Utility of machine learning algorithms in assessing patients with a systemic right ventricle.

Journal: European heart journal. Cardiovascular Imaging
PMID: 30629127

Abstract

AIMS: To investigate the utility of novel deep learning (DL) algorithms in recognizing transposition of the great arteries (TGA) after atrial switch procedure or congenitally corrected TGA (ccTGA) based on routine transthoracic echocardiograms. In addition, the ability of DL algorithms for delineation and segmentation of the systemic ventricle was evaluated.

Authors

  • Gerhard-Paul Diller
    Department of Cardiology III - Adult Congenital and Valvular Heart Disease, University Hospital Muenster, Albert-Schweitzer-Campus 1, 48149, Münster, Germany. gerhard.diller@ukmuenster.de.
  • Sonya Babu-Narayan
    Adult Congenital Heart Disease Programme, Royal Brompton Hospital, London, UK.
  • Wei Li
    Department of Nephrology, The Second Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China.
  • Jelena Radojevic
    Department of Adult Congenital Heart Disease, National Heart and Lung Institute, Imperial College London, Royal Brompton Hospital, Sydney Street, London, UK.
  • Aleksander Kempny
    Department of Adult Congenital Heart Disease, National Heart and Lung Institute, Imperial College London, Royal Brompton Hospital, Sydney Street, London, UK.
  • Anselm Uebing
    Department of Adult Congenital Heart Disease, National Heart and Lung Institute, Imperial College London, Royal Brompton Hospital, Sydney Street, London, UK.
  • Konstantinos Dimopoulos
    Department of Adult Congenital Heart Disease, National Heart and Lung Institute, Imperial College London, Royal Brompton Hospital, Sydney Street, London, UK.
  • Helmut Baumgartner
    Department of Cardiology III - Adult Congenital and Valvular Heart Disease, University Hospital Muenster, Albert-Schweitzer-Campus 1, 48149, Münster, Germany.
  • Michael A Gatzoulis
    Adult Congenital Heart Disease Programme, Royal Brompton Hospital, London, UK.
  • Stefan Orwat
    Department of Cardiology III - Adult Congenital and Valvular Heart Disease, University Hospital Muenster, Albert-Schweitzer-Campus 1, 48149, Münster, Germany.

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