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A computerized MRI biomarker quantification scheme for a canine model of Duchenne muscular dystrophy.
- Source :
-
International journal of computer assisted radiology and surgery [Int J Comput Assist Radiol Surg] 2013 Sep; Vol. 8 (5), pp. 763-74. Date of Electronic Publication: 2013 Jan 09. - Publication Year :
- 2013
-
Abstract
- Purpose: Golden retriever muscular dystrophy (GRMD) is a widely used canine model of Duchenne muscular dystrophy (DMD). Recent studies have shown that magnetic resonance imaging (MRI) can be used to non-invasively detect consistent changes in both DMD and GRMD. In this paper, we propose a semiautomated system to quantify MRI biomarkers of GRMD.<br />Methods: Our system was applied to a database of 45 MRI scans from 8 normal and 10 GRMD dogs in a longitudinal natural history study. We first segmented six proximal pelvic limb muscles using a semiautomated full muscle segmentation method. We then performed preprocessing, including intensity inhomogeneity correction, spatial registration of different image sequences, intensity calibration of T2-weighted and T2-weighted fat-suppressed images, and calculation of MRI biomarker maps. Finally, for each of the segmented muscles, we automatically measured MRI biomarkers of muscle volume, intensity statistics over MRI biomarker maps, and statistical image texture features.<br />Results: The muscle volume and the mean intensities in T2 value, fat, and water maps showed group differences between normal and GRMD dogs. For the statistical texture biomarkers, both the histogram and run-length matrix features showed obvious group differences between normal and GRMD dogs. The full muscle segmentation showed significantly less error and variability in the proposed biomarkers when compared to the standard, limited muscle range segmentation.<br />Conclusion: The experimental results demonstrated that this quantification tool could reliably quantify MRI biomarkers in GRMD dogs, suggesting that it would also be useful for quantifying disease progression and measuring therapeutic effect in DMD patients.
- Subjects :
- Animals
Disease Progression
Dogs
Muscle, Skeletal pathology
Muscular Dystrophy, Animal metabolism
Muscular Dystrophy, Duchenne metabolism
Biomarkers analysis
Magnetic Resonance Imaging methods
Muscle, Skeletal metabolism
Muscular Dystrophy, Animal diagnosis
Muscular Dystrophy, Duchenne diagnosis
Subjects
Details
- Language :
- English
- ISSN :
- 1861-6429
- Volume :
- 8
- Issue :
- 5
- Database :
- MEDLINE
- Journal :
- International journal of computer assisted radiology and surgery
- Publication Type :
- Academic Journal
- Accession number :
- 23299128
- Full Text :
- https://doi.org/10.1007/s11548-012-0810-6