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Development of radiation therapy support system based on radiomics

Research Project

Project/Area Number 18K15604
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 52040:Radiological sciences-related
Research InstitutionKomazawa University

Principal Investigator

Magome Taiki  駒澤大学, 医療健康科学部, 准教授 (60725977)

Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2021: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2020: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2019: ¥520,000 (Direct Cost: ¥400,000、Indirect Cost: ¥120,000)
Fiscal Year 2018: ¥2,730,000 (Direct Cost: ¥2,100,000、Indirect Cost: ¥630,000)
Keywords機械学習 / 深層学習 / 放射線治療 / 個別化治療 / 最適化 / Radiomics / 前立腺癌 / 頭頸部癌 / 線量分布 / 逐次近似再構成 / 事前情報 / ビッグデータ / 医学物理
Outline of Final Research Achievements

The purpose of this study was to develop a radiotherapy support system that combines image features calculated from medical images and artificial intelligence technology to provide various types of support in the field of radiotherapy. In the current radiotherapy, the same prescribed dose is often administered to all patients once the stage of disease is determined. However, there is a possibility to determine the optimal prescribed dose for each patient by integrating and analyzing medical images and other various patient information. In this study, we developed an image generation method to calculate robust image features and a prediction method for patient prognosis based on radiomics and artificial intelligence techniques for various diseases.

Academic Significance and Societal Importance of the Research Achievements

現在の放射線治療では、病期等が決まれば全ての患者に同一の処方線量が投与される場合が多い。しかし、医用画像やその他の様々な患者情報を統合して解析することで、患者個別に最適な処方線量等を決定できる可能性がある。本研究の成果は、個別化医療実現のための支援システムとして利用できる可能性がある。また、提案システムを用いることで、実際の臨床試験を行う前に試験の成功率を予測できる可能性がある。

Report

(5 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (69 results)

All 2021 2020 2019 2018 Other

All Int'l Joint Research (3 results) Journal Article (14 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 8 results,  Open Access: 8 results) Presentation (48 results) (of which Int'l Joint Research: 15 results,  Invited: 16 results) Book (2 results) Remarks (2 results)

  • [Int'l Joint Research] Northwest University Medical Center(米国)

    • Related Report
      2020 Research-status Report
  • [Int'l Joint Research] ミネソタ大学/City of Hope Medical Center(米国)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] ミネソタ大学/City of Hope Medical Center(米国)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Evaluation of a Monte Carlo-based algorithm for the influence of totally implantable venous access ports in external radiation therapy2021

    • Author(s)
      Takeshita Toshiki、Magome Taiki、Watanabe Ryuji、Onozawa Shiro、Tsuchiya Konatsu、Tago Masao、Sasaki Masayuki
    • Journal Title

      Japanese Journal of Radiology

      Volume: 39 Issue: 4 Pages: 387

    • DOI

      10.1007/s11604-020-01062-9

    • NAID

      210000176904

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The front line of A.I. Artificial Intelligence in a medical field -whether medicine changes by A.I.-2020

    • Author(s)
      馬込 大貴
    • Journal Title

      Journal of Integrated Management for Risk and Crisis

      Volume: 4 Issue: 0 Pages: 3-18

    • DOI

      10.34402/simric.4.0_3

    • NAID

      130007953494

    • ISSN
      2432-8731
    • Year and Date
      2020-03-11
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Fast Statistical Iterative Reconstruction for Mega-voltage Computed Tomography2020

    • Author(s)
      S. Ozaki, A. Haga, E. Chao, C. Maurer, K. Nawa, T. Ohta, T. Nakamoto, Y. Nozawa, T. Magome, M. Nakano, K. Nakagawa
    • Journal Title

      The Journal of Medical Investigation

      Volume: 67 Issue: 1.2 Pages: 30-39

    • DOI

      10.2152/jmi.67.30

    • NAID

      130007839921

    • ISSN
      1343-1420, 1349-6867
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] A convolution neural network for higher resolution dose prediction in prostate volumetric modulated arc therapy2020

    • Author(s)
      Sumida Iori、Magome Taiki、Das Indra J、Yamaguchi Hajime、Kizaki Hisao、Aboshi Keiko、Yamaguchi Hiroko、Seo Yuji、Isohashi Fumiaki、Ogawa Kazuhiko
    • Journal Title

      Physica Medica

      Volume: 72 Pages: 88-95

    • DOI

      10.1016/j.ejmp.2020.03.023

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Fully automated dose prediction using generative adversarial networks in prostate cancer patients2020

    • Author(s)
      Murakami Yu、Magome Taiki、Matsumoto Kazuki、Sato Tomoharu、Yoshioka Yasuo、Oguchi Masahiko
    • Journal Title

      PLOS ONE

      Volume: 15 Issue: 5 Pages: e0232697-e0232697

    • DOI

      10.1371/journal.pone.0232697

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 8. How to Write Abstract2020

    • Author(s)
      Magome Taiki
    • Journal Title

      Japanese Journal of Radiological Technology

      Volume: 76 Issue: 4 Pages: 433-436

    • DOI

      10.6009/jjrt.2020_JSRT_76.4.433

    • NAID

      130007833375

    • ISSN
      0369-4305, 1881-4883
    • Related Report
      2020 Research-status Report
  • [Journal Article] 世界の論文紹介2020

    • Author(s)
      馬込大貴
    • Journal Title

      日本放射線技術学会放射線治療部会誌

      Volume: 34 Pages: 108-110

    • Related Report
      2020 Research-status Report
  • [Journal Article] 診断から治療へ -AIの積極的活用-2020

    • Author(s)
      馬込大貴
    • Journal Title

      RadFan

      Volume: 18 Pages: 34-36

    • Related Report
      2020 Research-status Report
  • [Journal Article] 12. English Expression Tips for Specialized Fields2020

    • Author(s)
      Hanaoka Kohei、Magome Taiki、Matsubara Kosuke、Ohtani Yuriko
    • Journal Title

      Japanese Journal of Radiological Technology

      Volume: 76 Issue: 8 Pages: 848-854

    • DOI

      10.6009/jjrt.2020_jsrt_76.8.848

    • NAID

      130007888732

    • Related Report
      2020 Research-status Report
  • [Journal Article] Optimization of treatment strategy by using a machine learning model to predict survival time of patients with malignant glioma after radiotherapy2019

    • Author(s)
      Mizutani Takuya、Magome Taiki、Igaki Hiroshi、Haga Akihiro、Nawa Kanabu、Sekiya Noriyasu、Nakagawa Keiichi
    • Journal Title

      Journal of Radiation Research

      Volume: 60 Issue: 6 Pages: 818-824

    • DOI

      10.1093/jrr/rrz066

    • NAID

      120006959735

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Deep convolutional neural network for reduction of contrast-enhanced region on CT images2019

    • Author(s)
      Sumida Iori、Magome Taiki、Kitamori Hideki、Das Indra J、Yamaguchi Hajime、Kizaki Hisao、Aboshi Keiko、Yamashita Kyohei、Yamada Yuji、Seo Yuji、Isohashi Fumiaki、Ogawa Kazuhiko
    • Journal Title

      Journal of Radiation Research

      Volume: 60 Issue: 5 Pages: 586-594

    • DOI

      10.1093/jrr/rrz030

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Evaluation of organ-at-risk dose reduction with jaw tracking technique in flattening filter-free beams in lung stereotactic body radiation therapy2019

    • Author(s)
      Murakami Yu、Magome Taiki、Matsubayashi Fumiyasu、Takahashi Ryo、Arima Masato、Kamima Tatsuya、Nakano Masahiro、Sato Tomoharu、Yoshioka Yasuo、Oguchi Masahiko
    • Journal Title

      Physica Medica

      Volume: 61 Pages: 70-76

    • DOI

      10.1016/j.ejmp.2019.04.018

    • Related Report
      2019 Research-status Report
    • Peer Reviewed
  • [Journal Article] 3Dプリンターによる中空のある大血管モデルの作製2018

    • Author(s)
      伊藤今日一, 嶋田守男, 吉川宏起, 森口央基, 岡田朋子, 馬込大貴
    • Journal Title

      駒澤大学医療健康科学部紀要

      Volume: 15 Pages: 17-23

    • NAID

      120006618873

    • Related Report
      2018 Research-status Report
    • Open Access
  • [Journal Article] 3Dプリンターを用いて作製した胃疾患モデルの再現性に関する検討2018

    • Author(s)
      伊藤今日一, 嶋田守男, 吉川宏起, 森口央基, 岡田朋子, 馬込大貴
    • Journal Title

      駒澤大学医療健康科学部紀要

      Volume: 15 Pages: 25-31

    • NAID

      120006618874

    • Related Report
      2018 Research-status Report
    • Open Access
  • [Presentation] Outcome modeling using extrapolation data in oropharyngeal cancer patients after radiotherapy2021

    • Author(s)
      Kohei Oguma, Taiki Magome, Masanori Someya, Tomokazu Hasegawa, Koh-ichi Sakata.
    • Organizer
      The 9th Korea-Japan Joint Meeting on Medical Physics
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] AI-based detection of positioning error in skull X-ray images based on convolutional neural network2021

    • Author(s)
      Takuya Hirokane, Taiki Magome, Tatsuya Hayashi, Maiko Hashimoto, Masahiko Takahashi, Norio Hayashi
    • Organizer
      ASMIRT-NZIMRT 2021
    • Related Report
      2021 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 世界の放射線技術学と多様性, 海外の医学物理士関連の団体とその学術大会2021

    • Author(s)
      馬込大貴
    • Organizer
      第77回日本放射線技術学会総会学術大会
    • Related Report
      2021 Annual Research Report
    • Invited
  • [Presentation] Prediction of prostate cancer recurrence using machine learning models developed with extrapolation data2021

    • Author(s)
      Kouhei Oguma, Taiki Magome, Masanori Someya, Tomokazu Hasegawa, Koh-ichi Sakata.
    • Organizer
      第121回日本医学物理学会学術大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Structural similarity autoencoderに基づく検像支援システムの開発2021

    • Author(s)
      真木彪汰, 馬込大貴, 林達也, 橋本真衣子, 高橋雅彦, 林則夫
    • Organizer
      第77回日本放射線技術学会総会学術大会
    • Related Report
      2021 Annual Research Report
  • [Presentation] Evaluation of radiomic feature stability for CT imaging parameters in lung nodules.2020

    • Author(s)
      Shunpei Koizumi, Taiki Magome.
    • Organizer
      AAPM 2020
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] 前立腺癌患者における前立腺内の石灰化が生化学的再発予測モデルに与える影響2020

    • Author(s)
      村上悠, 馬込大貴, 水谷拓也, 佐藤智春, 吉岡靖生, 小口正彦.
    • Organizer
      日本放射線腫瘍学会第33回高精度放射線外部照射部会学術大会
    • Related Report
      2020 Research-status Report
  • [Presentation] CT画像におけるRadiomics特徴量のばらつきの評価2020

    • Author(s)
      小泉旬平, 馬込大貴
    • Organizer
      第76回日本放射線技術学会総会学術大会
    • Related Report
      2020 Research-status Report
  • [Presentation] 敵対的生成ネットワークに基づく検像支援システムの開発2020

    • Author(s)
      廣兼拓弥, 馬込大貴, 林達也, 橋本真衣子, 高橋雅彦, 林則夫
    • Organizer
      第76回日本放射線技術学会総会学術大会
    • Related Report
      2020 Research-status Report
  • [Presentation] Automated dose generation for intensity-modulated radiation therapy using generative adversarial networks in prostate cancer patient.2020

    • Author(s)
      Yu Murakami, Taiki Magome, Kazuki Matsumoto, Tomoharu Sato, Yasuo Yoshioka, Masahiko Oguchi
    • Organizer
      第119回日本医学物理学会学術大会
    • Related Report
      2020 Research-status Report
  • [Presentation] 診断から治療へ -AIの積極的な臨床応用に向けて-2020

    • Author(s)
      馬込大貴
    • Organizer
      第39回日本医用画像工学会大会
    • Related Report
      2020 Research-status Report
    • Invited
  • [Presentation] Potential of radiomic feature related to prostatic calcifications for the machine learning based prediction of biochemical recurrence in prostate cancer patient.2019

    • Author(s)
      Yu Murakami, Taiki Magome, Takuya Mizutani, Tomoharu Sato, Yasuo Yoshioka, Masahiko Oguchi.
    • Organizer
      ASTRO 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] A New Approach to the Risk Classification of Patients with Prostate Cancer Treated with I-125 Prostate Seed Implantation in a Japanese Nationwide Prospective Cohort Study2019

    • Author(s)
      Katsumasa Nakamura, Taiki Magome, Atsunori Yorozu, Shiro Saito, Kazuto Ito, Shinsuke Kojima, Takashi Kikuchi, Masanori Fukushima, Takushi Dokiya, Hidetoshi Yamanaka.
    • Organizer
      ASTRO 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research
  • [Presentation] 検査画像・医療情報を利用した患者の予後予測と機械 / 深層学習の適用2019

    • Author(s)
      馬込大貴
    • Organizer
      JIRA第9回画像医療システム産業研究会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 放射線治療における人工知能の応用2019

    • Author(s)
      馬込大貴
    • Organizer
      第12回中部放射線医療技術学術大会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 診療放射線部門におけるAIの現状と将来展望2019

    • Author(s)
      馬込大貴
    • Organizer
      東京電子専門学校診療放射線学科創設50周年記念特別講演
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 前立腺癌患者におけるRadiomics特徴量を用いた生化学的再発予測モデルの構築2019

    • Author(s)
      村上悠, 馬込大貴, 水谷拓也, 佐藤智春, 吉岡靖生, 小口正彦
    • Organizer
      日本放射線腫瘍学会第32回学術大会
    • Related Report
      2019 Research-status Report
  • [Presentation] 我々はどう生きるべきか-AI時代における医学物理と放射線技術-2019

    • Author(s)
      馬込大貴
    • Organizer
      駒澤大学診療放射線研究会第4回研究会セミナー
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 機械学習技術の放射線治療における応用研究の動向2019

    • Author(s)
      馬込大貴
    • Organizer
      第15回化学放射線治療科学研究会
    • Related Report
      2019 Research-status Report
  • [Presentation] DICOM-RTの基礎と輪郭情報の抽出2019

    • Author(s)
      馬込大貴
    • Organizer
      第3回放射線治療人工知能研究会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 令和の時代、医療に必要な技術・知識2019

    • Author(s)
      馬込大貴
    • Organizer
      第15回中四国放射線医療技術フォーラム
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 放射線治療におけるAIの活用と将来展望2019

    • Author(s)
      馬込大貴
    • Organizer
      第31回 九州放射線治療セミナー
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 医療分野におけるAIの最前線 -AIで医療は変わるのか-2019

    • Author(s)
      馬込大貴
    • Organizer
      総合危機管理学会第4回学術集会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 英語アブストラクトの書き方2019

    • Author(s)
      馬込大貴
    • Organizer
      第75回日本放射線技術学会総会学術大会
    • Related Report
      2019 Research-status Report
    • Invited
  • [Presentation] 皮下埋め込み型ポートによる線量分布への影響の検討2019

    • Author(s)
      竹下利貴, 馬込大貴, 佐藤道浩, 小野澤志郎, 多湖正夫, 土屋子夏, 佐々木雅之
    • Organizer
      第75回日本放射線技術学会総会学術大会
    • Related Report
      2019 Research-status Report
  • [Presentation] Prediction of prostate cancer recurrence after radiotherapy using support vector machine.2019

    • Author(s)
      Takuya Mizutani, Taiki Magome, Masanori Someya, Tomokazu Hasegawa, Koh-ichi Sakata
    • Organizer
      The 52nd Annual Meeting of the Taiwan Society of Radiological Technologists (TWSRT) and the International Conference of Medical Imaging
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Megavoltage CT reconstruction with extended field-of-view using various prior information2019

    • Author(s)
      Yuki Watanabe, Taiki Magome, Akihiro Haga, Kanabu Nawa, Masahiro Nakano, Yukihiro Nomura, Shohei Hanaoka, Keiichi Nakagawa
    • Organizer
      The 52nd Annual Meeting of the Taiwan Society of Radiological Technologists (TWSRT) and the International Conference of Medical Imaging
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Investigation of effective input image size of fully convolutional neural network for organs at risks segmentation in head and neck cancer radiotherapy2019

    • Author(s)
      Kazuki Matsumoto, Taiki Magome
    • Organizer
      The 52nd Annual Meeting of the Taiwan Society of Radiological Technologists (TWSRT) and the International Conference of Medical Imaging
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Effect of prostatic calcification on radiomic features extracted from computed tomography (CT)2019

    • Author(s)
      Yu Murakami, Taiki Magome, Masahiro Nakano, Tomoharu Sato, Yasuo Yoshioka, Masahiko Oguchi
    • Organizer
      The 52nd Annual Meeting of the Taiwan Society of Radiological Technologists (TWSRT) and the International Conference of Medical Imaging
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 模様を定量化する-テクスチャ解析の基礎-.2019

    • Author(s)
      馬込大貴
    • Organizer
      レディオミクス研究会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 人工知能と放射線治療2019

    • Author(s)
      馬込大貴
    • Organizer
      札幌医科大学放射線治療セミナー
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] Semantic segmentation using deep convolutional neural network in head and neck cancer radiotherapy2018

    • Author(s)
      Kazuki Matsumoto, Taiki Magome
    • Organizer
      ESTRO meets ASIA 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Nationwide prostate cancer outcome prediction study of permanent iodine-125 seed implantation: Outcome prediction using machine learning techniques with cohort 12018

    • Author(s)
      Taiki Magome, Katsumasa Nakamura, Takashi Kikuchi, Shinsuke Kojima, Kazuto Ito, Atsunori Yorozu, Shiro Saito, Masanori Fukushima
    • Organizer
      RSNA 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Machine leaning based prediction of prostate cancer recurrence after radiotherapy with radiosensitivity related proteins2018

    • Author(s)
      Takuya Mizutani, Taiki Magome, Masanori Someya, Tomokazu Hasegawa, Koh-ichi Sakata
    • Organizer
      RSNA 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Potential of jaw tracking technique in flattening filter free beam for lung stereotactic body radiation therapy2018

    • Author(s)
      Yu Murakami, Fumiyasu Matsubayashi, Taiki Magome, Ryo Takahashi, Masato Arima, Tatsuya Kamima, Masahiro Nakano, Tomoharu Sato, Yasuo Yoshioka, Masahiko Oguchi
    • Organizer
      AAPM 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Field-of-view expansion of megavoltage CT based on iterative reconstruction algorithm using information of treatment planning kV-CT2018

    • Author(s)
      Yuki Watanabe, Taiki Magome, Akihiro Haga, Kanabu Nawa, Masahiro Nakano, Yukihiro Nomura, Shohei Hanaoka, Keiichi Nakagawa, Darren Zuro, Chunhui Han, Jeffrey Wong, Susanta Hui
    • Organizer
      AAPM 2018
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Nationwide prostate cancer outcome prediction study of permanent iodine-125 seed implantation based on artificial intelligence: Preliminary analysis with cohort 12018

    • Author(s)
      Taiki Magome, Katsumasa Nakamura, Takashi Kikuchi, Shiro Saito
    • Organizer
      The 6th Taiwan-Japan Radiation Oncology Symposium
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 機械学習による放射線技術学の将来展望2018

    • Author(s)
      馬込大貴
    • Organizer
      京都大学医学部附属病院第10回放射線部学術講演会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 皮下埋め込み型ポートが投与線量に与える影響の検討2018

    • Author(s)
      竹下利貴, 馬込大貴, 守田圭伸, 筒井悠治, 氷室和彦, 馬場眞吾, 佐々木雅之
    • Organizer
      第46回日本放射線技術学会秋季学術大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 治療計画用kVCTを事前情報に用いた逐次近似再構成法に基づくMVCT画像の有効視野拡大方法の開発2018

    • Author(s)
      渡辺悠紀, 馬込大貴, 芳賀昭弘, 名和要武, 中野正寛, 野村行弘, 花岡昇平, 中川恵一
    • Organizer
      第116回医学物理学会学術大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 頭頸部癌放射線治療における治療計画CTのSemantic Segmentation2018

    • Author(s)
      松本和樹, 馬込大貴
    • Organizer
      第116回医学物理学会学術大会
    • Related Report
      2018 Research-status Report
  • [Presentation] 放射線治療分野におけるAIの可能性と将来展望2018

    • Author(s)
      馬込大貴
    • Organizer
      第23回北奥羽放射線治療懇談会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] 前立腺がん患者の放射線治療後の予後予測2018

    • Author(s)
      水谷拓也, 馬込大貴, 染谷正則, 長谷川智一, 坂田耕一
    • Organizer
      第2回人工知能応用医用画像研究会
    • Related Report
      2018 Research-status Report
  • [Presentation] Radiomicsと人工知能技術について2018

    • Author(s)
      馬込大貴
    • Organizer
      第3回大淀放射線研究会
    • Related Report
      2018 Research-status Report
    • Invited
  • [Presentation] Preliminary results of radiomics feature stability with various CT acquisition parameters2018

    • Author(s)
      Taiki Magome, Arata Yano, Morio Shimada, Kohki Yoshikawa
    • Organizer
      第115回日本医学物理学会学術大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Influence of respiratory motion on radiomics analyses of intratumoral heterogeneity in PET/CT imaging2018

    • Author(s)
      Toshiki Takeshita, Taiki Magome, Keishin Morita, Yuji Tsutsui, Kazuhiko Himuro, Shingo Baba, Masayuki Sasaki
    • Organizer
      第74回日本放射線技術学会総会学術大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Field-of-view expansion of megavoltage CT based on iterative reconstruction algorithm using prior information2018

    • Author(s)
      Yuki Watanabe, Taiki Magome, Akihiro Haga, Kanabu Nawa, Masahiro Nakano, Yukihiro Nomura, Shohei Hanaoka, Keiichi Nakagawa
    • Organizer
      第115回日本医学物理学会学術大会
    • Related Report
      2018 Research-status Report
  • [Presentation] Optimization of feature subset and parameters for support vector machine using genetic algorithm in outcome prediction for patients with glioma2018

    • Author(s)
      Takuya Mizutani, Taiki Magome, Akihiro Haga, Hiroshi Igaki, Kanabu Nawa, Noriyasu Sekiya, Keiichi Nakagawa
    • Organizer
      第115回日本医学物理学会学術大会
    • Related Report
      2018 Research-status Report
  • [Book] レディオミクス入門2021

    • Author(s)
      馬込大貴(分担執筆), 有村 秀孝 (編集), 角谷倫之 (編集)
    • Total Pages
      338
    • Publisher
      オーム社
    • ISBN
      4274226387
    • Related Report
      2021 Annual Research Report
  • [Book] 放射線治療AIと外科治療AI, "小線源治療"2020

    • Author(s)
      藤田 広志、有村 秀孝、諸岡 健一
    • Total Pages
      250
    • Publisher
      オーム社
    • ISBN
      427422547X
    • Related Report
      2020 Research-status Report
  • [Remarks] 馬込研究室ホームページ

    • URL

      https://magome.wixsite.com/laboratory

    • Related Report
      2021 Annual Research Report
  • [Remarks] 駒澤大学医療健康科学部馬込研究室ホームページ

    • URL

      https://magome.wixsite.com/laboratory

    • Related Report
      2020 Research-status Report 2019 Research-status Report 2018 Research-status Report

URL: 

Published: 2018-04-23   Modified: 2023-01-30  

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