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3D-DXA: Assessing the Femoral Shape, the Trabecular Macrostructure and the Cortex in 3D from DXA images
- Source :
- IEEE TRANSACTIONS ON MEDICAL IMAGING, r-IIB SANT PAU. Repositorio Institucional de Producción Científica del Instituto de Investigación Biomédica Sant Pau, instname
- Publication Year :
- 2017
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2017.
-
Abstract
- The 3D distribution of the cortical and trabecular bone mass in the proximal femur is a critical component in determining fracture resistance that is not taken into account in clinical routine Dual-energy X-ray Absorptiometry (DXA) examination. In this paper, a statistical shape and appearance model together with a 3D-2D registration approach are used to model the femoral shape and bone density distribution in 3D from an anteroposterior DXA projection. A model-based algorithm is subsequently used to segment the cortex and build a 3D map of the cortical thickness and density. Measurements characterising the geometry and density distribution were computed for various regions of interest in both cortical and trabecular compartments. Models and measurements provided by the "3D-DXA" software algorithm were evaluated using a database of 157 study subjects, by comparing 3D-DXA analyses (using DXA scanners from three manufacturers) with measurements performed by Quantitative Computed Tomography (QCT). The mean point-to-surface distance between 3D-DXA and QCT femoral shapes was 0.93 mm. The mean absolute error between cortical thickness and density estimates measured by 3D-DXA and QCT was 0.33 mm and 72mg/cm(3). Correlation coefficients (R) between the 3D-DXA and QCT measurements were 0.86, 0.93, and 0.95 for the volumetric bone mineral density at the trabecular, cortical, and integral compartments respectively, and 0.91 for the mean cortical thickness. 3D-DXA provides a detailed analysis of the proximal femur, including a separate assessment of the cortical layer and trabecular macrostructure, which could potentially improve osteoporosis management while maintaining DXA as the standard routine modality.
- Subjects :
- musculoskeletal diseases
0301 basic medicine
Materials science
Bone density
proximal femur
Osteoporosis
030209 endocrinology & metabolism
03 medical and health sciences
Absorptiometry, Photon
Imaging, Three-Dimensional
0302 clinical medicine
Bone Density
Cortex (anatomy)
Bone mineral density
medicine
Humans
Femur
Electrical and Electronic Engineering
Quantitative computed tomography
DXA
Bone mineral
Radiological and Ultrasound Technology
medicine.diagnostic_test
Anatomy
cortical thickness
musculoskeletal system
medicine.disease
osteoporosis
Computer Science Applications
Active appearance model
image registration
medicine.anatomical_structure
030101 anatomy & morphology
Tomography
Tomography, X-Ray Computed
Software
Biomedical engineering
Subjects
Details
- ISSN :
- 1558254X and 02780062
- Volume :
- 36
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Medical Imaging
- Accession number :
- edsair.doi.dedup.....f46fe593cfb8ad23a9b4737956ab9e6e
- Full Text :
- https://doi.org/10.1109/tmi.2016.2593346