MRI correlates of chronic symptoms in mild traumatic brain injury

Autor:	Kerley, Cailey I., Schilling, Kurt G., Blaber, Justin, Miller, Beth, Newton, Allen, Anderson, Adam W., Landman, Bennett A., Rex, Tonia S.
Rok vydání:	2019
Předmět:	Electrical Engineering and Systems Science - Image and Video Processing Computer Science - Machine Learning Quantitative Biology - Neurons and Cognition Quantitative Biology - Quantitative Methods Statistics - Machine Learning
Druh dokumentu:	Working Paper
Popis:	Veterans with mild traumatic brain injury (mTBI) have reported auditory and visual dysfunction that persists beyond the acute incident. The etiology behind these symptoms is difficult to characterize with current clinical imaging. These functional deficits may be caused by shear injury or micro-bleeds, which can be detected with special imaging modalities. We explore these hypotheses in a pilot study of multi-parametric MRI. We extract over 1,000 imaging and clinical metrics and project them to a low-dimensional space, where we can discriminate between healthy controls and patients with mTBI. We also show correlations between the metric representations and patient symptoms. Comment: SPIE Medical Imaging 2020
Databáze:	arXiv
Externí odkaz:	http://arxiv.org/abs/1912.04116 Zobrazit plný text záznamu View this record from Arxiv