Automatic segmentation of multiple cardiovascular structures from cardiac computed tomography angiography images using deep learning.

Journal: PloS one
Published Date:

Abstract

OBJECTIVES: To develop, demonstrate and evaluate an automated deep learning method for multiple cardiovascular structure segmentation.

Authors

  • Lohendran Baskaran
  • Subhi J Al'Aref
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
  • Gabriel Maliakal
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
  • Benjamin C Lee
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York.
  • Zhuoran Xu
    1 Dalio Institute of Cardiovascular Imaging New York-Presbyterian Hospital New York NY.
  • Jeong W Choi
    Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, New York, United States of America.
  • Sang-Eun Lee
    Department of Urology, Seoul National University Bundang Hospital, Seongnam, South Korea - selee@snubh.org.
  • Ji Min Sung
    Integrative Research Center for Cerebrovascular and Cardiovascular diseases, Yonsei University College of Medicine, Yonsei University Health System, Seoul, Korea.
  • Fay Y Lin
    Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.
  • Simon Dunham
    1 Dalio Institute of Cardiovascular Imaging , New York-Presbyterian Hospital and Weill Cornell Medicine, New York, New York.
  • Bobak Mosadegh
    Dalio Institute of Cardiovascular Imaging, Department of Radiology, Weill Cornell Medicine, New York, NY 10021, USA.
  • Yong-Jin Kim
    Seoul National University Hospital, Seoul, South Korea.
  • Ilan Gottlieb
    Department of Radiology, Casa de Saude São Jose, Rio de Janeiro, Brazil.
  • Byoung Kwon Lee
    Division of Cardiology, Gangnam Severance Hospital, Yonsei University College of Medicine, Seoul, Korea.
  • Eun Ju Chun
    Department of Radiology, Seoul National University Bundang Hospital, Seoul, Republic of Korea.
  • Filippo Cademartiri
    Cardiovascular Imaging Center, SDN IRCCS, Naples, Italy.
  • Erica Maffei
    Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy.
  • Hugo Marques
    UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal.
  • Sanghoon Shin
    Division of Cardiology, Department of Internal Medicine, Ewha Womans University Seoul Hospital, Seoul, Korea.
  • Jung Hyun Choi
    Pusan University Hospital, Busan, South Korea.
  • Kavitha Chinnaiyan
    Department of Cardiology, William Beaumont Hospital, Royal Oak, MI, USA.
  • Martin Hadamitzky
    School of Medicine and Health, Institute for Cardiovascular Radiology and Nuclear Medicine, German Heart Center Munich, TUM University Hospital, Technical University of Munich, Munich, Germany.
  • Edoardo Conte
    Centro Cardiologico Monzino, IRCCS, Milan, Italy.
  • Daniele Andreini
    Division of Cardiology and Cardiac Imaging, IRCCS Ospedale Galeazzi - Sant'Ambrogio Milan, Italy.
  • Gianluca Pontone
    Department of Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
  • Matthew J Budoff
    Los Angeles Biomedical Research Institute at Harbor UCLA Medical Center, Torrance, CA, USA. mbudoff@labiomed.org.
  • Jonathon A Leipsic
    Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, CA, USA.
  • Gilbert L Raff
    Department of Cardiology, William Beaumont Hospital, Royal Oak, MI, USA.
  • Renu Virmani
    Department of Pathology, CVPath Institute, Gaithersburg, Maryland, United States of America.
  • Habib Samady
    Division of Cardiology, Emory University School of Medicine, Atlanta, Georgia, United States of America.
  • Peter H Stone
    Cardiovascular Division, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States of America.
  • Daniel S Berman
    Departments of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
  • Jagat Narula
  • Jeroen J Bax
    Departments of Cardiology, Heart Lung Centre, Leiden University Medical Center, Leiden, The Netherlands.
  • Hyuk-Jae Chang
    Department of Cardiology, Yonsei University College of Medicine, Seoul, Republic Of Korea.
  • James K Min
    3 Department of Radiology, Weill Cornell Medicine , New York, New York.
  • Leslee J Shaw
    Division of Cardiology, Emory University School of Medicine, Atlanta, GA, USA.