Literature DB >> 28512863

Defining a multimodal signature of remote sports concussions.

Sébastien Tremblay1, Yasser Iturria-Medina1,2, José María Mateos-Pérez1,2, Alan C Evans1,2, Louis De Beaumont3,4.   

Abstract

Sports-related concussions lead to persistent anomalies of the brain structure and function that interact with the effects of normal ageing. Although post-mortem investigations have proposed a bio-signature of remote concussions, there is still no clear in vivo signature. In the current study, we characterized white matter integrity in retired athletes with a history of remote concussions by conducting a full-brain, diffusion-based connectivity analysis. Next, we combined MRI diffusion markers with MR spectroscopic, MRI volumetric, neurobehavioral and genetic markers to identify a multidimensional in vivo signature of remote concussions. Machine learning classifiers trained to detect remote concussions using this signature achieved detection accuracies up to 90% (sensitivity: 93%, specificity: 87%). These automated classifiers identified white matter integrity as the hallmark of remote concussions and could provide, following further validation, a preliminary unbiased detection tool to help medical and legal experts rule out concussion history in patients presenting or complaining about late-life abnormal cognitive decline.
© 2017 Federation of European Neuroscience Societies and John Wiley & Sons Ltd.

Entities:  

Keywords:  ageing; concussion; diagnosis; machine learning; neuroimaging

Mesh:

Year:  2017        PMID: 28512863     DOI: 10.1111/ejn.13583

Source DB:  PubMed          Journal:  Eur J Neurosci        ISSN: 0953-816X            Impact factor:   3.386


  5 in total

Review 1.  Diffusion-Weighted Imaging in Mild Traumatic Brain Injury: A Systematic Review of the Literature.

Authors:  Hannah M Lindsey; Cooper B Hodges; Kaitlyn M Greer; Elisabeth A Wilde; Tricia L Merkley
Journal:  Neuropsychol Rev       Date:  2021-03-15       Impact factor: 6.940

2.  Mild traumatic brain injury: The effect of age at trauma onset on brain structure integrity.

Authors:  Sébastien Tremblay; Martine Desjardins; Patrick Bermudez; Yasser Iturria-Medina; Alan C Evans; Pierre Jolicoeur; Louis De Beaumont
Journal:  Neuroimage Clin       Date:  2019-06-19       Impact factor: 4.881

Review 3.  Safeguarding Athletes Against Head Injuries Through Advances in Technology: A Scoping Review of the Uses of Machine Learning in the Management of Sports-Related Concussion.

Authors:  Anne Tjønndal; Stian Røsten
Journal:  Front Sports Act Living       Date:  2022-04-20

4.  FAAH rs324420 Polymorphism Is Associated with Performance in Elite Rink-Hockey Players.

Authors:  Hugo-Henrique Silva; Valéria Tavares; Maria-Raquel G Silva; Beatriz Vieira Neto; Fátima Cerqueira; Rui Medeiros
Journal:  Biology (Basel)       Date:  2022-07-20

5.  Strategic white matter injury associated with long-term information processing speed deficits in mild traumatic brain injury.

Authors:  Lijun Bai; Guanghui Bai; Shan Wang; Xuefei Yang; Shuoqiu Gan; Xiaoyan Jia; Bo Yin; Zhihan Yan
Journal:  Hum Brain Mapp       Date:  2020-07-13       Impact factor: 5.399

  5 in total

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