Machine learning of clinical variables and coronary artery calcium scoring for the prediction of obstructive coronary artery disease on coronary computed tomography angiography: analysis from the CONFIRM registry.

Abstract

Authors

• 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.
• Gurpreet Singh
  Department of Chemical and Biomolecular Engineering, National University of Singapore, Singapore 117585, Singapore.
• Alexander R van Rosendael
  Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.
• Xiaoyue Ma
  Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.
• Zhuoran Xu
  1 Dalio Institute of Cardiovascular Imaging New York-Presbyterian Hospital New York NY.
• Omar Al Hussein Alawamlh
  Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine and NewYork-Presbyterian Hospital, New York, NY, USA.
• Benjamin Lee
  Department of Chemistry and Chemical Biology, Harvard University, 12 Oxford Street, Cambridge, MA, 02138, USA.
• Mohit Pandey
  Dalio Institute of Cardiovascular Imaging, Weill Cornell Medicine, New York, USA.
• Stephan Achenbach
  Department of Cardiology, Friedrich-Alexander Universitat Erlangen-Nurnberg, Erlangen, Germany.
• Mouaz H Al-Mallah
  Division of Cardiovascular Medicine, Henry Ford Hospital, Detroit, Michigan; King Saud bin Abdulaziz University for Health Sciences, King Abdullah International Medical Research Center, King AbdulAziz Cardiac Center, Ministry of National Guard, Health Affairs, Riyadh, Saudi Arabia. Electronic address: mouaz74@gmail.com.
• Daniele Andreini
  Division of Cardiology and Cardiac Imaging, IRCCS Ospedale Galeazzi - Sant'Ambrogio Milan, Italy.
• Jeroen J Bax
  Departments of Cardiology, Heart Lung Centre, Leiden University Medical Center, Leiden, The Netherlands.
• Daniel S Berman
  Departments of Imaging and Medicine, Cedars-Sinai Medical Center, Los Angeles, CA, USA.
• Matthew J Budoff
  Los Angeles Biomedical Research Institute at Harbor UCLA Medical Center, Torrance, CA, USA. mbudoff@labiomed.org.
• Filippo Cademartiri
  Cardiovascular Imaging Center, SDN IRCCS, Naples, Italy.
• Tracy Q Callister
  Tennessee Heart and Vascular Institute, Hendersonville, TN, USA.
• Hyuk-Jae Chang
  Department of Cardiology, Yonsei University College of Medicine, Seoul, Republic Of Korea.
• Kavitha Chinnaiyan
  Department of Cardiology, William Beaumont Hospital, Royal Oak, MI, USA.
• Benjamin J W Chow
  Department of Medicine, Division of Cardiology, University of Ottawa Heart Institute, 40 Ruskin Street, Ottawa, ON K1Y 4W7, Canada.
• Ricardo C Cury
  Department of Radiology, Miami Cardiac and Vascular Institute, Miami, FL, USA.
• Augustin DeLago
  Capitol Cardiology Associates, Albany, NY, USA.
• Gudrun Feuchtner
  Department of Radiology, Medical University of Innsbruck, Innsbruck, Austria.
• 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.
• Joerg Hausleiter
  Medizinische Klinik I der Ludwig-Maximilians-UniversitätMünchen, Munich, Germany.
• Philipp A Kaufmann
  Cardiac Imaging, Department of Nuclear Medicine, University Hospital Zurich, Zurich, Switzerland; and.
• Yong-Jin Kim
  Seoul National University Hospital, Seoul, South Korea.
• Jonathon A Leipsic
  Department of Medicine and Radiology, University of British Columbia, Vancouver, BC, CA, USA.
• Erica Maffei
  Department of Radiology, Area Vasta 1/ASUR Marche, Urbino, Italy.
• Hugo Marques
  UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal.
• Pedro de Araújo Gonçalves
  UNICA, Unit of Cardiovascular Imaging, Hospital da Luz, Lisboa, Portugal.
• Gianluca Pontone
  Department of Cardiovascular Imaging, Centro Cardiologico Monzino IRCCS, Milan, Italy.
• Gilbert L Raff
  Department of Cardiology, William Beaumont Hospital, Royal Oak, MI, USA.
• Ronen Rubinshtein
  Department of Cardiology at the Lady Davis Carmel Medical Center, The Ruth and Bruce Rappaport School of Medicine, Technion-Israel Institute of Technology, Haifa, Israel.
• Todd C Villines
  Cardiology Service, Walter Reed National Military Center, Bethesda, MD, USA.
• Heidi Gransar
  Departments of Imaging, Medicine, and Biomedical Sciences, Cedars-Sinai Medical Center, Los Angeles, California.
• Yao Lu
  Department of Laboratory Medicine, The First Affiliated Hospital of Ningbo University, Ningbo First Hospital, Ningbo, China.
• Erica C Jones
  Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.
• Jessica M Peña
  Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.
• Fay Y Lin
  Department of Radiology, New York-Presbyterian Hospital and Weill Cornell Medicine, New York, NY, USA.
• 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.

Keywords

External Resources