A deep learning method for the automated assessment of paradoxical pulsation after myocardial infarction using multicenter cardiac MRI data.

Journal: European radiology
Published Date:

Abstract

OBJECTIVE: The current study aimed to explore a deep convolutional neural network (DCNN) model that integrates multidimensional CMR data to accurately identify LV paradoxical pulsation after reperfusion by primary percutaneous coronary intervention with isolated anterior infarction.

Authors

  • Bing-Hua Chen
    Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, No.160 PuJian Road, Shanghai, 200127, China.
  • Chong-Wen Wu
    Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, No.160 PuJian Road, Shanghai, 200127, China.
  • Dong-Aolei An
    Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, No.160 PuJian Road, Shanghai, 200127, China.
  • Ji-Lei Zhang
    Philips Healthcare, Shanghai, 201103, China.
  • Yi-Hong Zhang
    Philips Healthcare, Shanghai, 201103, China.
  • Ling-Zhan Yu
    Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, No.160 PuJian Road, Shanghai, 200127, China.
  • Kennedy Watson
    Department of Radiology, Wayne State University, Detroit, MI, 48201, USA.
  • Luke Wesemann
    Department of Radiology, Wayne State University, Detroit, MI, 48201, USA.
  • Jiani Hu
    Department of Radiology, Wayne State University, Detroit, MI, 48201, USA.
  • Wei-Bo Chen
    Philips Healthcare, Shanghai, 201103, China.
  • Jian-Rong Xu
    Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, No.160 PuJian Road, Shanghai, 200127, China.
  • Lei Zhao
    Brain Cognition and Brain-Computer Intelligence Integration Group, Kunming University of Science and Technology, Kunming, China.
  • Chaolu Feng
    Key Laboratory of Intelligent Computing in Medical Image, Ministry of Education, Shenyang, Liaoning 110819, China.
  • Meng Jiang
    Affiliated Hospital of Nanjing University of TCM, Jiangsu Provincial Hospital of TCM, Nanjing 210029,China.
  • Jun Pu
    Center for the Science of Therapeutics, Broad Institute of Harvard and MIT , 7 Cambridge Center, Cambridge, Massachusetts 02142, United States.
  • Lian-Ming Wu
    Department of Radiology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, No.160 PuJian Road, Shanghai, 200127, China. wlmssmu@126.com.