A deep learning system for automated, multi-modality 2D segmentation of vertebral bodies and intervertebral discs.

Journal: Bone
Published Date:

Abstract

PURPOSE: Fractures in vertebral bodies are among the most common complications of osteoporosis and other bone diseases. However, studies that aim to predict future fractures and assess general spine health must manually delineate vertebral bodies and intervertebral discs in imaging studies for further radiomic analysis. This study aims to develop a deep learning system that can automatically and rapidly segment (delineate) vertebrae and discs in MR, CT, and X-ray imaging studies.

Authors

  • Abhinav Suri
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America. Electronic address: suria@sas.upenn.edu.
  • Brandon C Jones
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Grace Ng
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Nancy Anabaraonye
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Patrick Beyrer
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Albi Domi
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Grace Choi
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Sisi Tang
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Ashley Terry
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Thomas Leichner
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Iman Fathali
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Nikita Bastin
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Helene Chesnais
    Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, United States of America.
  • Chamith S Rajapakse
    University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania, USA.