Automated opportunistic osteoporotic fracture risk assessment using computed tomography scans to aid in FRAX underutilization

弗雷克斯 医学 接收机工作特性 风险评估 骨矿物 放射科 定量计算机断层扫描 髋部骨折 骨密度 骨质疏松症 核医学 骨质疏松性骨折 内科学 计算机安全 计算机科学
作者
Noa Dagan,Eldad Elnekave,Noam Barda,Orna Bregman-Amitai,Amir Bar,Mila Orlovsky,Eitan Bachmat,Ran D. Balicer
出处
期刊:Nature Medicine [Nature Portfolio]
卷期号:26 (1): 77-82 被引量:91
标识
DOI:10.1038/s41591-019-0720-z
摘要

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.
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