DocumentCode
2960169
Title
A neural model of demyelination of the mouse spinal cord
Author
Petreska, Biljana ; Yovel, Yossi
Author_Institution
Learning Algorithms & Syst. Lab., Ecole Polytech. Fed. de Lausanne (EPFL), Lausanne
fYear
2008
fDate
1-8 June 2008
Firstpage
2538
Lastpage
2544
Abstract
This paper presents a neural network model of demyelination of the mouse motor pathways, coupled to a central pattern generation (CPG) model for quadruped walking. Demyelination is the degradation of the myelin layer covering the axons which can be caused by several neurodegenerative autoimmune diseases such as multiple sclerosis. We use this model - to our knowledge first of its kind - to investigate the locomotion deficits that appear following demyelination of axons in the spinal cord. Our model meets several physiological and behavioral results and predicts that whereas locomotion can still occur at high percentages of demyelination damage, the distribution and location of the lesion are the most critical factors for the locomotor performance.
Keywords
biology computing; diseases; neural nets; neurophysiology; central pattern generation model; demyelination; locomotion deficits; mouse motor pathways; mouse spinal cord; multiple sclerosis; neural model; neural network model; neurodegenerative autoimmune diseases; quadruped walking; Couplings; Degradation; Diseases; Legged locomotion; Mice; Multiple sclerosis; Nerve fibers; Neural networks; Predictive models; Spinal cord;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2008. IJCNN 2008. (IEEE World Congress on Computational Intelligence). IEEE International Joint Conference on
Conference_Location
Hong Kong
ISSN
1098-7576
Print_ISBN
978-1-4244-1820-6
Electronic_ISBN
1098-7576
Type
conf
DOI
10.1109/IJCNN.2008.4634153
Filename
4634153
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