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Development of a novel X-ray fluoroscopic motion tomography system for real time image guided tumor following radiation therapy

Research Project

Project/Area Number 17H04117
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical Physics and Radiological Technology
Research InstitutionTohoku University

Principal Investigator

Homma Noriyasu  東北大学, 医学系研究科, 教授 (30282023)

Co-Investigator(Kenkyū-buntansha) 高井 良尋  一般財団法人脳神経疾患研究所, 南東北BNCT研究センター, センター長 (50107653)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥14,690,000 (Direct Cost: ¥11,300,000、Indirect Cost: ¥3,390,000)
Fiscal Year 2019: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2018: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2017: ¥6,110,000 (Direct Cost: ¥4,700,000、Indirect Cost: ¥1,410,000)
Keywords放射線治療 / 画像誘導 / 追尾照射 / 放射線
Outline of Final Research Achievements

In radiation therapy, intra-fractional tumor motion and deformation significantly limits the efficiency of radiation delivery and brings potential risk for organs around the tumor such as organs at risk. Conformable tumor following beam control is an ideal solution for such intra-fractional motion problem. In this study, a new real-time image processing method for tracking tumor motion and deformation has been developed. The proposed method is based on x-ray fluoroscopy to take advantage of real-time imaging the target tumor inside the body. However, the image quality of x-ray fluoroscopy is often not sufficient for tracking tumor due to superposition of bones or the other organs. To address this issue, a new stochastic partial tomographic reconstruction has been developed. Experimental results demonstrate that the proposed method outperforms the conventional methods and more importantly, they can achieve clinically useful performance.

Academic Significance and Societal Importance of the Research Achievements

本研究で開発した、新しい確率的部分断層再構成法は、x線透視による実時間性と、断層像の軟部組織描出能を両立させた画期的画像計測法である。これにより、照射中の腫瘍移動や変形を実時間で撮像することが可能になる。また、これまで開発してきた腫瘍移動予測法との組み合わせにより、腫瘍動態予測型の追尾照射を実現することで治療効果増大と副作用低減、さらには治療時間の劇的な低減を可能になる。これにより、患者ならびに術者の負担軽減をも実現する効果的な放射線治療への道を拓く成果である。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (33 results)

All 2020 2019 2018 2017 Other

All Int'l Joint Research (3 results) Journal Article (7 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 7 results,  Open Access: 2 results) Presentation (18 results) (of which Int'l Joint Research: 2 results,  Invited: 4 results) Book (2 results) Patent(Industrial Property Rights) (3 results) (of which Overseas: 1 results)

  • [Int'l Joint Research] チェコ工科大学プラハ校(チェコ)

    • Related Report
      2019 Annual Research Report
  • [Int'l Joint Research] チェコ工科大学プラハ校(チェコ)

    • Related Report
      2018 Annual Research Report
  • [Int'l Joint Research] チェコ工科大学プラハ校(チェコ)

    • Related Report
      2017 Annual Research Report
  • [Journal Article] Hidden Markov Model-based Extraction of Target Objects in X-ray Image Sequence for Lung Radiation Therapy2020

    • Author(s)
      新藤 雅大, 市地 慶, 本間 経康, 張 曉勇, 奥田 隼梧, 杉田 典大, 八巻 俊輔, 髙井 良尋, 吉澤 誠
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 140 Issue: 1 Pages: 49-60

    • DOI

      10.1541/ieejeiss.140.49

    • NAID

      130007779196

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2020-01-01
    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Learning Entropy as a Learning-Based Information Concept2019

    • Author(s)
      Bukovsky Ivo、Kinsner Witold、Homma Noriyasu
    • Journal Title

      Entropy

      Volume: 21 Issue: 2 Pages: 166-166

    • DOI

      10.3390/e21020166

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A method to measure slice sensitivity profiles of CT images under low-contrast and high-noise conditions2019

    • Author(s)
      Goto Mitsunori、Tominaga Chiaki、Taura Masaaki、Azumi Hiroki、Sato Kazuhiro、Homma Noriyasu、Mori Issei
    • Journal Title

      Physica Medica

      Volume: 60 Pages: 100-110

    • DOI

      10.1016/j.ejmp.2019.03.010

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Tilted-wire method for measuring resolution properties of CT images under extremely low-contrast and high-noise conditions.2018

    • Author(s)
      Chiaki Tominaga, Hiroki Azumi, Mitsunori Goto, Masaaki Taura, Noriyasu Homma, and Issei Mori
    • Journal Title

      Radiol Phys Technol

      Volume: - Issue: 2 Pages: 125-137

    • DOI

      10.1007/s12194-018-0443-8

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] A key-point based real-time tracking of lung tumor in X-ray image sequence by using difference of Gaussians filtering and optical flow2018

    • Author(s)
      Kei Ichiji, Yusuke Yoshida, Noriyasu Homma, Xiaoyong Zhang, Ivo Bukovsky, Yoshihiro Takai, Makoto Yoshizawa
    • Journal Title

      Phys Med Biol

      Volume: 63 Issue: 18 Pages: 1-16

    • DOI

      10.1088/1361-6560/aada71

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Dosimetric evaluation of MLC-based dynamic tumor tracking radiotherapy using digital phantom: Desired setup margin for tracking radiotherapy2018

    • Author(s)
      Kadoya Noriyuki、Ichiji Kei、Uchida Tomoya、Nakajima Yujiro、Ikeda Ryutaro、Uozumi Yosuke、Zhang Xiaoyong、Bukovsky Ivo、Yamamoto Takaya、Takeda Ken、Takai Yoshihiro、Jingu Keiichi、Homma Noriyasu
    • Journal Title

      Medical Dosimetry

      Volume: 43 Issue: 1 Pages: 74-81

    • DOI

      10.1016/j.meddos.2017.08.005

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Potential improvements of lung and prostate MLC tracking investigated by treatment simulations2018

    • Author(s)
      62.Jakob Toftegaard, Paul Keall, Ricky O'Brien, Dan Ruan, Floris Ernst, Noriyasu Homma, Kei Ichiji, Per Poulsen
    • Journal Title

      Medical Physics

      Volume: 印刷中

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Presentation] A feasibility study on predicting synthetic dual-energy X-ray fluoroscopic images using deep convolutional neural network2020

    • Author(s)
      Jiaoyang Wang, Kei Ichiji, Noriyasu Homma
    • Organizer
      The 2nd Conference on Biological Imaging and Medical AI
    • Related Report
      2019 Annual Research Report
  • [Presentation] CIは医学と相性が良い?2019

    • Author(s)
      本間経康
    • Organizer
      第16回Computational Intelligence研究会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] 4次元CT補間に基づく隠れマルコフモデルを用いたX線動画像中の腫瘍像描出能向上2019

    • Author(s)
      奥田隼梧,市地慶,本間経康,張曉勇, 吉澤誠
    • Organizer
      計測自動制御学会東北支部55 周年記念学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習を用いたSingle-Energy X線透視像からのDual-Energy X線透視像合成2019

    • Author(s)
      王 驕洋,市地 慶,本間 経康
    • Organizer
      計測自動制御学会東北支部55 周年記念学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] A realistic simulation method for time-variant dosimetric impact by baseline drift of moving tumor during radiation therapy2019

    • Author(s)
      Masaki Hara, Kei Ichiji, Noriyasu Homma
    • Organizer
      Tohoku University Thematic Forum for Creativity "Cancer" - from Biology to Acceptance -
    • Related Report
      2019 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Development of deep learning based image transformation techniques for advanced radiation therapy2019

    • Author(s)
      Jiaoyang Wang, Masaki Sato, Kei Ichiji, Noriyasu Homma
    • Organizer
      Tohoku University Thematic Forum for Creativity "Cancer" - from Biology to Acceptance -
    • Related Report
      2019 Annual Research Report
  • [Presentation] 隠れマルコフモデルを用いたX線動画像からの腫瘍像抽出法の先験情報導入による性能向上の試み2019

    • Author(s)
      奥田隼梧,市地慶,本間経康,張曉勇, 吉澤誠
    • Organizer
      計測自動制御学会システム・情報部門学術講演会
    • Related Report
      2019 Annual Research Report
  • [Presentation] 深層学習とマルチモダリティの可能性2019

    • Author(s)
      本間経康
    • Organizer
      第9回東北放射線医療技術学術大会
    • Related Report
      2019 Annual Research Report
    • Invited
  • [Presentation] Probabilistic Decomposition of X-ray Image Sequence to Extract Obscure Target Objects for Monitoring Intrafractional Organ Motion2018

    • Author(s)
      M Shindo, K Ichiji, N Homma, X Zhang, Y Takai, M Yoshizawa
    • Organizer
      AAPM Annual meeting 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] マーカレス腫瘍追跡のための隠れマルコフモデルを用いたX線動画像からの物体輝度抽出2018

    • Author(s)
      新藤雅大,市地慶,本間経康,張曉勇, 杉田典大,八巻俊輔,髙井良尋,吉澤誠
    • Organizer
      FAN 2019
    • Related Report
      2018 Annual Research Report
  • [Presentation] 呼吸性移動対策のための肺腫瘍位置の時系列成分分離に基づく予測2018

    • Author(s)
      佐藤雄介, 市地慶, 新藤雅大, 張暁勇, 角谷倫之,小山内実, 高井良尋, 本間経康
    • Organizer
      日本放射線技術学会第46回秋季学術大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Tumor tracking by integrating multiple sensing results for radiation therapy2018

    • Author(s)
      W. Wu, K. Ichiji, X. Zhang, I. Bukovsky, M. Osanai, Y. Takai, N. Homma
    • Organizer
      SICEシステム・情報部門学術講演会2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] 海外企業との産学連携 For healthy life expectancy extension2018

    • Author(s)
      本間 経康
    • Organizer
      第5回東北大学スマート・エイジング学際重点研究センターシンポジウム
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] マーカレス追尾照射に必要な数理技術2017

    • Author(s)
      本間経康, 髙井良尋, 張曉勇, 市地慶, 魚住洋佑, 酒井正夫, 吉澤誠
    • Organizer
      第113回日本医学物理学会学術大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 肺がん放射線治療のためX線動画像中の標的腫瘍のアフィン変換に基づく追跡法2017

    • Author(s)
      齊藤望, 市地慶, 張曉勇, 本間経康, 新藤雅大, 髙井良尋, 吉澤誠
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] マーカレス腫瘍追跡のためのX線動画像の物体輝度の重畳状態を考慮した動体抽出の検討2017

    • Author(s)
      新藤雅大, 市地慶, 張曉勇, 本間経康, 齊藤望, 髙井良尋, 吉澤誠
    • Organizer
      計測自動制御学会 システム・情報部門学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 放射線治療のためのX線動画中の腫瘍のアフィン変形を考慮したマーカレス腫瘍追跡法2017

    • Author(s)
      齊藤望, 市地慶, 張曉勇, 本間経康, 新藤雅大, 髙井良尋, 吉澤誠
    • Organizer
      第51回日本生体医工学会東北支部大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 腫瘍のマーカレス追跡性能向上のためのX線動画像の物体の重畳状態を考慮した移動体輝度抽出2017

    • Author(s)
      新藤雅大, 市地慶, 張曉勇, 本間経康, 齊藤望, 髙井良尋, 吉澤誠
    • Organizer
      第51回日本生体医工学会東北支部大会
    • Related Report
      2017 Annual Research Report
  • [Book] 放射線治療AIと外科治療AI、II-Chapter7(本間経康)2020

    • Author(s)
      藤田 広志、有村 秀孝、諸岡 健一
    • Total Pages
      250
    • Publisher
      オーム社
    • ISBN
      9784274225475
    • Related Report
      2019 Annual Research Report
  • [Book] Entropy Measures for Data Analysis: Theory, Algorithms and Applications2019

    • Author(s)
      Karsten Keller
    • Total Pages
      250
    • Publisher
      MDPI
    • ISBN
      9783039280339
    • Related Report
      2019 Annual Research Report
  • [Patent(Industrial Property Rights)] 画像処理装置、画像処理方法および画像処理プログラム2018

    • Inventor(s)
      本間経康、市地慶、新藤雅大、杉田典大、吉澤誠、高井良尋
    • Industrial Property Rights Holder
      東北大学
    • Industrial Property Rights Type
      特許
    • Industrial Property Number
      2018-088462
    • Filing Date
      2018
    • Related Report
      2018 Annual Research Report
  • [Patent(Industrial Property Rights)] 特許2017

    • Inventor(s)
      本間、酒井、市地、澁澤、張、阿部、杉田、吉澤、高井
    • Industrial Property Rights Holder
      本間、酒井、市地、澁澤、張、阿部、杉田、吉澤、高井
    • Industrial Property Rights Type
      特許
    • Filing Date
      2017
    • Acquisition Date
      2019
    • Related Report
      2019 Annual Research Report
  • [Patent(Industrial Property Rights)] United Stats Patent2017

    • Inventor(s)
      N. Homma, et. al
    • Industrial Property Rights Holder
      N. Homma, et. al
    • Industrial Property Rights Type
      特許
    • Filing Date
      2017
    • Acquisition Date
      2019
    • Related Report
      2019 Annual Research Report
    • Overseas

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Published: 2017-04-28   Modified: 2021-12-27  

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