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Automatic Labeling of Vertebral Levels Using a Robust Template-Based Approach

Context. MRI of the spinal cord provides a variety of biomarkers sensitive to white matter integrity and neuronal function. Current processing methods are based on manual labeling of vertebral levels, which is time consuming and prone to user bias. Although several methods for automatic labeling hav...

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Detalles Bibliográficos
Autores principales: Ullmann, Eugénie, Pelletier Paquette, Jean François, Thong, William E., Cohen-Adad, Julien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4123554/
https://www.ncbi.nlm.nih.gov/pubmed/25132843
http://dx.doi.org/10.1155/2014/719520
Descripción
Sumario:Context. MRI of the spinal cord provides a variety of biomarkers sensitive to white matter integrity and neuronal function. Current processing methods are based on manual labeling of vertebral levels, which is time consuming and prone to user bias. Although several methods for automatic labeling have been published; they are not robust towards image contrast or towards susceptibility-related artifacts. Methods. Intervertebral disks are detected from the 3D analysis of the intensity profile along the spine. The robustness of the disk detection is improved by using a template of vertebral distance, which was generated from a training dataset. The developed method has been validated using T(1)- and T(2)-weighted contrasts in ten healthy subjects and one patient with spinal cord injury. Results. Accuracy of vertebral labeling was 100%. Mean absolute error was 2.1 ± 1.7 mm for T(2)-weighted images and 2.3 ± 1.6 mm for T(1)-weighted images. The vertebrae of the spinal cord injured patient were correctly labeled, despite the presence of artifacts caused by metallic implants. Discussion. We proposed a template-based method for robust labeling of vertebral levels along the whole spinal cord for T(1)- and T(2)-weighted contrasts. The method is freely available as part of the spinal cord toolbox.