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Joseph SD, Russell S, Halson SL, Johnston RD, Timmins RG, Murray NB, Griffith S, Cormack SJ. Changes in mental fatigue across preparation and competition periods in elite male Australian football players. J Sports Sci 2025; 43:1175-1184. [PMID: 40214012 DOI: 10.1080/02640414.2025.2489874] [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: 12/10/2024] [Accepted: 03/29/2025] [Indexed: 04/24/2025]
Abstract
This study aimed to measure perceived mental fatigue (MF) across a season in elite male Australian Football (AF) athletes and identify if physical fatigue (PF) or sleep quality (SQ) are associated with perceived MF. Twenty-four elite male AF athletes (25.2 ± 4.4y) rated their MF and PF on visual analogue scales and SQ on a Likert scale each training day of a 38-week season, defined into 7 periods. Linear mixed models determined differences in MF between periods, along with potential relationships of PF and SQ on MF. Repeated measures correlations determined shared variance between MF, PF and SQ. MF was significantly higher Pre-Christmas (baseline) compared to Early In-Season (p < 0.001), Early-Mid In-Season, Late-Mid In-Season and Late In-Season (all p < 0.01). Small effect sizes were observed between Pre-Christmas and Transition, Early In-Season, Early-Mid In-Season, Late-Mid In-Season and Late In-Season MF. Significant interactions were noted between MF and PF (p < 0.001) and MF and SQ (p < 0.01). A positive relationship between MF and PF (r = 0.55, p < 0.001) and inverse relationship between MF and SQ (r=-0.17, p < 0.001) were observed. Perceived MF was highest at the beginning of preparation phase of the season, while increased PF and decreased perceived SQ related to increased perceived MF in elite AF athletes.
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Affiliation(s)
- Sam D Joseph
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
- High Performance Department, Melbourne Football Club, Melbourne, Australia
| | - Suzanna Russell
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
- Performance Services, Australian Institute of Sport, Canberra, Australia
- Sport Performance Innovation and Knowledge Excellence (SPIKE), Queensland Academy of Sport, Brisbane, Australia
| | - Shona L Halson
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
| | - Rich D Johnston
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
- Carnegie Applied Rugby Research (CARR) Centre, Institute of Sport, Physical Activity and Leisure, Leeds Beckett University, Leeds, UK
| | - Ryan G Timmins
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
| | - Nick B Murray
- High Performance Department, Melbourne Football Club, Melbourne, Australia
| | - Selwyn Griffith
- High Performance Department, Melbourne Football Club, Melbourne, Australia
| | - Stuart J Cormack
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
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Gemmerich R, Müller O, Schaller A. The application of fNIRS in studies on occupational workload: a systematic review. Front Public Health 2025; 13:1560605. [PMID: 40331113 PMCID: PMC12053328 DOI: 10.3389/fpubh.2025.1560605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/14/2025] [Accepted: 03/27/2025] [Indexed: 05/08/2025] Open
Abstract
Background Occupational workload can contribute to significant health problems such as chronic stress, fatigue and burnout. To investigate the underlying mechanisms, it is necessary to monitor brain activity in real work environments. Functional near-infrared spectroscopy (fNIRS) is a portable, non-invasive neuroimaging method that captures neural correlates of occupational workload under natural conditions. However, despite its increasing application, a comprehensive overview of fNIRS-based research in this field is lacking. Therefore, this systematic review examines how fNIRS can be utilized to investigate occupational workload. Methods Following PRISMA 2020 guidelines, we conducted our systematic review by searching Web of Science, PubMed, and Scopus between November 15, 2023 and March 20, 2025. We included all studies published in English or German at any date, as long as they examined healthy adult professionals performing occupational tasks with functional near-infrared spectroscopy (fNIRS). Extracted data included study characteristics, workload details, signal processing methods, main fNIRS findings, and study quality, assessed using the JBI Critical Appraisal Tool. Results We included 41 studies. Of these, 23 reported a significant increase in oxygenated hemoglobin (HbO) concentration and functional connectivity in the prefrontal cortex (PFC) under higher occupational workload conditions. Only five studies examined typical office tasks. Nine studies analyzed differences in cortical activation between experts and novices, with experts showing increased HbO concentration in the PFC than novices. Regarding methodology, 26 studies used standardized optode placements, while only 17 applied systemic and extracerebral artifact correction. Small sample sizes and the absence of randomized controlled trials limited the reliability and reproducibility of the findings. Conclusion Functional near-infrared spectroscopy effectively detects neural correlates of occupational workload and provides objective insights into cognitive demands in real-world work settings. Standardizing optode placement, harmonizing signal-processing methods, and increasing sample sizes would enhance the validity and comparability of future research. Expanding investigations to typical office environments is also crucial for understanding daily workload and for developing interventions that promote employee well-being and productivity. Overall, fNIRS represents a promising tool for establishing evidence-based workplace health promotion strategies across diverse occupational settings.
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Affiliation(s)
- Robin Gemmerich
- Department of Workplace Health Promotion and Prevention, University of the Bundeswehr Munich, Neubiberg, Germany
| | | | - Andrea Schaller
- Department of Workplace Health Promotion and Prevention, University of the Bundeswehr Munich, Neubiberg, Germany
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Joseph SD, Russell S, Halson SL, Johnston RD, Timmins RG, Murray NB, Griffith S, Cormack SJ. Mental fatigue, skill performance and activity profile in elite male Australian Football match play. J Sports Sci 2025:1-11. [PMID: 40214014 DOI: 10.1080/02640414.2025.2489883] [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: 01/13/2025] [Accepted: 03/29/2025] [Indexed: 04/24/2025]
Abstract
The aim of this study was to identify relationships between mental fatigue (MF), match activity profile and skill execution in elite Australian Football (AF) match play. Thirty-nine elite male AF athletes (24.6 ± 4.5y) rated their MFs on a visual analogue scale on each training day of a 25 week, 23 match seasons. Match activity profile was measured by global navigation satellite system (GNSS) and match statistics measured by official Australian Football League (AFL) statistics in 23 AFL matches. Match statistics were coded based on an offensive or defensive skill and association with positive or negative outcomes. Linear mixed models were used to determine relationships between weekly median MF, measures of match activity profile and match statistics. Increased MF was significantly associated with decreased match running intensity, low velocity running intensity and PlayerLoad™ intensity (all p < 0.001). Increased MF was associated with increased handballs per match (p = 0.02), but no other individual skill measure. There was no impact of MF on positive or negative skill outcome, nor offensive or defensive skill types. Increased subjective MF during a week modifies activity profile but not skill performance in elite AF match-play.
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Affiliation(s)
- Sam D Joseph
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
- High Performance Department, Melbourne Football Club, Melbourne, Australia
| | - Suzanna Russell
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
- Performance Services, Australian Institute of Sport, Canberra, Australia
- Sport Performance Innovation and Knowledge Excellence (SPIKE), Queensland Academy of Sport, Brisbane, Australia
| | - Shona L Halson
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
| | - Rich D Johnston
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
- Carnegie Applied Rugby Research (CARR) Centre, Institute of Sport, Physical Activity and Leisure, Leeds Beckett University, Leeds, UK
| | - Ryan G Timmins
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
| | - Nick B Murray
- High Performance Department, Melbourne Football Club, Melbourne, Australia
| | - Selwyn Griffith
- High Performance Department, Melbourne Football Club, Melbourne, Australia
| | - Stuart J Cormack
- School of Behavioural and Health Sciences, Australian Catholic University, Brisbane, Australia
- Sports Performance, Recovery, Injury and New Technologies Research Centre (SPRINT), Australian Catholic University, Brisbane, Australia
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Goodman SPJ, Collins B, Shorter K, Moreland AT, Papic C, Hamlin AS, Kassman B, Marino FE. Approaches to inducing mental fatigue: A systematic review and meta-analysis of (neuro)physiologic indices. Behav Res Methods 2025; 57:102. [PMID: 40011311 PMCID: PMC11865143 DOI: 10.3758/s13428-025-02620-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/26/2025] [Indexed: 02/28/2025]
Abstract
Mental fatigue is a transient psychophysiological state characterized by impaired cognition and behavior across a range of dynamic contexts. Despite increasing interest in this phenomenon, its (neuro)physiologic representations remain unclear. This systematic review aimed to quantify the range of (neuro)physiologic outcomes and methodologies used to investigate mental fatigue in laboratory-based settings. Across the 72 studies meeting our inclusion criteria, we identified 30 unique physiologic, four visual outcomes, and the application of several neuroimaging techniques investigating neuronal function. Mental fatigue increased heart rate, systolic and diastolic blood pressure, mean arterial pressure, low frequency, and root mean square of successive differences (RMSSD), and reduced standard deviation of normal-to-normal intervals (SDNN) (all P ≤ 0.04) when compared with controls. Applying electroencephalography to investigate delta, theta, and alpha bandwidths may provide useful insights into this phenomenon, and functional near-infra-red spectroscopy to right-lateralized frontoparietal regions would be helpful to investigate cortical activity change in response to mental fatigue. More data are needed across a range of methodological contexts in order to further determine the (neuro)physiological manifestations of mental fatigue. However, this review provides direction to researchers and will assist them in navigating and considering the range of options available.
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Affiliation(s)
- Stephen P J Goodman
- School of Science and Technology, University of New England, Armidale, New South Wales, Australia.
| | - Blake Collins
- Holsworth Research Initiative, La Trobe Rural Health School, La Trobe University, Bendigo, Australia
| | - Kathleen Shorter
- School of Science and Technology, University of New England, Armidale, New South Wales, Australia
- School of Health Sciences, Swinburne University of Technology, Melbourne, Victoria, Australia
| | | | - Christopher Papic
- RECOVER Injury Research Centre, Faculty of Health and Behavioural Sciences, The University of Queensland, Brisbane, Queensland, Australia
| | - Adam S Hamlin
- School of Science and Technology, University of New England, Armidale, New South Wales, Australia
| | - Brendon Kassman
- School of Science and Technology, University of New England, Armidale, New South Wales, Australia
| | - Frank E Marino
- School of Rural Medicine, Charles Sturt University, Orange, New South Wales, Australia
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Yu Y, Zhang L, Cheng MY, Liang Z, Zhang M, Qi F. The effects of different fatigue types on action anticipation and physical performance in high-level volleyball players. J Sports Sci 2025; 43:323-335. [PMID: 39840825 DOI: 10.1080/02640414.2025.2456399] [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: 11/30/2023] [Accepted: 01/14/2025] [Indexed: 01/23/2025]
Abstract
This study examined the effects of different fatigue types on action anticipation and physical performance in high-level volleyball players. Twenty-four participants underwent four counterbalanced conditions: 60-min cycling at 60% peak power output, 60-min Stroop task, 60-min cycling at 60% peak power output with Stroop task and 60-min neutral documentary to induce physical fatigue (PF), mental fatigue (MF), dual fatigue (DF) and control group (CG), respectively. Action anticipation (anticipation test and visual search test) and physical performance (countermovement jump, T-test, and spike test) were conducted at baseline, immediately after (Post1), and after 10-min rest (Post2). DF and PF led to significantly lower jump height, T-test completion time, and spiking speed at Post1 and Post2 compared with CG and MF. Compared with PF, DF led to a significant decline in jumping, agility, and spiking performance at Post1 and decreased jumping performance at Post2. MF significantly decreased the reaction time of anticipation test at Post1 compared with CG. Reaction times of visual search test were significantly lower in DF and MF at Post2 compared with CG. It is suggested that PF decreased physical performance, and this is exacerbated in DF. Anticipation performance was affected by MF but not by DF and PF.
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Affiliation(s)
- Ying Yu
- Key Laboratory of Sport Training of General Administration of Sport of China, Beijing Sport University, Beijing, China
- Sports, Exercise and Brain Sciences Laboratory, Sports Coaching College, Beijing Sport University, Beijing, China
- School of Physical Education, Shandong University, Jinan, China
| | - Liqing Zhang
- Key Laboratory of Sport Training of General Administration of Sport of China, Beijing Sport University, Beijing, China
| | - Ming-Yang Cheng
- School of Psychology, Beijing Sport University, Beijing, China
| | - Zhijun Liang
- China Volleyball College, Beijing Sport University, Beijing, China
| | - Ming Zhang
- China Volleyball College, Beijing Sport University, Beijing, China
| | - Fengxue Qi
- Key Laboratory of Sport Training of General Administration of Sport of China, Beijing Sport University, Beijing, China
- Sports, Exercise and Brain Sciences Laboratory, Sports Coaching College, Beijing Sport University, Beijing, China
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Han M, Wang Y, Liu X, Cheng X, Niu H, Liu T. Attention demands modulate brain electrical microstates and mental fatigue induced by simulated flight tasks. J Neural Eng 2024; 21:066024. [PMID: 39571279 DOI: 10.1088/1741-2552/ad95be] [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: 04/10/2024] [Accepted: 11/21/2024] [Indexed: 12/06/2024]
Abstract
Objective.Prolonged engagement in tasks with varying attention demands is thought to elicit distinct forms of mental fatigue, potentially indicating variations in neural activity. This study aimed to investigate the association between mental fatigue and changes in electroencephalogram microstate dynamics during tasks with varying attention demands.Approach.In the present study, we employed a 2 × 2 repeated measures ANOVA to analyze the temporal parameters of four distinct microstates (A, B, C, and D) across different levels of attention demands (high vs. low) and mental fatigue (high vs. low) within a controlled flight simulation task involving 17 college students.Main results.Significant variations in mean durations were observed, with microstates A and B exhibiting shorter durations under high fatigue during low attention demands, while their durations increased under high attention demands. Microstate C showed increased occurrences with high fatigue under low attention demands and decreased occurrences under high attention demands. The duration and occurrence of the microstates exhibited different trends throughout the course of mental fatigue, potentially reflecting distinct fatigue-related processes.Significance.These findings establish a link between different types of mental fatigue and microstate dynamics, contributing to a comprehensive understanding of the neural processing mechanisms underlying mental fatigue.
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Affiliation(s)
- Mingxiu Han
- Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, People's Republic of China
| | - Yuwen Wang
- Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, People's Republic of China
| | - Xinyi Liu
- Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, People's Republic of China
| | - Xiangxin Cheng
- Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, People's Republic of China
| | - Haijun Niu
- Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, People's Republic of China
| | - Tao Liu
- Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, People's Republic of China
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Zahar S, Van de Ville D, Hudry J. Investigating the acute cognitive effects of dietary compounds using fNIRS: methodological limitations and perspectives for research targeting healthy adults. Front Hum Neurosci 2024; 18:1493880. [PMID: 39698147 PMCID: PMC11652482 DOI: 10.3389/fnhum.2024.1493880] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Accepted: 10/28/2024] [Indexed: 12/20/2024] Open
Abstract
The brain's response to cognitive demands hinges on sufficient blood flow, with changes in brain hemodynamics serving as a reflection of this process. Certain bioactive compounds found in our diet, such as caffeine, polyphenols, and nitrate, can acutely impact brain hemodynamics through diverse neural, vasoactive, and metabolic mechanisms. Functional Near-Infrared Spectroscopy (fNIRS) offers a non-invasive and real-time method to investigate these effects. Despite their potential, fNIRS studies investigating the acute impacts of bioactive compounds on cognition face methodological gaps, especially in controlling confounding factors. Given the impact of these confounding effects, which can be significant due to the relatively limited sample size of such studies, there is a need to refine the methodologies employed. This review proposes recommendations to enhance current methodologies in the research field, focusing on key aspects of the data collection phase, including research design, experimental paradigms, and participant demographics, and their integration into the analysis phase. Ultimately, it seeks to advance our understanding of the effects of bioactive compounds on cognitive functions to contribute to the development of targeted nutritional interventions for improved brain health.
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Affiliation(s)
- Sélima Zahar
- Mood and Performance Group, Department of Brain Health, Nestlé Research, Nestlé Institute of Health Sciences, Lausanne, Switzerland
- Medical Image Processing Laboratory, School of Engineering, Ecole Polytechnique Fédérale de Lausanne, Neuro-X Institute, Geneva, Switzerland
| | - Dimitri Van de Ville
- Medical Image Processing Laboratory, School of Engineering, Ecole Polytechnique Fédérale de Lausanne, Neuro-X Institute, Geneva, Switzerland
- Department of Radiology and Medical Informatics, Faculty of Medicine, University of Geneva, Geneva, Switzerland
| | - Julie Hudry
- Mood and Performance Group, Department of Brain Health, Nestlé Research, Nestlé Institute of Health Sciences, Lausanne, Switzerland
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Wu CH, Zhao YD, Yin FQ, Yi Y, Geng L, Xu X. Mental Fatigue and Sports Performance of Athletes: Theoretical Explanation, Influencing Factors, and Intervention Methods. Behav Sci (Basel) 2024; 14:1125. [PMID: 39767266 PMCID: PMC11673376 DOI: 10.3390/bs14121125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 11/13/2024] [Accepted: 11/19/2024] [Indexed: 01/11/2025] Open
Abstract
Mental fatigue is an important factor affecting athletes' performance. Explaining the effects of mental fatigue on sports performance from a theoretical point of view can help us deeply understand the interconnection between mental fatigue and sports performance and conduct effective interventions based on this. Combining the relevant literature in China and abroad reveals that the current academic theories on the mechanism of sports fatigue include motivational control theory, underload theory, neural waste disposal hypothesis, and resource depletion theory. The effects of mental fatigue on performance are reflected in aerobic endurance, sports decision-making, tactical performance, and technical performance. Current coping strategies for mental fatigue include physiological coping strategies based on nutrition (caffeine), odor, and noninvasive neuromodulation techniques and psychological and behavioral coping strategies based on music and positive thinking.
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Affiliation(s)
- Chang-Hong Wu
- School of Sports Medicine, Wuhan Sports University, Wuhan 430079, China;
| | - Yun-Di Zhao
- School of Future Technology, Xi’an Jiaotong University, Xi’an 710049, China;
| | - Fu-Qiang Yin
- Football Academy, Wuhan Sports University, Wuhan 430079, China;
| | - Yang Yi
- Sports Drug Rehabilitation Center of Physical Education, Southwest University, Chongqing 400715, China;
| | - Lu Geng
- School of Sports Medicine, Wuhan Sports University, Wuhan 430079, China;
| | - Xia Xu
- Key Laboratory of Exercise Training and Monitoring, Wuhan Sports University, Wuhan 430079, China
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Zhou K, Shang Z, Yuan C, Guo Z, Wang Y, Bao D, Zhou J. Can molecular hydrogen supplementation enhance physical performance in healthy adults? A systematic review and meta-analysis. Front Nutr 2024; 11:1387657. [PMID: 38903627 PMCID: PMC11188335 DOI: 10.3389/fnut.2024.1387657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Accepted: 05/20/2024] [Indexed: 06/22/2024] Open
Abstract
Background Physical exertion during exercise often leads to increased oxidative stress and inflammatory responses, significantly affecting physical performance. Current strategies to mitigate these effects are limited by their effectiveness and potential side effects. Molecular hydrogen (H₂) has gained attention for its antioxidant and anti-inflammatory properties. Studies have suggested that H2 supplementation contributes to antioxidant potential and anti-fatigue during exercise, but the variance in the observations and study protocols is presented across those studies. Objective This systematic review and meta-analysis aimed to comprehensively characterize the effects of H₂ supplementation on physical performance (i.e., endurance, muscular strength, and explosive power), providing knowledge that can inform strategies using H2 for enhancing physical performance. Methods We conducted a literature search of six databases (PubMed, Web of Science, Medline, Sport-Discus, Embase, and PsycINFO) according to the PRISMA guidelines. The data were extracted from the included studies and converted into the standardized mean difference (SMD). After that, we performed random-effects meta-analyses and used the I 2 statistic to evaluate heterogeneity. The Grading of Recommendations Assessment, Development, and Evaluation (GRADE) was used to assess the quality of the evidence obtained from this meta-analysis. Results In total, 27 publications consisting of 597 participants were included. The search finally included aerobic endurance, anaerobic endurance, muscular strength, lower limb explosive power, rating of perceived exertion (RPE), blood lactate (BLA), and average heart rate (HRavg) in the effect size (ES) synthesis. The ES of H2 on aerobic endurance, including V̇O2max (SMD = 0.09, p = 0.394; I 2 = 0%) and aerobic endurance exercise (SMD = 0.04, p = 0.687; I 2 = 0%), were not significant and trivial; the ES of H2 on 30 s maximal anaerobic endurance (SMD = 0.19, p = 0.239; I 2 = 0%) was not significant and trivial; the ES of H2 on muscular strength (SMD = 0.19, p = 0.265; I 2 = 0%) was not significant and trivial; but the ES of H2 on lower limb explosive power (SMD = 0.30, p = 0.018; I 2 = 0%) was significant and small. In addition, H2 reduces RPE (SMD = -0.37, p = 0.009; I 2 = 58.0%) and BLA (SMD = -0.37, p = 0.001; I 2 = 22.0%) during exercise, but not HRavg (SMD = -0.27, p = 0.094; I 2 = 0%). Conclusion These findings suggest that H2 supplementation is favorable in healthy adults to improve lower limb explosive power, alleviate fatigue, and boost BLA clearance, but may not be effectively improving aerobic and anaerobic endurance and muscular strength. Future studies with more rigorous designs are thus needed to examine and confirm the effects of H2 on these important functionalities in humans. Systematic review registration http://www.crd.york.ac.uk/PROSPERO.
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Affiliation(s)
- Kaixiang Zhou
- College of Physical Education and Health Science, Chongqing Normal University, Chongqing, China
| | - Zhangyuting Shang
- College of Physical Education and Health Management, Chongqing University of Education, Chongqing, China
| | - Chaoqun Yuan
- College of Sports and Health, Chengdu University of Traditional Chinese Medicine, Chengdu, China
| | - Zhenxiang Guo
- Sports Coaching College, Beijing Sport University, Beijing, China
| | - Yubo Wang
- China Institute of Sport and Health Science, Beijing Sport University, Beijing, China
| | - Dapeng Bao
- China Institute of Sport and Health Science, Beijing Sport University, Beijing, China
| | - Junhong Zhou
- Hebrew SeniorLife Hinda and Arthur Marcus Institute for Aging Research, Harvard Medical School, Boston, MA, United States
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Gutiérrez-Capote A, Madinabeitia I, Alarcón F, Torre E, Jiménez-Martínez J, Cárdenas D. Acute effect of complexity in basketball on cognitive capacity. Front Psychol 2024; 15:1376961. [PMID: 38827893 PMCID: PMC11141245 DOI: 10.3389/fpsyg.2024.1376961] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 04/29/2024] [Indexed: 06/05/2024] Open
Abstract
Background Executive functions, notably inhibition, significantly influence decision-making and behavioral regulation in team sports. However, more research must be conducted on individual player characteristics such as experience and motor skills. This study assessed how accumulated practical experience moderates inhibition in response to varying task difficulty levels. Methods Forty-four university students (age: 20.36 ± 3.13 years) participated in this study with two sessions: one followed standard 1 × 1 basketball rules ("Regular Practice"), while the other imposed motor, temporal, and spatial restrictions ("Restriction Practice"). Functional difficulty was controlled by grouping pairs with similar skill levels. Flanker and Go-Nogo tasks were used. Results Increasing complexity worsened cognitive performance (inhibition). "Restriction Practice" showed a significantly slower and less accurate performance in both tests than "Regular Practice" (p < 0.001). Experience positively impacted test speed and accuracy (p < 0.001). Conclusion In sports, acute cognitive impacts are intrinsically linked to the task's complexity and the athlete's cognitive resources. In this sense, it is essential to adjust individually the cognitive demands of the tasks, considering each athlete's specific cognitive abilities and capacities.
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Affiliation(s)
- Alejandro Gutiérrez-Capote
- Department of Physical Education and Sport, Faculty of Sports Science, University of Granada, Granada, Spain
- Sport and Health University Research Institute (iMUDS), Granada, Spain
| | - Iker Madinabeitia
- Department of Physical Education and Sport, Faculty of Sports Science, University of Granada, Granada, Spain
- Sport and Health University Research Institute (iMUDS), Granada, Spain
- Department of General and Specific Didactics, Faculty of Education, University of Alicante, Alicante, Spain
| | - Francisco Alarcón
- Department of General and Specific Didactics, Faculty of Education, University of Alicante, Alicante, Spain
| | - Elisa Torre
- Department of Physical Education and Sport, Faculty of Sports Science, University of Granada, Granada, Spain
- Sport and Health University Research Institute (iMUDS), Granada, Spain
| | - Jesús Jiménez-Martínez
- Department of Physical Education and Sport, Faculty of Sports Science, University of Granada, Granada, Spain
- Sport and Health University Research Institute (iMUDS), Granada, Spain
| | - David Cárdenas
- Department of Physical Education and Sport, Faculty of Sports Science, University of Granada, Granada, Spain
- Sport and Health University Research Institute (iMUDS), Granada, Spain
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Ryu H, Ju U, Wallraven C. Decoding visual fatigue in a visual search task selectively manipulated via myopia-correcting lenses. Front Neurosci 2024; 18:1307688. [PMID: 38660218 PMCID: PMC11039808 DOI: 10.3389/fnins.2024.1307688] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 03/25/2024] [Indexed: 04/26/2024] Open
Abstract
Introduction Visual fatigue resulting from sustained, high-workload visual activities can significantly impact task performance and general wellbeing. So far, however, little is known about the underlying brain networks of visual fatigue. This study aimed to identify such potential networks using a unique paradigm involving myopia-correcting lenses known to directly modulate subjectively-perceived fatigue levels. Methods A sample of N = 31 myopia participants [right eye-SE: -3.77D (SD: 2.46); left eye-SE: -3.75D (SD: 2.45)] performed a demanding visual search task with varying difficulty levels, both with and without the lenses, while undergoing fMRI scanning. There were a total of 20 trials, after each of which participants rated the perceived difficulty and their subjective visual fatigue level. We used representational similarity analysis to decode brain regions associated with fatigue and difficulty, analyzing their individual and joint decoding pattern. Results and discussion Behavioral results showed correlations between fatigue and difficulty ratings and above all a significant reduction in fatigue levels when wearing the lenses. Imaging results implicated the cuneus, lingual gyrus, middle occipital gyrus (MOG), and declive for joint fatigue and difficulty decoding. Parts of the lingual gyrus were able to selectively decode perceived difficulty. Importantly, a broader network of visual and higher-level association areas showed exclusive decodability of fatigue (culmen, middle temporal gyrus (MTG), parahippocampal gyrus, precentral gyrus, and precuneus). Our findings enhance our understanding of processing within the context of visual search, attention, and mental workload and for the first time demonstrate that it is possible to decode subjectively-perceived visual fatigue during a challenging task from imaging data. Furthermore, the study underscores the potential of myopia-correcting lenses in investigating and modulating fatigue.
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Affiliation(s)
- Hyeongsuk Ryu
- Department of Brain and Cognitive Engineering, Korea University, Seoul, Republic of Korea
| | - Uijong Ju
- Department of Information Display, Kyunghee University, Seoul, Republic of Korea
| | - Christian Wallraven
- Department of Brain and Cognitive Engineering, Korea University, Seoul, Republic of Korea
- Department of Artificial Intelligence, Korea University, Seoul, Republic of Korea
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12
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Moes MI, Elia A, Gennser M, Keramidas ME. Combined effects of mild hypothermia and nitrous-oxide-induced narcosis on manual and cognitive performance. Am J Physiol Regul Integr Comp Physiol 2024; 326:R197-R209. [PMID: 38189165 PMCID: PMC11283895 DOI: 10.1152/ajpregu.00246.2023] [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: 11/08/2023] [Revised: 12/18/2023] [Accepted: 01/02/2024] [Indexed: 01/09/2024]
Abstract
Divers are at enhanced risk of suffering from acute cognitive deterioration because of the low ambient temperatures and the narcotic action of inert gases inspired at high pressures. Yet, the behavioral effects of cold and inert gas narcosis have commonly been assessed in isolation and during short-term provocations. We therefore evaluated the interactive influence of mild hypothermia and narcosis engendered by a subanesthetic dose of nitrous oxide (N2O; a normobaric intervention analog of hyperbaric nitrogen) on cognitive function during prolonged iterative exposure. Fourteen men partook in two ∼12-h sessions (separated by ≥4 days), wherein they performed sequentially three 120-min cold (20°C) water immersions (CWIs), while inhaling, in a single-blinded manner, either normal air or a normoxic gas mixture containing 30% N2O. CWIs were separated by a 120-min rewarming in room-air breathing conditions. Before the first CWI and during each CWI, subjects performed a finger dexterity test, and the Spaceflight Cognitive Assessment Tool for Windows (WinSCAT) test assessing aspects of attention, memory, learning, and visuospatial ability. Rectal and skin temperatures were, on average, reduced by ∼1.2 °C and ∼8 °C, respectively (P < 0.001). Cooling per se impaired (P ≤ 0.01) only short-term memory (∼37%) and learning (∼18%); the impairments were limited to the first CWI. N2O also attenuated (P ≤ 0.02) short-term memory (∼37%) and learning (∼35%), but the reductions occurred in all CWIs. Furthermore, N2O invariably compromised finger dexterity, attention, concentration, working memory, and spatial processing (P < 0.05). The present results demonstrate that inert gas narcosis aggravates, in a persistent manner, basic and higher-order cognitive abilities during protracted cold exposure.
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Affiliation(s)
- Maaike I Moes
- Division of Environmental Physiology, Swedish Aerospace Physiology Center, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Antonis Elia
- Division of Environmental Physiology, Swedish Aerospace Physiology Center, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Mikael Gennser
- Division of Environmental Physiology, Swedish Aerospace Physiology Center, KTH Royal Institute of Technology, Stockholm, Sweden
| | - Michail E Keramidas
- Division of Environmental Physiology, Swedish Aerospace Physiology Center, KTH Royal Institute of Technology, Stockholm, Sweden
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13
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Matuz A, Darnai G, Zsidó AN, Janszky J, Csathó Á. Structural neural correlates of mental fatigue and reward-induced improvement in performance. Biol Futur 2024; 75:93-104. [PMID: 37889452 DOI: 10.1007/s42977-023-00187-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 10/06/2023] [Indexed: 10/28/2023]
Abstract
Neuroimaging studies investigating the association between mental fatigue (henceforth fatigue) and brain physiology have identified many brain regions that may underly the cognitive changes induced by fatigue. These studies focused on the functional changes and functional connectivity of the brain relating to fatigue. The structural correlates of fatigue, however, have received little attention. To fill this gap, this study explored the associations of fatigue with cortical thickness of frontal and parietal regions. In addition, we aimed to explore the associations between reward-induced improvement in performance and neuroanatomical markers in fatigued individuals. Thirty-nine healthy volunteers performed the psychomotor vigilance task for 15 min (i.e., 3 time-on-task blocks of 5 min) out of scanner; followed by an additional rewarded block of the task lasting 5 min. Baseline high-resolution T1-weigthed MR images were obtained. Reaction time increased with time-on-task but got faster again in the rewarded block. Participants' subjective fatigue increased during task performance. In addition, we found that higher increase in subjective mental fatigue was associated with the cortical thickness of the following areas: bilateral precuneus, right precentral gyrus; right pars triangularis and left superior frontal gyrus. Our results suggest that individual differences in subjective mental fatigue may be explained by differences in the degree of cortical thickness of areas that are associated with motor processes, executive functions, intrinsic alertness and are parts of the default mode network.
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Affiliation(s)
- András Matuz
- Department of Behavioural Sciences, Medical School, University of Pécs, Pécs, Hungary.
- Szentágothai Research Centre, University of Pécs, Pécs, Hungary.
| | - Gergely Darnai
- Department of Behavioural Sciences, Medical School, University of Pécs, Pécs, Hungary
- Szentágothai Research Centre, University of Pécs, Pécs, Hungary
- Department of Neurology, Medical School, University of Pécs, Szigeti Str. 12, Pécs, 7624, Hungary
| | - András N Zsidó
- Szentágothai Research Centre, University of Pécs, Pécs, Hungary
- Institute of Psychology, Faculty of Humanities, University of Pécs, Pécs, Hungary
| | - József Janszky
- Szentágothai Research Centre, University of Pécs, Pécs, Hungary
- Department of Neurology, Medical School, University of Pécs, Szigeti Str. 12, Pécs, 7624, Hungary
- ELKH-PTE Clinical Neuroscience MR Research Group, Pécs, Hungary
| | - Árpád Csathó
- Department of Behavioural Sciences, Medical School, University of Pécs, Pécs, Hungary
- Szentágothai Research Centre, University of Pécs, Pécs, Hungary
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14
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Derdiyok S, Akbulut FP, Catal C. Neurophysiological and biosignal data for investigating occupational mental fatigue: MEFAR dataset. Data Brief 2024; 52:109896. [PMID: 38173979 PMCID: PMC10762351 DOI: 10.1016/j.dib.2023.109896] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 11/02/2023] [Accepted: 11/27/2023] [Indexed: 01/05/2024] Open
Abstract
The prevalence of mental fatigue is a noteworthy phenomenon that can affect individuals across diverse professions and working routines. This paper provides a comprehensive dataset of physiological signals obtained from 23 participants during their professional work and questionnaires to analyze mental fatigue. The questionnaires included demographic information and Chalder Fatigue Scale scores indicating mental and physical fatigue. Both physiological signal measurements and the Chalder Fatigue Scale were performed in two sessions, morning and evening. The present dataset encompasses diverse physiological signals, including electroencephalogram (EEG), blood volume pulse (BVP), electrodermal activity (EDA), heart rate (HR), skin temperature (TEMP), and 3-axis accelerometer (ACC) data. The NeuroSky MindWave EEG device was used for brain signals, and the Empatica E4 smart wristband was used for other signals. Measurements were carried out on individuals from four different occupational groups, such as academicians, technicians, computer engineers, and kitchen workers. The provision of comprehensive metadata supplements the dataset, thereby promoting inquiries about the neurophysiological concomitants of mental fatigue, autonomic activity patterns, and the repercussions of a cognitive burden on human proficiency in actual workplace settings. The accessibility of the aforementioned dataset serves to facilitate progress in the field of mental fatigue research while also laying the groundwork for the creation of customized fatigue evaluation techniques and interventions in diverse professional domains.
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Affiliation(s)
- Seyma Derdiyok
- Department of Computer Engineering, Yıldız Technical University, Istanbul, Turkey
| | - Fatma Patlar Akbulut
- Department of Software Engineering, Istanbul Kültür University, Istanbul, Turkey
| | - Cagatay Catal
- Department of Computer Science and Engineering, Qatar University, Doha, Qatar
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Arpaia P, Cuocolo R, Fullin A, Gargiulo L, Mancino F, Moccaldi N, Vallefuoco E, De Blasiis P. Executive Functions Assessment Based on Wireless EEG and 3D Gait Analysis During Dual-Task: A Feasibility Study. IEEE JOURNAL OF TRANSLATIONAL ENGINEERING IN HEALTH AND MEDICINE 2024; 12:268-278. [PMID: 38410182 PMCID: PMC10896422 DOI: 10.1109/jtehm.2024.3357287] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/08/2023] [Revised: 01/16/2024] [Accepted: 01/17/2024] [Indexed: 02/28/2024]
Abstract
Executive functions (EFs) are neurocognitive processes planning and regulating daily life actions. Performance of two simultaneous tasks, requiring the same cognitive resources, lead to a cognitive fatigue. Several studies investigated cognitive-motor task and the interference during walking, highlighting an increasing risk of falls especially in elderly and people with neurological diseases. A few studies instrumentally explored relationship between activation-no-activation of two EFs (working memory and inhibition) and spatial-temporal gait parameters. Aim of our study was to detect activation of inhibition and working memory during progressive difficulty levels of cognitive tasks and spontaneous walking using, respectively, wireless electroencephalography (EEG) and 3D-gait analysis. Thirteen healthy subjects were recruited. Two cognitive tasks were performed, activating inhibition (Go-NoGo) and working memory (N-back). EEG features (absolute and relative power in different bands) and kinematic parameters (7 spatial-temporal ones and Gait Variable Score for 9 range of motion of lower limbs) were analyzed. A significant decrease of stride length and an increase of external-rotation of foot progression were found during dual task with Go-NoGo. Moreover, a significant correlation was found between the relative power in the delta band at channels Fz, C4 and progressive difficulty levels of Go-NoGo (activating inhibition) during walking, whereas working memory showed no correlation. This study reinforces the hypothesis of the prevalent involvement of inhibition with respect to working memory during dual task walking and reveals specific kinematic adaptations. The foundations for EEG-based monitoring of cognitive processes involved in gait are laid. Clinical and Translational Impact Statement: Clinical and instrumental evaluation and training of executive functions (as inhibition), during cognitive-motor task, could be useful for rehabilitation treatment of gait disorder in elderly and people with neurological disease.
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Affiliation(s)
- Pasquale Arpaia
- Department of Electrical Engineering and Information TechnologiesUniversity of Naples Federico II80138NaplesItaly
| | - Renato Cuocolo
- Department of Medicine, Surgery, and DentistryScuola Medica SalernitanaUniversity of Salerno84084SalernoItaly
| | - Allegra Fullin
- Department of Mental and Physical Health and Preventive MedicineSection of Human AnatomyUniversity of Campania Luigi VanvitelliCaserta81100NaplesItaly
- Department of Advanced Biomedical SciencesUniversity of Naples Federico II80138NaplesItaly
| | - Ludovica Gargiulo
- Department of Electrical Engineering and Information TechnologiesUniversity of Naples Federico II80138NaplesItaly
| | - Francesca Mancino
- Department of Electrical Engineering and Information TechnologiesUniversity of Naples Federico II80138NaplesItaly
| | - Nicola Moccaldi
- Department of Electrical Engineering and Information TechnologiesUniversity of Naples Federico II80138NaplesItaly
| | - Ersilia Vallefuoco
- Department of Psychology and Cognitive ScienceUniversity of Trento38122RoveretoItaly
| | - Paolo De Blasiis
- Department of Mental and Physical Health and Preventive MedicineSection of Human AnatomyUniversity of Campania Luigi VanvitelliCaserta81100NaplesItaly
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Kunasegaran K, Ismail AMH, Ramasamy S, Gnanou JV, Caszo BA, Chen PL. Understanding mental fatigue and its detection: a comparative analysis of assessments and tools. PeerJ 2023; 11:e15744. [PMID: 37637168 PMCID: PMC10460155 DOI: 10.7717/peerj.15744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 06/21/2023] [Indexed: 08/29/2023] Open
Abstract
Mental fatigue has shown to be one of the root causes of decreased productivity and overall cognitive performance, by decreasing an individual's ability to inhibit responses, process information and concentrate. The effects of mental fatigue have led to occupational errors and motorway accidents. Early detection of mental fatigue can prevent the escalation of symptoms that may lead to chronic fatigue syndrome and other disorders. To date, in clinical settings, the assessment of mental fatigue and stress is done through self-reported questionnaires. The validity of these questionnaires is questionable, as they are highly subjective measurement tools and are not immune to response biases. This review examines the wider presence of mental fatigue in the general population and critically compares its various detection techniques (i.e., self-reporting questionnaires, heart rate variability, salivary cortisol levels, electroencephalogram, and saccadic eye movements). The ability of these detection tools to assess inhibition responses (which are sensitive enough to be manifested in a fatigue state) is specifically evaluated for a reliable marker in identifying mentally fatigued individuals. In laboratory settings, antisaccade tasks have been long used to assess inhibitory control and this technique can potentially serve as the most promising assessment tool to objectively detect mental fatigue. However, more studies need to be conducted in the future to validate and correlate this assessment with other existing measures of mental fatigue detection. This review is intended for, but not limited to, mental health professionals, digital health scientists, vision researchers, and behavioral scientists.
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Affiliation(s)
- Kaveena Kunasegaran
- Department of Psychology, International Medical University, Bukit Jalil, Kuala Lumpur, Malaysia
| | | | - Shamala Ramasamy
- Department of Psychology, International Medical University, Bukit Jalil, Kuala Lumpur, Malaysia
| | - Justin Vijay Gnanou
- Department of Biochemistry, International Medical University, Bukit Jalil, Kuala Lumpur, Malaysia
| | - Brinnell Annette Caszo
- Department of Physiology, International Medial University, Bukit Jalil, Kuala Lumpur, Malaysia
| | - Po Ling Chen
- School of Psychology, University of Nottingham Malaysia, Semenyih, Selangor, Malaysia
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Yang J, Han Q, Liu Q, Li T, Shao Y, Sui X, Wang Q. Effects of carbohydrate drinks ingestion on executive function in athletes: a systematic review and meta-analysis. Front Psychol 2023; 14:1183460. [PMID: 37637918 PMCID: PMC10448191 DOI: 10.3389/fpsyg.2023.1183460] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Accepted: 07/31/2023] [Indexed: 08/29/2023] Open
Abstract
Background Carbohydrates are often used as boosters for endurance and high-intensity exercise. However, it is unclear whether carbohydrate drinks intake before or during exercise can affect specific domains of cognitive function, such as Executive Function (EF). Methods Following the guidance of PRISMA 2020, we searched six major databases including PubMed, WOS, SPORTDiscus, Cochrane, Embase, and Scopus. Outcomes were presented in the form of Reaction Time (RT), Accuracy (ACC), and Scores (Score) for performing EF tests. Effect sizes were calculated from the test results of EF and expressed as standardized mean differences (SMDs). After analyzing the overall results, we performed subgroup analyses based on the athletes' program characteristics. Results After retrieving a total of 5,355 articles, ten randomized controlled trials (RCTs) were identified and included in this review. The overall results showed that the intake of carbohydrate drinks before or during exercise did not have a significant effect on the reduction of EF after exercise (ACC (-0.05 [-0.27, 0.18]); RT (-0.18 [-0.45, 0.09]); Score (0.24 [-0.20, 0.68])). The subgroup analyses based on open skill sports and close skill sports also showed invalid results, but the results of RT ended up with different preference (ACC of open skill sports athletes (-0.10 [-0.34, 0.14]); RT of open skill athletes (-0.27 [-0.60, 0.07]); RT of close skill athletes (0.29 [-0.24, 0.82])). Conclusion The intake of 6-12% of single or mixed carbohydrates before or during exercise was not significantly effective in reducing the decline in EF after exercise. Our findings may have been influenced by the type of intervention, dose, mode of administration, or individual variability of the included subjects.
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Affiliation(s)
- Jingye Yang
- College of Exercise Science, Beijing Sport University, Beijing, China
- Sports Nutrition Center, National Institute of Sports Medicine, Beijing, China
- Key Lab of Sports Nutrition, State General Administration of Sport of China, Beijing, China
| | - Qi Han
- College of Exercise Science, Beijing Sport University, Beijing, China
- Sports Nutrition Center, National Institute of Sports Medicine, Beijing, China
- Key Lab of Sports Nutrition, State General Administration of Sport of China, Beijing, China
| | - Qi Liu
- College of Exercise Science, Beijing Sport University, Beijing, China
- Sports Nutrition Center, National Institute of Sports Medicine, Beijing, China
- Key Lab of Sports Nutrition, State General Administration of Sport of China, Beijing, China
| | - Tieying Li
- Sports Nutrition Center, National Institute of Sports Medicine, Beijing, China
- Key Lab of Sports Nutrition, State General Administration of Sport of China, Beijing, China
| | - Yongcong Shao
- School of Psychology, Beijing Sport University, Beijing, China
| | - Xuemei Sui
- Arnold School of Public Health, Department of Exercise Science, University of South Carolina, Columbia, SC, United States
| | - Qirong Wang
- Sports Nutrition Center, National Institute of Sports Medicine, Beijing, China
- Key Lab of Sports Nutrition, State General Administration of Sport of China, Beijing, China
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Ahn J, Tari B, Morava A, Prapavessis H, Heath M. A single bout of passive exercise mitigates a mental fatigue-induced inhibitory control deficit. Exp Brain Res 2023:10.1007/s00221-023-06640-7. [PMID: 37256338 DOI: 10.1007/s00221-023-06640-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Accepted: 05/15/2023] [Indexed: 06/01/2023]
Abstract
Sustained cognitive effort associated with the psychomotor vigilance task (PVT) increases objective and subjective measures of mental fatigue and elicits a post-PVT inhibitory control deficit. In contrast, passive exercise wherein an individual's limbs are moved via an external force (i.e., mechanically driven cycle ergometer flywheel) provides a postexercise inhibitory control benefit linked to an exercise-based increase in cerebral blood flow. Here, we examined whether passive exercise performed concurrently with the PVT 'blunts' an inhibitory control deficit. On separate days, participants (N = 27) completed a 20 min PVT protocol (control condition) and same duration PVT protocol paired with passive cycle ergometry (passive exercise condition). Prior to (i.e., baseline), immediately after and 30 min after each condition inhibitory control was assessed via the antisaccade task. Antisaccades require a goal-directed eye movement (i.e., saccade) mirror-symmetrical to a target and provide an ideal tool for evaluating task-based changes in inhibitory control. PVT results showed that vigilance (as assessed via reaction time: RT) during control and passive exercise conditions decreased from the first to last 5 min of the protocol and increased subjective ratings of mental fatigue. As well, in the control condition, immediate (but not 30-min) post-intervention antisaccade RTs were longer than their baseline counterparts-a result evincing a transient mental fatigue-based inhibitory control deficit. For the passive exercise condition, immediate and 30-min post-intervention antisaccade RTs were shorter than their baseline counterparts and this result was linked to decreased subjective ratings of mental fatigue. Thus, passive exercise ameliorated the selective inhibitory control deficit associated with PVT-induced mental fatigue and thus provides a potential framework to reduce executive dysfunction in vigilance-demanding occupations.
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Affiliation(s)
- Joshua Ahn
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, 1151 Richmond St, London, ON, N6A 3K7, Canada
| | - Benjamin Tari
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, 1151 Richmond St, London, ON, N6A 3K7, Canada
| | - Anisa Morava
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, 1151 Richmond St, London, ON, N6A 3K7, Canada
| | - Harry Prapavessis
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, 1151 Richmond St, London, ON, N6A 3K7, Canada
| | - Matthew Heath
- School of Kinesiology, Faculty of Health Sciences, University of Western Ontario, 1151 Richmond St, London, ON, N6A 3K7, Canada.
- Canadian Centre for Activity and Aging, University of Western Ontario, 1201 Western Rd, London, ON, N6G 1H1, Canada.
- Graduate Program in Neuroscience, University of Western Ontario, 1151 Richmond St, London, ON, N6A 3K7, Canada.
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Philipp J, Baerwald CG, Seifert O. Association between the Ile164 β2 Adrenergic Receptor Polymorphism and Fatigue in Patients with Rheumatoid Arthritis. Neuroimmunomodulation 2023; 30:93-101. [PMID: 37088080 PMCID: PMC10124754 DOI: 10.1159/000528206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 10/27/2022] [Indexed: 04/25/2023] Open
Abstract
INTRODUCTION In the present work, the frequency of inherited polymorphisms of the beta 2 adrenergic receptor (β2AR) gene and their association with fatigue in patients with rheumatoid arthritis (RA) was examined. METHODS An allele-specific polymerase chain reaction was used to determine the common variants of the β2AR at position 16, 27, and 164 in 92 German RA outpatients. Health Assessment Questionnaire (HAQ-DI), Beck Depression Inventory (BDI), Perceived Stress Questionnaire (PSQ-30), Multidimensional Fatigue Inventory (MFI-20) were utilized. RESULTS 34.7% of German RA patients were diagnosed with associated fatigue. Fatigued patients were more likely to carry the Ile allele at position 164 (OR 7.33, 95% CI 1.09-59.8, p = 0.049). Comparing these risk factors' contribution to different fatigue dimensions revealed that Ile164 carriers only had significantly higher MFI-20 mean values for general fatigue (p = 0.014) while the clinical difference among other MFI subscales was the largest for mental fatigue (carrier: 8.23, SD: 4.22, noncarrier: 5.67, SD: 1.56, p = 0.089, Cohen's d = 0.629). Disease activity, perceived stress, and depression were also associated with fatigue with higher mean values for DAS28CRP (p = 0.038), PSQ (p < 0.001), and BDI-II (p < 0.001) in fatigued patients. Physical fatigue was correlated with disease activity (p = 0.009) and depression (p = 0.001) while mental fatigue showed associations with depression (p = 0.001) and perceived stress (p = 0.028). CONCLUSION The discovery study indicates that the Ile164 polymorphism might in contrast to other β2AR polymorphisms affect fatigue levels in RA patients. This association was observed especially with mental fatigue. Further replication studies are warranted to determine further role of β2AR polymorphisms in RA patients.
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Affiliation(s)
- Julian Philipp
- Rheumatology Unit, Department of Internal Medicine, Neurology and Dermatology, University Hospital Leipzig, Leipzig, Germany
| | - Christoph G Baerwald
- Rheumatology Unit, Department of Internal Medicine, Neurology and Dermatology, University Hospital Leipzig, Leipzig, Germany
| | - Olga Seifert
- Rheumatology Unit, Department of Internal Medicine, Neurology and Dermatology, University Hospital Leipzig, Leipzig, Germany
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Zhou K, Liu M, Wang Y, Liu H, Manor B, Bao D, Zhang L, Zhou J. Effects of molecular hydrogen supplementation on fatigue and aerobic capacity in healthy adults: A systematic review and meta-analysis. Front Nutr 2023; 10:1094767. [PMID: 36819697 PMCID: PMC9934906 DOI: 10.3389/fnut.2023.1094767] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Accepted: 01/16/2023] [Indexed: 02/05/2023] Open
Abstract
Background Fatigue is oftentimes induced by high-intensity exercise potentially via the exceeded amount of reactive oxygen species, leading to diminished functions (e.g., aerobic capacity) and increased risk of injuries. Studies indicate that molecular hydrogen (H2), with antioxidant and anti-inflammatory properties, may be a promising strategy to alleviate fatigue and improve aerobic capacity. However, such effects have not been comprehensively characterized. Objective To systematically assess the effects of in taking H2 on fatigue and aerobic capacity in healthy adults. Methods The search was conducted in August 2022 in five databases. Studies with randomized controlled or crossover designs that investigated the rating of perceived exertion (RPE), maximal oxygen uptake (VO2max), peak oxygen uptake (VO2peak), and endurance performance were selected. The data (mean ± standard deviation and sample size) were extracted from the included studies and were converted into the standardized mean difference (SMD). Random-effects meta-analyses were performed. Subgroup analysis was used to analyze potential sources of heterogeneity due to intervention period, training status, and type of exercise. Results Seventeen publications (19 studies) consisting of 402 participants were included. The pooled effect sizes of H2 on RPE (SMDpooled = -0.38, 95%CI -0.65 to -0.11, p = 0.006, I 2 = 33.6%, p = 0.149) and blood lactate (SMDpooled = -0.42, 95% CI -0.72 to -0.12, p = 0.006, I 2 = 35.6%, p = 0.114) were small yet significant with low heterogeneity. The pooled effect sizes of H2 on VO2max and VO2peak (SMDpooled = 0.09, 95% CI -0.10 to 0.29, p = 0.333, I 2 = 0%, p = 0.998) and endurance performance (SMDpooled = 0.01, 95% CI -0.23 to 0.25, p = 0.946, I 2 = 0%, p > 0.999) were not significant and trivial without heterogeneity. Subgroup analysis revealed that the effects of H2 on fatigue were impacted significantly by the training status (i.e., untrained and trained), period of H2 implementation, and exercise types (i.e., continuous and intermittent exercises). Conclusions This meta-analysis provides moderate evidence that H2 supplementation alleviates fatigue but does not enhance aerobic capacity in healthy adults. Systematic review registration www.crd.york.ac.uk/PROSPERO/, identifier: CRD42022351559.
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Affiliation(s)
- Kaixiang Zhou
- College of Sports and Health, Chengdu University of Traditional Chinese Medicine, Chengdu, Sichuan, China
| | - Meng Liu
- Sports Coaching College, Beijing Sport University, Beijing, China
| | - Yubo Wang
- China Institute of Sport and Health Science, Beijing Sport University, Beijing, China
| | - Haoyang Liu
- Sports Coaching College, Beijing Sport University, Beijing, China
| | - Brad Manor
- Hebrew SeniorLife Hinda and Arthur Marcus Institute for Aging Research, Harvard Medical School, Boston, MA, United States
| | - Dapeng Bao
- China Institute of Sport and Health Science, Beijing Sport University, Beijing, China,*Correspondence: Dapeng Bao ✉
| | - Luyu Zhang
- School of Strength and Conditioning Training, Beijing Sport University, Beijing, China,Luyu Zhang ✉
| | - Junhong Zhou
- Hebrew SeniorLife Hinda and Arthur Marcus Institute for Aging Research, Harvard Medical School, Boston, MA, United States
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Díaz-García J, Ponce-Bordón JC, Moreno-Gil A, Rubio-Morales A, López-Gajardo MÁ, García-Calvo T. Influence of Scoring Systems on Mental Fatigue, Physical Demands, and Tactical Behavior during Soccer Large-Sided Games. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2023; 20:ijerph20032087. [PMID: 36767454 PMCID: PMC9915233 DOI: 10.3390/ijerph20032087] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 01/18/2023] [Accepted: 01/18/2023] [Indexed: 06/03/2023]
Abstract
Constraints are common in soccer training to develop physical, technical-tactical, and mental training concurrently. This study examined how different scoring systems influence physical, tactical, and mental demands during large-sided games in soccer. Eighteen youth-elite male (17.39 ± 1.04 y) soccer players completed three 8 vs. 8 large-sided games where the different score systems were i) official score system (OSS; i.e., 1 goal = 1 goal), ii) double the value of the goal-4 min (DVx4; i.e., 1 goal = 1 goal from 0.00 to 7.59 min, and 1 goal = 2 goals from 8.00 to 12.00 min), and iii) double the value of the goal-8 min (DVx8; i.e., 1 goal = 1 goal from 0.00 to 3.59 min, and 1 goal = 2 goals from 4.00 to 12.00 min). Physical demands and tactical behaviors were recorded during tasks using a global positioning system and video camera. Mental fatigue was recorded pre- and post-task using a visual analogue scale. Also, the ratio of perceived exertion and mental load were recorded after tasks were finished. Results reported the highest values of mental and physical demands in DVx4. Mental fatigue increased during all three large-sided games, although this increase was significantly higher in DVx4 compared with OSS (p = 0.006) and DVx8 (p = 0.027). Tactical behavior showed a trend towards more direct play during DVx4, which was less observed during DVx8, and not at all during OSS. In conclusion, changing the scoring system affects physical, tactical, and mental demands.
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22
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Salihu AT, Hill KD, Jaberzadeh S. Neural mechanisms underlying state mental fatigue: a systematic review and activation likelihood estimation meta-analysis. Rev Neurosci 2022; 33:889-917. [PMID: 35700454 DOI: 10.1515/revneuro-2022-0023] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 04/26/2022] [Indexed: 12/14/2022]
Abstract
Sustained performance of cognitive tasks could lead to the development of state mental fatigue characterized by subjective sensation of mental weariness and decrease in cognitive performance. In addition to the occupational hazards associated with mental fatigue, it can also affect physical performance reducing endurance, balance, and sport-specific technical skills. Similarly, mental fatigue is a common symptom in certain chronic health conditions such as multiple sclerosis affecting quality of life of the patients. Despite its widely acknowledged negative impact, the neural mechanisms underlining this phenomenon are still not fully understood. We conducted a systematic review and activation likelihood estimation (ALE) meta-analysis of functional neuroimaging studies investigating the effect of mental fatigue due to time-on-task (TOT) on brain activity to elucidate the possible underlying mechanisms. Studies were included if they examined change in brain activity induced by experimental mental fatigue (TOT effect) or investigated the relationship between brain activity and subjective mental fatigue due to TOT. A total of 33 studies met the review's inclusion criteria, 13 of which were included in meta-analyses. Results of the meta-analyses revealed a decrease in activity with TOT in brain areas that constitute the cognitive control network. Additionally, an increased activity with TOT, as well as negative relationship with subjective mental fatigue was found in parts of the default mode network of the brain. The changes in cognitive control and the default mode networks of the brain due to state mental fatigue observed in this study were discussed in relation to the existing theories of mental fatigue.
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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, Australia
| | - Keith D Hill
- Rehabilitation, Ageing and Independent Living (RAIL) Research Centre, School of Primary and Allied Health Care, Monash University, Frankston, 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, Australia
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23
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Migliaccio GM, Di Filippo G, Russo L, Orgiana T, Ardigò LP, Casal MZ, Peyré-Tartaruga LA, Padulo J. Effects of Mental Fatigue on Reaction Time in Sportsmen. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph192114360. [PMID: 36361239 PMCID: PMC9656150 DOI: 10.3390/ijerph192114360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 10/05/2022] [Accepted: 10/25/2022] [Indexed: 05/14/2023]
Abstract
AIM Mental fatigue (MF) has been defined as a psychobiological state commonly caused by prolonged periods of demanding cognitive activity. However, the differences between women and men in their reaction times (RTs) to visual stimuli due to mental fatigue remain largely unknown. We compare the differences in RT and heart rate after an acute intervention of mental fatigue between male and female athletes. MATERIALS AND METHODS For this aim, 64 participants (age 31.7 ± 6.2 y) performed a routine of 15 min of the Stroop test (PsyTool), with 600 tasks and five different colors. Their heart rate (HR) was registered before, during, and one, three, and five minutes after the Stroop test. Meanwhile, the RT was evaluated before and after the Stroop test. A general linear mixed model (GLMM) and a Bonferroni post hoc test were used to compare the HR between the conditions and an ANOVA two-way analysis was used to compare the values pre-/post-Stroop test. (α = 0.05). RESULTS The GLMM for HR showed an effect on the time (p < 0.001) and the time × group interaction (p = 0.004). The RT was significantly increased pre- to post-Stroop test (p < 0.05); however, there was no difference between the pre- and post-HR measurements (p = 1.000) and the measurements one (p = 0.559), three (p = 1.000) and five (p = 1.000) min after the Stroop test. CONCLUSION The present findings suggest that the parasympathetic branch of the autonomous nervous system which functions as a relaxation system tends to be activated under increasing mental fatigue, with a decreased performance (RT) similarly in men and women. Therefore, athletes could use MF induced during training to improve the time delay related to motor tasks.
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Affiliation(s)
| | - Gloria Di Filippo
- Department of Psychology, Niccolò Cusano University, 00166 Rome, Italy
| | - Luca Russo
- Department of Human Sciences, Università Telematica degli Studi IUL, 50122 Florence, Italy
| | | | - Luca Paolo Ardigò
- Department of Teacher Education, NLA University College, Linstows Gate 3, 0166 Oslo, Norway
- Department of Neurosciences, Biomedicine and Movement Sciences, School of Exercise and Sport Science, University of Verona, via Felice Casorati 43, 37131 Verona, Italy
| | - Marcela Zimmermann Casal
- LaBiodin Biodynamics Laboratory, Universidade Federal do Rio Grande do Sul, Porto Alegre 90690-200, Brazil
| | | | - Johnny Padulo
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, 20134 Milan, Italy
- Correspondence:
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24
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Campos MC, Nery T, Starke AC, de Bem Alves AC, Speck AE, S Aguiar A. Post-viral fatigue in COVID-19: A review of symptom assessment methods, mental, cognitive, and physical impairment. Neurosci Biobehav Rev 2022; 142:104902. [PMID: 36202253 PMCID: PMC9528075 DOI: 10.1016/j.neubiorev.2022.104902] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 09/26/2022] [Accepted: 10/01/2022] [Indexed: 12/14/2022]
Abstract
Coronavirus 2 is responsible for Severe Acute Respiratory Syndrome-Coronavirus-2 (SARS-CoV-2), and the main sequela is persistent fatigue. Post-viral fatigue is common and affects patients with mild, asymptomatic coronavirus disease-2019 (COVID-19). However, the exact mechanisms involved in developing post-COVID-19 fatigue remain unclear. Furthermore, physical and cognitive impairments in these individuals have been widely described. Therefore, this review aims to summarize and propose tools from a multifaceted perspective to assess COVID-19 infection. Herein, we point out the instruments that can be used to assess fatigue in long-term COVID-19: fatigue in a subjective manner or fatigability in an objective manner. For physical and mental fatigue, structured questionnaires were used to assess perceived symptoms, and physical and cognitive performance assessment tests were used to measure fatigability using reduced performance.
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Affiliation(s)
| | | | | | | | | | - Aderbal S Aguiar
- Correspondence to: Labioex, Federal University of Santa Catarina, Pedro João Pereira, nº 150, Mato Alto, Araranguá, Santa Catarina, Brazil
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25
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Xu Y, Lian Y, Li J, Zhang Y, Liu Y, Wang X, Ma J, Li F. KangPiLao decoction modulates cognitive and emotional disorders in rats with central fatigue through the GABA/Glu pathway. Front Pharmacol 2022; 13:939169. [PMID: 36120289 PMCID: PMC9478895 DOI: 10.3389/fphar.2022.939169] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2022] [Accepted: 07/26/2022] [Indexed: 11/13/2022] Open
Abstract
Background: Central fatigue (CF) is a subjective sense of tiredness associated with cognitive and memory disorders, accompanied by reduced physical endurance and negative emotions, such as anxiety and depression. Disease progression and prognosis with regards to CF have been unfavorable and possibly contribute to dementia, schizophrenia, and other diseases. Additionally, effective treatments for CF are lacking. KangPiLao decoction (KPLD) has been widely applied in clinical treatment and is composed of six Chinese herbal medicines, some of which have confirmed anti-fatigue effects. While glutamic acid (Glu) is the main excitatory transmitter in the central nervous system (CNS), gamma-aminobutyric acid (GABA) is the major inhibitory transmitter. Both are involved in emotional, cognitive, and memory functions. This research was designed to explore how KPLD regulates cognitive and emotional disorders in rats with CF and to identify the relationship between the regulatory effect and the GABA/Glu pathway. Methods: The compounds comprising KPLD were analyzed using high-performance liquid chromatography-mass spectrometry. Sixty Wistar rats were randomly divided into six groups. The modified multiple platform method was used to induce CF. Cognitive, emotional, and fatigue states were evaluated by performing behavioral tests (Morris water maze [MWM], open-field test [OFT], and grip strength test). Histomorphology, western blotting, immunohistochemistry, and RT-qPCR were performed to investigate protein and mRNA expression levels in the hippocampus and prefrontal cortexes involved in the GABA/Glu pathway. Results: Rats with CF exhibited impaired spatial cognition and increased negative emotions in the MWM and OFT. KPLD enabled the improvement of these symptoms, especially in the high-concentration group. Western blotting and RT-qPCR demonstrated that the expression of GABAARα1, GABAARγ2, GABABR1, and GAD67 in rats with CF was higher, whereas GAT-1 and NMDAR2B were lower in the hippocampus and prefrontal cortex. KPLD decreased the expression of GABAARα1, GABABR1, GABAARγ2, and GAD67 in the hippocampus and prefrontal cortex and enhanced the expression of NR2B in the prefrontal cortex. Conclusion: KPLD significantly improved cognitive and emotional disorders in rats with CF by regulating the GABA/Glu pathway. Overall, KPLD may be a promising candidate for developing a drug for treating CF.
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Affiliation(s)
- Yifei Xu
- Beijing University of Chinese Medicine, Beijing, China
| | - Yajun Lian
- Nanjing University of Chinese Medicine, Nanjing, China
| | - Jie Li
- Beijing University of Chinese Medicine, Beijing, China
| | - Yifei Zhang
- Beijing University of Chinese Medicine, Beijing, China
| | - Yan Liu
- Beijing University of Chinese Medicine, Beijing, China
| | - Xuejiao Wang
- Guang’anmen Hospital, China Academy of Chinese Medical Sciences, Beijing, China
| | - Jie Ma
- Beijing University of Chinese Medicine, Beijing, China
| | - Feng Li
- Beijing University of Chinese Medicine, Beijing, China
- *Correspondence: Feng Li,
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26
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Goodman SPJ, Immink MA, Marino FE. Hypohydration alters pre-frontal cortex haemodynamics, but does not impair motor learning. Exp Brain Res 2022; 240:2255-2268. [PMID: 35881154 PMCID: PMC9458583 DOI: 10.1007/s00221-022-06424-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 07/12/2022] [Indexed: 11/28/2022]
Abstract
It is unknown how hypohydration influences fine motor performance training and motor learning. Here, 30 participants (aged 19-46 years) were randomly assigned to a hypohydration (HYPO) or control (CON) group (both n = 15). Moderate hypohydration (~ 2.4% loss in body mass) was produced in HYPO via active dehydration before a 46 min fluid restricted rest period was undertaken. The conclusion of rest coincided with when CON attended the facilities. Both groups undertook a discrete sequence production task consisting of 6 training blocks, and returned ~ 300 min later to complete a delayed retention and transfer test while euhydrated. Bilateral pre-frontal cortex (PFC) haemodynamics were assessed using functional near-infrared spectroscopy throughout training and delayed learning assessments. Response time improved across training (P < 0.01) and was similar between the groups (both P = 0.22). Analysis of training PFC haemodynamics revealed a significant group by block interaction for oxygenated (O2Hb; P < 0.01), but not deoxygenated haemoglobin (P = 0.77). In training block 1, bilateral O2Hb was higher in HYPO (P = 0.02), while bilateral O2Hb increased in CON between blocks 2-3 and 5-6 (both P ≤ 0.03). During the delayed retention and transfer test, no group differences or interactions were found in response time, response error, or PFC haemodynamics (all P ≥ 0.27). Moderate hypohydration does increase PFC activation during motor skill learning, however, this appears to be transient and of little consequence to training or delayed retention or transfer performance.
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Affiliation(s)
- Stephen P J Goodman
- School of Allied Health, Exercise and Sport Science, Charles Sturt University, Bathurst, NSW, Australia.
- School of Science and Technology, University of New England, Armidale, NSW, Australia.
| | - Maarten A Immink
- Sport, Health, Physical Activity and Exercise Research Centre and College of Nursing and Health Sciences, Flinders University, Adelaide, SA, Australia
| | - Frank E Marino
- School of Allied Health, Exercise and Sport Science, Charles Sturt University, Bathurst, NSW, Australia
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Qin Y, Hu Z, Chen Y, Liu J, Jiang L, Che Y, Han C. Directed Brain Network Analysis for Fatigue Driving Based on EEG Source Signals. ENTROPY (BASEL, SWITZERLAND) 2022; 24:1093. [PMID: 36010760 PMCID: PMC9407608 DOI: 10.3390/e24081093] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 08/06/2022] [Accepted: 08/06/2022] [Indexed: 06/15/2023]
Abstract
Fatigue driving is one of the major factors that leads to traffic accidents. Long-term monotonous driving can easily cause a decrease in the driver's attention and vigilance, manifesting a fatigue effect. This paper proposes a means of revealing the effects of driving fatigue on the brain's information processing abilities, from the aspect of a directed brain network based on electroencephalogram (EEG) source signals. Based on current source density (CSD) data derived from EEG signals using source analysis, a directed brain network for fatigue driving was constructed by using a directed transfer function. As driving time increased, the average clustering coefficient as well as the average path length gradually increased; meanwhile, global efficiency gradually decreased for most rhythms, suggesting that deep driving fatigue enhances the brain's local information integration abilities while weakening its global abilities. Furthermore, causal flow analysis showed electrodes with significant differences between the awake state and the driving fatigue state, which were mainly distributed in several areas of the anterior and posterior regions, especially under the theta rhythm. It was also found that the ability of the anterior regions to receive information from the posterior regions became significantly worse in the driving fatigue state. These findings may provide a theoretical basis for revealing the underlying neural mechanisms of driving fatigue.
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28
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Jaberzadeh S, Zoghi M. Transcranial Direct Current Stimulation Enhances Exercise Performance: A Mini Review of the Underlying Mechanisms. FRONTIERS IN NEUROERGONOMICS 2022; 3:841911. [PMID: 38235480 PMCID: PMC10790841 DOI: 10.3389/fnrgo.2022.841911] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 03/18/2022] [Indexed: 01/19/2024]
Abstract
Exercise performance (EP) is affected by a combination of factors including physical, physiological, and psychological factors. This includes factors such as peripheral, central, and mental fatigue, external peripheral factors such as pain and temperature, and psychological factors such as motivation and self-confidence. During the last century, numerous studies from different fields of research were carried out to improve EP by modifying these factors. During the last two decades, the focus of research has been mainly moved toward the brain as a dynamic ever-changing organ and the ways changes in this organ may lead to improvements in physical performance. Development of centrally-acting performance modifiers such as level of motivation or sleep deprivation and the emergence of novel non-invasive brain stimulation (NIBS) techniques such as transcranial magnetic stimulation (TMS) and transcranial direct current stimulation (tDCS) are the key motives behind this move. This article includes three sections. Section Introduction provides an overview of the mechanisms behind the reduction of EP. The main focus of the Effects of tDCS on EP section is to provide a brief description of the effects of tDCS on maximal and submaximal types of exercise and finally, the section Mechanisms Behind the Effects of tDCS on EP provides description of the mechanisms behind the effects of tDCS on EP.
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Affiliation(s)
- Shapour Jaberzadeh
- Non-invasive Brain Stimulation and Neuroplasticity Laboratory, Department of Physiotherapy, School of Primary and Allied Health Care, Faculty of Medicine, Nursing and Health Science, Monash University, Melbourne, VIC, Australia
| | - Maryam Zoghi
- Discipline of Physiotherapy, School of Health, Federation University Australia, Churchill, VIC, Australia
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29
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Effects of Acute Fatigue on Cognitive Performance in Team Sport Players: Does It Change the Way They Perform? A Scoping Review. APPLIED SCIENCES-BASEL 2022. [DOI: 10.3390/app12031736] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Fatigue caused by exercise or mentally demanding tasks can lead to an alteration in the cognitive functioning of athletes. Therefore, it is important to investigate whether and to what extent fatigue influences athletes cognitive performance in sports with high cognitive demands. This scoping review aims to map research articles dealing with the effects of acute fatigue on players cognitive performance in team sports. The main inclusion criterium was that studies had to examine the impact of any form of acute fatigue on (i) cognitive functions only, (ii) reactive agility, (iii) sport-specific skills with reactive components included. In total, 12 articles met our inclusion criteria. Results indicated that prolonged exercise causes a decline in the decision-making, attention, and perception abilities of players. Accuracy of sport-specific tasks with cognitive components included rather deteriorated after both exercise and mental fatigue inducement. However, alteration of players cognitive performance depends on the intensity and duration of fatigue-inducing tasks. Mental fatigue and consequent decision-making deterioration can be triggered by at least 30 min of a Stroop color-word task as well as smartphone application exposure. Analysis of the studies revealed a lack of research investigating the acute effect of fatigue on reactive agility, along with cognitive functions such as memory or learning. Due to possible acute negative effects of fatiguing exercise or mentally demanding tasks on human cognition, future research should consider the examination of different types and intensities of exercise on players’ cognitive performance.
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30
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Gao L, Yu J, Zhu L, Wang S, Yuan J, Li G, Cai J, Qi X, Sun Y, Sun Y. Dynamic Reorganization of Functional Connectivity During Post-break Task Reengagement. IEEE Trans Neural Syst Rehabil Eng 2022; 30:157-166. [PMID: 35025746 DOI: 10.1109/tnsre.2022.3142855] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
Because of the undesired fatigue-related consequences, accumulating efforts have been made to find an effective intervention to alleviate the suboptimal cognitive function caused by mental fatigue. Nonetheless, limitations of intervention and evaluation methods may hinder the revealing of underlying neural mechanisms of fatigue recovery. Through the newly-developed dynamic functional connectivity (FC) analysis framework, this study aims to investigate the effects of two types of mid-task interventions (i.e., rest-break and moderate-intensity exercise-break) on the dynamic reorganization of FC during the execution of psychomotor vigilance test (PVT). Using a sliding window approach, temporal brain networks within each frequency band (i.e., δ, θ, α, & β) were estimated before and immediate after the intervention, and towards the end of the task to investigate the immediate and delayed effects respectively during post-break task reengagement. Behaviourally, similar beneficial effects of exercise- and rest-break on performance were observed, manifested by the immediate improvements after both interventions and a long-lasting influence towards the end of tasks. Moreover, temporal brain networks assessment showed significant immediate decreases of fluctuability, which followed by an increase of fluctuability towards the end of intervention tasks. Furthermore, the temporal nodal measure revealed the channels with significant differences across tasks were mainly resided in the fronto-parietal areas that exhibited interesting frequency-dependent distribution. The observations of immediate and delayed dynamic FC reorganizations extend previous fatigue-related intervention and static FC studies, and provide new insight into the dynamic characteristics of FC during post-break task reengagement.
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Díaz-García J, González-Ponce I, Ponce-Bordón JC, López-Gajardo MÁ, Ramírez-Bravo I, Rubio-Morales A, García-Calvo T. Mental Load and Fatigue Assessment Instruments: A Systematic Review. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 19:419. [PMID: 35010678 PMCID: PMC8744873 DOI: 10.3390/ijerph19010419] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 12/23/2021] [Accepted: 12/28/2021] [Indexed: 11/23/2022]
Abstract
Mental load and fatigue are important causes of performance decreases and accidents in different activities. However, a robust systematic review, detailing the instruments used to quantify them, is currently lacking. The purpose of this study was to summarize and classify by derivations the validated instruments used to quantify mental load and fatigue. The most representative electronic databases in the scope of this review, PubMed, WOS, Scopus, SPORTDiscus, and PsycINFO (until September 2020) were searched for studies that included instruments to analyze mental load and fatigue. The quality of the selected studies was scored using a quality assessment checklist. A total of 40 papers were included. Most of the papers used subjective scales (75%) to quantify mental load and fatigue, with a small presence of behavioral (n = 5) and objective techniques (n = 5). Less is known about the analysis of mental load and fatigue using a combination of derivations. Despite the high cost and complexity of objective techniques, research that applies these measures is important for further analysis of brain processes in mental load and fatigue. The design of a battery of tests that include the three types of derivations also seems necessary.
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Affiliation(s)
- Jesús Díaz-García
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (J.D.-G.); (J.C.P.-B.); (M.Á.L.-G.); (I.R.-B.); (A.R.-M.); (T.G.-C.)
| | | | - José Carlos Ponce-Bordón
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (J.D.-G.); (J.C.P.-B.); (M.Á.L.-G.); (I.R.-B.); (A.R.-M.); (T.G.-C.)
| | - Miguel Ángel López-Gajardo
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (J.D.-G.); (J.C.P.-B.); (M.Á.L.-G.); (I.R.-B.); (A.R.-M.); (T.G.-C.)
| | - Iván Ramírez-Bravo
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (J.D.-G.); (J.C.P.-B.); (M.Á.L.-G.); (I.R.-B.); (A.R.-M.); (T.G.-C.)
| | - Ana Rubio-Morales
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (J.D.-G.); (J.C.P.-B.); (M.Á.L.-G.); (I.R.-B.); (A.R.-M.); (T.G.-C.)
| | - Tomás García-Calvo
- Faculty of Sport Sciences, University of Extremadura, 10003 Cáceres, Spain; (J.D.-G.); (J.C.P.-B.); (M.Á.L.-G.); (I.R.-B.); (A.R.-M.); (T.G.-C.)
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32
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Luo X, Ru T, Chen Q, Hsiao FC, Hung CS, Yang CM, Zhou G. Temporal Dynamics of Subjective and Objective Alertness During Exposure to Bright Light in the Afternoon for 5 h. Front Physiol 2021; 12:771605. [PMID: 34950050 PMCID: PMC8691749 DOI: 10.3389/fphys.2021.771605] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Accepted: 11/08/2021] [Indexed: 11/22/2022] Open
Abstract
Light can induce an alertness response in humans. The effects of exposure to bright light vs. dim light on the levels of alertness during the day, especially in the afternoon, as reported in the literature, are inconsistent. This study employed a multiple measurement strategy to explore the temporal variations in the effects of exposure to bright light vs. regular office light (1,200 lx vs. 200 lx at eye level, 6,500 K) on the alertness of participants for 5 h in the afternoon. In this study, 20 healthy adults (11 female; mean age 23.25 ± 2.3 years) underwent the Karolinska sleepiness scale (KSS), the auditory psychomotor vigilance test (PVT), and the waking electroencephalogram (EEG) test for two levels of light intervention. The results yielded a relatively lower relative delta power and a relatively higher beta power for the 1,200 lx condition in comparison with the 200 lx condition. However, the light conditions elicited no statistically significant differences in the KSS scores and performance with respect to the PVT. The results suggested that exposure to bright light for 5 h in the afternoon could enhance physiological arousal while exerting insignificant effects on subjective feelings and performance abilities relating to the alertness of the participants.
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Affiliation(s)
- Xue Luo
- School of Psychology, South China Normal University, Guangzhou, China
| | - Taotao Ru
- Lab of Light and Physiopsychological Health, National Center for International Research on Green Optoelectronics, South China Normal University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Optical Information Materials and Technology and Institute of Electronic Paper Displays, South China Normal University, South China Academy of Advanced Optoelectronics, Guangzhou, China
| | - Qingwei Chen
- Lab of Light and Physiopsychological Health, National Center for International Research on Green Optoelectronics, South China Normal University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Optical Information Materials and Technology and Institute of Electronic Paper Displays, South China Normal University, South China Academy of Advanced Optoelectronics, Guangzhou, China
| | - Fan-Chi Hsiao
- Department of Counseling and Industrial/Organizational Psychology, Ming Chuan University, Taoyuan, Taiwan
| | - Ching-Sui Hung
- Department of Psychology, National Chengchi University, Taipei, Taiwan
| | - Chien-Ming Yang
- Department of Psychology, National Chengchi University, Taipei, Taiwan.,The Research Center for Mind, Brain, and Learning, National Chengchi University, Taipei, Taiwan
| | - Guofu Zhou
- Lab of Light and Physiopsychological Health, National Center for International Research on Green Optoelectronics, South China Normal University, Guangzhou, China.,Guangdong Provincial Key Laboratory of Optical Information Materials and Technology and Institute of Electronic Paper Displays, South China Normal University, South China Academy of Advanced Optoelectronics, Guangzhou, China
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33
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Sisakhti M, Sachdev PS, Batouli SAH. The Effect of Cognitive Load on the Retrieval of Long-Term Memory: An fMRI Study. Front Hum Neurosci 2021; 15:700146. [PMID: 34720904 PMCID: PMC8548369 DOI: 10.3389/fnhum.2021.700146] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Accepted: 09/22/2021] [Indexed: 12/02/2022] Open
Abstract
One of the less well-understood aspects of memory function is the mechanism by which the brain responds to an increasing load of memory, either during encoding or retrieval. Identifying the brain structures which manage this increasing cognitive demand would enhance our knowledge of human memory. Despite numerous studies about the effect of cognitive loads on working memory processes, whether these can be applied to long-term memory processes is unclear. We asked 32 healthy young volunteers to memorize all possible details of 24 images over a 12-day period ending 2 days before the fMRI scan. The images were of 12 categories relevant to daily events, with each category including a high and a low load image. Behavioral assessments on a separate group of participants (#22) provided the average loads of the images. The participants had to retrieve these previously memorized images during the fMRI scan in 15 s, with their eyes closed. We observed seven brain structures showing the highest activation with increasing load of the retrieved images, viz. parahippocampus, cerebellum, superior lateral occipital, fusiform and lingual gyri, precuneus, and posterior cingulate gyrus. Some structures showed reduced activation when retrieving higher load images, such as the anterior cingulate, insula, and supramarginal and postcentral gyri. The findings of this study revealed that the mechanism by which a difficult-to-retrieve memory is handled is mainly by elevating the activation of the responsible brain areas and not by getting other brain regions involved, which is a help to better understand the LTM retrieval process in the human brain.
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Affiliation(s)
- Minoo Sisakhti
- Institute for Cognitive Sciences Studies, Tehran, Iran.,Neuroimaging and Analysis Group, Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran
| | - Perminder S Sachdev
- Centre for Healthy Brain Aging (CHeBA), School of Psychiatry, University of New South Wales, Sydney, NSW, Australia
| | - Seyed Amir Hossein Batouli
- Neuroimaging and Analysis Group, Research Center for Molecular and Cellular Imaging, Tehran University of Medical Sciences, Tehran, Iran.,Department of Neuroscience and Addiction Studies, School of Advanced Technologies in Medicine, Tehran University of Medical Sciences, Tehran, Iran
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Matsuo T, Ishii A, Minami T, Nanjo H, Yoshikawa T. Neural mechanism by which physical fatigue sensation suppresses physical performance: a magnetoencephalography study. Exp Brain Res 2021; 240:237-247. [PMID: 34689244 DOI: 10.1007/s00221-021-06250-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 10/19/2021] [Indexed: 11/25/2022]
Abstract
The right dorsolateral prefrontal cortex (DLPFC) has been proposed to be the brain region regulating performance through fatigue sensation in fatigue, but direct evidence has been lacking for right DLPFC activation when physical performance is suppressed in the presence of fatigue sensation. We examined whether the right DLPFC is activated when physical performance is suppressed by remembering a physical fatigue sensation. Eighteen healthy male volunteers participated. They performed a rest session followed by a handgrip session to induce physical fatigue sensation. Then, they were instructed to remember the state of the right hand with (i.e., the target condition) and without (i.e., the control condition) fatigue sensation as experienced in the handgrip and rest sessions, respectively while performing motor imagery of maximum handgrip of the right hand. Neural activity during both conditions was recorded using magnetoencephalography. The level of fatigue sensation was higher in the target condition than in the control condition. Decreases of handgrip strength and beta band power in the right Brodmann's area 46 were observed in the target condition, suggesting that the right DLPFC is involved in the regulation of physical performance through fatigue sensation. These findings may help elucidate the neural mechanisms regulating performance under fatigue conditions.
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Affiliation(s)
- Takashi Matsuo
- Department of Sports Medicine, Osaka City University Graduate School of Medicine, 1-4-3 Asahimachi, Abeno-ku, Osaka City, Osaka, 545-8585, Japan.
| | - Akira Ishii
- Department of Sports Medicine, Osaka City University Graduate School of Medicine, 1-4-3 Asahimachi, Abeno-ku, Osaka City, Osaka, 545-8585, Japan
| | - Takayuki Minami
- Department of Sports Medicine, Osaka City University Graduate School of Medicine, 1-4-3 Asahimachi, Abeno-ku, Osaka City, Osaka, 545-8585, Japan
| | - Hitoshi Nanjo
- Department of Sports Medicine, Osaka City University Graduate School of Medicine, 1-4-3 Asahimachi, Abeno-ku, Osaka City, Osaka, 545-8585, Japan
| | - Takahiro Yoshikawa
- Department of Sports Medicine, Osaka City University Graduate School of Medicine, 1-4-3 Asahimachi, Abeno-ku, Osaka City, Osaka, 545-8585, Japan
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Proof-of-Concept and Test-Retest Reliability Study of Psychological and Physiological Variables of the Mental Fatigue Paradigm. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18189532. [PMID: 34574457 PMCID: PMC8465457 DOI: 10.3390/ijerph18189532] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/07/2021] [Revised: 09/03/2021] [Accepted: 09/06/2021] [Indexed: 12/22/2022]
Abstract
This study provided a proof-of-concept and test–retest reliability of measures frequently used to assess a mental fatigue paradigm. After familiarization, 28 healthy men performed (40-min) the Rapid Visual Information Processing (RVP) test in a test–retest design, having mental fatigue sensation, motivation, emotional arousal, total mood disturbance, and electroencephalography (EEG) in the prefrontal cortex measured before and after the test. EEG was recorded during a 3-min rest so that the power spectral density of theta (3–7 Hz) and alpha (8–13 Hz) bands was calculated. Pre-to-post RVP test changes in psychological and physiological domains were compared (paired-T tests), and absolute (standard error of measurement (SEM) and minimal difference (MD)) and relative reliability (intraclass correlation coefficient (ICC)) were calculated. The RVP test induced an increase (p < 0.05) in mental fatigue sensation (120.9% (109.4; 132.4)) and total mood disturbance (3.5% (−6.3; 13.3)), and a decrease in motivation (−7.1% (−9.2; −5.1)) and emotional arousal (−16.2% (−19.1; −13.2)). Likewise, EEG theta (59.1% (33.2; 85.0); p < 0.05), but not alpha band, increased due to RVP test. All psychophysiological responses showed poor-to-moderate relative reliability. Changes in mental fatigue sensation and motivation were higher than SEM and MD, but changes in EEG theta band were higher only than SEM. Mental fatigue sensation, motivation, and EEG theta band were sensitive to distinguish a mental fatigue paradigm despite true mental fatigue effects on theta activity may be trivial.
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Ishii A, Matsuo T, Yoshikawa T. Association between the total amount of electromagnetic cortical neuronal activity and a decline in motivation. Physiol Rep 2021; 9:e15028. [PMID: 34558220 PMCID: PMC8461028 DOI: 10.14814/phy2.15028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2021] [Accepted: 08/16/2021] [Indexed: 11/24/2022] Open
Abstract
In situations involving fatigue, the increase in fatigue levels and the apparent decrease in motivation levels are thought to suppress mental and physical performance to avoid disrupting homeostasis and aid recovery; however, the ultimate source of information on which the brain depends to perceive fatigue and/or a loss of motivation for protection remains unknown. In this study, we found that, as assessed by magnetoencephalography, electromagnetic cortical neuronal activity while performing cognitive tasks was associated with a decrease in motivation caused by the tasks in healthy participants, suggesting the possibility that the brain utilizes information that reflects the invested amount of neural activity to suppress performance. To our knowledge, this is the first report to provide clues for the missing link between neural investments and the resulting activation of the biological alarms that suppress performance.
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Affiliation(s)
- Akira Ishii
- Department of Sports MedicineOsaka City University Graduate School of MedicineOsakaJapan
| | - Takashi Matsuo
- Department of Sports MedicineOsaka City University Graduate School of MedicineOsakaJapan
| | - Takahiro Yoshikawa
- Department of Sports MedicineOsaka City University Graduate School of MedicineOsakaJapan
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How Mentally Fatiguing Are Consecutive World Padel Tour Matches? INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph18179059. [PMID: 34501648 PMCID: PMC8431167 DOI: 10.3390/ijerph18179059] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 07/22/2021] [Revised: 08/23/2021] [Accepted: 08/25/2021] [Indexed: 11/17/2022]
Abstract
It is currently unknown whether mental fatigue occurs throughout a WPT competition and whether consecutive matches affect how mentally fatiguing a match is perceived to be. The objective was to quantify the effects of successive professional matches on mental fatigue. A total of 14 professional players (9 males, Mage = 25, 5 females, Mage = 21) participated during qualified rounds of a WPT with three eliminatory matches: Match 1 (morning) and 2 (afternoon) on day 1 (n = 14), Match 3 (morning) on day 2 (n = 6). Mental fatigue and motivation, with scales, and reaction time, with a 3-min Psychomotor Vigilance Test, were measured at two time intervals (pre and post matches (<30 min)). To analyze the evolution of these variables, a two-way repeated measures MANOVA was performed. An increase in mental fatigue from pre- to post-matches was observed (p < 0.01), with an accumulation of mental fatigue between matches played on day 1 (p < 0.01), maximizing the mental fatigue perceived during Match 2. Padel matches impair motivation and reaction time (p = 0.04), without effects between successive matches, which reinforced the idea that mental fatigue may impair padel performance (i.e., reaction time). Coaches should use training interventions and recovery strategies to counteract/avoid the accumulation of mental fatigue during professional tournaments.
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Is Motivation Associated with Mental Fatigue during Padel Trainings? A Pilot Study. SUSTAINABILITY 2021. [DOI: 10.3390/su13105755] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Motivation seems to enhance athletes’ mental efforts, but this has not been tested yet in padel. The objective was to test the effects of motivation on mental fatigue during padel trainings. Thirty-six elite youth players participated (twenty-two males, Mage = 17.40, SDage = 2.16, and fourteen females, Mage = 17.90, SDage = 3.21). We designed four padel training matches, introducing a constraint in two of them in a counterbalanced order. The constraint was: Couples that win more sets in these two matches obtain a free lesson with a professional padel player. Motivation was quantified by a questionnaire before the matches. Moreover, subjective feelings of mental load and fatigue were measured with questionnaires, and objective measures of fatigue were quantified through heart-rate variability and reaction time. Results suggest that the constraint significantly increases motivation (p < 0.001). Furthermore, in these matches, players reported significantly higher feelings and objective measures of fatigue (p < 0.001 for HRV and VAS; p = 0.04 for reaction time). An increase in the resources used by the neural facilitation system, mediated by higher values of motivation, seems a relevant candidate to explain this phenomenon.
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Mental Fatigue and Sport-Specific Psychomotor Performance: A Systematic Review. Sports Med 2021; 51:1527-1548. [PMID: 33710524 DOI: 10.1007/s40279-021-01429-6] [Citation(s) in RCA: 65] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/27/2021] [Indexed: 02/06/2023]
Abstract
BACKGROUND Mental fatigue (MF) is a psychobiological state that impairs endurance performance in healthy athletes. Recently, multiple studies indicated that MF could also impair sport-specific psychomotor performance (SSPP). Nevertheless, a systematic overview detailing the effects of MF on SSPP is currently lacking. OBJECTIVE The objective of this study is to collate relevant literature and examine the effect of MF on SSPP. A secondary aim was to create an overview of the potential subjective and physiological factors underlying this MF effect. METHODS PubMed (MEDLINE), Web of Science, PsycINFO and SPORTDiscus were searched (5th of November 2020). Studies were eligible when study outcomes encompassed any form of SSPP skill in a sport-specific context, the intervention was targeted to induce MF, and the population included healthy individuals. The presence of a manipulation check, to indicate the successful induction of MF, was obligatory for inclusion. Secondary outcomes were all outcomes (either physiological or psychological) that could explain the underlying mechanisms of the effect of MF on SSPP. RESULTS In total, 21 papers were included. MF was successfully induced in all but two studies, which were excluded from further analysis. MF negatively impacts a myriad of SSPP outcomes, including decision-making, reaction time and accuracy outcomes. No changes in physiological outcomes, that could underlie the effect of MF, were reported. Subjectively, only ratings of perceived of exertion increased due to MF in some studies. CONCLUSIONS Overall, the selected papers indicated that MF negatively affects SSPP. Research that assesses brain function, while evaluating the effect of MF on SSPP is essential to create further insight.
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Yang X, Li F, Liu Y, Li D, Li J. Study on the Correlation Between NF-κB and Central Fatigue. J Mol Neurosci 2021; 71:1975-1986. [PMID: 33586033 PMCID: PMC8500872 DOI: 10.1007/s12031-021-01803-z] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2020] [Accepted: 01/26/2021] [Indexed: 12/25/2022]
Abstract
In recent years, the World Health Organization (WHO) has included fatigue as a major risk factor for human life and health. The incidence rate of fatigue is high. In Europe and America, nearly 1/3 of the population is suffering from fatigue. Due to the acceleration of modern people’s life rhythm and the increase of work pressure, more and more attention has been paid to central fatigue. The activation of NF-κB is related to central fatigue, which has been paid little attention by previous studies. At the same time, previous studies have mostly focused on the immune regulation function of NF-κB, while the NF-κB pathway plays an equally important role in regulating nerve function. NF-κB can participate in the occurrence and development of central fatigue by mediating immune inflammatory response, regulating central excitability and inhibitory transmitters, regulating synaptic plasticity and regulating central nervous system (CNS) functional genes. In addition to neuroprotective effects, NF-κB also has nerve damage effects, which is also closely related to the occurrence and development of central fatigue. In this review, we focus on the relationship between NF-κB pathway and central fatigue and further explore the biological mechanism of central fatigue. At the same time, the clinical application and potential of typical NF-κB inhibitors in the treatment of fatigue were analyzed to provide reference for the clinical treatment of central fatigue.
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Affiliation(s)
- Xingzhe Yang
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
| | - Feng Li
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China.
| | - Yan Liu
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Danxi Li
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
| | - Jie Li
- College of Traditional Chinese Medicine, Beijing University of Chinese Medicine, Beijing, China
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An Adaptive EEG Feature Extraction Method Based on Stacked Denoising Autoencoder for Mental Fatigue Connectivity. Neural Plast 2021; 2021:3965385. [PMID: 33552154 PMCID: PMC7843194 DOI: 10.1155/2021/3965385] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2020] [Revised: 12/15/2020] [Accepted: 01/06/2021] [Indexed: 11/30/2022] Open
Abstract
Mental fatigue is a common psychobiological state elected by prolonged cognitive activities. Although, the performance and the disadvantage of the mental fatigue have been well known, its connectivity among the multiareas of the brain has not been thoroughly studied yet. This is important for the clarification of the mental fatigue mechanism. However, the common method of connectivity analysis based on EEG cannot get rid of the interference from strong noise. In this paper, an adaptive feature extraction model based on stacked denoising autoencoder has been proposed. The signal to noise ratio of the extracted feature has been analyzed. Compared with principal component analysis, the proposed method can significantly improve the signal to noise ratio and suppress the noise interference. The proposed method has been applied on the analysis of mental fatigue connectivity. The causal connectivity among the frontal, motor, parietal, and visual areas under the awake, fatigue, and sleep deprivation conditions has been analyzed, and different patterns of connectivity between conditions have been revealed. The connectivity direction under awake condition and sleep deprivation condition is opposite. Moreover, there is a complex and bidirectional connectivity relationship, from the anterior areas to the posterior areas and from the posterior areas to the anterior areas, under fatigue condition. These results imply that there are different brain patterns on the three conditions. This study provides an effective method for EEG analysis. It may be favorable to disclose the underlying mechanism of mental fatigue by connectivity analysis.
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Jacquet T, Poulin-Charronnat B, Bard P, Lepers R. Persistence of Mental Fatigue on Motor Control. Front Psychol 2021; 11:588253. [PMID: 33488457 PMCID: PMC7820710 DOI: 10.3389/fpsyg.2020.588253] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 11/30/2020] [Indexed: 12/13/2022] Open
Abstract
The effects of mental fatigue on both cognitive and physical performance are well described in the literature, but the recovery aspects of mental fatigue have been less investigated. The present study aimed to fill this gap by examining the persistence of mental fatigue on behavior and electrophysiological mechanisms. Fifteen participants performed an arm-pointing task consisting of reaching a target as fast as possible, before carrying out a 32-min cognitively demanding task [Time Load Dual Back (TLDB) task], and immediately, 10 and 20 min after completion of the TLDB task. During the experiment, electroencephalography was continuously recorded. The significant increase in mental fatigue feeling after the TLDB task was followed by a decrease during the 20 min of recovery without returning to premeasurement values. Brain oscillations recorded at rest during the recovery period showed an increase in both theta and alpha power over time, suggesting a persistence of mental fatigue. Arm-pointing movement duration increased gradually over time during the recovery period, indicating that behavioral performance remained impaired 20 min after the end of the cognitively demanding task. To conclude, subjective measurements indicated a partial recovery of mental fatigue following a cognitively demanding task, whereas electrophysiological and behavioral markers suggested that the effects of mental fatigue persisted for at least 20 min. While the subjective evaluation of mental fatigue is a very practical way to attest the presence of mental fatigue, electrophysiological and behavioral measures seem more relevant to evaluate the time course of mental fatigue effects.
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Affiliation(s)
- Thomas Jacquet
- LEAD - CNRS UMR5022, Université Bourgogne Franche-Comté, Dijon, France
| | | | - Patrick Bard
- LEAD - CNRS UMR5022, Université Bourgogne Franche-Comté, Dijon, France
| | - Romuald Lepers
- INSERM UMR 1093 CAPS, Université Bourgogne Franche-Comté, Dijon, France
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Williamson JR, Heaton KJ, Lammert A, Finkelstein K, Sturim D, Smalt C, Ciccarelli G, Quatieri TF. Audio, Visual, and Electrodermal Arousal Signals as Predictors of Mental Fatigue Following Sustained Cognitive Work. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2020; 2020:832-836. [PMID: 33018114 DOI: 10.1109/embc44109.2020.9175951] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
Lapses in vigilance and slowed reactions due to mental fatigue can increase risk of accidents and injuries and degrade performance. This paper describes a method for rapid, unobtrusive detection of mental fatigue based on changes in electrodermal arousal (EDA), and changes in neuromotor coordination derived from speaking. Twenty-nine Soldiers completed a 2-hour battery of cognitive tasks intended to induce fatigue. Behavioral markers derived from audio and video during speech were acquired before and after the 2hour cognitive load tasks, as was EDA. Exposure to cognitive load produced detectable increases in neuromotor variability in speech and facial measures after load and even after a recovery period. A Gaussian mixture model classifier with crossvalidation and fusion across speech, video, and EDA produced an accuracy of AUC=0.99 in detecting a change in cognitive fatigue relative to a personalized baseline.
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Kawano T, Naito J, Nishioka M, Nishida N, Takahashi M, Kashiwagi S, Sugino T, Watanabe Y. Effect of Food Containing Paramylon Derived from Euglena gracilis EOD-1 on Fatigue in Healthy Adults: A Randomized, Double-Blind, Placebo-Controlled, Parallel-Group Trial. Nutrients 2020; 12:nu12103098. [PMID: 33053626 PMCID: PMC7601521 DOI: 10.3390/nu12103098] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2020] [Revised: 10/08/2020] [Accepted: 10/08/2020] [Indexed: 12/16/2022] Open
Abstract
Euglena gracilis EOD-1, a kind of microalgae, is known to contain a high proportion of paramylon, a type of β-1,3-glucan. Paramylon derived from E. gracilis EOD-1 is presumed to suppress cellular oxidative injury and expected to reduce fatigue and fatigue sensation. Therefore, we aimed to examine whether food containing paramylon derived from E. gracilis EOD-1 (EOD-1PM) ingestion reduced fatigue and fatigue sensation in healthy adults. We conducted a randomized, double-blind, placebo-controlled, parallel-group comparison study in 66 healthy men and women who ingested a placebo or EOD-1PM daily for 4 weeks (daily life fatigue). Furthermore, at the examination days of 0 and 4 weeks, tolerance to fatigue load was evaluated using mental tasks (task-induced fatigue). We evaluated fatigue sensation using the Visual Analogue Scale, the work efficiency of the advanced trail making test and measured serum antioxidant markers. The EOD-1PM group showed significantly lower levels of physical and mental fatigue sensations and higher levels of work efficiency as well as serum biological antioxidant potential levels than the placebo group. These results indicate that EOD-1PM ingestion reduced fatigue and fatigue sensation, which may be due to an increase in antioxidant potential and maintenance of selective attention during work.
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Affiliation(s)
- Takanori Kawano
- Kobelco Eco-Solutions Co., Ltd., Kobe, Hyogo 651-2241, Japan; (J.N.); (M.N.); (N.N.); (M.T.)
- Correspondence: (T.K.); (Y.W.); Tel.: +81-78-992-6957 (T.K.); +81-78-304-7100 (Y.W.)
| | - Junko Naito
- Kobelco Eco-Solutions Co., Ltd., Kobe, Hyogo 651-2241, Japan; (J.N.); (M.N.); (N.N.); (M.T.)
| | - Machiko Nishioka
- Kobelco Eco-Solutions Co., Ltd., Kobe, Hyogo 651-2241, Japan; (J.N.); (M.N.); (N.N.); (M.T.)
| | - Norihisa Nishida
- Kobelco Eco-Solutions Co., Ltd., Kobe, Hyogo 651-2241, Japan; (J.N.); (M.N.); (N.N.); (M.T.)
| | - Madoka Takahashi
- Kobelco Eco-Solutions Co., Ltd., Kobe, Hyogo 651-2241, Japan; (J.N.); (M.N.); (N.N.); (M.T.)
| | | | - Tomohiro Sugino
- Soiken. Inc., Toyonaka, Osaka 560-0082, Japan; (S.K.); (T.S.)
| | - Yasuyoshi Watanabe
- RIKEN Center for Biosystems Dynamics Research, Kobe, Hyogo 650-0047, Japan
- Correspondence: (T.K.); (Y.W.); Tel.: +81-78-992-6957 (T.K.); +81-78-304-7100 (Y.W.)
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Mental Fatigue Might Be Not So Bad for Exercise Performance After All: A Systematic Review and Bias-Sensitive Meta-Analysis. J Cogn 2020; 3:38. [PMID: 33103052 PMCID: PMC7546119 DOI: 10.5334/joc.126] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
There is an ongoing debate in the scientific community regarding whether a state of mental fatigue may have a negative effect upon a range of objective and subjective measures of human performance. This issue has attracted attention from several fields, including sport and exercise sciences. In fact, a considerable body of literature in the sport science field has suggested that performing a long and demanding cognitive task might lead to a state of mental fatigue, impairing subsequent exercise performance, although research in this field has shown contradictory results. Here, we performed a meta-analysis to investigate these inconsistent findings. The analysis yielded small-to-medium effects of mental fatigue on exercise performance, d z = 0.50, and RPE, d z = 0.21. However, a three-parameter selection model also revealed evidence of publication or reporting biases, suggesting that the bias-corrected estimates might be substantially lower (0.08 and 0.10, respectively) and non-significant. In sum, current evidence does not provide conclusive support for the claim that mental fatigue has a negative influence on exercise performance.
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Soto-Leon V, Alonso-Bonilla C, Peinado-Palomino D, Torres-Pareja M, Mendoza-Laiz N, Mordillo-Mateos L, Onate-Figuerez A, Arias P, Aguilar J, Oliviero A. Effects of fatigue induced by repetitive movements and isometric tasks on reaction time. Hum Mov Sci 2020; 73:102679. [PMID: 32980590 DOI: 10.1016/j.humov.2020.102679] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2019] [Revised: 01/12/2020] [Accepted: 09/02/2020] [Indexed: 10/23/2022]
Abstract
PURPOSE The understanding of fatigue of the human motor system is important in the fields of ergonomics, sport, rehabilitation and neurology. In order to understand the interactions between fatigue and reaction time, we evaluated the effects of two different fatiguing tasks on reaction time. METHODS 83 healthy subjects were included in a case-control study with three arms where single and double choice reaction time tasks were performed before and after 2 min fatiguing task (an isometric task, a finger tapping task and at rest). RESULTS After an isometric task, the right-fatigued hand was slower in the choice component of a double choice reaction time task (calculated as the individual difference between single and double choice reaction times); also, the subjects that felt more fatigued had slower choice reaction time respect to the baseline assessment. Moreover, in relationship to the performance decay after two minutes, finger tapping task produces more intense fatigability perception. CONCLUSIONS We confirmed that two minutes of isometric or repetitive tasks are enough to produce fatigue. The fatigue perception is more intense for finger tapping tasks in relation to the performance decay. We therefore confirmed that the two fatiguing tasks produced two different kind of fatigue demonstrating that with a very simple protocol it is possible to test subjects or patients to quantify different form of fatigue.
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Affiliation(s)
- Vanesa Soto-Leon
- FENNSI Group, National Hospital for Paraplegics, SESCAM, Toledo, Spain
| | | | - Diego Peinado-Palomino
- FENNSI Group, National Hospital for Paraplegics, SESCAM, Toledo, Spain; Faculty of Sport Sciences, University of Castilla- La Mancha, UCLM, Toledo, Spain
| | - Marta Torres-Pareja
- FENNSI Group, National Hospital for Paraplegics, SESCAM, Toledo, Spain; Faculty of Sport Sciences, University of Castilla- La Mancha, UCLM, Toledo, Spain
| | | | | | | | - Pablo Arias
- Neuroscience and Motor Control Group, NEUROcom, Department of Medicine, University of Coruna and Biomedical Research Institute of A Coruna (INIBIC), A Coruña, Galicia, Spain
| | - Juan Aguilar
- Experimental Neurophysiology, National Hospital for Paraplegics, SESCAM, Toledo, Spain
| | - Antonio Oliviero
- FENNSI Group, National Hospital for Paraplegics, SESCAM, Toledo, Spain.
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Trecroci A, Boccolini G, Duca M, Formenti D, Alberti G. Mental fatigue impairs physical activity, technical and decision-making performance during small-sided games. PLoS One 2020; 15:e0238461. [PMID: 32903263 PMCID: PMC7480836 DOI: 10.1371/journal.pone.0238461] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2020] [Accepted: 08/17/2020] [Indexed: 11/18/2022] Open
Abstract
The aim of this study was to investigate the effects of mental fatigue on physical activity, technical and decision-making performance during small-sided games. Nine sub-elite soccer players were enrolled in the study. The players performed two small-sided games on two occasions within a crossover experimental design. Before each game, they underwent a mental fatiguing task (Stroop task) and a control task (documentary watching) in a randomized, counterbalanced order. Players' physical activity, technical, and decision-making performance were obtained during small-sided games by GPS and video scouting. Results showed that distance in acceleration covered per min, negative passes, passing accuracy, and shot accuracy were likely impaired than control task after a mental fatiguing protocol. Decision-making performance of negative passes, passes accuracy, and dribbling accuracy resulted also likely decreased compared with control task. These findings demonstrated that mental fatigue impacted on technical, GPS-derived, and soccer-specific decision-making performance during SSG. In conclusion, avoiding cognitively demanding tasks before playing soccer-specific activities may be advisable to preserve players' physical activity, technical, and decision-making skills.
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Affiliation(s)
- Athos Trecroci
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milano, Italy
| | - Gabriele Boccolini
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milano, Italy
- Physical Performance & Sport Science Department, Atalanta Bergamasca Calcio, Bergamo, Italy
| | - Marco Duca
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milano, Italy
| | - Damiano Formenti
- Department of Biotechnology and Life Sciences (DBSV), University of Insubria, Varese, Italy
| | - Giampietro Alberti
- Department of Biomedical Sciences for Health, Università degli Studi di Milano, Milano, Italy
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Qi P, Hu H, Zhu L, Gao L, Yuan J, Thakor N, Bezerianos A, Sun Y. EEG Functional Connectivity Predicts Individual Behavioural Impairment During Mental Fatigue. IEEE Trans Neural Syst Rehabil Eng 2020; 28:2080-2089. [DOI: 10.1109/tnsre.2020.3007324] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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49
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Wang H, Liu X, Hu H, Wan F, Li T, Gao L, Bezerianos A, Sun Y, Jung TP. Dynamic Reorganization of Functional Connectivity Unmasks Fatigue Related Performance Declines in Simulated Driving. IEEE Trans Neural Syst Rehabil Eng 2020; 28:1790-1799. [DOI: 10.1109/tnsre.2020.2999599] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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50
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P300 Measures and Drive-Related Risks: A Systematic Review and Meta-Analysis. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17155266. [PMID: 32707766 PMCID: PMC7432745 DOI: 10.3390/ijerph17155266] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/28/2020] [Revised: 07/14/2020] [Accepted: 07/15/2020] [Indexed: 11/17/2022]
Abstract
Detecting signs for an increased level of risk during driving are critical for the effective prevention of road traffic accidents. The current study searched for literature through major databases such as PubMed, EBSCO, IEEE, and ScienceDirect. A total of 14 articles that measured P300 components in relation to driving tasks were included for a systematic review and meta-analysis. The risk factors investigated in the reviewed articles were summarized in five categories, including reduced attention, distraction, alcohol, challenging situations on the road, and negative emotion. A meta-analysis was conducted at both behavioral and neural levels. Behavioral performance was measured by the reaction time and driving performance, while the neural response was measured by P300 amplitude and latency. A significant increase in reaction time was identified when drivers were exposed to the risk factors. In addition, the significant effects of a reduced P300 amplitude and prolonged P300 latency indicated a reduced capacity for cognitive information processing. There was a tendency of driving performance decrement in relation to the risk factors, however, the effect was non-significant due to considerable variations and heterogeneity across the included studies. The results led to the conclusion that the P300 amplitude and latency are reliable indicators and predictors of the increased risk in driving. Future applications of the P300-based brain–computer interface (BCI) system may make considerable contributions toward preventing road traffic accidents.
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