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Proost M, De Bock S, Habay J, Nagels G, De Pauw K, Meeusen R, Roelands B, Van Cutsem J. Electrophysiological impact of mental fatigue on brain activity during a bike task: A wavelet analysis approach. Physiol Behav 2024; 282:114586. [PMID: 38763379 DOI: 10.1016/j.physbeh.2024.114586] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2024] [Revised: 04/29/2024] [Accepted: 05/16/2024] [Indexed: 05/21/2024]
Abstract
This study explored how mental fatigue affects brain activity during a low-intensity bike task utilising a continuous wavelet transformation in electroencephalography (EEG) analysis. The aim was to examine changes in brain activity potentially linked to central motor commands and to investigate their relationship with ratings of perceived exertion (RPE). In this study, sixteen participants (age: 21 ± 6 y, 7 females, 9 males) underwent one familiarization and two experimental trials in a randomised, blinded, cross-over study design. Participants executed a low-intensity bike task (9 min; 45 rpm; intensity (W): 10 % below aerobic threshold) after performing a mentally fatiguing (individualized 60-min Stroop task) or a control (documentary) task. Physiological (heart rate, EEG) and subjective measures (self-reported feeling of mental fatigue, RPE, cognitive load, motivation) were assessed prior, during and after the bike task. Post-Stroop, self-reported feeling of mental fatigue was higher in the intervention group (EXP) (74 ± 16) than in the control group (CON) (37 ± 17; p < 0.001). No significant differences in RPE during the bike task were observed between conditions. EEG analysis revealed significant differences (p < 0.05) in beta frequency (13-30 Hz) during the bike task, with EXP exhibiting more desynchronization during the pedal push phase and synchronization during the pedal release phase. These results suggest that mental fatigue, confirmed by both subjective and neurophysiological markers, did not significantly impact RPE during the bike task, possibly due to the use of the CR100 scale or absence of a performance outcome. However, EEG data did reveal significant beta band alterations during the task, indicating increased neural effort under mental fatigue. These findings reveal, for the first time, how motor-related brain activity at the motor cortex is impacted during a low-intensity bike task when mentally fatigued.
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Affiliation(s)
- Matthias Proost
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium
| | - Sander De Bock
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium; BruBotics, Vrije Universiteit Brussel, Brussels, Belgium
| | - Jelle Habay
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium; Vital signs and PERformance monitoring (VIPER) Research Unit, LIFE Department, Royal Military Academy, Brussels, Belgium; Research Foundation Flanders (FWO), Brussels, Belgium
| | - Guy Nagels
- AIMS Lab, Center for Neurosciences, Vrije Universiteit Brussel, Ke.2.13, Pleinlaan 2, 1050, Elsene, Brussels, Belgium
| | - Kevin De Pauw
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium; BruBotics, Vrije Universiteit Brussel, Brussels, Belgium
| | - Romain Meeusen
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium; BruBotics, Vrije Universiteit Brussel, Brussels, Belgium
| | - Bart Roelands
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium; BruBotics, Vrije Universiteit Brussel, Brussels, Belgium.
| | - Jeroen Van Cutsem
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Belgium; Vital signs and PERformance monitoring (VIPER) Research Unit, LIFE Department, Royal Military Academy, Brussels, Belgium
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Appel JE, van Wijngaarden E, Dezutter J. Tiredness of Life - Conceptualizing a Complex Phenomenon. Psychol Rep 2024:332941241268815. [PMID: 39054766 DOI: 10.1177/00332941241268815] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/27/2024]
Abstract
A phenomenon referred to as 'tiredness of life' or 'weariness of life' appears in current discussions on the legitimacy of euthanasia for relatively healthy older adults as well as in research on suicidality more broadly. However, a consensus conceptualization of the phenomenon is lacking. In the current paper, we offer such a conceptualization by reviewing and integrating knowledge from terminology, available descriptions, and first qualitative findings. Boredom with life, aversion towards life, meaninglessness, and fatigue are identified as central components of the phenomenon. Per component, we describe how the component was identified, our definition of the component and its foundation in descriptions in the literature, and empirical studies on how the component relates to euthanasia requests and suicidality. Moreover, hypotheses on the structure of the phenomenon are outlined, such as on interactions among and the importance of the different components.
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Affiliation(s)
- Judith E Appel
- Meaning Research Late Life Lab, Faculty of Psychology and Educational Science, University of Leuven, KU Leuven, Leuven, Belgium
- Research Foundation Flanders, Brussels, Belgium
| | - Els van Wijngaarden
- Meanings of Ageing and Dying Lab, Radboud University Medical Center Nijmegen, Nijmegen, Netherlands
| | - Jessie Dezutter
- Meaning Research Late Life Lab, Faculty of Psychology and Educational Science, University of Leuven, KU Leuven, Leuven, Belgium
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3
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Liu C, Dong X, Jia J, Ha M. Effects of Astaxanthin Supplementation on Fatigue, Motor Function and Cognition: A Meta-Analysis of Randomized Controlled Trials. Biol Res Nurs 2024; 26:469-480. [PMID: 38243785 DOI: 10.1177/10998004241227561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2024]
Abstract
Dietary astaxanthin supplementation has been demonstrated to have many beneficial and health-promoting effects. The purpose of this systematic review and meta-analysis was to assess the effect of astaxanthin supplementation on fatigue, cognition, and exercise efficiency. A total of 11 randomized controlled trials (RCTs) with 346 healthy participants were included. The random effects model and pooled standardized mean difference (SMDs) were used according to Hedge's g for the meta-analysis, and a meta-regression was also conducted. The results of the two existing studies showed a positive trend for astaxanthin in subjective fatigue relief. The effects of astaxanthin supplementation for 8-12 weeks on cognitive accuracy were marginally significant (SMD: .12; 95% CI: -.02-.26) and on reaction time was not significant (SMD: -.08; 95% CI: -.26 to .10). Remarkably, astaxanthin supplementation combined with regular training could enhance the fat oxidation (SMD: 2.56; 95% CI: 1.24-3.89), and significantly improve the physical performance (SMD: .62; 95% CI: .17-1.06). The subgroup analysis further showed significantly greater benefits when performing the aerobic exercises performance (SMD: .45; 95% CI: .13-.76), when the dose was ≥ 20 mg (SMD: .37; 95% CI: .11-.63), and when the supplementation duration was > 12 weeks (SMD: .66; 95% CI: .13-.63). We conclude that astaxanthin supplementation could significantly enhance aerobic exercise efficiency, especially at higher doses and for longer durations. Further studies based on large sample sizes are imperatively warranted.
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Affiliation(s)
- Changjiang Liu
- NHC Key Lab of Birth Defects and Reproductive Health, Chongqing Population and Family Planning Science and Technology Research Institute, Chongqing, P.R. China
| | - Xiaoling Dong
- School of Nursing, Chongqing Medical and Pharmaceutical College, Chongqing, P.R. China
| | - Jia Jia
- Chongqing City Management College, Chongqing, P.R. China
| | - Mei Ha
- School of Nursing, Chongqing Medical and Pharmaceutical College, Chongqing, P.R. China
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Bielitzki R, Behrens M, Behrendt T, Malczewski V, Mittlmeier T, Schega L. Low-load Resistance Exercise with Perceptually Primed Practical Blood Flow Restriction Induces Similar Motor Performance Fatigue, Physiological Changes, and Perceptual Responses Compared to Traditional Blood Flow Restriction in Males and Females. J Sports Sci Med 2024; 23:326-341. [PMID: 38841639 PMCID: PMC11149072 DOI: 10.52082/jssm.2024.326] [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: 09/23/2023] [Accepted: 04/11/2024] [Indexed: 06/07/2024]
Abstract
In the recent past, practical blood flow restriction (pBFR) using non-pneumatic, usually elastic cuffs has been established as a cost-effective alternative to traditional blood flow restriction (BFR) using pneumatic cuffs, especially for training in large groups. This study investigated whether low-load resistance exercise with perceptually primed pBFR using an elastic knee wrap is suitable to induce similar motor performance fatigue as well as physiological and perceptual responses compared to traditional BFR using a pneumatic nylon cuff in males and females. In a randomized, counterbalanced cross-over study, 30 healthy subjects performed 4 sets (30-15-15-15 repetitions) of unilateral knee extensions at 20% of their one-repetition-maximum. In the pBFR condition, each individual was perceptually primed to a BFR pressure corresponding to 60% of their arterial occlusion pressure. Before and after exercise, maximal voluntary torque, maximal muscle activity, and cuff pressure-induced discomfort were assessed. Moreover, physiological (i.e., muscle activity, muscle oxygenation) and perceptual responses (i.e., effort and exercise-induced leg muscle pain) were recorded during exercise. Moderate correlations with no differences between pBFR and BFR were found regarding the decline in maximal voluntary torque and maximal muscle activity. Furthermore, no to very strong correlations between conditions, with no differences, were observed for muscle activity, muscle oxygenation, and perceptual responses during exercise sets. However, cuff pressure-induced discomfort was lower in the pBFR compared to the BFR condition. These results indicate that low-load resistance exercise combined with perceptually primed pBFR is a convenient and less discomfort inducing alternative to traditional BFR. This is especially relevant for BFR training with people who have a low cuff-induced discomfort tolerance.
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Affiliation(s)
- Robert Bielitzki
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Martin Behrens
- University of Applied Sciences for Sport and Management Potsdam, Potsdam, Germany
| | - Tom Behrendt
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Victoria Malczewski
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
| | - Thomas Mittlmeier
- Department of Traumatology, Hand- and Reconstructive Surgery, Rostock University Medical Center, Rostock, Germany
| | - Lutz Schega
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, Magdeburg, Germany
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Ahn YJ, Kim B, Kim YH, Kim TY, Seo H, Park Y, Park SS, Ahn Y. Enzyme-Treated Zizania latifolia Ethanol Extract Improves Liver-Related Outcomes and Fatigability. Foods 2024; 13:1725. [PMID: 38890953 PMCID: PMC11171771 DOI: 10.3390/foods13111725] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 05/24/2024] [Accepted: 05/29/2024] [Indexed: 06/20/2024] Open
Abstract
Long-term hepatic damage is associated with human morbidity and mortality owing to numerous pathogenic factors. A variety of studies have focused on improving liver health using natural products and herbal medicines. We aimed to investigate the effect of enzyme-treated Zizania latifolia ethanol extract (ETZL), which increases the content of tricin via enzymatic hydrolysis, for 8 weeks on liver-related outcomes, lipid metabolism, antioxidant activity, and fatigue compared to a placebo. Healthy Korean adult males aged 19-60 years were randomized into ETZL treatment and placebo groups, and alcohol consumption was 24.96 and 28.64 units/week, respectively. Alanine transaminase, a blood marker associated with liver cell injury, significantly decreased after 8 weeks compared to the baseline in the ETZL treatment group (p = 0.004). After 8 weeks, the treatment group showed significant changes in the levels of high-density lipoprotein and hepatic steatosis index compared to the baseline (p = 0.028 and p = 0.004, respectively). ETZL treatment tended to reduce antioxidant-activity-related factors, total antioxidant status, and malondialdehyde, but there was no significant difference. In the multidimensional fatigue scale, ETZL treatment showed a significant reduction in general fatigue and total-fatigue-related values after 8 weeks compared to the baseline (p = 0.012 and p = 0.032, respectively). Taken together, the 8-week treatment of enzyme-treated Zizania latifolia ethanol extract demonstrated positive effects on liver-related outcomes, lipid metabolism, and mental fatigue without adverse effects on safety-related parameters.
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Affiliation(s)
- Yu-Jin Ahn
- Dental Research Institute, School of Dentistry, Seoul National University, Seoul 03080, Republic of Korea;
| | - Boyun Kim
- Department of Smart-Bio, Kyungsung University, Busan 48434, Republic of Korea;
| | - Yoon Hee Kim
- R&D Center, BTC Corporation, Ansan 15588, Republic of Korea
| | - Tae Young Kim
- R&D Center, BTC Corporation, Ansan 15588, Republic of Korea
| | - Hyeyeong Seo
- Department of Food Science and Biotechnology, Dongguk University, Goyang 10326, Republic of Korea
| | - Yooheon Park
- Department of Food Science and Biotechnology, Dongguk University, Goyang 10326, Republic of Korea
| | - Sung-Soo Park
- Department of Food Science and Nutrition, Jeju National University, Jeju 63243, Republic of Korea
| | - Yejin Ahn
- Research Group of Functional Food Materials, Korea Food Research Institute, Wanju-gun 55365, Republic of Korea
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Borgmann K, Ferdenhert J, Neyses AC, Bauer J, Hill MW, Muehlbauer T. Exploring how arm movement moderates the effect of lower limb muscle fatigue on dynamic balance in healthy youth. Front Sports Act Living 2024; 6:1391868. [PMID: 38846020 PMCID: PMC11153706 DOI: 10.3389/fspor.2024.1391868] [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: 02/26/2024] [Accepted: 05/14/2024] [Indexed: 06/09/2024] Open
Abstract
Background In young adults, there is evidence that free arm movements do not help to compensate muscle fatigue-induced deteriorations in dynamic balance performance. However, the postural control system in youth is immature, and as a result, the use of arm movements may provide a compensatory "upper body strategy" to correct fatigue-related balance impairments. Thus, the purpose of the present study was to compare the effects of free vs. restricted arm movement on dynamic balance performance prior and following exercise-induced muscle fatigue. Methods Forty-three healthy youth (19 females; mean age: 12.8 ± 1.9 years) performed the Y Balance Test-Lower Quarter before and immediately after a fatiguing exercise (i.e., repetitive vertical bipedal box jumps until failure) using two different arm positions: free (move the arms freely) and restricted (keep the arms akimbo) arm movement. Results Muscle fatigue (p ≤ 0.033; 0.10 ≤ η p 2 ≤ 0.33) and restriction of arm movement (p ≤ 0.005; 0.17 ≤ η p 2 ≤ 0.46) resulted in significantly deteriorated dynamic balance performance. However, the interactions between the two did not reach the level of significance (p ≥ 0.091; 0.01 ≤ η p 2 ≤ 0.07). Conclusion Our findings indicate that the use of an "upper body strategy" (i.e., free arm position) has no compensatory effect on muscle fatigue-induced dynamic balance deteriorations in healthy youth.
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Affiliation(s)
- Katharina Borgmann
- Division of Movement and Training Sciences/Biomechanics of Sport, University of Duisburg-Essen, Essen, Germany
| | - Jendrik Ferdenhert
- Division of Movement and Training Sciences/Biomechanics of Sport, University of Duisburg-Essen, Essen, Germany
| | - Alexandra C. Neyses
- Division of Movement and Training Sciences/Biomechanics of Sport, University of Duisburg-Essen, Essen, Germany
| | - Julian Bauer
- Department of Sport Science, Human Performance Research Centre, University of Konstanz, Konstanz, Germany
| | - Mathew W. Hill
- Centre for Physical Activity, Sport and Exercise Sciences, Coventry University, Coventry, United Kingdom
| | - Thomas Muehlbauer
- Division of Movement and Training Sciences/Biomechanics of Sport, University of Duisburg-Essen, Essen, Germany
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7
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Dyer OL, Seeley MA, Wheatley BB. Effects of static exercises on hip muscle fatigue and knee wobble assessed by surface electromyography and inertial measurement unit data. Sci Rep 2024; 14:10448. [PMID: 38714802 PMCID: PMC11076610 DOI: 10.1038/s41598-024-61325-7] [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: 10/19/2023] [Accepted: 05/03/2024] [Indexed: 05/10/2024] Open
Abstract
Hip muscle weakness can be a precursor to or a result of lower limb injuries. Assessment of hip muscle strength and muscle motor fatigue in the clinic is important for diagnosing and treating hip-related impairments. Muscle motor fatigue can be assessed with surface electromyography (sEMG), however sEMG requires specialized equipment and training. Inertial measurement units (IMUs) are wearable devices used to measure human motion, yet it remains unclear if they can be used as a low-cost alternative method to measure hip muscle fatigue. The goals of this work were to (1) identify which of five pre-selected exercises most consistently and effectively elicited muscle fatigue in the gluteus maximus, gluteus medius, and rectus femoris muscles and (2) determine the relationship between muscle fatigue using sEMG sensors and knee wobble using an IMU device. This work suggests that a wall sit and single leg knee raise activity fatigue the gluteus medius, gluteus maximus, and rectus femoris muscles most reliably (p < 0.05) and that the gluteus medius and gluteus maximus muscles were fatigued to a greater extent than the rectus femoris (p = 0.031 and p = 0.0023, respectively). Additionally, while acceleration data from a single IMU placed on the knee suggested that more knee wobble may be an indicator of muscle fatigue, this single IMU is not capable of reliably assessing fatigue level. These results suggest the wall sit activity could be used as simple, static exercise to elicit hip muscle fatigue in the clinic, and that assessment of knee wobble in addition to other IMU measures could potentially be used to infer muscle fatigue under controlled conditions. Future work examining the relationship between IMU data, muscle fatigue, and multi-limb dynamics should be explored to develop an accessible, low-cost, fast and standardized method to measure fatiguability of the hip muscles in the clinic.
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Affiliation(s)
- Olivia L Dyer
- Musculoskeletal Institute, Geisinger, Danville, PA, USA
| | - Mark A Seeley
- Musculoskeletal Institute, Geisinger, Danville, PA, USA
| | - Benjamin B Wheatley
- Musculoskeletal Institute, Geisinger, Danville, PA, USA.
- Department of Mechanical Engineering, Bucknell University, 1 Dent Drive, Lewisburg, PA, 17837, USA.
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Smith RW, Ortega DG, Arnett JE, Neltner TJ, Schmidt RJ, Johnson GO, Weir JP, Housh TJ. The effects of sustained, low- and high-intensity isometric tasks on performance fatigability and the perceived responses that contributed to task termination. Eur J Appl Physiol 2024; 124:1587-1599. [PMID: 38165446 DOI: 10.1007/s00421-023-05396-w] [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: 08/25/2023] [Accepted: 12/05/2023] [Indexed: 01/03/2024]
Abstract
PURPOSE The present study examined the effects of sustained, isometric low- versus high-intensity tasks on time to task failure (TTF), performance fatigability (PF), ratings of perceived exertion (RPE), and the perceived causes of task termination from a post-test questionnaire (PTQ). METHODS Ten men (mean ± SD: age = 21.1 ± 2.3 years; height = 180.2 ± 5.7 cm; body mass = 79.5 ± 8.8 kg) performed maximal voluntary isometric contractions (MVICs) before and after fatiguing, isometric forearm flexion tasks anchored to the torque corresponding to RPE values of 2 (TRQ2FT = 23.8 ± 7.1 N·m) and 8 (TRQ8FT = 60.9 ± 11.4 N·m). In addition, the subjects completed a PTQ which surveyed whether the perceived sensations of fatigue or pain, and/or the psychological factors of loss of focus and motivation contributed to the decision to terminate the task. Repeated measures ANOVAs, Wilcoxon-Signed Rank tests, and Spearman's Rank-Order Correlations were used to analyze the data. RESULTS Across the fatiguing tasks, there were similar decreases in MVIC torque (95.2 ± 20.3 vs. 68.9 ± 15.6 N·m; p < 0.001) and RPE values (p = 0.122) at task failure for TRQ2FT (7.4 ± 2.7) and TRQ8FT (8.9 ± 1.0), but a longer (p = 0.005) TTF for the TRQ2FT (245.0 ± 177.0 s) than TRQ8FT (36.8 ± 11.1 s). CONCLUSIONS Despite reaching task failure, the subjects were able to perform MVICs that were 100-300% greater than the target torque values within seconds of terminating the tasks. Thus, we hypothesized that task failure was not caused by an inability to produce sufficient torque to sustain the tasks, but rather an unwillingness to continue the task.
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Affiliation(s)
- Robert W Smith
- Department of Nutrition and Health Sciences, University of NE - Lincoln, Lincoln, NE, 68510, USA.
| | - Dolores G Ortega
- Department of Nutrition and Health Sciences, University of NE - Lincoln, Lincoln, NE, 68510, USA
| | - Jocelyn E Arnett
- Department of Nutrition and Health Sciences, University of NE - Lincoln, Lincoln, NE, 68510, USA
| | - Tyler J Neltner
- Department of Health and Human Performance, University of Wisconsin-Platteville, Platteville, WI, 53818, USA
| | - Richard J Schmidt
- Department of Nutrition and Health Sciences, University of NE - Lincoln, Lincoln, NE, 68510, USA
| | - Glen O Johnson
- Department of Nutrition and Health Sciences, University of NE - Lincoln, Lincoln, NE, 68510, USA
| | - Joseph P Weir
- Department of Health, Sport and Exercise Sciences, University of Kansas, Lawrence, KS, 66045, USA
| | - Terry J Housh
- Department of Nutrition and Health Sciences, University of NE - Lincoln, Lincoln, NE, 68510, USA
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9
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Desmedt O, Van den Bergh O. Beyond interoceptive accuracy: New directions in interoception research. Biol Psychol 2024; 189:108800. [PMID: 38631551 DOI: 10.1016/j.biopsycho.2024.108800] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 04/09/2024] [Accepted: 04/14/2024] [Indexed: 04/19/2024]
Affiliation(s)
- Olivier Desmedt
- Institute of Psychology, University of Lausanne, Lausanne, Switzerland.
| | - Omer Van den Bergh
- Health Psychology, Faculty of Psychology and Educational Sciences, University of Leuven, Leuven BE-3000, Belgium
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Li H, Li D. Research on the recognition model of exercise fatigue based on the fusion of sEMG and ECG signals. iScience 2024; 27:109365. [PMID: 38510141 PMCID: PMC10951635 DOI: 10.1016/j.isci.2024.109365] [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: 07/22/2023] [Revised: 12/16/2023] [Accepted: 02/26/2024] [Indexed: 03/22/2024] Open
Abstract
This study significantly enhances the accuracy of exercise state identification in wearable devices through improved denoising techniques for sEMG and ECG signals. By adopting an optimized Variational Mode Decomposition (VMD) method, combined with the Improved Sparrow Search Algorithm and Second Generation Wavelet Transform (ISSA-VMD-SWT), and introducing chaos mapping to strengthen the algorithm's initial population, this approach effectively reduces noise while preserving key fatigue-related features. In tests conducted on data from 32 participants, the method achieved accuracy rates of 93.25%, 95.16%, and 93.05% for identifying "Easy," "Transition," and "Tired" exercise states, respectively, showing significant advantages over traditional denoising techniques. These results indicate that the denoising technology developed in this study represents a significant technological advancement for the application of ECG and sEMG fatigue identification technologies in wearable health monitoring devices.
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Affiliation(s)
- Hao Li
- School of Sports Medicine and Rehabilitation, North Sichuan Medical College, Nanchong 637100, China
| | - Dujuan Li
- School of Sports Medicine and Rehabilitation, North Sichuan Medical College, Nanchong 637100, China
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11
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Moore AR, Olson M. Sense of time is slower following exhaustive cycling exercise. PSYCHOLOGICAL RESEARCH 2024; 88:826-836. [PMID: 38200373 DOI: 10.1007/s00426-023-01914-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2023] [Accepted: 12/13/2023] [Indexed: 01/12/2024]
Abstract
Subjective perception of time is altered during vigorous exercise. This could be due in part to the fatigue associated with physical activity at high intensities. The aim of this study was to determine the effect of fatigue, specifically, on subjective time perception. Twenty-six healthy, untrained subjects (17 men/9 women; age = 26.0 ± 4.3 years;V ˙ O 2 peak = 38.13 ± 5.62 mL/kg/min) completed a maximal aerobic exercise test on a cycle ergometer. Time perception was assessed before (PRE) and after (POST) the exercise test using a time production task wherein subjects started a stopwatch and stopped it once they believed a designated time period had passed. This time produced with the stopwatch was the estimate of the target time that was compared to the target time interval. Relative error of the timing task was significantly higher for POST (0.112 ± 0.260) than for PRE (0.028 ± 0.173), p = .032, η2 = .178. Subjects produced ~ 8.4% more time than the target intervals when fatigued, which is indicative of a slower sense of time perception. A shift in attentional focus from timing to the sensations associated with fatigue is a possible factor to explain this result. Future studies which investigate the effects of exercise on time perception should consider the impact of fatigue experienced during exercise.
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Affiliation(s)
- Andrew R Moore
- Department of Kinesiology, Augusta University, 1120 15th Street, CFH-134, Augusta, GA, 30909, USA.
| | - Maddie Olson
- Department of Physical Therapy, Brenau University, Gainesville, GA, USA
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12
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Thomas B, Pattinson R, Edwards D, Dale C, Jenkins B, Lande H, Bundy C, Davies JL. Definitions and measures of long COVID fatigue in adults: a scoping review protocol. JBI Evid Synth 2024; 22:481-488. [PMID: 38112241 DOI: 10.11124/jbies-23-00277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2023]
Abstract
OBJECTIVE The aim of this scoping review is to investigate how fatigue is defined and measured in adults with long COVID. INTRODUCTION Following COVID-19 infection, 10% to 20% of individuals experience persisting symptoms for a minimum of 3 months; this is commonly known as long COVID. Fatigue is one of the most prevalent symptoms of long COVID, but there is currently no consistently applied definition of long COVID fatigue. To advance our understanding of long COVID fatigue, we must first identify the current definitions and measures being used to describe and mesure this condition. INCLUSION CRITERIA This review will consider published and unpublished studies involving adults (≥18 years) that define and/or measure long COVID fatigue. Papers using quantitative or qualitative designs will be included. Conference abstracts, editorials, and opinion papers will be excluded. METHODS Published studies from January 2020 onwards will be searched for across MEDLINE (Ovid), CINAHL (EBSCOhost), Embase (Ovid), Scopus, PsycINFO (Ovid), Web of Science Core Collection, Epistemonikos, and Cochrane Central Register of Controlled Trials (CENTRAL). Dimensions, Overton, and ProQuest Dissertations and Theses will be searched for unpublished literature. Eligible records will be de-duplicated, and 2 independent reviewers will carry out title, abstract, and full-text screening. A data extraction tool will be pilot tested on a small number of papers, then modified as necessary, with any modifications detailed in the scoping review. Findings will be presented in tables and charts, supported by a narrative summary. REVIEW REGISTRATION Open Science Framework https://osf.io/hnf8z.
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Affiliation(s)
- Bethan Thomas
- School of Healthcare Sciences, Cardiff University, Cardiff, UK
| | | | - Deborah Edwards
- Wales Centre For Evidence Based Care: A JBI Centre of Excellence, Cardiff University, Cardiff, UK
| | - Carys Dale
- School of Healthcare Sciences, Cardiff University, Cardiff, UK
| | | | - Helena Lande
- School of Psychology, Cardiff University, Cardiff, UK
| | - Christine Bundy
- School of Healthcare Sciences, Cardiff University, Cardiff, UK
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Proost M, Habay J, DE Wachter J, DE Pauw K, Marusic U, Meeusen R, DE Bock S, Roelands B, VAN Cutsem J. The Impact of Mental Fatigue on a Strength Endurance Task: Is There a Role for the Movement-Related Cortical Potential? Med Sci Sports Exerc 2024; 56:435-445. [PMID: 37847068 DOI: 10.1249/mss.0000000000003322] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2023]
Abstract
PURPOSE Several mechanisms have been proposed to explain how mental fatigue degrades sport performance. In terms of endurance performance, a role for an increased perceived exertion has been demonstrated. Using electroencephalography and, more specifically, the movement-related cortical potential (MRCP), the present study explored the neural mechanisms that could underlie the mental fatigue-associated increase in perceived exertion. METHODS Fourteen participants (age, 23 ± 2 yr; 5 women, 9 men) performed one familiarization and two experimental trials in a randomized, blinded, crossover study design. Participants had to complete a submaximal leg extension task after a mentally fatiguing task (EXP; individualized 60-min Stroop task) or control task (CON; documentary). The leg extension task consisted of performing 100 extensions at 35% of 1 repetition maximum, during which multiple physiological (heart rate, electroencephalography) and subjective measures (self-reported feeling of mental fatigue, cognitive load, behand motivation, ratings of perceived exertion) were assessed. RESULTS Self-reported feeling of mental fatigue was higher in EXP (72 ± 18) compared with CON (37 ± 17; P < 0.001). A significant decrease in flanker accuracy was detected only in EXP (from 0.96 ± 0.03% to 0.03%; P < 0.05). No significant differences between conditions were found in MRCP characteristics and perceived exertion. Specifically in EXP, alpha wave power increased during the leg extension task ( P < 0.01). CONCLUSIONS Mental fatigue did not impact the perceived exertion or MRCP characteristics during the leg extension task. This could be related to low perceived exertion and/or the absence of a performance outcome during the leg extension task. The increase in alpha power during the leg extension task in EXP suggests that participants may engage a focused internal attention mechanism to maintain performance and mitigate feelings of fatigue.
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Affiliation(s)
- Matthias Proost
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussel, BELGIUM
| | | | - Jonas DE Wachter
- Human Physiology and Sports Physiotherapy Research Group, Faculty of Physical Education and Physiotherapy, Vrije Universiteit Brussel, Brussel, BELGIUM
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14
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Refalo MC, Remmert JF, Pelland JC, Robinson ZP, Zourdos MC, Hamilton DL, Fyfe JJ, Helms ER. Accuracy of Intraset Repetitions-in-Reserve Predictions During the Bench Press Exercise in Resistance-Trained Male and Female Subjects. J Strength Cond Res 2024; 38:e78-e85. [PMID: 37967832 DOI: 10.1519/jsc.0000000000004653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2023]
Abstract
ABSTRACT Refalo, MC, Remmert, JF, Pelland, JC, Robinson, ZP, Zourdos, MC, Hamilton, DL, Fyfe, JJ, and Helms, ER. Accuracy of intraset repetitions-in-reserve predictions during the bench press exercise in resistance-trained male and female subjects. J Strength Cond Res 38(3): e78-e85, 2024-This study assessed the accuracy of intraset repetitions-in-reserve (RIR) predictions to provide evidence for the efficacy of RIR prescription as a set termination method to inform proximity to failure during resistance training (RT). Twenty-four resistance trained male ( n = 12) and female ( n = 12) subjects completed 2 experimental sessions involving 2 sets performed to momentary muscular failure (barbell bench press exercise) with 75% of 1 repetition maximum (1RM), whereby subjects verbally indicated when they perceived to had reached either 1 RIR or 3 RIR. The difference between the predicted RIR and the actual RIR was defined as the "RIR accuracy" and was quantified as both raw (i.e., direction of error) and absolute (i.e., magnitude of error) values. High raw and absolute mean RIR accuracy (-0.17 ± 1.00 and 0.65 ± 0.78 repetitions, respectively) for 1-RIR and 3-RIR predictions were observed (including all sets and sessions completed). We identified statistical equivalence (equivalence range of ±1 repetition, thus no level of statistical significance was set) in raw and absolute RIR accuracy between (a) 1-RIR and 3-RIR predictions, (b) set 1 and set 2, and (c) session 1 and session 2. No evidence of a relationship was found between RIR accuracy and biological sex, years of RT experience, or relative bench press strength. Overall, resistance-trained individuals are capable of high absolute RIR accuracy when predicting 1 and 3 RIR on the barbell bench press exercise, with a minor tendency for underprediction. Thus, RIR prescriptions may be used in research and practice to inform the proximity to failure achieved upon set termination.
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Affiliation(s)
- Martin C Refalo
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Jacob F Remmert
- Department of Exercise Science and Health Promotion, Muscle Physiology Laboratory, Florida Atlantic University, Boca Raton, Florida; and
| | - Joshua C Pelland
- Department of Exercise Science and Health Promotion, Muscle Physiology Laboratory, Florida Atlantic University, Boca Raton, Florida; and
| | - Zac P Robinson
- Department of Exercise Science and Health Promotion, Muscle Physiology Laboratory, Florida Atlantic University, Boca Raton, Florida; and
| | - Michael C Zourdos
- Department of Exercise Science and Health Promotion, Muscle Physiology Laboratory, Florida Atlantic University, Boca Raton, Florida; and
| | - D Lee Hamilton
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Jackson J Fyfe
- Institute for Physical Activity and Nutrition (IPAN), School of Exercise and Nutrition Sciences, Deakin University, Geelong, Australia
| | - Eric R Helms
- Department of Exercise Science and Health Promotion, Muscle Physiology Laboratory, Florida Atlantic University, Boca Raton, Florida; and
- Sport Performance Research Institute New Zealand (SPRINZ), Auckland University of Technology, Auckland, New Zealand
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15
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Silva-Migueis H, Martínez-Jiménez EM, Casado-Hernández I, Dias A, Monteiro AJ, Martins RB, Bernardes JM, López-López D, Gómez-Salgado J. Assessment and indicators of kinematic behavior and perceived fatigability. REVISTA DA ASSOCIACAO MEDICA BRASILEIRA (1992) 2024; 70:e20230924. [PMID: 38422320 PMCID: PMC10903270 DOI: 10.1590/1806-9282.20230924] [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: 09/25/2023] [Accepted: 09/28/2023] [Indexed: 03/02/2024]
Abstract
OBJECTIVE The objective of this study was to investigate the relationship between upper limb kinetics and perceived fatigability in elderly individuals during an upper limb position sustained isometric task. METHODS A total of 31 elderly participants, 16 men (72.94±4.49 years) and 15 women (72.27±6.05 years), performed a upper limb position sustained isometric task. Upper-limb acceleration was measured using an inertial measurement unit. Perceived fatigability was measured using the Borg CR10 scale. RESULTS Higher mean acceleration in the x-axis throughout the activity was associated with higher final perceived fatigability scores. Moderate correlations were observed between perceived fatigability variation and mean acceleration cutoffs in all axes during the second half of the activity. In women, significant correlations were found between all perceived fatigability cutoffs and mean acceleration in the y- and x-axes. However, in men, the relationships between perceived fatigability variation and mean acceleration were more extensive and stronger. CONCLUSION The acceleration pattern of the upper limb is linked to perceived fatigability scores and variation, with differences between sexes. Monitoring upper limb acceleration using a single inertial measurement unit can be a useful and straightforward method for identifying individuals who may be at risk of experiencing high perceived fatigability or task failure.
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Affiliation(s)
- Helena Silva-Migueis
- University of A Coruña, Faculty of Nursing and Podiatry, Industrial Campus of Ferrol, Research, Health and Podiatry Group, Department of Health Sciences - Ferrol, Spain
- Escola Superior de Saúde da Cruz Vermelha Portuguesa-Lisboa, Department of Physiotherapy - Lisbon, Portugal
| | | | - Israel Casado-Hernández
- Complutense University of Madrid, Faculty of Nursing, Physiotherapy and Podiatry - Madrid, Spain
| | - Adriano Dias
- Universidade Estadual Paulista, Department of Public Health, Graduate Program in Collective/Public Health, Botucatu Medical School - Botucatu (SP), Brazil
| | - Ana Júlia Monteiro
- University of A Coruña, Faculty of Nursing and Podiatry, Industrial Campus of Ferrol, Research, Health and Podiatry Group, Department of Health Sciences - Ferrol, Spain
- Escola Superior de Saúde da Cruz Vermelha Portuguesa-Lisboa, Department of Physiotherapy - Lisbon, Portugal
| | - Rodrigo Brandão Martins
- Escola Superior de Saúde da Cruz Vermelha Portuguesa-Lisboa, Department of Physiotherapy - Lisbon, Portugal
| | - João Marcos Bernardes
- Universidade Estadual Paulista, Department of Public Health, Graduate Program in Collective/Public Health, Botucatu Medical School - Botucatu (SP), Brazil
| | - Daniel López-López
- University of A Coruña, Faculty of Nursing and Podiatry, Industrial Campus of Ferrol, Research, Health and Podiatry Group, Department of Health Sciences - Ferrol, Spain
| | - Juan Gómez-Salgado
- University of Huelva, Faculty of Labour Sciences, Department of Sociology, Social Work and Public Health - Huelva, Spain
- Espíritu Santo University, Safety and Health Postgraduate Programme - Guayaquil, Ecuador
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16
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Rudroff T. Revealing the Complexity of Fatigue: A Review of the Persistent Challenges and Promises of Artificial Intelligence. Brain Sci 2024; 14:186. [PMID: 38391760 PMCID: PMC10886506 DOI: 10.3390/brainsci14020186] [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: 01/08/2024] [Revised: 01/31/2024] [Accepted: 02/16/2024] [Indexed: 02/24/2024] Open
Abstract
Part I reviews persistent challenges obstructing progress in understanding complex fatigue's biology. Difficulties quantifying subjective symptoms, mapping multi-factorial mechanisms, accounting for individual variation, enabling invasive sensing, overcoming research/funding insularity, and more are discussed. Part II explores how emerging artificial intelligence and machine and deep learning techniques can help address limitations through pattern recognition of complex physiological signatures as more objective biomarkers, predictive modeling to capture individual differences, consolidation of disjointed findings via data mining, and simulation to explore interventions. Conversational agents like Claude and ChatGPT also have potential to accelerate human fatigue research, but they currently lack capacities for robust autonomous contributions. Envisioned is an innovation timeline where synergistic application of enhanced neuroimaging, biosensors, closed-loop systems, and other advances combined with AI analytics could catalyze transformative progress in elucidating fatigue neural circuitry and treating associated conditions over the coming decades.
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Affiliation(s)
- Thorsten Rudroff
- Department of Health and Human Physiology, University of Iowa, Iowa City, IA 52242, USA
- Department of Neurology, University of Iowa Hospitals and Clinics, Iowa City, IA 52242, USA
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17
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Rites AA, Merino-Muñoz P, Ribeiro F, Miarka B, Salermo V, Gomes DV, Brito CJ, Aedo-Muñoz E. Effects of peppermint oil inhalation on vertical jump performance in elite young professional soccer players: A double-blinded randomized crossover study. Heliyon 2024; 10:e24360. [PMID: 38293549 PMCID: PMC10826725 DOI: 10.1016/j.heliyon.2024.e24360] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 01/06/2024] [Accepted: 01/08/2024] [Indexed: 02/01/2024] Open
Abstract
Aims To evaluate peppermint essential oil (PEO) inhalation's effect on young soccer athletes' motor performance. Methods A randomized crossover design was used to test the effect of the PEO. Eleven U-17 soccer players were evaluated into two conditions (PEO and Placebo - PLA). The players were tested in squat jump and countermovement jump and inhaled PEO or PLA and 10 min later performed the physical tests again. A mixed ANOVA was performed to test the hypotheses. Results Main effects were found for the time in jumping height in the CMJ (p = 0.037). No main and interaction effects were found in the SJ variables. Conclusion From the results, decrease CMJ performance acutely, both conditions presented decrease in JH, but based in effect size, PLA decrease is higher (more sample size for corroborate this) possibly due to improvements in the eccentric yielding sub-phase, where mentioned phase could be reflecting neural changes (required experimental verification). The PEO could be the interest in trainers for use before of match or in the half-time for minimize the decreased of physical performance by the rest.
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Affiliation(s)
- Alex Ambrosio Rites
- Postgraduate Program in Physical Education. Federal University of Rio de Janeiro, Brazil
- Fluminense Football Club, Brazil
| | - Pablo Merino-Muñoz
- Núcleo de investigación en ciencias de la motricidad humana, Universidad Adventista de Chile, Chile
- Escuela de Ciencias de la Actividad Física, el Deporte y la Salud, Facultad de Ciencias Médicas, Universidad de Santiago de Chile, Chile
| | | | - Bianca Miarka
- Postgraduate Program in Physical Education. Federal University of Rio de Janeiro, Brazil
| | - Veronica Salermo
- Postgraduate Program in Physical Education. Federal University of Rio de Janeiro, Brazil
| | - Diego Viana Gomes
- Postgraduate Program in Physical Education. Federal University of Rio de Janeiro, Brazil
| | - Ciro José Brito
- Escuela de Ciencias de la Actividad Física, el Deporte y la Salud, Facultad de Ciencias Médicas, Universidad de Santiago de Chile, Chile
| | - Esteban Aedo-Muñoz
- Escuela de Ciencias de la Actividad Física, el Deporte y la Salud, Facultad de Ciencias Médicas, Universidad de Santiago de Chile, Chile
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Di Molfetta IV, Bordoni L, Gabbianelli R, Sagratini G, Alessandroni L. Vitamin D and Its Role on the Fatigue Mitigation: A Narrative Review. Nutrients 2024; 16:221. [PMID: 38257114 PMCID: PMC10818509 DOI: 10.3390/nu16020221] [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: 11/29/2023] [Revised: 01/02/2024] [Accepted: 01/04/2024] [Indexed: 01/24/2024] Open
Abstract
Vitamin D has historically been associated with bone metabolism. However, over the years, a growing body of evidence has emerged indicating its involvement in various physiological processes that may influence the onset of numerous pathologies (cardiovascular and neurodegenerative diseases, rheumatological diseases, fertility, cancer, diabetes, or a condition of fatigue). This narrative review investigates the current knowledge of the pathophysiological mechanisms underlying fatigue and the ways in which vitamin D is implicated in these processes. Scientific studies in the databases of PubMed, Scopus, and Web of Science were reviewed with a focus on factors that play a role in the genesis of fatigue, where the influence of vitamin D has been clearly demonstrated. The pathogenic factors of fatigue influenced by vitamin D are related to biochemical factors connected to oxidative stress and inflammatory cytokines. A role in the control of the neurotransmitters dopamine and serotonin has also been demonstrated: an imbalance in the relationship between these two neurotransmitters is linked to the genesis of fatigue. Furthermore, vitamin D is implicated in the control of voltage-gated calcium and chloride channels. Although it has been demonstrated that hypovitaminosis D is associated with numerous pathological conditions, current data on the outcomes of correcting hypovitaminosis D are conflicting. This suggests that, despite the significant involvement of vitamin D in regulating mechanisms governing fatigue, other factors could also play a role.
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Affiliation(s)
- Ippolita Valentina Di Molfetta
- Chemistry Interdisciplinary Project, School of Pharmacy, University of Camerino, Via Madonna delle Carceri, 62032 Camerino, Italy; (I.V.D.M.); (L.A.)
| | - Laura Bordoni
- Unit of Molecular Biology and Nutrigenomics, School of Pharmacy, University of Camerino, Via Gentile III da Varano, 62032 Camerino, Italy; (L.B.); (R.G.)
| | - Rosita Gabbianelli
- Unit of Molecular Biology and Nutrigenomics, School of Pharmacy, University of Camerino, Via Gentile III da Varano, 62032 Camerino, Italy; (L.B.); (R.G.)
| | - Gianni Sagratini
- Chemistry Interdisciplinary Project, School of Pharmacy, University of Camerino, Via Madonna delle Carceri, 62032 Camerino, Italy; (I.V.D.M.); (L.A.)
| | - Laura Alessandroni
- Chemistry Interdisciplinary Project, School of Pharmacy, University of Camerino, Via Madonna delle Carceri, 62032 Camerino, Italy; (I.V.D.M.); (L.A.)
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Ardabili SZ, Bahmani S, Lahijan LZ, Khaleghi N, Sheykhivand S, Danishvar S. A Novel Approach for Automatic Detection of Driver Fatigue Using EEG Signals Based on Graph Convolutional Networks. SENSORS (BASEL, SWITZERLAND) 2024; 24:364. [PMID: 38257457 PMCID: PMC10819416 DOI: 10.3390/s24020364] [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: 11/08/2023] [Revised: 12/27/2023] [Accepted: 01/04/2024] [Indexed: 01/24/2024]
Abstract
Nowadays, the automatic detection of driver fatigue has become one of the important measures to prevent traffic accidents. For this purpose, a lot of research has been conducted in this field in recent years. However, the diagnosis of fatigue in recent research is binary and has no operational capability. This research presents a multi-class driver fatigue detection system based on electroencephalography (EEG) signals using deep learning networks. In the proposed system, a standard driving simulator has been designed, and a database has been collected based on the recording of EEG signals from 20 participants in five different classes of fatigue. In addition to self-report questionnaires, changes in physiological patterns are used to confirm the various stages of weariness in the suggested model. To pre-process and process the signal, a combination of generative adversarial networks (GAN) and graph convolutional networks (GCN) has been used. The proposed deep model includes five convolutional graph layers, one dense layer, and one fully connected layer. The accuracy obtained for the proposed model is 99%, 97%, 96%, and 91%, respectively, for the four different considered practical cases. The proposed model is compared to one developed through recent methods and research and has a promising performance.
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Affiliation(s)
- Sevda Zafarmandi Ardabili
- Electrical and Computer Engineering Department, Southern Methodist University, Dallas, TX 75205, USA
| | - Soufia Bahmani
- Department of Computer Engineering and Information Technology, Amirkabir University of Technology, Tehran 15875-4413, Iran
| | - Lida Zare Lahijan
- Biomedical Engineering Department, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz 51666-16471, Iran
| | - Nastaran Khaleghi
- Biomedical Engineering Department, Faculty of Electrical and Computer Engineering, University of Tabriz, Tabriz 51666-16471, Iran
| | - Sobhan Sheykhivand
- Department of Biomedical Engineering, University of Bonab, Bonab 55517-61167, Iran;
| | - Sebelan Danishvar
- College of Engineering, Design and Physical Sciences, Brunel University London, Uxbridge UB8 3PH, UK
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O'Malley CA, Fullerton CL, Mauger AR. Analysing experienced and inexperienced cyclists' attentional focus and self-regulatory strategies during varying intensities of fixed perceived effort cycling: A mixed method study. PSYCHOLOGY OF SPORT AND EXERCISE 2024; 70:102544. [PMID: 37844746 DOI: 10.1016/j.psychsport.2023.102544] [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: 03/30/2023] [Revised: 09/07/2023] [Accepted: 09/29/2023] [Indexed: 10/18/2023]
Abstract
Using a think aloud approach during fixed perceived effort exercise is a unique method to explore the decision-making processes that guide the self-regulation of perceived effort during endurance-based activity. In a two-part study, authors investigated the attentional focus and self-regulatory strategies associated with: Part A - perceived effort corresponding to (RPEGET) and above gas exchange threshold (RPE+15%GET); Part B - between experienced and inexperienced cyclists during fixed perceived effort cycling tasks. Eighteen (15 male, 3 female) healthy, active individuals completed three visits (visit 1 - ramped incremental test and familiarisation, visit 2 and 3-30-min fixed perceived effort cycling). During which, power output, heart rate, lactate, think aloud, and perceptual markers were taken. Random-intercepts linear mixed-effects models assessed the condition, time, and condition × time interactions on all dependent variables. Power output, heart rate, lactate and instances of internal sensory monitoring (t195=2.57,p=.011,β=0.95[0.23,1.68]) and self-regulation (t195=4.14,p=.001,β=1.69[0.89,2.49]) were significantly higher in the RPE+15%GET versus RPEGET trial. No significant differences between inexperienced and experienced cyclists for internal sensory monitoring (t196=-1.78,p=.095,β=-1.73[-3.64,0.18]) or self-regulatory thoughts (t196=-0.39,p=.699,β=-1.06[-6.32,4.21]) were noted but there were significant condition × time interactions for internal monitoring (t196=2.02,p=.045,β=0.44[0.01,0.87]) and self-regulation (t196=3.45,p=.001,β=0.85[0.37,1.33]). Seemingly, experienced athletes associatively attended to internal psychophysiological state and subsequently self-regulate their psychophysiological state at earlier stages of exercise than inexperienced athletes. This is the first study to exhibit the differences in attentional focus and self-regulatory strategies that are activated based on perceived effort intensity and experience level in cyclists.
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Affiliation(s)
- C A O'Malley
- School of Sport and Exercise Sciences, University of Kent, Canterbury, CT2 7PE, UK; Faculty of Health and Life Sciences, University of Exeter, Exeter, EX1 2LU, UK.
| | - C L Fullerton
- School of Sport and Exercise Sciences, University of Kent, Canterbury, CT2 7PE, UK; Faculty of Health Sciences and Sport, University of Stirling, Stirling, FK9 4LA, UK
| | - A R Mauger
- School of Sport and Exercise Sciences, University of Kent, Canterbury, CT2 7PE, UK
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Bielitzki R, Behrendt T, Weinreich A, Mittlmeier T, Schega L, Behrens M. Acute effects of static balance exercise combined with different levels of blood flow restriction on motor performance fatigue as well as physiological and perceptual responses in young healthy males and females. Eur J Appl Physiol 2024; 124:227-243. [PMID: 37429967 PMCID: PMC10787004 DOI: 10.1007/s00421-023-05258-5] [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: 10/10/2022] [Accepted: 06/13/2023] [Indexed: 07/12/2023]
Abstract
PURPOSE This study investigated the acute effects of a static balance exercise combined with different blood flow restriction (BFR) pressures on motor performance fatigue development and recovery as well as physiological and perceptual responses during exercise in males and females. METHODS Twenty-four recreational active males (n = 13) and females (n = 11) performed static balance exercise on a BOSU ball (3 sets of 60 s with 30 s rest in-between) on three separate (> 3 days) laboratory visits with three different BFR pressures (80% arterial occlusion pressure [AOP], 40%AOP, 30 mmHg [SHAM]) in random order. During exercise, activity of various leg muscles, vastus lateralis muscle oxygenation, and ratings of effort and pain perception were recorded. Maximal squat jump height was measured before, immediately after, 1, 2, 4, and 8 min after exercise to quantify motor performance fatigue development and recovery. RESULTS Quadriceps muscle activity as well as ratings of effort and pain were highest, while muscle oxygenation was lowest in the 80%AOP compared to the 40%AOP and SHAM condition, with no differences in postural sway between conditions. Squat jump height declined after exercise with the highest reduction in the 80%AOP (- 16.4 ± 5.2%) followed by the 40%AOP (- 9.1 ± 3.2%), and SHAM condition (- 5.4 ± 3.3%). Motor performance fatigue was not different after 1 min and 2 min of recovery in 40% AOP and 80% AOP compared to SHAM, respectively. CONCLUSION Static balance exercise combined with a high BFR pressure induced the largest changes in physiological and perceptual responses, without affecting balance performance. Although motor performance fatigue was increased by BFR, it may not lead to long-term impairments in maximal performance.
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Affiliation(s)
- Robert Bielitzki
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, 39104, Magdeburg, Germany.
| | - Tom Behrendt
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, 39104, Magdeburg, Germany
| | - Andy Weinreich
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, 39104, Magdeburg, Germany
| | - Thomas Mittlmeier
- Department of Traumatology, Hand-and Reconstructive Surgery, Rostock University Medical Center, Schillingallee 35, 18057, Rostock, Germany
| | - Lutz Schega
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, 39104, Magdeburg, Germany
| | - Martin Behrens
- Department of Sport Science, Institute III, Otto-von-Guericke University Magdeburg, 39104, Magdeburg, Germany
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Weissinger K, Bach MM, Brachman A, Stins JF, Beek PJ. Perceived cognitive fatigue has only marginal effects on static balance control in healthy young adults. Exp Brain Res 2024; 242:163-177. [PMID: 37987808 DOI: 10.1007/s00221-023-06736-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Accepted: 10/29/2023] [Indexed: 11/22/2023]
Abstract
We examined the influence of perceived cognitive fatigue on static balance control in healthy young adults to gain greater clarity about this issue than provided in previous research. Based on the prevailing assumption in pertinent literature, we hypothesized that the influence of cognitive fatigue on balance control depends on the attentional effort required by the balance tasks being performed. To test this hypothesis, 44 young adults (24 women and 20 men) were alternately assigned to either the experimental group that was cognitively fatigued (using the 16-min TloadDback-task with individualized settings) or the control group (who watched a documentary). Before and after the intervention, the participants performed six balance tasks that differed in (attentional) control requirements, while recording the center of pressure (COP). From these time series, sway variability, mean speed, and sample entropy were calculated and analyzed statistically. Additionally, perceived cognitive fatigue was assessed using VAS scales. Statistical analyses confirmed that the balance tasks differed in control characteristics and that cognitive fatigue was elevated in the experimental group, but not in the control group. Nevertheless, no significant main effects of cognitive fatigue were found on any of the COP measures of interest, except for some non-robust interaction effects related primarily to sample entropy. These results suggest that, in young adults, postural control in static balance tasks is largely automatic and unaffected by task-induced state fatigue.
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Affiliation(s)
- Kerstin Weissinger
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands
| | - Margit Midtgaard Bach
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands
| | - Anna Brachman
- Department of Biomechanics, Institute of Sport Sciences, The Jerzy Kukuczka Academy of Physical Education, Katowice, Poland
| | - John F Stins
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands.
| | - Peter Jan Beek
- Department of Human Movement Sciences, Faculty of Behavioural and Movement Sciences, Institute of Brain and Behavior Amsterdam and Amsterdam Movement Sciences, Vrije Universiteit Amsterdam, Van Der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands
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Takemi M, Akahoshi M, Ushiba J, Furuya S. Behavioral and physiological fatigue-related factors influencing timing and force control learning in pianists. Sci Rep 2023; 13:21646. [PMID: 38062126 PMCID: PMC10703774 DOI: 10.1038/s41598-023-49226-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Accepted: 12/05/2023] [Indexed: 12/18/2023] Open
Abstract
Optimizing the training regimen depending on neuromuscular fatigue is crucial for the well-being of professionals intensively practicing motor skills, such as athletes and musicians, as persistent fatigue can hinder learning and cause neuromuscular injuries. However, accurate assessment of fatigue is challenging because of the dissociation between subjective perception and its impact on motor and cognitive performance. To address this issue, we investigated the interplay between fatigue and learning development in 28 pianists during three hours of auditory-motor training, dividing them into two groups subjected to different resting conditions. Changes in behavior and muscle activity during training were measured to identify potential indicators capable of detecting fatigue before subjective awareness. Our results indicate that motor learning and fatigue development are independent of resting frequency and timing. Learning indices, such as reduction in force and timing errors throughout training, did not differ between the groups. No discernible distinctions emerged in fatigue-related behavioral and physiological indicators between the groups. Regression analysis revealed that several fatigue-related indicators, such as tapping speed variability and electromyogram amplitude per unit force, could explain the learning of timing and force control. Our findings suggest the absence of a universal resting schedule for optimizing auditory-motor learning.
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Affiliation(s)
- Mitsuaki Takemi
- Graduate School of Science and Technology, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, Kanagawa, 223-8522, Japan.
| | - Mai Akahoshi
- Sony Computer Science Laboratories, Inc., Tokyo, Japan
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, Kanagawa, 223-8522, Japan
| | - Junichi Ushiba
- Department of Biosciences and Informatics, Faculty of Science and Technology, Keio University, 3-14-1 Hiyoshi, Kohoku-ku, Yokohama, Kanagawa, 223-8522, Japan.
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Sharpe BT, Smith MS, Williams SCR, Talbot J, Runswick OR, Smith J. An expert-novice comparison of lifeguard specific vigilance performance. JOURNAL OF SAFETY RESEARCH 2023; 87:416-430. [PMID: 38081714 DOI: 10.1016/j.jsr.2023.08.014] [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: 02/03/2023] [Revised: 05/22/2023] [Accepted: 08/28/2023] [Indexed: 12/18/2023]
Abstract
INTRODUCTION Lifeguards must maintain alertness and monitor an aquatic space across extended periods. However, lifeguard research has yet to investigate a lifeguard's ability to maintain performance over time and whether this is influenced by years of certified experience or the detection difficulty of a drowning incident. The aim of this study was to examine whether lifeguard experience, drowning duration, bather number, and time on task influences drowning detection performance. METHOD A total of 30 participants took part in nine 60-minute lifeguard specific tasks that included 11 drowning events occurring at five-minute intervals. Each task had manipulated conditions that acted as the independent variables, including bather number and drowning duration. RESULTS The experienced group detected a greater number of drowning events per task, compared to novice and naïve groups. Findings further highlighted that time, bather number, and drowning duration has a substantial influence on lifeguard specific drowning detection performance. PRACTICAL APPLICATIONS It is hoped that the outcome of the study will have applied application in highlighting the critical need for lifeguard organizations to be aware of a lifeguard's capacity to sustain attention, and for researchers to explore methods for minimizing any decrement in vigilance performance.
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Affiliation(s)
- Benjamin T Sharpe
- Institute of Sport, Nursing and Allied Health, University of Chichester, Chichester, UK; Institute of Psychology, Business and Human Sciences, University of Chichester, Chichester, UK.
| | - Marcus S Smith
- Institute of Sport, Nursing and Allied Health, University of Chichester, Chichester, UK
| | - Steven C R Williams
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Jo Talbot
- Royal Life Saving Society (RLSS), UK
| | - Oliver R Runswick
- Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, UK
| | - Jenny Smith
- Institute of Sport, Nursing and Allied Health, University of Chichester, Chichester, UK
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Rollo I, Williams C. Carbohydrate Nutrition and Skill Performance in Soccer. Sports Med 2023; 53:7-14. [PMID: 37421586 PMCID: PMC10721660 DOI: 10.1007/s40279-023-01876-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/08/2023] [Indexed: 07/10/2023]
Abstract
In soccer, players must perform a variety of sport-specific skills usually during or immediately after running, often at sprint speed. The quality of the skill performed is likely influenced by the volume of work done in attacking and defending over the duration of the match. Even the most highly skilful players succumb to the impact of fatigue both physical and mental, which may result in underperforming skills at key moments in a match. Fitness is the platform on which skill is performed during team sport. With the onset of fatigue, tired players find it ever more difficult to successfully perform basic skills. Therefore, it is not surprising that teams spend a large proportion of their training time on fitness. While acknowledging the central role of fitness in team sport, the importance of team tactics, underpinned by spatial awareness, must not be neglected. It is well established that a high-carbohydrate diet before a match and, as a supplement during match play, helps delay the onset of fatigue. There is some evidence that players ingesting carbohydrate can maintain sport-relevant skills for the duration of exercise more successfully compared with when ingesting placebo or water. However, most of the assessments of sport-specific skills have been performed in a controlled, non-contested environment. Although these methods may be judged as not ecologically valid, they do rule out the confounding influences of competition on skill performance. The aim of this brief review is to explore whether carbohydrate ingestion, while delaying fatigue during match play, may also help retain sport soccer-specific skill performance.
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Affiliation(s)
- Ian Rollo
- Gatorade Sports Science Institute, PepsiCo Life Sciences, Global R&D, Leicestershire, UK.
- School of Sports Exercise and Health Sciences, Loughborough University, Loughborough, UK.
| | - Clyde Williams
- School of Sports Exercise and Health Sciences, Loughborough University, Loughborough, UK
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Wolf F, Nielsen J, Saliger J, Hennecken E, Kröber P, Eschweiler M, Folkerts AK, Karbe H, Zimmer P. Multimodal agility-based exercise training (MAT) versus strength and endurance training (SET) to improve multiple sclerosis-related fatigue and fatigability during inpatient rehabilitation: a randomized controlled pilot and feasibility study [ReFEx]. BMC Neurol 2023; 23:388. [PMID: 37898772 PMCID: PMC10612282 DOI: 10.1186/s12883-023-03436-8] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2023] [Accepted: 10/16/2023] [Indexed: 10/30/2023] Open
Abstract
BACKGROUND Multimodal agility-based exercise training (MAT) is a group-based exercise training framework for persons with multiple sclerosis (pwMS) with a potential to impact fatigue and fatigability. In a mixed-methods design, this study evaluated the feasibility of implementing MAT in an inpatient rehabilitation setting and the feasibility of a randomized controlled trial (RCT) study protocol with 'traditional' strength and endurance training (SET) as an active control condition. Secondarily, preliminary outcome data was acquired. METHODS PwMS with low to moderate disability and self-reported fatigue were randomly allocated to either MAT or SET when starting inpatient rehabilitation (4-6 weeks). The MAT-participants exercised in a group following a MAT-manual (sessions were gym- (5x/week) and pool-based (3x/week)). SET-participants exercised individually 5x/week on a cycle ergometer, and 3x/week on strength training machines. Feasibility assessments focused on processes, resources, management, time, and scientific domains. Assessed clinical outcomes at admission and discharge included perceived fatigue, motor and cognitive fatigability, cognitive performance, motor function, and balance confidence. Perceived fatigue was reassessed 1, 4, and 12 weeks after discharge. Feasibility was determined regarding predetermined progression criteria. RESULTS Twenty-two participants were randomized. Both groups performed the minimum number of sessions (> 18), and retention was adequate (73-91%). SET-participants performed more sessions than MAT-participants (30.8 vs. 22.7) and stayed longer in the facility (34.2 vs. 31.6 days). Non-eligibility of admitted pwMS was high (74% non-eligible), mainly due to high EDSS and inability to attend pool-based sessions. Consequently, recruitment (1.8/month) was slower than the predetermined progression criterium. Baseline assessments took longer than required (only 50% completed within 3 days). Short-term fatigue reduction was similar for both groups. Motor fatigability also improved in both groups, whereas cognitive fatigability deteriorated. In MAT, average improvement in walking endurance (43.9 m) exceeded minimal important change values for individuals (> 26.9 m). CONCLUSIONS Progressing to a definitive RCT necessitates adaptation of eligibility criteria. In the present design it will also be difficult to attain similar dosing of interventions. A multicenter RCT focused only on gym-based MAT might be another option to assess the effect of MAT. The primary outcome measure should be able to measure change in perceived fatigue more robustly. TRIAL REGISTRATION German Clinical Trials Register: DRKS00023943, date of registration: 23 September 2021.
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Affiliation(s)
- Florian Wolf
- Neurological Rehabilitation Center Godeshoehe GmbH, Bonn, Germany.
- Division of Performance and Health, Institute for Sport and Sport Science, Technical University Dortmund, Dortmund, Germany.
| | - Jörn Nielsen
- Neurological Rehabilitation Center Godeshoehe GmbH, Bonn, Germany
- Department of Medical Psychology | Neuropsychology and Gender Studies, Center for Neuropsychological Diagnostics and Intervention (CeNDI), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Jochen Saliger
- Neurological Rehabilitation Center Godeshoehe GmbH, Bonn, Germany
| | - Eva Hennecken
- Neurological Rehabilitation Center Godeshoehe GmbH, Bonn, Germany
| | - Philipp Kröber
- Neurological Rehabilitation Center Godeshoehe GmbH, Bonn, Germany
| | | | - Ann-Kristin Folkerts
- Department of Medical Psychology | Neuropsychology and Gender Studies, Center for Neuropsychological Diagnostics and Intervention (CeNDI), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany
| | - Hans Karbe
- Neurological Rehabilitation Center Godeshoehe GmbH, Bonn, Germany
| | - Philipp Zimmer
- Division of Performance and Health, Institute for Sport and Sport Science, Technical University Dortmund, Dortmund, Germany
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HOLGADO DARÍAS, JOLIDON LÉO, BORRAGÁN GUILLERMO, SANABRIA DANIEL, PLACE NICOLAS. Individualized Mental Fatigue Does Not Impact Neuromuscular Function and Exercise Performance. Med Sci Sports Exerc 2023; 55:1823-1834. [PMID: 37227196 PMCID: PMC10487395 DOI: 10.1249/mss.0000000000003221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023]
Abstract
INTRODUCTION Recent studies have questioned previous empirical evidence that mental fatigue negatively impacts physical performance. The purpose of this study was to investigate the critical role of individual differences in mental fatigue susceptibility by analyzing the neurophysiological and physical responses to an individualized mental fatigue task. METHODS In a preregistered ( https://osf.io/xc8nr/ ), randomized, within-participant design experiment, 22 recreational athletes completed a time to failure test at 80% of their peak power output under mental fatigue (individual mental effort) or control (low mental effort). Before and after the cognitive tasks, subjective feeling of mental fatigue, neuromuscular function of the knee extensors, and corticospinal excitability were measured. Sequential Bayesian analysis until it reached strong evidence in favor of the alternative hypothesis (BF 10 > 6) or the null hypothesis (BF 10 < 1/6) were conducted. RESULTS The individualized mental effort task resulted in a higher subjective feeling of mental fatigue in the mental fatigue condition (0.50 (95% confidence interval (CI), 0.39-0.62)) arbitrary units compared with control (0.19 (95% CI, 0.06-0.339)) arbitrary unit. However, exercise performance was similar in both conditions (control: 410 (95% CI, 357-463) s vs mental fatigue: 422 (95% CI, 367-477) s, BF 10 = 0.15). Likewise, mental fatigue did not impair knee extensor maximal force-generating capacity (BF 10 = 0.928) and did not change the extent of fatigability or its origin after the cycling exercise. CONCLUSIONS There is no evidence that mental fatigue adversely affects neuromuscular function or physical exercise; even if mental fatigue is individualized, computerized tasks seem not to affect physical performance.
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Affiliation(s)
- DARÍAS HOLGADO
- Mind, Brain & Behavior Research Center, University of Granada, SPAIN
- Department of Experimental Psychology, University of Granada, SPAIN
- Institute of Sport Sciences, University of Lausanne, Quartier UNIL-Centre, Bâtiment Synathlon, Lausanne, SWITZERLAND
| | - LÉO JOLIDON
- Institute of Sport Sciences, University of Lausanne, Quartier UNIL-Centre, Bâtiment Synathlon, Lausanne, SWITZERLAND
| | - GUILLERMO BORRAGÁN
- UR2NF, Neuropsychology and Functional Neuroimaging Research Unit at CRCN, Centre de Recherches en Cognition et Neurosciences and UNI—ULB Neurosciences Institute, Université Libre de Bruxelles (ULB), Belgium, Brussels, BELGIUM
| | - DANIEL SANABRIA
- Mind, Brain & Behavior Research Center, University of Granada, SPAIN
- Department of Experimental Psychology, University of Granada, SPAIN
| | - NICOLAS PLACE
- Institute of Sport Sciences, University of Lausanne, Quartier UNIL-Centre, Bâtiment Synathlon, Lausanne, SWITZERLAND
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Ramsay E, Alizadeh S, Summers D, Hodder A, Behm DG. The Effect of a Mental Task Versus Unilateral Physical Fatigue on Non-Local Muscle Fatigue in Recreationally Active Young Adults. J Sports Sci Med 2023; 22:549-558. [PMID: 37711717 PMCID: PMC10499156 DOI: 10.52082/jssm.2023.549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2023] [Accepted: 08/20/2023] [Indexed: 09/16/2023]
Abstract
Non-local muscle fatigue (NLMF) has been attributed to both physical and mental fatigue. The purpose of this study was to investigate the effects of mental exertion versus unilateral physical fatigue on NLMF. Sixteen recreationally active participants completed a physical task (2-sets of 100-s unilateral knee extension (KE) maximal voluntary isometric contractions (MVIC) with the dominant leg with 40-s recovery between sets, mental task (4-minute Stroop task), and control condition. Before and after each condition, blood lactate was collected, and contralateral 5-s KE, flexion (KF) and bilateral lateral trunk flexors MVIC (measure of trunk stability strength) was performed. Following the post-test 5-s MVICs, participants performed 12 non-dominant KE MVICs with a work-to-rest ratio of 5/10-s. Electromyography was monitored during the MVICs. Neither the 4-minute Stroop test or the unilateral KE physical fatigue intervention adversely affected the non-dominant KE forces or EMG activity with a single MVIC or 12 repetition MVICs. Although the non-dominant KF fatigue index forces and hamstrings EMG were not impaired by the interventions, there was a significant interaction (p = 0.001) small magnitude (d = 0.42) decrease in the non-dominant KF single MVIC force following the contralateral fatigue intervention, albeit with no significant change in hamstrings EMG. This MVIC deficit may be related to the significant decrease in dominant (p = 0.046, d = 2.6) and non-dominant external obliques (p = 0.048, d = 0.57) activation adversely affecting trunk stability. In conclusion, a 4-minute Stroop test or unilateral KE physical fatigue intervention did not impair non-dominant KE single or repeated 12 repetition MVIC forces or EMG activity. The small magnitude deficit in the non-dominant KF single MVIC force following the contralateral fatigue intervention are in accord with the heterogenous findings common in the literature.
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Affiliation(s)
- Emma Ramsay
- School of Human Kinetics and Recreation, Memorial University of Newfoundland, Newfoundland, Canada
| | - Shahab Alizadeh
- School of Human Kinetics and Recreation, Memorial University of Newfoundland, Newfoundland, Canada
- Department of Kinesiology, University of Calgary, Calgary, Alberta, Canada
| | - David Summers
- School of Human Kinetics and Recreation, Memorial University of Newfoundland, Newfoundland, Canada
| | - Alexandra Hodder
- School of Human Kinetics and Recreation, Memorial University of Newfoundland, Newfoundland, Canada
| | - David G Behm
- School of Human Kinetics and Recreation, Memorial University of Newfoundland, Newfoundland, Canada
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Liu B, Yu J, Wu J, Qin Y, Xiao W, Ren Z. Runners with better cardiorespiratory fitness had higher prefrontal cortex activity during both single and exercise-executive function dual tasks: an fNIRS study. Front Physiol 2023; 14:1246741. [PMID: 37645567 PMCID: PMC10461451 DOI: 10.3389/fphys.2023.1246741] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2023] [Accepted: 08/07/2023] [Indexed: 08/31/2023] Open
Abstract
Objective: This study investigated the relationship between executive function and prefrontal cortex oxygenation during exercise in young adults with different Cardiorespiratory fitness (CRF) levels. Methods: A total of 28 amateur runners (n = 14) and sedentary college students (n = 14) were recruited. The maximum oxygen uptake estimated for the sub-maximal intensity run (4.97 miles/h) was used to indicate the different CRF levels. After 1 week, participants must complete the Stroop and 2-Back tasks in silence while performing moderate-intensity exercise. Using 19-channel functional near-infrared spectroscopic (fNIRS) to examine changes in prefrontal cortex oxyhemoglobin. Results: There was no significant difference in the correctness of the Stroop and 2-Back tasks between the two groups during exercise, but the amateur runner group showed an acceleration in reaction time. fNIRS results showed that during the exercise 2-Back task, the left dorsolateral prefrontal cortex oxyhemoglobin was higher in the amateur runner group than in the sedentary group. Conclusion: Executive function during exercise was similarly improved in participants with better fitness, suggesting that CRF provides an excellent metabolic reserve and directed allocation for cognitive tasks during exercise.
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Affiliation(s)
- Bowen Liu
- College of Physical Education, Shenzhen University, Shenzhen, China
| | - Jingxuan Yu
- College of Physical Education, Shenzhen University, Shenzhen, China
| | - Jinlong Wu
- College of Physical Education, Southwest University, Chongqing, China
| | - Yifan Qin
- College of Physical Education, Shenzhen University, Shenzhen, China
| | - Wen Xiao
- College of Physical Education, Shenzhen University, Shenzhen, China
| | - Zhanbing Ren
- College of Physical Education, Shenzhen University, Shenzhen, China
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30
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Pellicer-Caller R, Vaquero-Cristóbal R, González-Gálvez N, Abenza-Cano L, Horcajo J, de la Vega-Marcos R. Influence of Exogenous Factors Related to Nutritional and Hydration Strategies and Environmental Conditions on Fatigue in Endurance Sports: A Systematic Review with Meta-Analysis. Nutrients 2023; 15:2700. [PMID: 37375605 DOI: 10.3390/nu15122700] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Revised: 05/31/2023] [Accepted: 06/06/2023] [Indexed: 06/29/2023] Open
Abstract
The aim of this systematic review with meta-analysis was to examine the influence of exogenous factors related to nutritional and hydration strategies and environmental conditions, as modulators of fatigue, including factors associated with performance fatigability and perceived fatigability, in endurance tests lasting 45 min to 3 h. A search was carried out using four databases: PubMed, Web of Science, SPORTDiscus, and EBSCO. A total of 5103 articles were screened, with 34 included in the meta-analysis. The review was registered with PROSPERO (CRD42022327203) and adhered to the PRISMA guidelines. The study quality was evaluated according to the PEDro score and assessed using Rosenthal's fail-safe N. Carbohydrate (CHO) intake increased the time to exhaustion (p < 0.001) and decreased the heart rate (HR) during the test (p = 0.018). Carbohydrate with protein intake (CHO + PROT) increased lactate during the test (p = 0.039). With respect to hydration, dehydrated individuals showed a higher rate of perceived exertion (RPE) (p = 0.016) and had a higher body mass loss (p = 0.018). In hot conditions, athletes showed significant increases in RPE (p < 0.001), HR (p < 0.001), and skin temperature (p = 0.002), and a decrease in the temperature gradient (p < 0.001) after the test. No differences were found when athletes were subjected to altitude or cold conditions. In conclusion, the results revealed that exogenous factors, such as nutritional and hydration strategies, as well as environmental conditions, affected fatigue in endurance sports, including factors associated with performance fatigability and perceived fatigability.
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Affiliation(s)
- Roberto Pellicer-Caller
- Facultad de Deporte, UCAM Universidad Católica de Murcia, 30107 Murcia, Spain
- Caller Energy Labs, Caller SportEnergy S.L., 39005 Santander, Spain
| | | | | | - Lucía Abenza-Cano
- Facultad de Deporte, UCAM Universidad Católica de Murcia, 30107 Murcia, Spain
| | - Javier Horcajo
- Department of Social Psychology and Methodology, Autonomous University of Madrid, 28049 Madrid, Spain
| | - Ricardo de la Vega-Marcos
- Department of Physical Education, Sport and Human Movement, Autonomous University of Madrid, 28049 Madrid, Spain
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Sullivan K, Ferreira PR, Martinez VGF, Marchetti PH. Muscle Thickness, Echo-Intensity, Peak Force, Time Under Tension, Total Load Lifted, and Perception of Effort Comparisons Between Two Abdominal Crunch Resistance Training Protocols in Recreationally-Trained Participants. INTERNATIONAL JOURNAL OF EXERCISE SCIENCE 2023; 16:538-549. [PMID: 37621710 PMCID: PMC10446947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 08/26/2023]
Abstract
The primary purpose of this study was to evaluate acute dose response of different intensities with total volume equalized during the abdominal crunch exercise on muscle thickness, echo-intensity, peak force, time under tension, total load lifted, and perception of effort in recreationally-trained participants. Fifteen resistance-trained participants (23 ± 3 years) performed the abdominal crunch exercise in one of two different resistance training (RT) protocols in a randomized order: RT4×10RM (4 sets of 10RM / 1-min rest) or RT1×40RM (1 set of 40RM). Muscle thickness (MT), echo-intensity (EI), peak force (PF), time under tension (TUT), total load lifted (TLL), and session rating of perceived exertion (sRPE) were measured pre-test and post-test (0-min and 15-min). Two-way repeated-measures ANOVAs (2 × 3) were used to test differences between RT protocols (RT4×10RM and RT1×40RM) and time (pre-test, post-0, and post-15) for MT, EI, and PF. Paired t-test was used to compare RT protocols for sRPE, TLL, and TUT. For MT, there were significant differences for RT4×10RM between pre-x post-0 (p = 0.011), pre-x post-15 (p < 0.001), and post-0 × post-15 (p = 0.02); and for RT1×40RM between pre-x post-0 (p < 0.001) and pre-x post-15 (p = 0.003). For EI, there was a significant difference for RT4×10RM between pre-x post-0 (p = 0.002). For sRPE, there was no significant difference between RT protocols. For TLL and TUT, there were significant differences between RT protocols (p < 0.05). In conclusion, both RT protocols (RT4×10RM and RT1×40RM) induced similar increases in MT but not for EI. TLL and TUT were higher for RT4×10RM. PF and sRPE were similar between RT protocols.
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Affiliation(s)
- Keanna Sullivan
- Department of Kinesiology, California State University, Northridge, CA, USA
| | - Paula R Ferreira
- Department of Physical Therapy, California State University, Northridge, CA, USA
| | | | - Paulo H Marchetti
- Department of Kinesiology, California State University, Northridge, CA, USA
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32
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Smith RW, Housh TJ, Arnett JE, Anders JPV, Neltner TJ, Ortega DG, Schmidt RJ, Johnson GO. The Effects of Anchor Schemes on Performance Fatigability, Neuromuscular Responses and the Perceived Sensations That Contributed to Task Termination. J Funct Morphol Kinesiol 2023; 8:jfmk8020049. [PMID: 37218845 DOI: 10.3390/jfmk8020049] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 04/18/2023] [Accepted: 04/20/2023] [Indexed: 05/24/2023] Open
Abstract
The present study examined the effect of anchor schemes on the time to task failure (TTF), performance fatigability, neuromuscular responses, and the perceived sensations that contributed to task termination following the sustained, isometric forearm flexion tasks. Eight women completed sustained, isometric forearm flexion tasks anchored to RPE = 8 (RPEFT) and the torque (TRQFT) that corresponded to RPE = 8. The subjects performed pre-test and post-test maximal isometric contractions to quantify performance fatigability and changes in electromyographic amplitude (EMG AMP) and neuromuscular efficiency (NME). In addition, the subjects completed a post-test questionnaire (PTQ) to quantify the contributions of perceived sensations to task termination. Repeated measure ANOVAs were used to assess the mean differences for TTF, performance fatigability, and neuromuscular responses. Wilcoxon Signed Rank Tests were used to assess the differences between anchor schemes for the average values from the PTQ item scores. For TTF, the RPEFT was longer than the TRQFT (174.9 ± 85.6 vs. 65.6 ± 68.0 s; p = 0.006). Collapsed across the anchor scheme, there were decreases in torque (23.7 ± 5.5 Nm vs. 19.6 ± 4.9 Nm; p < 0.001) and NME (1.00 ± 0.00 vs. 0.76 ± 0.15; p = 0.003). There were no significant (p > 0.577) changes for EMG AMP. For the PTQ, there were no differences (p > 0.05) between anchor schemes. There were, however, inter-individual differences in the response scores. The current findings indicated that performance fatigability was likely due to peripheral fatigue (based on NME), not central fatigue (based on EMG AMP). Furthermore, the use of a PTQ may serve as a simple tool to assess the contributions of perceived sensations to task termination.
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Affiliation(s)
- Robert W Smith
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
| | - Terry J Housh
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
| | - Jocelyn E Arnett
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
| | - John Paul V Anders
- The Exercise Science Program, Department of Human Sciences, The Ohio State University, Columbus, OH 43017, USA
| | - Tyler J Neltner
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
| | - Dolores G Ortega
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
| | - Richard J Schmidt
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
| | - Glen O Johnson
- Exercise Physiology Laboratory, Department of Nutrition and Health Sciences, University of Nebraska-Lincoln, Lincoln, NE 68510, USA
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Marocolo M, Hohl R, Arriel RA, Mota GR. Ischemic preconditioning and exercise performance: are the psychophysiological responses underestimated? Eur J Appl Physiol 2023; 123:683-693. [PMID: 36478078 DOI: 10.1007/s00421-022-05109-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Accepted: 11/28/2022] [Indexed: 12/12/2022]
Abstract
The findings of the ischemic preconditioning (IPC) on exercise performance are mixed regarding types of exercise, protocols and participants' training status. Additionally, studies comparing IPC with sham (i.e., low-pressure cuff) and/or control (i.e., no cuff) interventions are contentious. While studies comparing IPC versus a control group generally show an IPC significant effect on performance, sham interventions show the same performance improvement. Thus, the controversy over IPC ergogenic effect may be due to limited discussion on the psychophysiological mechanisms underlying cuff maneuvers. Psychophysiology is the study of the interrelationships between mind, body and behavior, and mental processes are the result of the architecture of the nervous system and voluntary exercise is a behavior controlled by the central command modulated by sensory inputs. Therefore, this narrative review aims to associate potential IPC-induced positive effects on performance with sensorimotor pathways (e.g., sham influencing bidirectional body-brain integration), hemodynamic and metabolic changes (i.e., blood flow occlusion reperfusion cycles). Overall, IPC and sham-induced mechanisms on exercise performance may be due to a bidirectional body-brain integration of muscle sensory feedback to the central command resulting in delayed time to exhaustion, alterations on perceptions and behavior. Additionally, hemodynamic responses and higher muscle oxygen extraction may justify the benefits of IPC on muscle contractile function.
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Affiliation(s)
- Moacir Marocolo
- Department of Physiology, Federal University of Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil.
| | - Rodrigo Hohl
- Department of Physiology, Federal University of Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil
| | - Rhaí André Arriel
- Department of Physiology, Federal University of Juiz de Fora, Juiz de Fora, Minas Gerais, Brazil
| | - Gustavo R Mota
- Exercise Science, Health and Human Performance Research Group, Department of Sport Sciences, Institute of Health Sciences, Federal University of Triângulo Mineiro, Uberaba, Minas Gerais, Brazil
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Spooner TW, West AT, Willems MET. Effect of Substitution Time on Physical, Technical and Cognitive Performance in Sub-Elite Male Field Hockey Players. INTERNATIONAL JOURNAL OF EXERCISE SCIENCE 2023; 16:497-512. [PMID: 37621709 PMCID: PMC10446958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 08/26/2023]
Abstract
We examined the effects of substitution time (i.e., recovery time) in a simulated field hockey test on physical, technical and perceptual/cognitive performance. Nine sub-elite male field hockey players (age: 20 ± 2 yrs, height: 1.81 ± 0.06 m, body mass: 71 ± 10 kg, body fat: 10.3 ± 3.7%, V̇O2max: 67 ± 3 mL·kg-1·min-1) completed four 8-min 40-s bouts of high-intensity intermittent exercise with 2-min and 5.5-min substitution time replicating the demands of a 4-quarter field hockey match. After each bout, a 15-m maximal sprint, agility/dribbling test, passing accuracy test, and a cognitive task were completed. Heart rate (p < .001) and rating of perceived exertion (RPE) (p < .001) increased with every bout. RPE was higher for the 5.5-min condition during the 2nd and 4th bout. No differences were observed between the substitution times and the number of bouts on 15-m maximal sprint time (2-min: 2.03 ± 0.14 s, 5.5-min: 2.07 ± 0.12 s), average reaction time (2-min: 347.19 ± 30.78 ms, 5.5-min: 346.69 ± 38.73 ms), cognitive error rate (2-min: 0.86 ± 0.77; 5.5-min: 0.44 ± 0.37), passing accuracy (2-min: 6 ± 1, 5.5-min: 6 ± 1) and agility/dribbling time (2-min: 7.06 ± 0.41 s, 5.5-min: 7.23 ± 0.55 s). It was concluded that a longer recovery time (i.e., substitution time 5.5-min) did not provide better physical and technical performance than 2-min during a simulated 4-quarter field hockey test. Further research with a larger sample size should address whether the shorter 2-min substitution time seemed to result in lower cognitive performance.
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Affiliation(s)
- Thomas W Spooner
- Institute of Sport, Nursing and Allied Health, University of Chichester, Chichester, West Sussex, UNITED KINGDOM
| | - Andrew T West
- Institute of Sport, Nursing and Allied Health, University of Chichester, Chichester, West Sussex, UNITED KINGDOM
| | - Mark E T Willems
- Institute of Sport, Nursing and Allied Health, University of Chichester, Chichester, West Sussex, UNITED KINGDOM
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Rodrigues JCC, Penna EM, Machado HES, Sant’Ana J, Diefenthaeler F, Coswig VS. Effects of lower and upper body fatigue in striking response time of amateur karate athletes. PeerJ 2023; 11:e14764. [PMID: 36743962 PMCID: PMC9897062 DOI: 10.7717/peerj.14764] [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: 09/27/2022] [Accepted: 12/27/2022] [Indexed: 02/03/2023] Open
Abstract
In combat sports, strikes or counter-strikes response time (RT) can be related to performance and sporting success. Moreover, training sessions are usually highly fatiguing, which is expected to impair basic skills, such as RT. Thus, this study aimed to investigate the effect of fatigue on punch and kick RTs of karate practitioners. Twelve individuals of both sexes from different levels (three yellow belts, three red belts, two orange belts, two green belts, one brown belt, and one black belt) were selected. Participants were aged 22 ± 3 years old, with a stature of 169.1 ± 6.5 cm, and a body mass of 65.5 ± 10 kg. Six visits were held with each participant. On the first 2 days, the RT of punches and kicks was measured by a validated smartphone app (TReaction). For the subsequent visits, a randomized incremental test for the upper or lower body was adopted as motor fatigue protocol, immediately followed by punches and kicks RT tests, also in random order. For induction of lower and upper body-specific muscle fatigue, the ITStriker app was used, which operates by emitting sound signals transmitted by a smartphone. One-way repeated measures ANOVA was performed, and significance was set at p ≤ 0.05. Regarding the mean punches RT, significant effects between situations for the upper (F(2,22) = 11.5; ω2 = 0.23; p < 0.001) and lower body (F(2,22) = 14.2; ω2 = 0.18; p < 0.001) fatigue protocols were found. The negative effect of the lower body fatigue protocol in punches RT was evident regardless of the order of the tests (punch RT first: Δ = 10.5%; t = 4.4; p < 0.001; d = 1.0; kick RT first: Δ = 11.4%; t = 4.8; p < 0.001; d = 1.1). Regarding mean kicks RT, significant effects were found between situations for the lower (F(2,22) = 16.6; ω2 = 0.27; p < 0.001) but not for the upper (F(2,22) = 2.3; ω2 = 0.02; p = 0.12) body fatigue protocols. Kick RTs were negatively affected by the lower body fatigue protocol regardless of the RT order applied (punch RT first: Δ = 7.5%; t = 3.0; p = 0.01; d = 0.8; kick RT first: Δ = 14.3%; t = 5.7; p < 0.001; d = 1.5). Upper body fatigue does not impair punch or kick RTs. Thus, it is concluded that the specificity of fatigue protocols and striking order should be considered while performing RT demanding techniques in karate practice. Specifically, lower body motor fatigue may impair both kicks and punches RT, which highlights the role of lower limbs in punches performance. Otherwise, upper body motor fatigue seems to induce impairments that are limited to the specific motor actions of this body segment.
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Affiliation(s)
| | - Eduardo Macedo Penna
- Faculdade de Educação Fisica, Universidade Federal do Pará, Castanhal, Pará, Brazil,Programa de Pós-Graduação em Ciências do Movimento Humano, Universidade Federal do Pará, Castanhal, Pará, Brazil
| | - Hugo Enrico Souza Machado
- Faculdade de Educação Fisica, Universidade Federal do Pará, Castanhal, Pará, Brazil,Programa de Pós-Graduação em Ciências do Movimento Humano, Universidade Federal do Pará, Castanhal, Pará, Brazil
| | - Jader Sant’Ana
- Laboratório de Biomecânica, Universidade Federal de Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Fernando Diefenthaeler
- Laboratório de Biomecânica, Universidade Federal de Santa Catarina, Florianópolis, Santa Catarina, Brazil
| | - Victor S. Coswig
- Programa de Pós-Graduação em Ciências do Movimento Humano, Universidade Federal do Pará, Castanhal, Pará, Brazil,Instituto de Educação Física e Esportes, Universidade Federal do Ceará, Fortaleza, Ceará, Brazil
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