Deep learning opportunistic screening for osteoporosis and osteopenia using radiographs of the foot or ankle - A pilot study.

Journal: European journal of radiology
PMID:

Abstract

BACKGROUND: The gold standard method for diagnosing low bone mineral density (BMD) is using dual-energy X-ray absorptiometry (DXA) however, most patients with low BMD are often not screened. We aimed to create a deep learning (DL) model to screen for osteoporosis/osteopenia in patients by using radiographs of the foot or ankle.

Authors

  • Farid Gharehmohammadi
    Department of Radiology, MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA; Department of Imaging Physics, MD Anderson Cancer Center, 1515 Holcombe Blvd, Houston, TX 77030, USA.
  • Ronnie Sebro
    Department of Radiology, University of Pennsylvania, 3737 Market Street, Philadelphia, PA, 19104, USA. Ronnie.sebro@uphs.upenn.edu.