Abstract
There is mounting evidence linking the cumulative effects of repetitive head impacts to neuro-degenerative conditions. Robust clinical assessment tools to identify mild traumatic brain injuries are needed to assist with timely diagnosis for return-to-field decisions and appropriately guide rehabilitation. The focus of the present study is to investigate the potential for oculomotor features to complement existing diagnostic tools, such as measurements of Optic Nerve Sheath Diameter (ONSD) and Immediate Post-concussion Assessment and Cognitive Testing (ImPACT). Thirty-one high school American football and soccer athletes were tracked through the course of a sports season. Given the high risk of repetitive head impacts associated with both soccer and football, our hypotheses were that (1) ONSD and ImPACT scores would worsen through the season and (2) oculomotor features would effectively capture both neurophysiological changes reflected by ONSD and neuro-functional status assessed via ImPACT. Oculomotor features were used as input to Linear Mixed-Effects Regression models to predict ONSD and ImPACT scores as outcomes. Prediction accuracy was evaluated to identify explicit relationships between eye movements, ONSD, and ImPACT scores. Significant Pearson correlations were observed between predicted and actual outcomes for ONSD (Raw = 0.70; Normalized = 0.45) and for ImPACT (Raw = 0.86; Normalized = 0.71), demonstrating the capability of oculomotor features to capture neurological changes detected by both ONSD and ImPACT. The most predictive features were found to relate to motor control and visual-motor processing. In future work, oculomotor models, linking neural structures to oculomotor function, can be built to gain extended mechanistic insights into neurophysiological changes observed through seasons of participation in contact sports.
Highlights
Traumatic brain injury (TBI) remains an important public health concern in high school sports and the military
The focus of the present study is to investigate the potential for oculomotor features to provide graded indication of physiological changes, through a season of participation in contact sports, that may complement existing diagnostic tools, such as Optic Nerve Sheath Diameter (ONSD) measurement and Immediate Post-concussion Assessment and Cognitive Testing (ImPACT) scores
Due to the nature of principal components analysis (PCA), the largest percentage of variance in the data is captured by the first Principal Component (PC), with subsequent PCs representing increasingly smaller scales of oculomotor variance. These results reveal a salience of subtler variances in the oculomotor feature space to predicting PC-ImPACT scores
Summary
Traumatic brain injury (TBI) remains an important public health concern in high school sports and the military. Rates of diagnosed concussion in the military are quite high, with more than 413,858 documented cases of TBI since 2000 [1]. 1.2 million student athletes participate in football every year [2] and the number of sport-related concussions have increased from 300,000 [3] to 3.8 million [4] in the last two decades. Sub-concussive head impact exposures are difficult to detect as they do not elicit immediately identifiable symptoms and athletes may continue to participate risking subsequent injury. The ability to objectively quantify the physiological and cognitive impact of both concussive and sub-concussive head impact has become increasingly important
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