An Automatic Deep-Radiomics Framework for Prostate Cancer Diagnosis and Stratification in Patients with Serum Prostate-Specific Antigen of 4.0-10.0 ng/mL: A Multicenter Retrospective Study.

Journal: Academic radiology
PMID:

Abstract

RATIONALE AND OBJECTIVES: To develop an automatic deep-radiomics framework that diagnoses and stratifies prostate cancer in patients with prostate-specific antigen (PSA) levels between 4 and 10 ng/mL.

Authors

  • Bowen Zheng
    Department of Mechanical Engineering, University of California, Berkeley, CA, 94720, USA.
  • Futian Mo
    Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong 510515, China (B.Z., F.M., X.S., S.L., Q.W.).
  • Xiaoran Shi
    The Ministry of Education, Key Laboratory of Electronic Information Counter-measure and Simulation, Xidian University, Xi'an 710071, China; School of Electronic Engineering, Xidian University, Xi'an 710071, China.
  • Wenhao Li
    Flight Control Research Institute, Nanjing University of Aeronautics and Astronautics, Nanjing, Jiangsu, China.
  • Quanyou Shen
    School of Automation, Guangdong University of Technology, Guangzhou, Guangdong 510006, China (W.L., Q.S., J.T.); Guangdong Provincial Key Laboratory of Intelligent Decision and Cooperative Control, Guangzhou, Guangdong 510006, China (W.L., Q.S., J.T.); Guangdong-Hong Kong Joint Laboratory for Intelligent Decision and Cooperative Control, Guangzhou, Guangdong 510006, China (W.L., Q.S., J.T.).
  • Ling Zhang
  • Zhongjian Liao
    Medical Imaging Department of Ganzhou People's Hospital, Ganzhou, Jiangxi 341000, China (L.Z., Z.L., C.F., Y.L., J.Z.).
  • Cungeng Fan
    Medical Imaging Department of Ganzhou People's Hospital, Ganzhou, Jiangxi 341000, China (L.Z., Z.L., C.F., Y.L., J.Z.).
  • Yanping Liu
    Key Laboratory of Behavioral Science, Institute of Psychology, Chinese Academy of Sciences, 16 Lincui Road, Beijing, China.
  • Junyuan Zhong
    Medical Imaging Department of Ganzhou People's Hospital, Ganzhou 341000, Jiangxi, China.
  • Genggeng Qin
    Department of Radiology, Nanfang Hospital, Southern Medical University, Guangzhou, China.
  • Jie Tao
    Guangdong Provincial Key Laboratory of Intelligent Decision and Cooperative Control, School of Automation, Guangdong University of Technology, Guangzhou 510006, China. Electronic address: jtao@iipc.zju.edu.cn.
  • Shidong Lv
    Department of Urology, Nanfang Hospital, Southern Medical University, Guangzhou, Guangdong 510515, China (B.Z., F.M., X.S., S.L., Q.W.).
  • Qiang Wei
    School of Biomedical Informatics, The University of Texas Health Science Center at Houston, Houston, TX, USA.