Deep learning reconstruction for turbo spin echo to prospectively accelerate ankle MRI: A multi-reader study.

Journal: European journal of radiology
Published Date:

Abstract

PURPOSE: To evaluate a deep learning reconstruction for turbo spin echo (DLR-TSE) sequence of ankle magnetic resonance imaging (MRI) in terms of acquisition time, image quality, and lesion detectability by comparing with conventional TSE.

Authors

  • Yuxue Xie
    From the Department of Radiology & Institute of Medical Functional and Molecular Imaging, Huashan Hospital, Fudan University, 12 Wulumuqizhong Rd, Shanghai 200040, China (Y.X., H.T., X.L., Y.H., C.L., B.Z., J.C., S.C.); MR Application Predevelopment, Siemens Healthcare, Erlangen, Germany (D.N.); MR Collaboration, Siemens (Shenzhen) Magnetic Resonance, Shenzhen, China (C.F.); and MR Application, Siemens Healthineers, Shanghai, China (B.X.).
  • Xiangwen Li
    From the Department of Radiology & Institute of Medical Functional and Molecular Imaging, Huashan Hospital, Fudan University, 12 Wulumuqizhong Rd, Shanghai 200040, China (Y.X., H.T., X.L., Y.H., C.L., B.Z., J.C., S.C.); MR Application Predevelopment, Siemens Healthcare, Erlangen, Germany (D.N.); MR Collaboration, Siemens (Shenzhen) Magnetic Resonance, Shenzhen, China (C.F.); and MR Application, Siemens Healthineers, Shanghai, China (B.X.).
  • Yiwen Hu
    Laboratory for Atomistic and Molecular Mechanics, Massachusetts Institute of Technology, 77 Massachusetts Ave., Cambridge, Massachusetts 02139, United States.
  • Changyan Liu
    Department of General Practice, Tongren Hospital, Shanghai Jiao Tong University, School of Medicine, Shanghai, China.
  • Haoyu Liang
    Department of Radiology & Institute of Medical Functional and Molecular Imaging, Huashan Hospital, Fudan University, Shanghai, China. Electronic address: lianghaoyu96@163.com.
  • Dominik Nickel
    MR Applications Predevelopment, Siemens Healthcare GmbH, Erlangen, Germany.
  • Caixia Fu
  • Shuang Chen
    The Beijing Genomics Institute (BGI), Shenzhen 518083, China. chenss@connect.hku.hk.
  • Hongyue Tao
    From the Department of Radiology & Institute of Medical Functional and Molecular Imaging, Huashan Hospital, Fudan University, 12 Wulumuqizhong Rd, Shanghai 200040, China (Y.X., H.T., X.L., Y.H., C.L., B.Z., J.C., S.C.); MR Application Predevelopment, Siemens Healthcare, Erlangen, Germany (D.N.); MR Collaboration, Siemens (Shenzhen) Magnetic Resonance, Shenzhen, China (C.F.); and MR Application, Siemens Healthineers, Shanghai, China (B.X.).