DocumentCode
2206604
Title
A model for intervertebral disc shape variation in a population including the effect of degeneration
Author
Peloquin, J.M. ; Yoder, J.H. ; Jacobs, N.T. ; Moon, S.M. ; Wright, A.C. ; Vresilovic, E.J. ; Elliott, D.M.
Author_Institution
Univ. of Pennsylvania, Philadelphia, PA, USA
fYear
2012
fDate
16-18 March 2012
Firstpage
283
Lastpage
284
Abstract
The 3D shape of the intervertebral disc (IVD) is modeled in this work from a population of samples. Heretofore, 3D models of the disc have been created from individual samples only. L3/L4 discs were segmented from 14 magnetic resonance images. The mean shape was calculated using a signed distance function representation, and principal components analysis was used to re-express the residual variability with an orthonormal basis. The first basis vector, which represents lateral bulging of the disc, expresses the majority of the population´s shape variation. This vector was also significantly correlated with Pfirrmann grade (p<;0.01), a measure of disc degeneration. The IVD shape model can thus be used to generate an average IVD shape for the population, as well as shapes for specific degenerative grades.
Keywords
biomedical MRI; image representation; image segmentation; medical image processing; principal component analysis; 3D shape model; IVD shape model; L3-L4 discs; Pfirrmann grade; basis vector; disc degeneration; intervertebral disc shape variation; magnetic resonance images; orthonormal basis; population shape variation; principal component analysis; residual variability; signed distance function representation; Image segmentation; Magnetic resonance imaging; Principal component analysis; Shape; Shape measurement; Three dimensional displays; Vectors;
fLanguage
English
Publisher
ieee
Conference_Titel
Bioengineering Conference (NEBEC), 2012 38th Annual Northeast
Conference_Location
Philadelphia, PA
ISSN
2160-7001
Print_ISBN
978-1-4673-1141-0
Type
conf
DOI
10.1109/NEBC.2012.6207075
Filename
6207075
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