Title :
Quantitative analysis of tendon ECM damage using MRI
Author :
Szilágyi, Tünde ; Harvey, Ann K. ; Brady, Sir Michael ; Cochlin, Lowri ; Joshi, Niranjan
Author_Institution :
Dept. of Eng. Sci., Univ. of Oxford, Oxford, UK
Abstract :
There is a growing demand for non-invasive methods to diagnose tendon injuries and monitor the healing processes of their repair. One particular target is to assess the quality of tendon tissue, which requires imaging modalities, such as Magnetic Resonance Imaging (MRI), that capture structural features of the extracellular matrix (ECM). However, to date there has been limited understanding of the physiological source of intratendinous MRI signal. This paper presents a novel image analysis method, based on low level features, which capture the intrinsic structural properties in order to identify ECM damage. More specifically, continuous intrinsic dimensionality (ciD), based on local image descriptors and derived from the monogenic signal, is used to examine the disruption of 1D structures. The damage measure is summarized using confidence values derived from the bi-modality of local non-parametric probability density functions. Areas of normal and disrupted ECM are detected on MR images of healthy and damaged samples.
Keywords :
biological tissues; biomedical MRI; feature extraction; medical image processing; MRI; continuous intrinsic dimensionality; extracellular matrix; image analysis method; intrinsic structural properties; local image descriptors; local non-parametric probability density function bi-modality; low level features; magnetic resonance imaging; quantitative analysis; tendon ECM damage; Biomedical monitoring; Density measurement; Electrochemical machining; Extracellular; Image analysis; Injuries; Magnetic analysis; Magnetic resonance imaging; Probability density function; Tendons; NP windows; intrinsic dimensionality; monogenic signal; tendon MRI;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490251