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多値画像関数に基づく生物学的原体放射線治療最適計画システムの提案

Research Project

Project/Area Number 16J04082
Research Category

Grant-in-Aid for JSPS Fellows

Allocation TypeSingle-year Grants
Section国内
Research Field Medical systems
Research InstitutionKyushu University

Principal Investigator

Soufi Mazen (2017)  九州大学, 大学院医学系学府, 特別研究員(PD)

SOUFI MAZEN (2016)  九州大学, 医学系学府, 特別研究員(DC2)

Project Period (FY) 2016-04-22 – 2018-03-31
Project Status Completed (Fiscal Year 2017)
Budget Amount *help
¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 2017: ¥600,000 (Direct Cost: ¥600,000)
Fiscal Year 2016: ¥700,000 (Direct Cost: ¥700,000)
KeywordsRadiation therapy / Treatment planning / Radiomics / Lung cancer / Differential geometry / Differential topology / Optimization / Range images
Outline of Annual Research Achievements

Our purpose was to develop a differential-topology-based optimization planning system using multivariate image functions for high precision radiation therapy. We worked on three research projects. The first project was the development of a framework for monitoring of patient positioning errors in high precision radiation therapy by using Kinect-based range (distance) images. The second project was the development of a temporally stable image-features-based treatment planning-support system in radiation therapy, which can predict the prognosis of lung cancer patients using extensive image features robust against tumor motion. The third project was to explore optimal mother wavelets for survival prediction of lung cancer patients using wavelet decomposition-based radiomic features with high prognostic powers.
These projects have been published in an international journal paper as an original article (Physica Medica, 2018; Impact Factor: 1.99), and 1 review paper has been published (Journal of Medical Imaging Technology (MIT)), and two original articles were submitted to two international journals (currently under review).
The projects were presented in 3 international conferences (American Association of Physics in Medicine 2016 (Washington DC, USA) and 2017 (Denver, USA); The International Forum on Medical Imaging in Asia IFMIA2017 (Okinawa)) and 3 domestic conferences (Japan Society for Medical Physics (JSMP113, 2017; JSMP115, 2018 in Yokohama), and 36th Annual Meeting Annual meeting of Japanese Society of Medical Imaging Technology (JAMIT) in Gifu).

Research Progress Status

29年度が最終年度であるため、記入しない。

Strategy for Future Research Activity

29年度が最終年度であるため、記入しない。

Report

(2 results)
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • Research Products

    (15 results)

All 2018 2017 2016 Other

All Journal Article (4 results) (of which Int'l Joint Research: 2 results,  Peer Reviewed: 4 results,  Open Access: 1 results) Presentation (8 results) (of which Int'l Joint Research: 4 results) Book (1 results) Remarks (2 results)

  • [Journal Article] A Review on Radiomics for Personalized Medicine in Cancer Treatment2018

    • Author(s)
      Arimura Hidetaka, Soufi Mazen
    • Journal Title

      Medical Imaging Technology

      Volume: 36 Issue: 2 Pages: 81-89

    • DOI

      10.11409/mit.36.81

    • NAID

      130006588781

    • ISSN
      0288-450X, 2185-3193
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Exploration of temporal stability and prognostic power of radiomic features based on electronic portal imaging device images2018

    • Author(s)
      Soufi Mazen, Arimura Hidetaka, Nakamoto Takahiro, Hirose Taka-Aki, Ohga Saiji, Umezu Yoshiyuki, Honda Hiroshi, Sasaki Tomonari
    • Journal Title

      Physica Medica

      Volume: 46 Pages: 32-44

    • DOI

      10.1016/j.ejmp.2017.11.037

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Multidimensional Image Analysis for High Precision Radiation Therapy2017

    • Author(s)
      Arimura Hidetaka, Soufi Mazen, Haekal Mohammad
    • Journal Title

      Japanese Journal of Medical Physics (Igakubutsuri)

      Volume: 36 Issue: 4 Pages: 217-221

    • DOI

      10.11323/jjmp.36.4_217

    • NAID

      130005757884

    • ISSN
      1345-5354, 2186-9634
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Feasibility of differential geometry-based features in detection of anatomical feature points on patient surfaces in range image-guided radiation therapy.2016

    • Author(s)
      Soufi M, Arimura H, Nakamura K, et al.
    • Journal Title

      Int J Comput Assist Radiol Surg

      Volume: 11 Issue: 11 Pages: 1993-2006

    • DOI

      10.1007/s11548-016-1436-x

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] Discovering the optimal mother wavelet in extraction of CT image-based radiomic features for survival prediction of lung cancer patients2018

    • Author(s)
      Mazen Soufi, Hidetaka Arimura, Saiji Ohga, Taka-aki Hirose, Noriyuki Nagami, Yoshiyuki Umezu, Hiroshi Honda, Tomonari Sasaki
    • Organizer
      第115回日本医学物理学会学術大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Feasibility of an automated framework for estimation of patient positioning errors in radiation therapy using range images acquired by an infrared ray-based range sensor2017

    • Author(s)
      Soufi M, Arimura H, et al.
    • Organizer
      International Forum on Medical Imaging in Asia
    • Place of Presentation
      Okinawa, Japan
    • Year and Date
      2017-01-19
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] What is the most optimal mother wavelet in radiomic analysis for the survival prediction of lung cancer patients?2017

    • Author(s)
      Mazen Soufi, Hidetaka Arimura, Saiji Ohga, Taka-aki Hirose, Yoshiyuki Umezu, Hiroshi Honda, Tomonari Sasaki
    • Organizer
      59th Annual Meeting of American Association of Physicists in Medicine
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Investigation of the correlation in radiomics features between EPID and digitally reconstructed radiography images2017

    • Author(s)
      Mazen Soufi, Hidetaka Arimura, Saiji Ohga, Taka-aki Hirose, Yoshiyuki Umezu, Hiroshi Honda, Tomonari Sasaki
    • Organizer
      第36回日本医用画像工学会大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Investigation of the correlation in radiomics features between EPID and digitally reconstructed radiography images2017

    • Author(s)
      Mazen Soufi, Hidetaka Arimura, Saiji Ohga, Taka-aki Hirose, Yoshiyuki Umedu, Hiroshi Honda
    • Organizer
      第113回日本医学物理学会学術大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Feasibility of an automated framework for estimation of patient positioning errors in radiation therapy using range images acquired by an infrared ray-based range sensor2017

    • Author(s)
      Mazen Soufi, Hidetaka Arimura, Katsumasa Nakamura, Taka-aki Hirose, Yoshiyuki Umezu, Yoshiyuki Shioyama, Fukai Toyofuku
    • Organizer
      International Forum on Medical Imaging in Asia 2017
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Computerized Framework for Marker-Less Localization of Anatomical Feature Points in Range Images Based On Differential Geometry Features for Image-Guided Radiation Therapy2016

    • Author(s)
      Soufi M, Arimura H, et al.
    • Organizer
      58 Annual Meeting of the American Society for Physicists in Medicine (AAPM2016)
    • Place of Presentation
      Washington D.C, USA
    • Year and Date
      2016-07-31
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Automated localization of anatomical feature points in infrared ray-based range images of patient surfaces by using differential geometry2016

    • Author(s)
      Soufi M, Arimura H, et al.
    • Organizer
      第111回日本医学物理学会学術大会
    • Place of Presentation
      Yokohama, Japan
    • Year and Date
      2016-04-14
    • Related Report
      2016 Annual Research Report
  • [Book] Surface-Imaging-Based Patient Positioning in Radiation Therapy2017

    • Author(s)
      Mazen Soufi, Hidetaka Arimura
    • Total Pages
      33
    • Publisher
      Springer, Singapore
    • ISBN
      9789811029455
    • Related Report
      2017 Annual Research Report
  • [Remarks] Arimura Laboratory

    • URL

      http://web.shs.kyushu-u.ac.jp/~arimura/

    • Related Report
      2017 Annual Research Report
  • [Remarks] 計算機支援診断治療研究室ホームページ

    • URL

      http://www.shs.kyushu-u.ac.jp/~arimura

    • Related Report
      2016 Annual Research Report

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Published: 2016-05-17   Modified: 2024-03-26  

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