• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Lung cancer probability and prognostic prediction using a large-scale CT image database

Research Project

Project/Area Number 26280107
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypePartial Multi-year Fund
Section一般
Research Field Life / Health / Medical informatics
Research InstitutionThe University of Tokushima

Principal Investigator

Kawata yoshiki  徳島大学, 大学院理工学研究部, 准教授 (70274264)

Co-Investigator(Kenkyū-buntansha) 仁木 登  徳島大学, ソシオテクノサイエンス研究部, 教授 (80116847)
大松 広伸  国立研究開発法人国立がん研究センター, 東病院, 副科長 (40415518)
楠本 昌彦  国立研究開発法人国立がん研究センター, 東病院, 科長 (90252767)
Project Period (FY) 2014-04-01 – 2017-03-31
Project Status Completed (Fiscal Year 2016)
Budget Amount *help
¥15,860,000 (Direct Cost: ¥12,200,000、Indirect Cost: ¥3,660,000)
Fiscal Year 2016: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2015: ¥4,550,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥1,050,000)
Fiscal Year 2014: ¥6,760,000 (Direct Cost: ¥5,200,000、Indirect Cost: ¥1,560,000)
Keywords肺がんの画像診断法 / 肺がん病態の時空間的な解析法 / 肺がん候補の悪性度推定法 / 肺がん候補の予後予測法 / 経時拡大CT画像 / 経時拡大CT 画像
Outline of Final Research Achievements

Purpose of this research was to develop prediction models for lung cancer probability and prognosis through quantitative analyses of a large-scale CT image database. We strove to the following three major research issues: (1) establishment of a large-scale CT image database in which thoracic CT images with a large field-of-view, clinicopathological information, and prognostic information were included, (2) development of CT features which can represent tumor phenotypes quantitatively, (3) development of prediction models for lung cancer probability and prognosis. Our achievements may accelerate the identification of reliable and meaningful quantitative imaging biomarkers to develop the core technologies of estimating lung cancer probability and prognosis using preoperative CT images.

Report

(4 results)
  • 2016 Annual Research Report   Final Research Report ( PDF )
  • 2015 Annual Research Report
  • 2014 Annual Research Report
  • Research Products

    (16 results)

All 2017 2016 2015 2014

All Journal Article (1 results) Presentation (15 results) (of which Int'l Joint Research: 3 results,  Invited: 3 results)

  • [Journal Article] 計算解剖モデルに基づく診断支援2014

    • Author(s)
      仁木登,河田佳樹,鈴木秀宣,松廣幹雄
    • Journal Title

      INNERVISION

      Volume: 29 Pages: 19-21

    • NAID

      130000886607

    • Related Report
      2014 Annual Research Report
  • [Presentation] 拡大CT画像を用いた肺腺がん(病期IA)の周囲構造特徴と再発リスクの関連2017

    • Author(s)
      河田佳樹,仁木登,楠本昌彦,大松広伸,青景圭樹,石井源一郎,松元祐司,土田敬明,江口研二
    • Organizer
      第24回日本CT検診学会学術集会
    • Place of Presentation
      あわぎんホール (徳島県徳島市)
    • Year and Date
      2017-02-03
    • Related Report
      2016 Annual Research Report
  • [Presentation] 拡大CT画像を用いた肺がんのコンピュータ支援診断2017

    • Author(s)
      河田佳樹,仁木登,大松広伸,楠本昌彦,青景圭樹,土田敬明,松元祐司,江口研二,金子昌弘
    • Organizer
      第9回呼吸機能イメージング研究会学術集会
    • Place of Presentation
      京都大学 百周年時計台記念館 (京都府京都市)
    • Year and Date
      2017-01-27
    • Related Report
      2016 Annual Research Report
  • [Presentation] Multiscale function and pathology modeling of respiratory system2016

    • Author(s)
      N.Niki
    • Organizer
      The 55th Annual Conference of Japanese Society for Medical and Biological Engineering
    • Place of Presentation
      Toyama International Conference Center (Toyama-city, Toyama)
    • Year and Date
      2016-04-26
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Preliminary study of visualizing membrane structures of spiculated pulmonary nodules in three-dimensional thoracic CT images2016

    • Author(s)
      Y.Kawata, N.Niki, H.Ohmatsu, K.Aokage, M.Kusumoto, T.Tsuchida, K.Eguchi, M.Kaneko:
    • Organizer
      Proc. SPIE Medical Imaging
    • Place of Presentation
      Town & Country Resort and Convention Center (San Diego, California, USA)
    • Year and Date
      2016-02-27
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Three-dimensional morphological analysis of spiculated pulmonary nodules in thoracic CT images2016

    • Author(s)
      Y.Kawata, N.Niki, H.Ohmatsu, K.Aokage, M.Kusumoto, T.Tsuchida, K.Eguchi, M.Kaneko
    • Organizer
      1st Asia Oceania Workshop of Pulmonary Functional Imaging combined with 8th Japanese Society of Pulmonary Functional Imaging
    • Place of Presentation
      Awaji Yumebutai International Conference Center (Awaji City, Hyogo, Japan)
    • Year and Date
      2016-01-29
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Presentation] (特別講演)胸部CT画像解析と臨床利用2015

    • Author(s)
      仁木登
    • Organizer
      第17回医用画像認知研究会
    • Place of Presentation
      京都キャンパスプラザ(京都府京都市)
    • Year and Date
      2015-08-29
    • Related Report
      2015 Annual Research Report
  • [Presentation] Nonlinear dimensionality reduction of CT histogram based feature space for predicting recurrence-free survival in non-small-cell lung cancer2015

    • Author(s)
      Y.Kawata, N.Niki, H.Ohmatsu, K.Aokage, M.Kusumoto, T.Tsuchida, K.Eguchi, M.Kaneko
    • Organizer
      Proc. SPIE Medical Imaging
    • Place of Presentation
      Renaissance Orlando (Orlando, Florida, United States)
    • Year and Date
      2015-02-21 – 2015-02-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Quantitative assessment of smoking-induced emphysema progression in longitudinal CT screening for lung cancer2015

    • Author(s)
      H.Suzuki, R.Mizuguchi, M.Matsuhiro, Y.Kawata, N.Niki, Y.Nakano, H.Ohmatsu, M.Kusumoto, T.Tsuchida, K.Eguchi, M.Kaneko, N.Moriyama
    • Organizer
      Proc. SPIE Medical Imaging
    • Place of Presentation
      Renaissance Orlando (Orlando, Florida, United States)
    • Year and Date
      2015-02-21 – 2015-02-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Peripleural lung disease detection based on multi-slice CT images2015

    • Author(s)
      M.Matsuhiro, H.Suzuki, Y.Kawata, N.Niki, Y.Nakano, H.Ohmatsu, M.Kusumoto, T.Tsuchida, K.Eguchi, M.Kaneko
    • Organizer
      Proc. SPIE Medical Imaging
    • Place of Presentation
      Renaissance Orlando (Orlando, Florida, United States)
    • Year and Date
      2015-02-21 – 2015-02-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] Microstructure analysis of the pulmonary acinus using a synchrotron radiation CT2015

    • Author(s)
      Y.Tokumoto, K.Minami, Y.Kawata, N.Niki, K.Umetani, Y.Nakano, H.Sakai, H.Ohmatsu, H.Itoh
    • Organizer
      Proc. SPIE Medical Imaging
    • Place of Presentation
      Renaissance Orlando (Orlando, Florida, United States)
    • Year and Date
      2015-02-21 – 2015-02-26
    • Related Report
      2014 Annual Research Report
  • [Presentation] CAD工学的課題解決から臨床応用に向けて2014

    • Author(s)
      仁木登
    • Organizer
      日本医用画像工学会大会
    • Place of Presentation
      東京慈恵会医科大学(東京都港区)
    • Year and Date
      2014-07-25
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] CADe and CADx for lung cancer CT images2014

    • Author(s)
      N.Niki
    • Organizer
      CARS International Journal of Computer Assisted Radiology and Surgery
    • Place of Presentation
      Fukuoka International Convention Center (福岡県福岡市)
    • Year and Date
      2014-06-27
    • Related Report
      2014 Annual Research Report
    • Invited
  • [Presentation] Recurrence-free survival prediction of non-small cell lung cancer based on a nonparametric Bayesian analysis of CT histograms2014

    • Author(s)
      Y.Kawata, N.Niki, H.Ohmatsu, K.Aokage, M.Kusumoto, T.Tsuchida, M.Satake, K.Eguchi, M.Kaneko, N.Moriyama
    • Organizer
      CARS International Journal of Computer Assisted Radiology and Surgery
    • Place of Presentation
      Fukuoka International Convention Center (福岡県福岡市)
    • Year and Date
      2014-06-25 – 2014-06-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] Automatic extraction of abdominal blood vessel through the portal phase of a CT dataset2014

    • Author(s)
      A.Maklad, M.Matsuhiro, H.Suzuki, Y.Kawata, N.Niki, M.Satake, N.Moriyama, T.Utsunomiya, M.Shimada:
    • Organizer
      CARS International Journal of Computer Assisted Radiology and Surgery
    • Place of Presentation
      Fukuoka International Convention Center (福岡県福岡市)
    • Year and Date
      2014-06-25 – 2014-06-28
    • Related Report
      2014 Annual Research Report
  • [Presentation] 肺がんのマルチスケールCT画像解析と臨床応用2014

    • Author(s)
      仁木登
    • Organizer
      第67回岐阜呼吸器疾患研究会
    • Place of Presentation
      岐阜県医師会館(岐阜県岐阜市)
    • Year and Date
      2014-05-31
    • Related Report
      2014 Annual Research Report
    • Invited

URL: 

Published: 2014-04-04   Modified: 2018-03-22  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi