Meylan, C., Cronin, J., Oliver, J. & Hughes, M. Talent identification in soccer: The role of maturity status on physical, physiological and technical characteristics. Int. J. Sports Sci. Coa. 5, 571–592 (2010).
Scharfen, H. E. & Memmert, D. Measurement of cognitive functions in experts and elite athletes: A meta-analytic review. Appl. Cognit. Psychol. 33, 843–860 (2019).
Reilly, T. Energetics of high-intensity exercise (soccer) with particular reference to fatigue. J. Sports Sci. 15, 257–263 (1997).
Wang, C., Ding, M. & Kluger, B. M. Change in intraindividual variability over time as a key metric for defining performance-based cognitive fatigability. Brain Cognit. 85, 251–258 (2014).
Guo, Z. et al. The impairing effects of mental fatigue on response inhibition: An ERP study. PLoS ONE 13, e0198206 (2018).
Smith, M. R. et al. Mental fatigue impairs soccer-specific decision-making skill. J. Sports Sci. 34, 1297–1304 (2016).
Gantois, P. et al. Effects of mental fatigue on passing decision-making performance in professional soccer athletes. Eur. J. Sport Sci. 20, 534–543 (2020).
Habay, J. et al. Mental fatigue and sport-specific psychomotor performance: A systematic review. Sports Med. 51, 1527–1548 (2021).
Funahashi, S. Neuronal mechanisms of executive control by the prefrontal cortex. Neurosci. Res. 39, 147–165 (2001).
Miyake, A. et al. The unity and diversity of executive functions and their contributions to complex “Frontal Lobe” tasks: A latent variable analysis. Cognit. Psychol. 41, 49–100 (2000).
Chang, Y. K., Labban, J. D., Gapin, J. I. & Etnier, J. L. The effects of acute exercise on cognitive performance: A meta-analysis. Brain Res. 1453, 87–101 (2012).
Ogoh, S. et al. The effect of changes in cerebral blood flow on cognitive function during exercise. Physiol. Rep. 2, e12163 (2014).
Tsukamoto, H. et al. Impact of exercise intensity and duration on postexercise executive function. Med. Sci. Sports Exerc. 49, 774–784 (2017).
Tsukamoto, H. et al. Flavanol-rich cocoa consumption enhances exercise-induced executive function improvements in humans. Nutrition 46, 90–96 (2018).
Pontifex, M. B. et al. A primer on investigating the after effects of acute bouts of physical activity on cognition. Psychol. Sport Exerc. 40, 1–22 (2019).
Ishihara, T., Drollette, E. S., Ludyga, S., Hillman, C. H. & Kamijo, K. The effects of acute aerobic exercise on executive function: A systematic review and meta-analysis of individual participant data. Neurosci. Biobehav. Rev. 128, 258–269 (2021).
Schmit, C. & Brisswalter, J. Executive functioning during prolonged exercise: A fatigue-based neurocognitive perspective. Int. Rev. Sport Exerc. Psychol. 13, 21–39 (2020).
Kennedy, D. O. & Scholey, A. B. A glucose-caffeine “energy drink” ameliorates subjective and performance deficits during prolonged cognitive demand. Appetite 42, 331–333 (2004).
Pageaux, B. & Lepers, R. The effects of mental fatigue on sport-related performance. Prog. Brain Res. 240, 291–315 (2018).
Kunrath, C. A., Nakamura, F. Y., Roca, A., Tessitore, A. & Teoldo Da Costa, I. How does mental fatigue affect soccer performance during small-sided games? A cognitive, tactical and physical approach. J. Sports Sci. 38, 1818–1828 (2020).
Nybo, L. & Nielsen, B. Perceived exertion is associated with an altered brain activity during exercise with progressive hyperthermia. J. Appl. Physiol. 91, 2017–2023 (2001).
Fontes, E. B. et al. Brain activity and perceived exertion during cycling exercise: An fMRI study. Br. J. Sports Med. 49, 556–560 (2015).
Wagner, A. D., Maril, A., Bjork, R. A. & Schacter, D. L. Prefrontal contributions to executive control: fMRI evidence for functional distinctions within lateral prefrontal cortex. Neuroimage 14, 1337–1347 (2001).
Fontes, E. B. et al. Modulation of cortical and subcortical brain areas at low and high exercise intensities. Br. J. Sports Med. 54, 110–115 (2020).
Vestberg, T., Gustafson, R., Maurex, L., Ingvar, M. & Petrovic, P. Executive functions predict the success of top-soccer players. PLoS ONE 7, e34731 (2012).
Google Scholar
Byun, K. et al. Positive effect of acute mild exercise on executive function via arousal-related prefrontal activations: An fNIRS study. Neuroimage 98, 336–345 (2014).
Tsukamoto, H. et al. Dynamic cerebral autoregulation is maintained during high-intensity interval exercise. Med. Sci. Sports Exerc. 51, 372–378 (2019).
Tsukamoto, H. et al. Plasma brain-derived neurotrophic factor and dynamic cerebral autoregulation in acute response to glycemic control following breakfast in young men. Am. J. Physiol. Regul. Integr. Comp. Physiol. 320, R69–R79 (2021).
Cooper, S. B., Bandelow, S., Nute, M. L., Morris, J. G. & Nevill, M. E. Breakfast glycaemic index and cognitive function in adolescent school children. Br. J. Nutr. 107, 1823–1832 (2012).
Tsukamoto, H. et al. Greater impact of acute high-intensity interval exercise on post-exercise executive function compared to moderate-intensity continuous exercise. Physiol. Behav. 155, 224–230 (2016).
Aaslid, R., Lindegaard, K. F., Sorteberg, W. & Nornes, H. Cerebral autoregulation dynamics in humans. Stroke 20, 45–52 (1989).
Ogoh, S., Nakata, H., Miyamoto, T., Bailey, D. M. & Shibasaki, M. Dynamic cerebral autoregulation during cognitive task: Effect of hypoxia. J. Appl. Physiol. 124, 1413–1419 (2018).
Buckner, R. L. Memory and executive function in aging and AD: Multiple factors that cause decline and reserve factors that compensate. Neuron 44, 195–208 (2004).
Colcombe, S. & Kramer, A. F. Fitness effects on the cognitive function of older adults: A meta-analytic study. Psychol. Sci. 14, 125–130 (2003).
Herold, F., Hamacher, D., Schega, L. & Müller, N. G. Thinking while moving or moving while thinking—Concepts of motor-cognitive training for cognitive performance enhancement. Front. Aging Neurosci. 10, 228 (2018).
Hewston, P. et al. Effects of dance on cognitive function in older adults: A systematic review and meta-analysis. Age Ageing. 50, 1084–1092 (2021).
Merchant, R. A. et al. Motoric cognitive risk syndrome, physio-cognitive decline syndrome, cognitive frailty and reversibility with dual-task exercise. Exp. Gerontol. 150, 111362 (2021).
Voss, M. W. et al. Acute exercise effects predict training change in cognition and connectivity. Med. Sci. Sports Exerc. 52, 131–140 (2020).
Kamijo, K. & Abe, R. Aftereffects of cognitively demanding acute aerobic exercise on working memory. Med. Sci. Sports Exerc. 51, 153–159 (2019).
Matsuo, E., Matsubara, S., Shiga, S. & Yamanaka, K. Relationships between psychophysiological responses to cycling exercise and post-exercise self-efficacy. Front. Psychol. 6, 1775 (2015).
McAuley, E. & Blissmer, B. Self-efficacy determinants and consequences of physical activity. Exerc. Sport Sci. Rev. 28, 85–88 (2000).
Alberti, G., Iaia, F. M., Arcelli, E., Cavaggioni, L. & Rampinini, E. Goal scoring patterns in major European soccer leagues. Sport Sci. Health 9, 151–153 (2013).
Wiśnik, P., Chmura, J., Ziemba, A. W., Mikulski, T. & Nazar, K. The effect of branched chain amino acids on psychomotor performance during treadmill exercise of changing intensity simulating a soccer game. Appl. Physiol. Nutr. Metab. 36, 856–862 (2011).
Wang, C. C., Chu, C. H., Chu, I. H., Chan, K. H. & Chang, Y. K. Executive function during acute exercise: The role of exercise intensity. J. Sport Exerc. Psychol. 35, 358–367 (2013).
Marley, C. J. et al. Impaired cerebral blood flow regulation and cognition in male football players. Scand. J. Med. Sci. Sports. 31, 1908–1913 (2021).
Owens, T. S. et al. Concussion history in rugby union players is associated with depressed cerebrovascular reactivity and cognition. Scand. J. Med. Sci. Sports. 31, 2291–2299 (2021).
Owens, T. S. et al. Contact events in rugby union and the link to reduced cognition: Evidence for impaired redox-regulation of cerebrovascular function. Exp. Physiol. 106, 1971–1980 (2021).
Hashimoto, T. et al. Maintained exercise-enhanced brain executive function related to cerebral lactate metabolism in men. FASEB J. 32, 1417–1427 (2018).
Tsukamoto, H. et al. Repeated high-intensity interval exercise shortens the positive effect on executive function during post-exercise recovery in healthy young males. Physiol. Behav. 160, 26–34 (2016).
Svebak, S. & Murgatroyd, S. Metamotivational dominance: A multi-method validation of reversal theory constructs. J. Pers. Soc Psychol. 48, 107–116 (1985).
Borg, G. A. Psychophysical bases of perceived exertion. Med. Sci. Sports Exerc. 14, 377–381 (1982).
Stroop, J. R. Studies of interference in serial verbal reactions. J. Exp. Psychol. 18, 643–662 (1935).
MacLeod, C. M. Half a century of research on the Stroop effect: An integrative review. Psychol. Bull. 109, 163–203 (1991).
Ikeda, Y., Hirata, S., Okuzumi, H. & Kokubun, M. Features of stroop and reverse-stroop interference: Analysis by response modality and evaluation. Percept. Mot. Skills. 110, 654–660 (2010).
Allen, M., Poggiali, D., Whitaker, K., Marshall, T. R. & Kievit, R. A. Raincloud plots: A multi-platform tool for robust data visualization. Wellcome Open Res. 4, 63 (2019).
Cohen, J. A power primer. Psychol. Bull. 112, 155–159 (1992).
Bakdash, J. Z. & Marusich, L. R. Repeated measures correlation. Front. psychol. 8, 456 (2017).
