Deep learning method for prediction of patient-specific dose distribution in breast cancer.

Journal: Radiation oncology (London, England)
Published Date: Aug 17, 2021

Abstract

BACKGROUND: Patient-specific dose prediction improves the efficiency and quality of radiation treatment planning and reduces the time required to find the optimal plan. In this study, a patient-specific dose prediction model was developed for a left-sided breast clinical case using deep learning, and its performance was compared with that of conventional knowledge-based planning using RapidPlan™.

Authors

  • Sang Hee Ahn
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea.
  • EunSook Kim
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-guGyeonggi-do, Goyang-si, 10408, South Korea.
  • Chankyu Kim
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea.
  • Wonjoong Cheon
    Department of Health Sciences and Technology, SAIHST, Sungkyunkwan University, Seoul 06351, Republic of Korea.
  • Myeongsoo Kim
    Proton Therapy Center, National Cancer Center, Goyang, Korea.
  • Se Byeong Lee
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea.
  • Young Kyung Lim
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea.
  • Haksoo Kim
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea.
  • Dongho Shin
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea.
  • Dae Yong Kim
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-guGyeonggi-do, Goyang-si, 10408, South Korea.
  • Jong Hwi Jeong
    Department of Radiation Oncology, Proton Therapy Center, National Cancer Center, 323, Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-do, 10408, South Korea. jonghwi@ncc.re.kr.

Keywords

External Resources

Popular Topics
Recent Journals