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

被引:70
|
作者
Dagan, Noa [1 ,2 ,3 ]
Elnekave, Eldad [4 ,5 ]
Barda, Noam [1 ,2 ,3 ]
Bregman-Amitai, Orna [5 ]
Bar, Amir [5 ]
Orlovsky, Mila [5 ]
Bachmat, Eitan [2 ]
Balicer, Ran D. [1 ,3 ]
机构
[1] Clalit Hlth Serv, Clalit Res Inst, Tel Aviv, Israel
[2] Ben Gurion Univ Negev, Dept Comp Sci, Beer Sheva, Israel
[3] Ben Gurion Univ Negev, Sch Publ Hlth, Beer Sheva, Israel
[4] Rabin Med Ctr, Beilinson Hosp, Dept Diagnost Radiol, Petah Tiqwa, Israel
[5] Zebra Med Vis Ltd, Shefayim, Israel
关键词
ROUTINE ABDOMINAL CT; HEALTH-CARE; VERTEBRAL FRACTURES; HIP-FRACTURES; DXA; COLONOGRAPHY; ATTENUATION; CHALLENGES; CONTRAST; TRENDS;
D O I
10.1038/s41591-019-0720-z
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
A retrospective analysis of existing computed tomography scans shows the feasibility of an automated process for evaluating osteoporotic fracture risk that could be used as an initial screening tool when FRAX inputs are unavailable. 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 candidates(7,8).
引用
收藏
页码:77 / +
页数:8
相关论文
共 50 条
  • [1] Automated opportunistic osteoporotic fracture risk assessment using computed tomography scans to aid in FRAX underutilization
    Noa Dagan
    Eldad Elnekave
    Noam Barda
    Orna Bregman-Amitai
    Amir Bar
    Mila Orlovsky
    Eitan Bachmat
    Ran D. Balicer
    [J]. Nature Medicine, 2020, 26 : 77 - 82
  • [2] FRAX PREDICTION WITHOUT BMD FOR ASSESSMENT OF OSTEOPOROTIC FRACTURE RISK
    Gadam, Ramesh Keerthi
    Schlauch, Karen
    Izuora, Kenneth E.
    [J]. ENDOCRINE PRACTICE, 2013, 19 (05) : 780 - 784
  • [3] OSTEOPOROTIC FRACTURE RISK ASSESSMENT USING FRAX FOLLOWING HEMATOPOIETIC STEM CELL TRANSPLANTATION
    Lu, H.
    Murphy, W. A., Jr.
    Ebede, C.
    Karim, E.
    Manocha, S.
    Don-Pedro, D.
    Rondon, G.
    Hong, L. C.
    Suyu, L.
    Champlin, R. E.
    Pundole, X.
    [J]. ANNALS OF THE RHEUMATIC DISEASES, 2017, 76 : 82 - 83
  • [4] Assessment of osteoporotic fracture risk in urban Indian population using quantitative ultrasonography & FRAX tool
    Vaishya, Raju
    Vijay, Vipul
    Agarwal, Amit K.
    Maheshwari, Prashant
    [J]. INDIAN JOURNAL OF MEDICAL RESEARCH, 2017, 146 : 51 - 56
  • [5] Automated Assessment of Renal Calculi in Serial Computed Tomography Scans
    Mukherjee, Pritam
    Lee, Sungwon
    Pickhardt, Perry J.
    Summers, Ronald M.
    [J]. APPLICATIONS OF MEDICAL ARTIFICIAL INTELLIGENCE, AMAI 2022, 2022, 13540 : 39 - 48
  • [6] FRACTURE RISK ASSESSMENT IN SLOVAK OSTEOPOROTIC PATIENTS BY DIFFERENT NATIONAL FRAX DATABASES
    Tomkova, S.
    Vanuga, P.
    Killinger, Z.
    Payer, J.
    [J]. OSTEOPOROSIS INTERNATIONAL, 2012, 23 : S798 - S798
  • [7] FRACTURE RISK ASSESSMENT IN CZECH OSTEOPOROTIC PATIENTS BY DIFFERENT NATIONAL FRAX® DATABASES
    Rosa, Jan
    Kasalicky, Petr
    Slechticka, Alena
    Bubenicek, Petr
    [J]. OSTEOPOROSIS INTERNATIONAL, 2012, 23 : S224 - S224
  • [8] Assessment of 10-Year Major Osteoporotic and Femur Fracture Risk of Postmenopausal Women Using FRAX®
    Demir, Ayse
    Kutlu, Ruhusen
    Civi, Selma
    [J]. TURKIYE FIZIKSEL TIP VE REHABILITASYON DERGISI-TURKISH JOURNAL OF PHYSICAL MEDICINE AND REHABILITATION, 2014, 60 : S11 - S18
  • [9] Opportunistic screening for low bone density using abdominopelvic computed tomography scans
    Tariq, Amara
    Patel, Bhavik N.
    Sensakovic, William F.
    Fahrenholtz, Samuel J.
    Banerjee, Imon
    [J]. MEDICAL PHYSICS, 2023, 50 (07) : 4296 - 4307
  • [10] Detection of coronary calcifications from computed tomography scans for automated risk assessment of coronary artery disease
    Isgum, Ivana
    Rutten, Annemarieke
    Prokop, Mathias
    van Ginneken, Bram
    [J]. MEDICAL PHYSICS, 2007, 34 (04) : 1450 - 1461