Using deep learning to model the biological dose prediction on bulky lung cancer patients of partial stereotactic ablation radiotherapy.

Journal: Medical physics
Published Date:

Abstract

PURPOSE: To develop a biological dose prediction model considering tissue bio-reactions in addition to patient anatomy for achieving a more comprehensive evaluation of tumor control and promoting the automatic planning of bulky lung cancer.

Authors

  • Yue Li
    School of Computer Science and Software Engineering, University of Science and Technology Liaoning, Anshan, China.
  • Kanghui He
    School of Aeronautic Science and Engineering, Beihang University, Beijing, China.
  • Mingwei Ma
    Department of Radiation Oncology, Peking University First Hospital, Beijing, China.
  • Xin Qi
  • Yun Bai
    National Research Base of Intelligent Manufacturing Service, Chongqing Technology and Business University, Chongqing 400067, China. Electronic address: yunbai@foxmail.com.
  • Siwei Liu
    Department of Radiation Oncology, Peking University First Hospital, Beijing, China.
  • Yan Gao
    Department of Rehabilitation Medicine, The First Affiliated Hospital of Shenzhen University, The Second People's Hospital of Shenzhen, Shenzhen, Guangdong, China.
  • Feng Lyu
    Department of Computer Science and Engineering, Central South University, Changsha, China.
  • Chenghao Jia
    Institute of Preventive Veterinary Sciences and Department of Veterinary Medicine, Zhejiang University College of Animal Sciences, Hangzhou 310058, China.
  • Bo Zhao
    State Key Laboratory of Management and Control for Complex Systems, Institute of Automation, Chinese Academy of Sciences, Beijing, China.
  • Xianshu Gao
    Department of Radiation Oncology, Peking University First Hospital, Beijing, China.