers of mental fatigue. To achieve this, we recruited 10 healthy participants and asked them to complete a long-term motor imagery task involving both right- and left-handed movements. During the experiment, we recorded 32-channel EEG data and carried out a fatigue questionnaire for each participant. As a result, we found that mental fatigue significantly decreased the subjects' motor imagery recognition rate during MI. Additionally the theta power of frontal, central, parietal, and occipital clusters significantly increased after the presence of mental fatigue. Furthermore, the phase synchronization between the central cluster and the frontal and occipital lobes was significantly weakened. To summarize, the theta bands of frontal, central, and parieto-occipital clusters may serve as powerful biomarkers for monitoring mental fatigue during motor imagery. Additionally, changes in functional connectivity between the central cluster and the prefrontal and occipital lobes during motor imagery could be investigated as potential biomarkers.


Asunto(s)
Electroencefalografía , Imaginación , Fatiga Mental , Humanos , Fatiga Mental/fisiopatología , Masculino , Proyectos Piloto , Femenino , Imaginación/fisiología , Adulto , Adulto Joven , Encéfalo/fisiología , Movimiento/fisiología
7.
Psychiatry Res ; 340: 116113, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-39146616

RESUMEN

The main objective was to evaluate structural and functional connectivity correlates of fatigue in post-COVID syndrome, and to investigate the relationships with an objective measure of mental fatigue and with subjective cognitive complaints. One-hundred and twenty-nine patients were recruited after 14.79 ± 7.17 months. Patients were evaluated with fatigue, neuropsychological, and subjective cognitive complaints assessments. Structural and functional magnetic resonance imaging were acquired, and functional connectivity, white matter diffusivity and grey matter volume were evaluated. Fatigue was present in 86 % of patients, and was highly correlated to subjective cognitive complaints. Fatigue was associated with structural and functional connectivity mostly in frontal areas but also temporal, and cerebellar areas, showing mental fatigue different pattern of functional connectivity correlates compared to physical fatigue. White matter diffusivity correlates were similar in fatigue and subjective cognitive complaints, located in the forceps minor, anterior corona radiata and anterior cingulum. Findings confirm that fatigue in post-COVID syndrome is related to cerebral connectivity patterns, evidencing its brain substrates. Moreover, results highlight the relationship between fatigue and subjective cognitive complaints. These findings point out the relevance of the multidisciplinary assessment of post-COVID syndrome patients with subjective cognitive complaints, in order to unravel the symptomatology beneath the patient's complaints.


Asunto(s)
COVID-19 , Fatiga , Imagen por Resonancia Magnética , Síndrome Post Agudo de COVID-19 , Humanos , Femenino , Masculino , Persona de Mediana Edad , COVID-19/complicaciones , COVID-19/psicología , Fatiga/fisiopatología , Fatiga/diagnóstico por imagen , Adulto , Sustancia Blanca/diagnóstico por imagen , Sustancia Blanca/patología , Encéfalo/diagnóstico por imagen , Encéfalo/fisiopatología , Disfunción Cognitiva/diagnóstico por imagen , Disfunción Cognitiva/fisiopatología , Disfunción Cognitiva/etiología , Cognición/fisiología , Anciano , Sustancia Gris/diagnóstico por imagen , Sustancia Gris/patología , Sustancia Gris/fisiopatología , Pruebas Neuropsicológicas , Fatiga Mental/diagnóstico por imagen , Fatiga Mental/fisiopatología
8.
Int J Sports Physiol Perform ; 19(10): 1158-1166, 2024 Oct 01.
Artículo en Inglés | MEDLINE | ID: mdl-39122241

RESUMEN

The literature describing the effects of mental fatigue (MF) has grown tremendously. This is accompanied by identification of a host of performance-determining parameters affected by MF. MF results from prolonged cognitive effort and predominantly affects physical, technical, tactical, and perceptual-cognitive dimensions of sport, while physiological parameters (eg, heart rate, lactate) and physical aspects of maximal and supramaximal efforts are predominantly unaffected. The aim of this paper was to provide an overview of the parameters described in the literature as influenced by MF. By identifying the different parameters, we not only see how they affect the performance of athletes but also raise concerns about the potentially increased injury risk due to MF. Preliminary evidence suggests that subsequent disturbances in balance, motor skills, and decision-making processes could potentially increase the vulnerability to injury. An abundance of lab-based studies looked into the effects of MF on performance; however, many questions remain about the mechanisms of origin and neurophysiological causes of MF, and only small steps have been taken to translate this knowledge into practice. Thus, there is a need for more research into the underlying mechanisms of MF and the role of the brain, as well as more applied research with a high ecological validity that also takes into account the potential increased risk of injury due to MF.


Asunto(s)
Traumatismos en Atletas , Rendimiento Atlético , Fatiga Mental , Humanos , Fatiga Mental/fisiopatología , Rendimiento Atlético/fisiología , Rendimiento Atlético/psicología , Traumatismos en Atletas/psicología , Traumatismos en Atletas/fisiopatología , Factores de Riesgo , Destreza Motora/fisiología , Toma de Decisiones
9.
Mult Scler Relat Disord ; 90: 105807, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-39128163

RESUMEN

BACKGROUND: Fatigue stands out as a prevalent and debilitating symptom in both Multiple Sclerosis (MS) and the aging population. Traditional methods for measuring perceived fatigue may not adequately account for individual activity differences, leading to varied prevalence rates. Perceived fatigability anchors fatigue to specific activities with predetermined intensity and duration, thereby mitigating self-pacing bias. Despite its potential, perceived fatigability is poorly understood in older adults, particularly those with neurological conditions, including MS. This study thus aimed to (1) investigate whether, among older adults, MS was associated with worse perceived physical and mental fatigability; (2) evaluate whether, among older adults with MS (OAMS), greater patient-reported disease-related disability was associated with worse perceived physical and mental fatigability. METHODS: Participants were 96 older adults with a physician-confirmed diagnosis of MS (mean age: 64.6 ± 4.2) and 110 healthy controls (mean age: 68.2 ± 7.2), all confirmed to be dementia-free through established case conference procedures. Physical and mental fatigability were measured using the Pittsburgh Fatigability Scale, a 10-item questionnaire (score range: 0 to 50) designed to assess fatigue levels that individuals expect to feel after engaging in a range of typical activities for older adults. MS disease-related disability was assessed with the Patient Determined Disease Steps scale, which ranges from 0 (normal) to 8 (bedridden), with scores ≥ 2 indicating worse MS-related disability after a median split. Separate linear regression models were performed to investigate associations between group status (MS vs. Control) as the predictor and perceived physical and mental fatigability scores as the outcome variables. Within the MS group, additional linear regression models were performed to explore the relationship between disease-related disability and fatigability levels. All models adjusted for age, sex, race, education, global health, general cognitive function, and depressive symptoms levels. RESULTS: The fully adjusted models yielded the following key findings: OAMS reported significantly higher levels of perceived physical fatigability (M = 25.11 ± 9.67) compared to controls (M = 17.95 ± 8.35) (p = 0.003). Similarly, the perceived mental fatigability in OAMS (M = 16.82 ± 11.79) was significantly greater than that in controls (M = 9.15 ± 7.12) (p = 0.003). Within the MS group, individuals with greater disease-related disability reported significantly greater levels of both physical (M = 30.13 ± 7.71 vs. 18.67 ± 8.00, p < 0.001) and mental fatigability (M = 20.31 ± 12.18 vs. 12.33 ± 9.69, p = 0.009) compared to those with lower MS-related disability. Of note, the significance of these findings persisted in models that adjusted for depressive symptoms. CONCLUSION: Our study provides compelling evidence that OAMS exhibit significantly higher perceived physical and mental fatigability compared to healthy controls. Additionally, worse MS-related disability correlates with worse physical and mental fatigability. These results persist after adjusting for confounders including depressive symptoms. Our findings underscore the necessity of holistic management strategies that cater to both physical and psychological aspects of MS, laying a foundation for future studies to uncover the pathophysiological mechanisms of fatigability in older adults with and without MS.


Asunto(s)
Fatiga , Fatiga Mental , Esclerosis Múltiple , Humanos , Femenino , Masculino , Esclerosis Múltiple/fisiopatología , Esclerosis Múltiple/complicaciones , Anciano , Persona de Mediana Edad , Fatiga/fisiopatología , Fatiga/etiología , Fatiga Mental/fisiopatología , Fatiga Mental/etiología , Envejecimiento/fisiología
10.
Psychol Sport Exerc ; 75: 102720, 2024 Nov.
Artículo en Inglés | MEDLINE | ID: mdl-39181418

RESUMEN

BACKGROUND: Mental fatigue, elicited by cognitive demands, can impair sport and exercise performance. The effects of isolated mental fatigue on performance are well documented but few studies have explored the effects of combined mental and physical fatigue on skilled motor and endurance exercise performance. OBJECTIVE: This study explored the effects of isolated mental, isolated physical, and combined (mental plus physical) fatigue on skill and exercise task performance. METHOD: 164 athletes were randomly assigned to 1 of 4 groups: mental fatigue, physical fatigue, combined fatigue, control (no fatigue). Mental fatigue was induced by a 15-min time-load dual-back cognitive task. Physical fatigue was induced by a 90-s burpee exercise task. Next, all participants completed a throwing skill task and performed burpee exercises to failure. Objective (brief Psychomotor Vigilance Task, PVT-B) and subjective (self-report) measures of mental fatigue and Ratings of Perceived Exertion were obtained throughout. RESULTS: The mental fatigue and combined fatigue groups performed the worst on both the throwing and burpee tasks compared with the physical fatigue and control groups. The former reported higher mental fatigue throughout and had worse response accuracy and variation on the end-of-session PVT-B task. The combined fatigue group performed better than the mental fatigue group on the throwing and burpee tasks. CONCLUSION: A demanding cognitive task induced a state of mental fatigue and impaired skill and endurance performance. Mental fatigue alone was more detrimental than combined fatigue to skill and endurance performance, suggesting that the physical activity manipulation reduced the negative effects of mental fatigue on performance.


Asunto(s)
Fatiga , Fatiga Mental , Destreza Motora , Resistencia Física , Humanos , Fatiga Mental/fisiopatología , Masculino , Resistencia Física/fisiología , Femenino , Destreza Motora/fisiología , Adulto Joven , Fatiga/fisiopatología , Fatiga/psicología , Rendimiento Atlético/fisiología , Rendimiento Atlético/psicología , Adulto , Desempeño Psicomotor/fisiología , Ejercicio Físico/fisiología , Ejercicio Físico/psicología
11.
J Sports Sci ; 42(14): 1355-1366, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-39158157

RESUMEN

The current study examined whether meditation experience is associated with changes in endurance performance and inhibitory control-relevant neurocognitive functions caused by mental fatigue. Twenty-four athletes with meditation experience (AME) and twenty-five athletes without meditation experience (AWME) underwent a 30-min incongruent Stroop test in mental fatigue condition (MF) and a 30-min congruent Stroop test in control condition (CON) in a randomised-counterbalanced order. Inhibitory control-relevant neurocognitive functions were assessed using Flanker task and event-related potentials, followed by an endurance task using the Bruce treadmill protocol. Visual analogue scale was used to evaluate perceived mental fatigue (VAS-MF) before (T1), after Stroop test (T2) and after Flanker task (T3), and VAS for motivation (VAS-M) was used to evaluate motivation in Flanker task and endurance task. Results indicated that, compared to the CON, AWME in the MF exhibited overall lower accuracy, smaller incongruent N2 amplitude of the Flanker task (ps < .05), and shorter time to exhaustion (TTE) of the endurance task (p < .001), whereas AME did not exhibited difference in these outcomes between the conditions. Along with athletes in the MF reported lower VAS-M in endurance task. These findings suggest the benefits of meditation experience in mitigating the negative effects of mental fatigue.


Asunto(s)
Cognición , Meditación , Fatiga Mental , Motivación , Resistencia Física , Test de Stroop , Humanos , Fatiga Mental/fisiopatología , Resistencia Física/fisiología , Masculino , Adulto Joven , Femenino , Cognición/fisiología , Potenciales Evocados/fisiología , Rendimiento Atlético/fisiología , Rendimiento Atlético/psicología , Adulto , Atletas/psicología , Inhibición Psicológica
12.
PLoS One ; 19(8): e0307739, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-39146351

RESUMEN

The goal of the current research was to establish the impact of mental fatigue on the contributions of explicit (i.e., conscious strategy) and implicit (unconscious) processes to visuomotor adaptation. Participants were divided into two groups, a Mental Fatigue (MF) group who completed a cognitively demanding 32-minute time load dual back task (TLDB), and a Control group who watched a documentary for a similar length of time. Following the TLDB task or documentary watching, participants trained to reach with a visuomotor distortion, such that cursor feedback was rotated 40º clockwise relative to hand motion. Explicit and implicit contributions to visuomotor adaptation were assessed following 3 blocks of 45 rotated reach training trials and again following a 20-minute rest. Levels of mental fatigue, as indicated on a self-report scale, increased significantly for the MF group following the TLDB task. The Control group did not display a similar increase in mental fatigue following the documentary watching. Results then revealed a decrease in visuomotor adaptation early in training for the MF group compared to the Control group, as well as decreased retention of visuomotor adaptation immediately following the 20-minute rest. Furthermore, correlational analyses revealed that greater levels of mental fatigue reported by participants in the MF group were associated with less explicit adaptation and greater implicit adaptation. Similar trends were not observed for the Control group. Taken together, the decreased visuomotor adaptation observed early in training, as well as the moderate correlation between increased mental fatigue and decreased explicit adaptation, suggest that mental fatigue decreases one's ability to engage in explicit processing, limiting the overall extent of initial visuomotor adaptation achieved.


Asunto(s)
Adaptación Fisiológica , Fatiga Mental , Desempeño Psicomotor , Humanos , Fatiga Mental/fisiopatología , Masculino , Femenino , Adaptación Fisiológica/fisiología , Desempeño Psicomotor/fisiología , Adulto , Adulto Joven
13.
Technol Health Care ; 32(5): 3409-3422, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-39031407

RESUMEN

BACKGROUND: Mental fatigue has become a non-negligible health problem in modern life, as well as one of the important causes of social transportation, production and life accidents. OBJECTIVE: Fatigue detection based on traditional machine learning requires manual and tedious feature extraction and feature selection engineering, which is inefficient, poor in real-time, and the recognition accuracy needs to be improved. In order to recognize daily mental fatigue level more accurately and in real time, this paper proposes a mental fatigue recognition model based on 1D Convolutional Neural Network (1D-CNN), which inputs 1D raw ECG sequences of 5 s duration into the model, and can directly output the predicted fatigue level labels. METHODS: The fatigue dataset was constructed by collecting the ECG signals of 22 subjects at three time periods: 9:00-11:00 a.m., 14:00-16:00 p.m., and 19:00-21:00 p.m., and then inputted into the 19-layer 1D-CNN model constructed in the present study for the classification of mental fatigue in three grades. RESULTS: The results showed that the model was able to recognize the fatigue levels effectively, and its accuracy, precision, recall, and F1 score reached 98.44%, 98.47%, 98.41%, and 98.44%, respectively. CONCLUSION: This study further improves the accuracy and real-time performance of recognizing multi-level mental fatigue based on electrocardiography, and provides theoretical support for real-time fatigue monitoring in daily life.


Asunto(s)
Electrocardiografía , Fatiga Mental , Redes Neurales de la Computación , Humanos , Electrocardiografía/métodos , Fatiga Mental/fisiopatología , Fatiga Mental/diagnóstico , Masculino , Adulto , Femenino , Aprendizaje Automático
14.
Medicina (Kaunas) ; 60(7)2024 Jun 28.
Artículo en Inglés | MEDLINE | ID: mdl-39064498

RESUMEN

Background and Objectives: This study focused on the impact of mental fatigue induced by motor imagery on upper limb function, an area with limited research compared to lower limb performance. It aimed to explore how diaphragmatic breathing exercises influence these effects. Materials and Methods: This study included 30 participants, and Group 1 participated in 12 sessions of diaphragmatic breathing exercises under the supervision of a physiotherapist; Group 2 did not receive any intervention. For all the participants, mental fatigue was induced with motor imagery before and after the intervention, and evaluations were performed before and after mental fatigue. Upper extremity functions were evaluated using isometric elbow flexion strength, hand grip strength, upper extremity reaction time and endurance, finger reaction time, the nine-hole peg test, shoulder position sense, light touch-pressure threshold, and two-point discrimination. Results: The study results showed that after mental fatigue, there was a decrease in isometric elbow flexion strength, nondominant hand grip strength, and nondominant upper extremity endurance, and an increase in nondominant tactile sensation (p < 0.05). No changes were found in two-point discrimination, nine-hole peg test time, and position sense on either side (p > 0.05). The effect of mental fatigue on isometric elbow flexion strength and nondominant grip strength showed significant improvement following diaphragmatic breathing exercises (p < 0.05). Conclusions: This study found that mental fatigue from motor imagery can impact elbow flexion, hand grip strength, upper extremity endurance, and tactile sensitivity. Breathing exercises may help improve strength parameters affected by mental fatigue. It is crucial to consider these effects on upper extremity functions in rehabilitation programs.


Asunto(s)
Ejercicios Respiratorios , Fatiga Mental , Extremidad Superior , Humanos , Masculino , Femenino , Extremidad Superior/fisiología , Extremidad Superior/fisiopatología , Ejercicios Respiratorios/métodos , Adulto , Fatiga Mental/fisiopatología , Imágenes en Psicoterapia/métodos , Fuerza de la Mano/fisiología , Método Simple Ciego
15.
PLoS One ; 19(6): e0303211, 2024.
Artículo en Inglés | MEDLINE | ID: mdl-38837991

RESUMEN

INTRODUCTION: Mental fatigue is an early and enduring symptom in persons with autoimmune disease particularly multiple sclerosis (MS). Neuromodulation has emerged as a potential treatment although optimal cortical targets have yet to be determined. We aimed to examine cortical hemodynamic responses within bilateral dorsolateral prefrontal cortex (dlPFC) and frontopolar areas during single and dual cognitive tasks in persons with MS-related fatigue compared to matched controls. METHODS: We recruited persons (15 MS and 12 age- and sex-matched controls) who did not have physical or cognitive impairment and were free from depressive symptoms. Functional near infrared spectroscopy (fNIRS) registered hemodynamic responses during the tasks. We calculated oxyhemoglobin peak, time-to-peak, coherence between channels (a potential marker of neurovascular coupling) and functional connectivity (z-score). RESULTS: In MS, dlPFC demonstrated disrupted hemodynamic coherence during both single and dual tasks, as evidenced by non-significant and negative correlations between fNIRS channels. In MS, reduced coherence occurred in left dorsolateral PFC during the single task but occurred bilaterally as the task became more challenging. Functional connectivity was lower during dual compared to single tasks in the right dorsolateral PFC in both groups. Lower z-score was related to greater feelings of fatigue. Peak and time-to-peak hemodynamic response did not differ between groups or tasks. CONCLUSIONS: Hemodynamic responses were inconsistent and disrupted in people with MS experiencing mental fatigue, which worsened as the task became more challenging. Our findings point to dlPFC, but not frontopolar areas, as a potential target for neuromodulation to treat cognitive fatigue.


Asunto(s)
Cognición , Corteza Prefontal Dorsolateral , Hemodinámica , Esclerosis Múltiple , Espectroscopía Infrarroja Corta , Humanos , Femenino , Masculino , Adulto , Esclerosis Múltiple/fisiopatología , Esclerosis Múltiple/complicaciones , Corteza Prefontal Dorsolateral/fisiopatología , Corteza Prefontal Dorsolateral/diagnóstico por imagen , Cognición/fisiología , Persona de Mediana Edad , Fatiga/fisiopatología , Estudios de Casos y Controles , Fatiga Mental/fisiopatología , Corteza Prefrontal/fisiopatología , Corteza Prefrontal/diagnóstico por imagen
16.
J Neuroeng Rehabil ; 21(1): 94, 2024 06 05.
Artículo en Inglés | MEDLINE | ID: mdl-38840208

RESUMEN

BACKGROUND: Many individuals with neurodegenerative (NDD) and immune-mediated inflammatory disorders (IMID) experience debilitating fatigue. Currently, assessments of fatigue rely on patient reported outcomes (PROs), which are subjective and prone to recall biases. Wearable devices, however, provide objective and reliable estimates of gait, an essential component of health, and may present objective evidence of fatigue. This study explored the relationships between gait characteristics derived from an inertial measurement unit (IMU) and patient-reported fatigue in the IDEA-FAST feasibility study. METHODS: Participants with IMIDs and NDDs (Parkinson's disease (PD), Huntington's disease (HD), rheumatoid arthritis (RA), systemic lupus erythematosus (SLE), primary Sjogren's syndrome (PSS), and inflammatory bowel disease (IBD)) wore a lower-back IMU continuously for up to 10 days at home. Concurrently, participants completed PROs (physical fatigue (PF) and mental fatigue (MF)) up to four times a day. Macro (volume, variability, pattern, and acceleration vector magnitude) and micro (pace, rhythm, variability, asymmetry, and postural control) gait characteristics were extracted from the accelerometer data. The associations of these measures with the PROs were evaluated using a generalised linear mixed-effects model (GLMM) and binary classification with machine learning. RESULTS: Data were recorded from 72 participants: PD = 13, HD = 9, RA = 12, SLE = 9, PSS = 14, IBD = 15. For the GLMM, the variability of the non-walking bouts length (in seconds) with PF returned the highest conditional R2, 0.165, and with MF the highest marginal R2, 0.0018. For the machine learning classifiers, the highest accuracy of the current analysis was returned by the micro gait characteristics with an intrasubject cross validation method and MF as 56.90% (precision = 43.9%, recall = 51.4%). Overall, the acceleration vector magnitude, bout length variation, postural control, and gait rhythm were the most interesting characteristics for future analysis. CONCLUSIONS: Counterintuitively, the outcomes indicate that there is a weak relationship between typical gait measures and abnormal fatigue. However, factors such as the COVID-19 pandemic may have impacted gait behaviours. Therefore, further investigations with a larger cohort are required to fully understand the relationship between gait and abnormal fatigue.


Asunto(s)
Fatiga , Estudios de Factibilidad , Marcha , Fatiga Mental , Enfermedades Neurodegenerativas , Caminata , Humanos , Masculino , Femenino , Persona de Mediana Edad , Fatiga/diagnóstico , Fatiga/fisiopatología , Fatiga/etiología , Caminata/fisiología , Anciano , Fatiga Mental/fisiopatología , Fatiga Mental/diagnóstico , Enfermedades Neurodegenerativas/complicaciones , Enfermedades Neurodegenerativas/fisiopatología , Enfermedades Neurodegenerativas/diagnóstico , Marcha/fisiología , Dispositivos Electrónicos Vestibles , Enfermedades del Sistema Inmune/complicaciones , Enfermedades del Sistema Inmune/diagnóstico , Adulto , Acelerometría/instrumentación , Acelerometría/métodos
17.
Psychophysiology ; 61(10): e14634, 2024 Oct.
Artículo en Inglés | MEDLINE | ID: mdl-38943231

RESUMEN

This study investigated the role of arousal and effort costs in the cognitive benefits of alternating between sitting and standing postures using a sit-stand desk, while measuring executive functions, self-reports, physiology, and neural activity in a 2-h laboratory session aimed to induce mental fatigue. Two sessions were conducted with a one-week gap, during which participants alternated between sitting and standing postures each 20-min block in one session and remained seated in the other. In each block, inhibition, switching, and updating were assessed. We examined effects of time-on-task, acute (local) effects of standing versus sitting posture, and cumulative (global) effects of a standing posture that generalize to the subsequent block in which participants sit. Results (N = 43) confirmed that time-on-task increased mental fatigue and decreased arousal. Standing (versus sitting) led to acute increases in arousal levels, including self-reports, alpha oscillations, and cardiac responses. Standing also decreased physiological and perceived effort costs. Standing enhanced processing speed in the flanker task, attributable to shortened nondecision time and speeded evidence accumulation processes. No significant effects were observed on higher-level executive functions. Alternating postures also increased heart rate variability cumulatively over time. Exploratory mediation analyses indicated that the positive impact of acute posture on enhanced drift rate was mediated by self-reported arousal, whereas decreased nondecision time was mediated by reductions in alpha power. In conclusion, alternating between sitting and standing postures can enhance arousal, decrease effort costs, and improve specific cognitive and physiological outcomes.


Asunto(s)
Nivel de Alerta , Función Ejecutiva , Postura , Humanos , Nivel de Alerta/fisiología , Masculino , Femenino , Adulto Joven , Función Ejecutiva/fisiología , Adulto , Postura/fisiología , Posición de Pie , Frecuencia Cardíaca/fisiología , Fatiga Mental/fisiopatología , Desempeño Psicomotor/fisiología , Cognición/fisiología , Sedestación , Electroencefalografía
18.
Sensors (Basel) ; 24(12)2024 Jun 16.
Artículo en Inglés | MEDLINE | ID: mdl-38931678

RESUMEN

Mental fatigue during driving poses significant risks to road safety, necessitating accurate assessment methods to mitigate potential hazards. This study explores the impact of individual variability in brain networks on driving fatigue assessment, hypothesizing that subject-specific connectivity patterns play a pivotal role in understanding fatigue dynamics. By conducting a linear regression analysis of subject-specific brain networks in different frequency bands, this research aims to elucidate the relationships between frequency-specific connectivity patterns and driving fatigue. As such, an EEG sustained driving simulation experiment was carried out, estimating individuals' brain networks using the Phase Lag Index (PLI) to capture shared connectivity patterns. The results unveiled notable variability in connectivity patterns across frequency bands, with the alpha band exhibiting heightened sensitivity to driving fatigue. Individualized connectivity analysis underscored the complexity of fatigue assessment and the potential for personalized approaches. These findings emphasize the importance of subject-specific brain networks in comprehending fatigue dynamics, while providing sensor space minimization, advocating for the development of efficient mobile sensor applications for real-time fatigue detection in driving scenarios.


Asunto(s)
Conducción de Automóvil , Encéfalo , Electroencefalografía , Humanos , Encéfalo/fisiología , Masculino , Adulto , Electroencefalografía/métodos , Femenino , Fatiga Mental/fisiopatología , Fatiga/fisiopatología , Adulto Joven , Red Nerviosa/fisiología
19.
Exp Brain Res ; 242(7): 1807-1819, 2024 Jul.
Artículo en Inglés | MEDLINE | ID: mdl-38839618

RESUMEN

Mental fatigue (MF) and hypoxia impair cognitive performance through changes in brain hemodynamics. We want to elucidate the role of prefrontal cortex (PFC)-oxygenation in MF. Twelve participants (22.9 ± 3.5 years) completed four experimental trials, (1) MF in (normobaric) hypoxia (MF_HYP) (3.800 m; 13.5%O2), (2) MF in normoxia (MF_NOR) (98 m; 21.0%O2), (3) Control task in HYP (CON_HYP), (4) Control in NOR (CON_NOR). Participants performed a 2-back task, Digit Symbol Substitution test and Psychomotor Vigilance task before and after a 60-min Stroop task or an emotionally neutral documentary. Brain oxygenation was measured through functional Near Infrared Spectroscopy. Subjective feelings of MF and physiological measures (heart rate, oxygen saturation, blood glucose and hemoglobin) were recorded. The Stroop task resulted in increased subjective feelings of MF compared to watching the documentary. 2-back accuracy was lower post task compared to pre task in MF_NOR and CON_NOR, while no differences were found in the other cognitive tasks. The fraction of inspired oxygen did not impact feelings of MF. Although performing the Stroop resulted in higher subjective feelings of MF, hypoxia had no effect on the severity of self-reported MF. Additionally, this study could not provide evidence for a role of oxygenation of the PFC in the build-up of MF.


Asunto(s)
Hipoxia , Fatiga Mental , Corteza Prefrontal , Espectroscopía Infrarroja Corta , Humanos , Corteza Prefrontal/metabolismo , Corteza Prefrontal/fisiología , Masculino , Adulto , Adulto Joven , Femenino , Hipoxia/fisiopatología , Hipoxia/metabolismo , Fatiga Mental/fisiopatología , Fatiga Mental/metabolismo , Desempeño Psicomotor/fisiología , Test de Stroop , Oxígeno/sangre , Oxígeno/metabolismo , Frecuencia Cardíaca/fisiología , Pruebas Neuropsicológicas
20.
Psychol Sport Exerc ; 74: 102687, 2024 09.
Artículo en Inglés | MEDLINE | ID: mdl-38897333

RESUMEN

Mental fatigue has been highly cited as having a negative impact on endurance performance. Few, however, have investigated whether different types of mental fatigue, namely active and passive fatigue, might affect endurance performance differently. This study used a repeated-measures design where 11 participants completed a 3 km run after three 32-min conditions: an actively fatiguing task (Task-load Dual-back; TloadDback); a passively fatiguing task (Mackworth Clock); and a control task (Documentary). Subjective ratings and performance on a second task (Flanker task) were taken before and after the 32-min tasks, while ratings of perceived effort, motivation and workload were taken during the 3 km run. Results showed that both fatigue conditions were mentally fatiguing, with the TloadDback rated as more demanding and the Mackworth Clock more boring and less motivating. Performance on subsequent tasks showed different effects: the TloadDback condition had the slowest responses on the post-test Flanker task, while the Mackworth Clock condition had the slowest completion time on the 3 km run, though this difference in completion times was non-significant. These results suggest that different cognitive tasks lead to different types of mental fatigue, which can lead to different outcomes on subsequent cognitive tasks but non-significant differences on subsequent physical tasks. This study highlights that to understand the influence of mental fatigue on physical performance, it is important to understand the cognitive tasks used and how different cognitive and physical tasks interact. Future work should examine whether performance outcomes in other areas commonly affected by mental fatigue, like technical and tactical sporting skills, are affected differently by active and passive fatigue.


Asunto(s)
Rendimiento Atlético , Fatiga Mental , Motivación , Carrera , Humanos , Fatiga Mental/fisiopatología , Fatiga Mental/psicología , Carrera/psicología , Carrera/fisiología , Masculino , Adulto , Rendimiento Atlético/fisiología , Rendimiento Atlético/psicología , Femenino , Adulto Joven , Tedio , Resistencia Física/fisiología
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