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
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;
Conference_Titel :
Bioengineering Conference (NEBEC), 2012 38th Annual Northeast
Conference_Location :
Philadelphia, PA
Print_ISBN :
978-1-4673-1141-0
DOI :
10.1109/NEBC.2012.6207075