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Automated opportunistic osteoporotic fracture risk assessment using computed tomography scans to aid in FRAX underutilization
- Source :
- Nature Medicine. 26:77-82
- Publication Year :
- 2020
- Publisher :
- Springer Science and Business Media LLC, 2020.
-
Abstract
- Methods for identifying patients at high risk for osteoporotic fractures, including dual-energy X-ray absorptiometry (DXA)1,2 and risk predictors like the Fracture Risk Assessment Tool (FRAX)3-6, are underutilized. We assessed the feasibility of automatic, opportunistic fracture risk evaluation based on routine abdomen or chest computed tomography (CT) scans. A CT-based predictor was created using three automatically generated bone imaging biomarkers (vertebral compression fractures (VCFs), simulated DXA T-scores and lumbar trabecular density) and CT metadata of age and sex. A cohort of 48,227 individuals (51.8% women) aged 50-90 with available CTs before 2012 (index date) were assessed for 5-year fracture risk using FRAX with no bone mineral density (BMD) input (FRAXnb) and the CT-based predictor. Predictions were compared to outcomes of major osteoporotic fractures and hip fractures during 2012-2017 (follow-up period). Compared with FRAXnb, the major osteoporotic fracture CT-based predictor presented better receiver operating characteristic area under curve (AUC), sensitivity and positive predictive value (PPV) (+1.9%, +2.4% and +0.7%, respectively). The AUC, sensitivity and PPV measures of the hip fracture CT-based predictor were noninferior to FRAXnb at a noninferiority margin of 1%. When FRAXnb inputs are not available, the initial evaluation of fracture risk can be done completely automatically based on a single abdomen or chest CT, which is often available for screening candidates7,8.
- Subjects :
- Male
0301 basic medicine
medicine.medical_specialty
FRAX
Risk Assessment
General Biochemistry, Genetics and Molecular Biology
Automation
03 medical and health sciences
0302 clinical medicine
Lumbar
Fractures, Compression
Humans
Medicine
Aged
Aged, 80 and over
Bone mineral
Hip fracture
Receiver operating characteristic
Hip Fractures
business.industry
General Medicine
Middle Aged
medicine.disease
030104 developmental biology
ROC Curve
Area Under Curve
030220 oncology & carcinogenesis
Calibration
Cohort
Spinal Fractures
Female
Tomography
Radiology
Tomography, X-Ray Computed
business
Risk assessment
Biomarkers
Osteoporotic Fractures
Subjects
Details
- ISSN :
- 1546170X and 10788956
- Volume :
- 26
- Database :
- OpenAIRE
- Journal :
- Nature Medicine
- Accession number :
- edsair.doi.dedup.....838d3740150f6c634039ccb9e469d247
- Full Text :
- https://doi.org/10.1038/s41591-019-0720-z