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Spatial regression analysis of MR diffusion reveals subject-specific white matter changes associated with repetitive head impacts in contact sports

Patrick D. Asselin, Yu Gu, Kian Merchant‐Borna, Beau Abar, David W. Wright, Xing Qiu, Jeff Bazarian

2020Scientific Reports13 citationsDOIOpen Access PDF

Abstract

Repetitive head impacts (RHI) are a growing concern due to their possible neurocognitive effects, with research showing a season of RHI produce white matter (WM) changes seen on neuroimaging. We conducted a secondary analysis of diffusion tensor imaging (DTI) data for 28 contact athletes to compare WM changes. We collected pre-season and post-season DTI scans for each subject, approximately 3 months apart. We collected helmet data for the athletes, which we correlated with DTI data. We adapted the SPatial REgression Analysis of DTI (SPREAD) algorithm to conduct subject-specific longitudinal DTI analysis, and developed global inferential tools using functional norms and a novel robust p value combination test. At the individual level, most detected injured regions (93.3%) were associated with decreased FA values. Using meta-analysis techniques to combine injured regions across subjects, we found the combined injured region at the group level occupied the entire WM skeleton, suggesting the WM damage location is subject-specific. Several subject-specific functional summaries of SPREAD-detected WM change, e.g., the [Formula: see text] norm, significantly correlated with helmet impact measures, e.g. cumulative unweighted rotational acceleration (adjusted p = 0.0049), time between hits rotational acceleration (adjusted p value 0.0101), and time until DTI rotational acceleration (adjusted p = 0.0084), suggesting RHIs lead to WM changes.

Topics & Concepts

Head (geology)White matterSubject matterDiffusionDiffusion MRIRegression analysisComputer scienceRegressionMedicineStatisticsMagnetic resonance imagingBiologyPsychologyMathematicsMachine learningPhysicsRadiologyPedagogyPaleontologyThermodynamicsCurriculumAdvanced Neuroimaging Techniques and ApplicationsTraumatic Brain Injury ResearchWinter Sports Injuries and Performance