Development and validation of an open-source tool for opportunistic screening of osteoporosis from hip CT images.
Keisuke UemuraYoshito OtakeKazuma TakashimaHidetoshi HamadaTakashi ImagamaMasaki TakaoTakashi SakaiYoshinobu SatoSeiji OkadaNobuhiko SuganoPublished in: Bone & joint research (2023)
Accurate DXA-BMD measurements and diagnosis of osteoporosis were performed from CT images using the system developed herein. As the models are open-source, clinicians can use the proposed system to screen osteoporosis and determine the surgical strategy for hip surgery.
Keyphrases
- bone mineral density
- postmenopausal women
- dual energy
- deep learning
- image quality
- computed tomography
- convolutional neural network
- body composition
- contrast enhanced
- optical coherence tomography
- minimally invasive
- total hip arthroplasty
- positron emission tomography
- coronary artery bypass
- magnetic resonance imaging
- high throughput
- high resolution
- coronary artery disease
- magnetic resonance
- machine learning
- atrial fibrillation
- single cell