Accelerated Spine MRI with Deep Learning Based Image Reconstruction: A Prospective Comparison with Standard MRI.

Journal: Academic radiology
PMID:

Abstract

RATIONALE AND OBJECTIVES: To evaluate the performance of deep learning (DL) reconstructed MRI in terms of image acquisition time, overall image quality and diagnostic interchangeability compared to standard-of-care (SOC) MRI.

Authors

  • Jie Li
    Guangdong-Hong Kong-Macao Greater Bay Area Artificial Intelligence Application Technology Research Institute, Shenzhen Polytechnic University, Shenzhen, China.
  • Yi Xia
    School of Electrical Engineering and Automation, Anhui University, 111 JiuLong Road, Hefei, 230601, Anhui, People's Republic of China.
  • Taohu Zhou
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: shzhouth@163.com.
  • Qian Dong
    Celgene Corporation, Summit, NJ, USA.
  • Xiaoqing Lin
    Department of Gastroenterology, The First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China.
  • Lingling Gu
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: shiling117@163.com.
  • Song Jiang
    Department of Intensive Care Unit, Shenzhen Hospital, Southern Medical University, Shenzhen, China.
  • Meiling Xu
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: jyxumeiling@126.com.
  • Xinyi Wan
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: wan_xiaojiu@sina.com.
  • Guangwen Duan
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: 13918229521@163.com.
  • Dongqing Zhu
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: bingch@umich.edu.
  • Rutan Chen
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, No. 415 Fengyang Road, Shanghai 200003, PR China (J.L., Y.X., T.Z., X.L., L.G., S.J., M.X., X.W., G.D., D.Z., R.C., L.F., S.L.). Electronic address: RTchen0731@163.com.
  • Zhihao Zhang
    Department of Radiology, Affiliated Hospital of Youjiang Medical University for Nationalities, 533000, Baise, China (Q.W., C.H., J.Z., Z.Z., X.Z.); School of Laboratory Medicine, Youjiang Medical University for Nationalities, 533000, Baise, China (Q.W., J.Z., Z.Z.).
  • Lei Xiang
    Institute for Medical Imaging Technology, School of Biomedical Engineering, Shanghai Jiao Tong University, China.
  • Li Fan
    Department of Radiology, Second Affiliated Hospital of Naval Medical University, Shanghai, China.
  • Shiyuan Liu
    Department of Radiology, Changzheng Hospital of the Navy Medical University, Shanghai, China. Electronic address: liushiyuan@smmu.edu.cn.