Prediction of Pulmonary to Systemic Flow Ratio in Patients With Congenital Heart Disease Using Deep Learning-Based Analysis of Chest Radiographs.

Journal: JAMA cardiology
Published Date: Apr 1, 2020

Abstract

IMPORTANCE: Chest radiography is a useful noninvasive modality to evaluate pulmonary blood flow status in patients with congenital heart disease. However, the predictive value of chest radiography is limited by the subjective and qualitive nature of the interpretation. Recently, deep learning has been used to analyze various images, but it has not been applied to analyzing chest radiographs in such patients.

Authors

  • Shuhei Toba
    Department of Thoracic and Cardiovascular Surgery, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Yoshihide Mitani
    Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Noriko Yodoya
    Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Hiroyuki Ohashi
    Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Hirofumi Sawada
    Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Hidetoshi Hayakawa
    Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Masahiro Hirayama
    Department of Pediatrics, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Ayano Futsuki
    Department of Thoracic and Cardiovascular Surgery, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Naoki Yamamoto
    Department of Neuropsychiatry, Tokyo Metropolitan Tama Medical Center, Tokyo, Japan.
  • Hisato Ito
    Department of Thoracic and Cardiovascular Surgery, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Takeshi Konuma
    Department of Thoracic and Cardiovascular Surgery, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Hideto Shimpo
    Department of Thoracic and Cardiovascular Surgery, Mie University Graduate School of Medicine, Tsu, Mie, Japan.
  • Motoshi Takao
    Department of Thoracic and Cardiovascular Surgery Mie University School of Medicine, Tsu, Japan.

Keywords

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