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Quantification of primary motor pathways using diffusion MRI tractography and its application to predict postoperative motor deficits in children with focal epilepsy.
- Source :
-
Human brain mapping [Hum Brain Mapp] 2014 Jul; Vol. 35 (7), pp. 3216-26. Date of Electronic Publication: 2013 Oct 18. - Publication Year :
- 2014
-
Abstract
- As a new tool to quantify primary motor pathways and predict postoperative motor deficits in children with focal epilepsy, the present study utilized a maximum a posteriori probability (MAP) classification of diffusion weighted imaging (DWI) tractography combined with Kalman filter. DWI was performed in 31 children with intractable focal epilepsy who underwent epilepsy surgery. Three primary motor pathways associated with "finger," "leg," and "face" were classified using DWI-MAP classifier and compared with the results of invasive electrical stimulation mapping (ESM) via receiver operating characteristic (ROC) curve analysis. The Kalman filter analysis was performed to generate a model to determine the probability of postoperative motor deficits as a function of the proximity between the resection margin and the finger motor pathway. The ROC curve analysis showed that the DWI-MAP achieves high accuracy up to 89% (finger), 88% (leg), 89% (face), in detecting the three motor areas within 20 mm, compared with ESM. Moreover, postoperative reduction of the fiber count of finger pathway was associated with postoperative motor deficits involving the hand. The prediction model revealed an accuracy of 92% in avoiding postoperative deficits if the distance between the resection margin and the finger motor pathway seen on preoperative DWI tractography was 19.5 mm. This study provides evidence that the DWI-MAP combined with Kalman filter can effectively identify the locations of cortical motor areas even in patients whose motor areas are difficult to identify using ESM, and also can serve as a reliable predictor for motor deficits following epilepsy surgery.<br /> (Copyright © 2013 Wiley Periodicals, Inc.)
- Subjects :
- Adolescent
Child
Child, Preschool
Diffusion Tensor Imaging
Electric Stimulation
Electroencephalography
Epilepsies, Partial surgery
Female
Humans
Image Processing, Computer-Assisted
Infant
Male
Movement Disorders surgery
Probability
ROC Curve
Brain Mapping
Diffusion Magnetic Resonance Imaging
Efferent Pathways pathology
Epilepsies, Partial complications
Motor Cortex pathology
Movement Disorders etiology
Movement Disorders pathology
Subjects
Details
- Language :
- English
- ISSN :
- 1097-0193
- Volume :
- 35
- Issue :
- 7
- Database :
- MEDLINE
- Journal :
- Human brain mapping
- Publication Type :
- Academic Journal
- Accession number :
- 24142581
- Full Text :
- https://doi.org/10.1002/hbm.22396