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Effects of combat sports on functional network connectivity in adolescents

  • Functional Neuroradiology
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Abstract

Purpose

To explore the effects of combat sports on functional network connectivity (FNC) in healthy adolescents.

Methods

Resting-state fMRI data were acquired from the combat sports (CS) group (n = 32) and non-athlete healthy control (HC) group (n = 29). Resting-state networks (RSNs) were obtained based on independent component analysis (ICA), and FNC analysis was performed. Then, the intra-network and inter-network connections were compared between the two groups.

Results

Compared with the HC group, the CS group demonstrated increased intra-network FC within the sensorimotor network (SMN), visual network (VIN), and cerebellum network (P < 0.01, FDR correction). Besides, decreased inter-network FC was found in the SMN-VIN, SMN-auditory network, SMN-default mode network, attention network (AN)-VIN, and AN-executive control network connections (P < 0.01, FDR correction).

Conclusion

This study showed a complex relationship between combat sports and FNC in adolescents. The observed FNC patterns in the CS group may reflect training-related brain network optimization, early signs of subclinical brain damage, or preexisting differences. The extensive effects of combat sports on FNC in adolescents could expand our understanding of neuromodulatory mechanisms.

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References

  1. Voss MW, Erickson KI, Prakash RS et al (2013) Neurobiological markers of exercise-related brain plasticity in older adults. Brain Behav Immun 28:90–99

    Article  CAS  PubMed  Google Scholar 

  2. Colcombe SJ, Erickson KI, Scalf PE et al (2006) Aerobic exercise training increases brain volume in aging humans. J Gerontol A Biol 61:1166–1170

    Article  Google Scholar 

  3. Colcombe SJ, Kramer AF, Erickson KI et al (2004) Cardiovascular fitness, cortical plasticity, and aging. Proc Natl Acad Sci US 101:3316–3321

    Article  CAS  Google Scholar 

  4. Erickson KI, Hillman CH, Kramer AF (2015) Physical activity, brain, and cognition. Curr Opin Behav Sci 4:27–32

    Article  Google Scholar 

  5. Knaepen K, Goekint M, Heyman EM et al (2010) Neuroplasticity exercise-induced response of peripheral brain-derived neurotrophic factor: a systematic review of experimental studies in human subjects. Sports Med 40:765–801

    Article  PubMed  Google Scholar 

  6. Kirkwood MW, Yeates KO, Wilson PE (2006) Pediatric sport-related concussion: a review of the clinical management of an often neglected population. Pediatrics 117:1359–1371

    Article  PubMed  Google Scholar 

  7. Hillman CH, Erickson KI, Kramer AF (2008) Be smart, exercise your heart: exercise effects on brain and cognition. Nat Rev Neurosci 9:58–65

    Article  CAS  PubMed  Google Scholar 

  8. Jafri MJ, Pearlson GD, Stevens M et al (2008) A method for functional network connectivity among spatially independent resting-state components in schizophrenia. Neuroimage 39:1666–1681

    Article  PubMed  Google Scholar 

  9. Gunnell KE, Poitras VJ, LeBlanc A et al (2019) Physical activity and brain structure, brain function, and cognition in children and youth: a systematic review of randomized controlled trials. Ment Health Phys Act 16:105–127

    Article  Google Scholar 

  10. An L, Cao QJ, Sui MQ et al (2013) Local synchronization and amplitude of the fluctuation of spontaneous brain activity in attention-deficit/hyperactivity disorder: a resting-state fMRI study. Neurosci Bull 29:603–613

    Article  PubMed  PubMed Central  Google Scholar 

  11. Ma WY, Yao Q, Hu GJ et al (2019) Dysfunctional dynamics of intra- and inter-network connectivity in dementia with Lewy bodies. Front Neurol 10:1–10

    Article  Google Scholar 

  12. Zhan Y, Ma J, Alexander-Bloch AF et al (2016) Longitudinal study of impaired intra- and inter-network brain connectivity in subjects at high risk for Alzheimer’s disease. J Alzheimer’s Dis 52:913–927

    Article  CAS  Google Scholar 

  13. Shirer W, Ryali S, Rykhlevskaia E et al (2012) Decoding subject-driven cognitive states with whole-brain connectivity patterns. Cereb Cortex 22:158–165

    Article  CAS  PubMed  Google Scholar 

  14. Allen EA, Erhardt EB, Damaraju E et al (2011) A baseline for the multivariate comparison of resting-state networks. Front Syst Neurosci 5:1–23

    Article  Google Scholar 

  15. Luo C, Li Q, Lai Y et al (2011) Altered functional connectivity in default mode network in absence epilepsy: a resting-state fMRI study. Hum Brain Mapp 32:438–449

    Article  PubMed  Google Scholar 

  16. Calhoun VD, Adali T, Pearlson GD et al (2001) A method for making group inferences from functional MRI data using independent component analysis. Hum Brain Mapp 14:140–151

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Chaddock-Heyman L, Erickson KI, Voss MW et al (2013) The effects of physical activity on functional MRI activation associated with cognitive control in children: a randomized controlled intervention. Front Hum Neurosci 7:72

    Article  PubMed  PubMed Central  Google Scholar 

  18. Herting MM, Nagel BJ (2013) Differences in brain activity during a verbal associative memory encoding task in high- and low-fit adolescents. Cogn Neurosci 25:595–612

    Article  Google Scholar 

  19. Voss MW, Chaddock L, Kim JS et al (2011) Aerobic fitness is associated with greater efficiency of the network underlying cognitive control in preadolescent children. Neuroscience 199:166–176

    Article  CAS  PubMed  Google Scholar 

  20. McAllister TW, Ford JC, Flashman LA et al (2014) Effect of head impacts on diffusivity measures in a cohort of collegiate contact sport athletes. Neurology 82:63–69

    Article  PubMed  PubMed Central  Google Scholar 

  21. Janssen I, Leblanc AG (2010) Systematic review of the health benefits of physical activity and fitness in school-aged children and youth. Int J Behav Nutr Phys Act 7:40

    Article  PubMed  PubMed Central  Google Scholar 

  22. Patel R, Spreng RN, Turner GR (2013) Functional brain changes following cognitive and motor skills training: a quantitative meta-analysis. Neurorehabil Neural Repair 27:187–199

    Article  PubMed  Google Scholar 

  23. Wang J, Lu M, Fan Y, Wen X et al (2016) Exploring brain functional plasticity in world class gymnasts: a network analysis. Brain Struct Funct 221:3503–3519

    Article  PubMed  Google Scholar 

  24. Rizzolatti G, Luppino G (2001) The cortical motor system. Neuron 31:889–901

    Article  CAS  PubMed  Google Scholar 

  25. Wu T, Kansaku K, Hallett M (2004) How self-initiated memorized movements become automatic: a functional MRI study. J Neurophysiol 91:1690–1698

    Article  PubMed  Google Scholar 

  26. Chaddock L, Erickson KI, Prakash RS et al (2012) A functional MRI investigation of the association between childhood aerobic fitness and neurocognitive control. Biol Psychol 89:260–268

    Article  PubMed  Google Scholar 

  27. Strotzer QD, Anthofer JM, Faltermeier R et al (2019) Deep brain stimulation: connectivity profile for bradykinesia alleviation. Ann Neurol 85:852–864

    Article  PubMed  Google Scholar 

  28. Dumith SC, Gigante DP, Domingues MR et al (2011) Physical activity change during adolescence: a systematic review and a pooled analysis. Int J Epidemiol 40:685–698

    Article  PubMed  Google Scholar 

  29. Huang H, Wang J, Seger C et al (2018) Long-term intensive gymnastic training induced changes in intra- and inter-network functional connectivity: an independent component analysis Brain. Struct Funct 223:131–144

    Article  Google Scholar 

  30. Lewis CM, Baldassarre A, Committeri G et al (2009) Learning sculpts the spontaneous activity of the resting human brain. Proc Natl Acad Sci USA 106:17558–17563

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  31. Fox MD, Snyder AZ, Vincent JL et al (2005) The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc Natl Acad Sci USA 102:9673–9678

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  32. Lebel C, Walker L, Leemans A et al (2008) Microstructural maturation of the human brain from childhood to adulthood. Neuroimage 40:1044–1055

    Article  CAS  PubMed  Google Scholar 

  33. Gusnard DA, Raichle ME (2001) Searching for a baseline: functional imaging and the resting human brain. Nat Rev Neurosci 2:685–694

    Article  CAS  PubMed  Google Scholar 

  34. Weiner KS, Grill-Spector K (2013) Neural representations of faces and limbs neighbor in human high-level visual cortex: evidence for a new organization principle. Psychol Res 77:74–97

    Article  PubMed  Google Scholar 

  35. Nielsen JB, Cohen LG (2008) The Olympic brain. Does corticospinal plasticity play a role in acquisition of skills required for high performance sports? J Physiol 586:65–70

    Article  CAS  PubMed  Google Scholar 

  36. Corbetta M, Shulman GL (2002) Control of goal-directed and stimulus-driven attention in the brain. Nat Rev Neurosci 3:201–215

    Article  CAS  PubMed  Google Scholar 

  37. Zanto TP, Gazzaley A (2013) Fronto-parietal network: flexible hub of cognitive control. Trends Cogn Sci 17:602–603

    Article  PubMed  Google Scholar 

  38. Li F, Lu L, Shang S et al (2020) Disrupted functional network connectivity predicts cognitive impairment after acute mild traumatic brain injury. CNS Neurosci Ther 26:1083–1091

    Article  PubMed Central  PubMed  Google Scholar 

  39. Nathan DE, Oakes TR, Yeh PH et al (2015) Exploring variations in functional connectivity of the resting state default mode network in mild traumatic brain injury. Brain Connect 5:102–114

    Article  PubMed  Google Scholar 

  40. Palacios EM, Sala-Llonch R, Junque C et al (2013) Resting-state functional magnetic resonance imaging activity and connectivity and cognitive outcome in traumatic brain injury. JAMA Neurol 70:845–851

    Article  PubMed  Google Scholar 

  41. Martini D, Eckner J, Kutcher J et al (2013) Subconcussive head impact biomechanics: comparing differing offensive schemes. Med Sci Sports Exerc 45:755–761

    Article  PubMed  PubMed Central  Google Scholar 

  42. Broglio SP, Eckner JT, Martini D et al (2011) Cumulative head impact burden in high school football. Neurotrauma 28:2069–2078

    Article  Google Scholar 

  43. Zhou Y, Lui YW, Zuo XN et al (2014) Characterization of thalamo-cortical association using amplitude and connectivity of functional MRI in mild traumatic brain injury. J Magn Reson Imaging 39:1558–1568

    Article  PubMed  Google Scholar 

  44. McCuen E, Svaldi D, Breedlove K et al (2015) Collegiate women’s soccer players suffer greater cumulative head impacts than their high school counterparts. J Biomech 48:3729–3732

    Article  Google Scholar 

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Correspondence to Jun Ma.

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The authors declare that they have no conflict of interest.

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All procedures performed in the studies involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki Declaration and its later amendments or comparable ethical standards.

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Informed consent was obtained from the legal guardians of all individual participants included in the study.

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Li, W., Kong, X., Zhanng, Y. et al. Effects of combat sports on functional network connectivity in adolescents. Neuroradiology 63, 1863–1871 (2021). https://doi.org/10.1007/s00234-021-02713-y

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  • DOI: https://doi.org/10.1007/s00234-021-02713-y

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