Comportamiento de variables perceptuales durante 8 semanas de Brain Endurance Training con corredores recreativos

Autores/as

  • César Verçosa Dias Universidade Federal da Paraíba, Programa Associado de Pós-Graduação em Educação Física, João Pessoa, PB, Brasil.
  • Daniel Carvalho Pereira Universidade Federal da Paraíba, Programa Associado de Pós-Graduação em Educação Física, João Pessoa, PB, Brasil.
  • Douglas Cavalcante-Silva Universidade Federal da Paraíba, Programa Associado de Pós-Graduação em Educação Física, João Pessoa, PB, Brasil.
  • Leonardo de Sousa Fortes Universidade Federal de Minas Gerais, Departamento de Esportes, Belo Horizonte, MG, Brasil.

DOI:

https://doi.org/10.11606/issn.1981-4690.2026e40233247

Palabras clave:

Carrera, Percepción, Esfuerzo, Tarea visomotora

Resumen

El objetivo de este trabajo fue analizar el comportamiento de variables perceptuales a lo largo de 8 semanas de entrenamiento de Brain Endurance Training (BET). Se trata de un estudio experimental aleatorizado controlado con grupos paralelos y medidas repetidas. Participaron en el estudio 25 corredores recreativos de ambos sexos (edad: 26,2±3,4; peso: 74,6±13,8; estatura: 1,71±0,1), quienes realizaron 24 sesiones de entrenamiento a lo largo de ocho semanas, siendo un grupo BET (entrenamiento de resistencia + entrenamiento cognitivo; n=14) y otro únicamente de resistencia (END) (n=11). La aleatorización fue por bloques y estratificada por sexo. Los entrenamientos tuvieron una duración de 30 minutos, divididos en 3 bloques de 10 minutos, con un intervalo de 1 minuto entre bloques, recolectándose las variables perceptuales (percepción subjetiva de esfuerzo, fatiga mental y sensación de placer/displacer) al final de cada bloque. La velocidad de carrera fue individualizada, basada en la prueba incremental máxima. El grupo BET realizó una tarea visomotora utilizando luces LED mientras corría en la cinta de correr. Se utilizó el modelo general mixto (General Mixed Model, GMM) para el análisis estadístico. Los resultados señalaron diferentes comportamientos en la percepción de esfuerzo, fatiga mental y placer/displacer entre los grupos. El análisis post hoc indicó diferencias significativas en el aumento de la percepción subjetiva de esfuerzo entre la 1ª y la 7ª semanas (p=0,019) y entre la 1ª y la 8ª semanas (p=0,001) cuando se analizó únicamente el grupo END. Por otro lado, la fatiga mental fue menor en el grupo BET entre la 7ª y la 8ª semanas de entrenamiento (p<0,05). Se concluye que el grupo BET logra mantener las respuestas perceptuales a lo largo de un programa de entrenamiento, mientras que entrenar solo END causa un aumento en la sensación de esfuerzo, fatiga mental y una mayor sensación de displacer.

Descargas

Los datos de descarga aún no están disponibles.

Referencias

1. Gerodimos V, Karatrantou K, Psychou D, Vasilopoulou T, Zafeiridis A. Static and dynamic handgrip strength endurance: test-retest reproducibility. J Hand Surg Am. 2017;42(3):e175-84. doi:10.1016/j.jhsa.2016.12.014.

2. McCormick A, Meijen C, Marcora S. Psychological determinants of whole-body endurance performance. Sports Med. 2015;45(7):997-1015. doi:10.1007/s40279-015-0319-6.

3. Joyner MJ, Coyle EF. Endurance exercise performance: the physiology of champions. J Physiol. 2008;586(1):35-44. doi:10.1113/jphysiol.2007.143834.

4. Cao L, Zhang Y, Huang R, et al. Structural and functional brain signatures of endurance runners. Brain Struct Funct. 2021;226(1):93-103. doi:10.1007/s00429-020-02170-y.

5. Kok A. Cognitive control, motivation and fatigue: a cognitive neuroscience perspective. Brain Cogn. 2022;160:105880. doi:10.1016/j.bandc.2022.105880.

6. Martin K, Meeusen R, Thompson KG, Keegan R, Rattray B. Mental fatigue impairs endurance performance: a physiological explanation. Sports Med. 2018;48(9):2041-51. doi:10.1007/s40279-018-0946-9.

7. Marcora S. Perception of effort during exercise is independent of afferent feedback from skeletal muscles, heart, and lungs. J Appl Physiol (1985). 2009;106(6):2060-2. doi:10.1152/japplphysiol.90378.2008.

8. Ferreira MEC, Lima-Junior D, Faro H, Roelands B, Fortes LS. Prolonged cognitive effort impairs inhibitory control and causes significant mental fatigue after an endurance session with an auditive distractor in professional soccer players. Psychol Sport Exerc. 2024;70:102533. doi:10.1016/j.psychsport.2023.102533.

9. Lopes TR, Fortes LS, Smith MR, Roelands B, Marcora SM. Editorial: mental fatigue and sport: from the lab to the field. Front Sports Act Living. 2023;5:1213019. doi:10.3389/fspor.2023.1213019.

10. Marcora SM, Staiano W, Manning V. Mental fatigue impairs physical performance in humans. J Appl Physiol (1985). 2009;106(3):857-64. doi:10.1152/japplphysiol.91324.2008.

11. Sweller J. Cognitive load theory. In: Mestre JP, Ross BH, editores. Psychology of Learning and Motivation. Amsterdam: Elsevier; 2011. 55 vol. p. 37-76. doi:10.1016/B978-0-12-387691-1.00002-8.

12. Shenhav A, Musslick S, Lieder F, et al. Toward a rational and mechanistic account of mental effort. Annu Rev Neurosci. 2017;40:99-124. doi:10.1146/annurev-neuro-072116-031526.

13. Giboin LS, Wolff W. The effect of ego depletion or mental fatigue on subsequent physical endurance performance: a meta-analysis. Perform Enhanc Health. 2019;7(1-2):100150. doi:10.1016/j.peh.2019.100150.

14. McMorris T, Barwood M, Hale BJ, Dicks M, Corbett J. Cognitive fatigue effects on physical performance: a systematic review and meta-analysis. Physiol Behav. 2018;188:103-7. doi:10.1016/j.physbeh.2018.01.029.

15. Smith MR, Chai R, Nguyen HT, Marcora SM, Coutts AJ. Comparing the effects of three cognitive tasks on indicators of mental fatigue. J Psychol. 2019;153(8):759-83. doi:10.1080/00223980.2019.1611530.

16. Habay J, Uylenbroeck R, Van Droogenbroeck R, et al. Interindividual variability in mental fatigue-related impairments in endurance performance: a systematic review and multiple meta-regression. Sports Med Open. 2023;9:14. doi:10.1186/s40798-023-00559-7.

17. Lage FXA, Amorim PRS, Moreira OC, Oliveira RAR, Marins JCB. Exercício aeróbico e intensidade autosselecionada por mulheres: uma revisão sistemática. Saúde (Santa Maria). 2020;46(2):e44189. doi:10.5902/2236583444189.

18. Astorino TA, Cottrell T, Lozano AT, Aburto-Pratt K, Duhon J. Effect of caffeine on RPE and perceptions of pain, arousal, and pleasure/displeasure during a cycling time trial in endurance trained and active men. Physiol Behav. 2012;106(2):211-7. doi:10.1016/j.physbeh.2012.02.006.

19. Pessoa FA, Pereira LC, Araújo AO, Oliveira GTA, Pereira DC, Elsangedy HM. Mental fatigue prior to aerobic exercise reduces exercise pleasure and negatively affects implicit attitudes toward future exercise. Percept Mot Skills. 2022;129(3):816-32. doi:10.1177/00315125221091158.

20. Qing Z, Fei J, Chao X. Effects of brain endurance training on physical and cognitive performance in athletes and physically active individuals: a systematic review. Front Psychol. 2026;17:1828644. doi:10.3389/fpsyg.2026.1828644.

21. Yu J, Tan Z, Huang Y, Chen L, Li D. The effects of brain endurance training on mental fatigue, endurance, and cognitive function: a systematic review and meta-analysis. Front Physiol. 2026;17:1746298. doi:10.3389/fphys.2026.1746298.

22. Staiano W, Marcora S, Romagnoli M, Kirk U, Ring C. Brain endurance training improves endurance and cognitive performance in road cyclists. J Sci Med Sport. 2023;26(7):375-85. doi:10.1016/j.jsams.2023.05.008.

23. André N, Audiffren M, Englert C. Brain endurance training as a strategy for reducing mental fatigue. Front Psychol. 2025;16:1616171. doi:10.3389/fpsyg.2025.1616171.

24. Staiano W, Merlini M, Romagnoli M, Kirk U, Ring C, Marcora S. Brain endurance training improves physical, cognitive, and multitasking performance in professional football players. Int J Sports Physiol Perform. 2022;17(12):1732-40. doi:10.1123/ijspp.2022-0144.

25. Lima-Junior D, Silva DC, Ferreira MEC, Fortes LS. Effect of brain endurance training on maximal oxygen uptake, time-to-exhaustion, and inhibitory control in runners. Scand J Med Sci Sports. 2023;33(11):2166-80. doi:10.1111/sms.14457.

26. Dallaway N, Lucas S, Marks J, Ring C. Prior brain endurance training improves endurance exercise performance. Eur J Sport Sci. 2023;23(7):1269-78. doi:10.1080/17461391.2022.2153231.

27. Díaz-García J, Habay J, Rubio-Morales A, et al. Mental fatigue impairs padel-specific psychomotor performance in youth-elite male players. Eur J Sport Sci. 2024;24(4):508-17. doi:10.1002/ejsc.12039.

28. Dallaway N, Lucas SJE, Ring C. Concurrent brain endurance training improves endurance exercise performance. J Sci Med Sport. 2021;24(4):405-11. doi:10.1016/j.jsams.2020.10.008.

29. Varesco G, Staiano W, Bracco M, et al. Effects of 5-week brain endurance training on fatigue and performance in elite youth épée fencers. Int J Sports Physiol Perform. 2025;20(7):979-85. doi:10.1123/ijspp.2024-0396.

30. Díaz-García J, García-Calvo T, Manzano-Rodríguez D, López-Gajardo MÁ, Parraca JA, Ring C. Brain endurance training improves shot speed and accuracy in grassroots padel players. J Sci Med Sport. 2023;26(7):386-93. doi:10.1016/j.jsams.2023.06.002.

31. Liu J, Zhou T, Che J, Zhu Y, Liu Q. Brain endurance training modulates structure-function coupling and enhances soccer-specific performance: a multimodal MRI study. Scand J Med Sci Sports. 2026;36(5):e70301. doi:10.1111/sms.70301.

32. McKay AKA, Stellingwerff T, Smith ES, et al. Defining training and performance caliber: a participant classification framework. Int J Sports Physiol Perform. 2022;17(2):317-31. doi:10.1123/ijspp.2021-0451.

33. Schulz KF, Altman DG, Moher D. CONSORT 2010 statement: updated guidelines for reporting parallel group randomised trials. BMJ. 2010;340:c332. doi:10.1136/bmj.c332.

34. Hill DW, Rowell AL. Running velocity at V̇O2max. Med Sci Sports Exerc. 1996;28(1):114-9. Disponível em: https://journals.lww.com/acsm-msse/fulltext/1996/01000/running_velocity_at__vo2max.22.aspx.

35. Borg G. An introduction to Borg's RPE-scale. Mouvement Publications; 1985. p. 26.

36. Brandão MRF, Pereira MHN, Oliveira R, Matsudo VKR. Percepção do esforço: uma revisão da área. Rev Bras Ciênc Mov. 1989;3(1):34-40. doi:10.18511/rbcm.v3i1.601.

37. Hardy CJ, Rejeski WJ. Not what, but how one feels: the measurement of affect during exercise. J Sport Exerc Psychol. 1989;11(3):304-17. doi:10.1123/jsep.11.3.304.

38. Alves ED, Panissa VLG, Barros BJ, Franchini E, Takito MY. Translation, adaptation, and reproducibility of the Physical Activity Enjoyment Scale (PACES) and Feeling Scale to Brazilian Portuguese. Sport Sci Health. 2019;15(2):329-36. doi:10.1007/s11332-018-0516-4.

39. Nakamura FY, Okuno NM, Perandini LAB, et al. Critical power can be estimated from nonexhaustive tests based on rating of perceived exertion responses. J Strength Cond Res. 2008;22(3):937-43. doi:10.1519/JSC.0b013e31816a41fa.

40. Salam H, Marcora SM, Hopker JG. The effect of mental fatigue on critical power during cycling exercise. Eur J Appl Physiol. 2018;118(1):85-92. doi:10.1007/s00421-017-3747-1.

41. Cohen J. A power primer. Psychol Bull. 1992;112(1):155-9. doi:10.1037/0033-2909.112.1.155.

42. Rubio-Morales A, Díaz-García J, Barbosa C, Habay J, López-Gajardo MÁ, García-Calvo T. Do cognitive, physical, and combined tasks induce similar levels of mental fatigue? Testing the effects of different moderating variables. Motor Control. 2022;26(4):630-48. doi:10.1123/mc.2022-0042.

43. Ishii A, Tanaka M, Watanabe Y. Neural mechanisms of mental fatigue. Rev Neurosci. 2014;25(4):469-79. doi:10.1515/revneuro-2014-0028.

44. Tanaka M, Watanabe Y. A new hypothesis of chronic fatigue syndrome: co-conditioning theory. Med Hypotheses. 2010;75(2):244-9. doi:10.1016/j.mehy.2010.02.032.

45. Ekkekakis P, Parfitt G, Petruzzello SJ. The pleasure and displeasure people feel when they exercise at different intensities: decennial update and progress towards a tripartite rationale for exercise intensity prescription. Sports Med. 2011;41(8):641-71. doi:10.2165/11590680-000000000-00000.

Publicado

2026-10-15

Número

Sección

Artículos

Cómo citar

Dias, C. V., Pereira, D. C., Cavalcante-Silva, D., & Fortes, L. de S. (2026). Comportamiento de variables perceptuales durante 8 semanas de Brain Endurance Training con corredores recreativos. Revista Brasileira De Educação Física E Esporte, 40, e40233247. https://doi.org/10.11606/issn.1981-4690.2026e40233247