Biomed Pap Med Fac Univ Palacky Olomouc Czech Repub. X:X | DOI: 10.5507/bp.2023.013

Safety and efficacy of simple training protocol in patients after mild traumatic brain injury

Martina Martinikova1, Robert Ruzinak2, Petra Hnilicova3, Michal Bittsansky4, Marian Grendar3, Lucia Babalova2, Pavol Skacik2, Ema Kantorova2, Vladimir Nosal2, Monika Turcanova Koprusakova2, Jozef Sivak5, 6, Jana Sivakova7, Zuzana Biringerova8, Branislav Kolarovszki9, Kamil Zelenak10, Egon Kurca2, Stefan Sivak2
1 Second Department of Neurology, F. D. Roosevelt Faculty Hospital, Slovak Medical University, Banska Bystrica, Slovak Republic
2 Clinic of Neurology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic
3 Biomedical Centre Martin, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic
4 Department of Medical Biochemistry, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic
5 Department of Radiology, The Central Slovak Institute for Cardiovascular Diseases in Banska Bystrica, Banska Bystrica, Slovak Republic
6 Department of Radiology, Faculty of Medicine and Dentistry, Palacky University Olomouc, Olomouc, Czech Republic
7 Clinic of Gynecology and Obstetrics, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic
8 Medical Education Support Center, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic
9 Clinic of Neurosurgery, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic
10 Clinic of Radiology, Jessenius Faculty of Medicine in Martin, Comenius University in Bratislava, Martin, Slovak Republic

Aims: Mild Traumatic Brain Injury (mTBI) is the most common type of craniocerebral injury. Proper management appears to be a key factor in preventing post-concussion syndrome. The aim of this prospective study was to evaluate the effect and safety of selected training protocol in patients after mTBI.

Methods: This was a prospective study that included 25 patients with mTBI and 25 matched healthy controls. Assessments were performed in two sessions and included a post-concussion symptoms questionnaire, battery of neurocognitive tests, and magnetic resonance with tractography. Participants were divided into two groups: a passive subgroup with no specific recommendations and an active subgroup with simple physical and cognitive training.

Results: The training program with slightly higher initial physical and cognitive loads was well tolerated and was harmless according to the noninferiority test. The tractography showed overall temporal posttraumatic changes in the brain. The predictive model was able to distinguish between patients and controls in the first (AUC=0.807) and second (AUC=0.652) sessions. In general, tractography had an overall predictive dominance of measures.

Conclusion: The results from our study objectively point to the safety of our chosen training protocol, simultaneously with the signs of slight benefits in specific cognitive domains. The study also showed the capability of machine learning and predictive models in mTBI patient recognition.

Keywords: mild traumatic brain injury, training, tractography, predictive model, machine learning

Received: February 2, 2023; Revised: April 19, 2023; Accepted: April 19, 2023; Prepublished online: May 4, 2023 

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References

  1. McCrory P, Meeuwisse W, Dvořák J, Aubry M, Bailes J, Broglio S, Cantu RC, Cassidy D, Echemendia RJ, Castellani RJ, Davis GA, Ellenbogen R, Emery C, Engebretsen L, Feddermann-Demont N, Giza CC, Guskiewicz KM, Herring S, Iverson GL, Johnston KM, Kissick J, Kutcher J, Leddy JJ, Maddocks D, Makdissi M, Manley GT, McCrea M, Meehan WP, Nagahiro S, Patricios J, Putukian M, Schneider KJ, Sills A, Tator CH, Turner M, Vos PE. Consensus statement on concussion in sport-the 5th international conference on concussion in sport held in Berlin, October 2016. Br J Sports Med 2017;51(11):838-47.
  2. Schneider KJ, Leddy JJ, Guskiewicz KM, Seifert T, McCrea M, Silverberg ND, Feddermann-Demont N, Iverson GL, Hayden A, Makdissi M. Rest and treatment/rehabilitation following sport-related concussion: a systematic review. Br J Sports Med 2017;51(12):930-4. Go to original source...
  3. Carroll LJ, Cassidy JD, Holm L, Kraus J, Coronado VG; WHO Collaborating Centre Task Force on Mild Traumatic Brain Injury. Methodological issues and research recommendations for mild traumatic brain injury: the WHO Collaborating Centre Task Force on Mild Traumatic Brain Injury. J Rehabil Med 2004;(43 Suppl):113-25. Go to original source...
  4. Hajdúk, M, Brandoburová, P, Pribišová, K, Abrahámová, M, Cviková, V, Dančík, D, Gergely, S, Kralovská, S, Málišová, E, Svingerová, A, Heretik, A, Heretik, A. NEUROPSY: Štandardizácia neuropsychologickej testovej batérie na dospelej slovenskej populácii. 1st ed. Bratislava (SK): Univerzita Komenského v Bratislave; 2020.
  5. Wechsler D. Wechsler Memory Scale - Third Edition manual. San Antonio (TX): Psychological Corporation; 1997. Go to original source...
  6. Reitan RM, Wolfson D. The Halstead-Reitan Neuropsychological Test Battery: Theory and Clinical Interpretation. 2nd ed. Tucson (AZ): Neuropsychology Press; 1993.
  7. Smith A. Symbol Digits Modalities Test: Manual. Los Angeles (CA): Western Psychological Services; 2007.
  8. Yendiki A, Panneck P, Srinivasan P, Stevens A, Zöllei L, Augustinack J, Wang R, Salat D, Ehrlich S, Behrens T, Jbabdi S, Gollub R, Fischl B. Automated probabilistic reconstruction of white-matter pathways in health and disease using an atlas of the underlying anatomy. Front Neuroinform 2011;5:23. Go to original source...
  9. Hulkower MB, Poliak DB, Rosenbaum SB, Zimmerman ME, Lipton ML. A decade of DTI in traumatic brain injury: 10 years and 100 articles later. AJNR Am J Neuroradiol 2013;34(11):2064-74. Go to original source...
  10. Piercy KL, Troiano RP, Ballard RM, Carlson SA, Fulton JE, Galuska DA, George SM, Olson RD. The Physical Activity Guidelines for Americans. JAMA 2018;320(19):2020-8. Go to original source...
  11. Cicerone KD, Dahlberg C, Malec JF, Langenbahn DM, Felicetti T, Kneipp S, Ellmo W, Kalmar K, Giacino JT, Harley JP, Laatsch L, Morse PA, Catanese J. Evidence-based cognitive rehabilitation: updated review of the literature from 1998 through 2002. Arch Phys Med Rehabil 2005;86(8):1681-92.
  12. Benjamini Y, Hochberg Y. Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing. J R Stat Soc Ser B Methodol 1995;57(1):289-300. Go to original source...
  13. Boulesteix A, Janitza S, Kruppa J, König IR. Overview of random forest methodology and practical guidance with emphasis on computational biology and bioinformatics. Wiley Interdiscip Rev Data Min Knowl Discov 2012;2(6):493-507. Go to original source...
  14. Breiman L. Random Forests. Machine Learning 2001;45(1):5-32. Go to original source...
  15. Meerloo AM. Cerebral concussion; a psychosomatic survey. J Nerv Ment Dis 1949;110(4):347-53. Go to original source...
  16. Voris HC. Mild head injury (concussion). Am J Surg 1950;80(6):707-13. Go to original source... Go to PubMed...
  17. Thomas DG, Apps JN, Hoffmann RG, McCrea M, Hammeke T. Benefits of strict rest after acute concussion: a randomized controlled trial. Pediatrics 2015;135(2):213-23. Go to original source... Go to PubMed...
  18. Silverberg ND, Otamendi T. Advice to Rest for More Than 2 Days After Mild Traumatic Brain Injury Is Associated With Delayed Return to Productivity: A Case-Control Study. Front Neurol 2019;10:362. Go to original source...
  19. Relander M, Troupp H, Af Björkesten G. Controlled trial of treatment for cerebral concussion. Br Med J 1972;4(5843):777-9. Go to original source... Go to PubMed...
  20. Majerske CW, Mihalik JP, Ren D, Collins MW, Reddy CC, Lovell MR, Wagner AK. Concussion in sports: postconcussive activity levels, symptoms, and neurocognitive performance. J Athl Train 2008;43(3):265-74. Go to original source...
  21. de Kruijk JR, Leffers P, Meerhoff S, Rutten J, Twijnstra A. Effectiveness of bed rest after mild traumatic brain injury: a randomised trial of no versus six days of bed rest. J Neurol Neurosurg Psychiatry 2002;73(2):167-72. Go to original source...
  22. Ben-David BM, Nguyen LL, van Lieshout PH. Stroop effects in persons with traumatic brain injury: selective attention, speed of processing, or color-naming? A meta-analysis. J Int Neuropsychol Soc 2011;17(2):354-63. Go to original source... Go to PubMed...
  23. Asken BM, DeKosky ST, Clugston JR, Jaffee MS, Bauer RM. Diffusion tensor imaging (DTI) findings in adult civilian, military, and sport-related mild traumatic brain injury (mTBI): a systematic critical review. Brain Imaging Behav 2018;12(2):585-612. Go to original source... Go to PubMed...
  24. Wallace EJ, Mathias JL, Ward L. Diffusion tensor imaging changes following mild, moderate and severe adult traumatic brain injury: a meta-analysis. Brain Imaging Behav 2018;12(6):1607-21. Go to original source... Go to PubMed...
  25. Bazarian JJ, Zhu T, Blyth B, Borrino A, Zhong J. Subject-specific changes in brain white matter on diffusion tensor imaging after sports-related concussion. Magn Reson Imaging 2012;30(2):171-80. Go to original source... Go to PubMed...
  26. Mayer AR, Ling J, Mannell MV, Gasparovic C, Phillips JP, Doezema D, Reichard R, Yeo RA. A prospective diffusion tensor imaging study in mild traumatic brain injury. Neurology 2010;74(8):643-50. Go to original source...
  27. Niogi SN, Mukherjee P, Ghajar J, Johnson C, Kolster RA, Sarkar R, Lee H, Meeker M, Zimmerman RD, Manley GT, McCandliss BD. Extent of microstructural white matter injury in postconcussive syndrome correlates with impaired cognitive reaction time: a 3T diffusion tensor imaging study of mild traumatic brain injury. AJNR Am J Neuroradiol 2008;29(5):967-73. Go to original source...
  28. Rutgers DR, Toulgoat F, Cazejust J, Fillard P, Lasjaunias P, Ducreux D. White matter abnormalities in mild traumatic brain injury: a diffusion tensor imaging study. AJNR Am J Neuroradiol 2008;29(3):514-9. Go to original source...
  29. Eierud C, Craddock RC, Fletcher S, Aulakh M, King-Casas B, Kuehl D, LaConte SM. Neuroimaging after mild traumatic brain injury: review and meta-analysis. Neuroimage Clin 2014;4:283-94. Go to original source... Go to PubMed...
  30. Dodd AB, Epstein K, Ling JM, Mayer AR. Diffusion tensor imaging findings in semi-acute mild traumatic brain injury. J Neurotrauma 2014;31(14):1235-48. Go to original source... Go to PubMed...
  31. Lange RT, Yeh PH, Brickell TA, Lippa SM, French LM. Postconcussion symptom reporting is not associated with diffusion tensor imaging findings in the subacute to chronic phase of recovery in military service members following mild traumatic brain injury. J Clin Exp Neuropsychol 2019;41(5):497-511. Go to original source...
  32. Goodrich-Hunsaker NJ, Abildskov TJ, Black G, Bigler ED, Cohen DM, Mihalov LK, Bangert BA, Taylor HG, Yeates KO. Age- and sex-related effects in children with mild traumatic brain injury on diffusion magnetic resonance imaging properties: A comparison of voxelwise and tractography methods. J Neurosci Res 2018;96(4):626-41. Go to original source...
  33. Yeh PH, Guan Koay C, Wang B, Morissette J, Sham E, Senseney J, Joy D, Kubli A, Yeh CH, Eskay V, Liu W, French LM, Oakes TR, Riedy G, Ollinger J. Compromised Neurocircuitry in Chronic Blast-Related Mild Traumatic Brain Injury. Hum Brain Mapp 2017;38(1):352-69. Go to original source... Go to PubMed...
  34. Minaee S, Wang Y, Aygar A, Chung S, Wang X, Lui YW, Fieremans E, Flanagan S, Rath J. MTBI Identification From Diffusion MR Images Using Bag of Adversarial Visual Features. IEEE Trans Med Imaging 2019;38(11):2545-455. Go to original source... Go to PubMed...
  35. Mitra J, Shen KK, Ghose S, Bourgeat P, Fripp J, Salvado O, Pannek K, Taylor DJ, Mathias JL, Rose S. Statistical machine learning to identify traumatic brain injury (TBI) from structural disconnections of white matter networks. Neuroimage 2016;129:247-59. Go to original source... Go to PubMed...
  36. Vergara VM, Mayer AR, Damaraju E, Kiehl KA, Calhoun V. Detection of Mild Traumatic Brain Injury by Machine Learning Classification Using Resting State Functional Network Connectivity and Fractional Anisotropy. J Neurotrauma 2017;34(5):1045-53. Go to original source... Go to PubMed...

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