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Computer Assisted Diagnosis System for CT Screening of Lung Cancer

Research Project

Project/Area Number 08308042
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Biomedical engineering/Biological material science
Research InstitutionUniversity of Tokushima

Principal Investigator

NIKI Noboru  Univ.of Tokushima, Faculty of Engineering, Professor, 工学部, 教授 (80116847)

Co-Investigator(Kenkyū-buntansha) KAWATA Yoshiki  Univ.of Tokushima, Faculty of Engineering, Lecturer, 工学部, 講師 (70274264)
BABA Norio  Osaka-Kyoiku University, Professor, 教授 (30035654)
OHMASTU Hironobu  National Cancer Center Hospital East, Staff, 呼吸器科, 医員(臨床)
EGUCHI Kenji  National Shikoku Cancer Center, Vice Director, 内科, 副院長(研究職)
MORINAGA Noriyuki  National Cancer Center Hospital, Chief, 放射線科, 部長(研究職)
佐藤 均  東芝医用機器技術所, 主査(研究職)
Project Period (FY) 1996 – 1998
Project Status Completed (Fiscal Year 1998)
Budget Amount *help
¥10,100,000 (Direct Cost: ¥10,100,000)
Fiscal Year 1998: ¥1,300,000 (Direct Cost: ¥1,300,000)
Fiscal Year 1997: ¥3,800,000 (Direct Cost: ¥3,800,000)
Fiscal Year 1996: ¥5,000,000 (Direct Cost: ¥5,000,000)
KeywordsCT screeing / lung cancer / Computer assisted diagnosis / Double reading / 存在診断 / 質的診断 / コンピュータ支援診断 / 臨床テスト / 比較読影 / 自動読影 / CAD / 臨床試験 / らせんCT / 経過観察診断 / 集団検診システム
Research Abstract

In Japan more than 45,000 people died of lung cancer in 1997 and the lung cancer was the highest cause among males. Recently, several studies have been reporting feasibility and efficacy of helical CT imaging that it may be an effective screening modality for lung cancer. In order to improve the chance of detecting pulmonary nodules which may be early lung cancers, we have been developping a computer-assisted diagnostic (CAD) system. This CAD system has an automatic detection of candidate nodules based on low dose helical CT images. Double reading of the CT screening is one potential solution to decreasing the number of the missed nodules. However, in practice, that is not feasible. Another potential solution is the use of the CAD system as the second reader. Two thousand consecutive CT images, which are obtained as part of lung cancer screeing, were tested to the thoracic radiologists and the CAD system. As a result, many candidate nodules were detected by the CAD system which were not seen initially by the radiologist. The double reading between the radiologist and the CAD system was effectively certified. The CAD system also has a benign or malignant diagnosis for each nodule candidate based on high dose helical CT images. A hundred of consecutive CT images, which are measured for the detection of candidate nodules on the CT screening, were comparatively evaluated between the radiologists and the CAD system. The CAD system showed an 80 % performance superior to the radiologist interpretation. The CAD software may detect pulmonary nodules which may have otherwise been overlooked by the radiologists at the initial interpretation. This may provide substantial benefit to the patient if the detected nodules are found to be at an early stage of lung cancer.

Report

(4 results)
  • 1998 Annual Research Report   Final Research Report Summary
  • 1997 Annual Research Report
  • 1996 Annual Research Report
  • Research Products

    (46 results)

All Other

All Publications (46 results)

  • [Publications] 仁木登: "ヘリカルCTを応用した将来の画像診断" 呼吸. 16-11. 1539-1546 (1997)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 仁木登: "バイオイメージング:X線CT画像と臨床" 医学のあゆみ. 186-5. 117-123 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Kanazawa N.Niki: "Computer-aided diagnosis for pulmonary nadules based on herical CT imges" Computeriyed Medical Imaging & Graphics. 22. 157-167 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Kawata N.Niki: "Quantitative Surface Characterization of Pulmonary Nodules Based on Thin-Section CT Images" IEEE Trans.on Nuclear Science. 45-4. 2132-2138 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Tozaki N.Niki: "Pulmonary Organs Analysis for Differeutial Diagnosis Based on Thoracic Thin-Section CT Images" IEEE Trans.on Nuclear Science. 45-6. 3075-3082 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Ukai,N.Niki: "A Coronary Calcification Diagnosis System Based on Helical CT Images" IEEE Trans.on Nuclear Science. (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Kanazawa N.Niki: "Medical Image Conputing and Computer-Assisted Interveuntion" Lecture Notesin Computer Science,1496,Springor, 8 (1998)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] N.Niki et al: "1st International Workshop on Computer-Aidel Diagnoss" Elsevier Science, 30 (1999)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Kanazawa, Y.Kawata, N.Niki, H.Satoh, H.Ohmatsu, R.Kakinuma, M.Kaneko, N.Moriyama, K.Eguchi: "Computer-aided diagnosis for pulmonary nodules based on herical CT images" Computerized Medical Imaging & Graphics. 22. 157-167 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, K.Eguchi, M.Kaneko, N.Moriyama: "Quantitative Surface Characterization of Pulmonary Nodules Based on Thin-Section CT Images" IEEE Trans. on Nuclear Science. 45, 4. 2132-2138 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Tozaki, Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, K.Eguchi, M.Kaneko, N.Moriyama: "Pulmonary 0rgans Analysis for Differential Diagnosis Based on Thoracic Thin-section CT Images" IEEE Trans. on Nuclear Science. 45, 6. 3075-3082 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] R.Sammouda, N.Niki, H.Nishitani, E.Kyokage: "Segmentation of Sputum Color Image for Lung Cancer Diagnosis Based on Neural Networks" IEICE Trans. Inf. & Syst.E81-D, 8. 862-871 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Ukai, N.NIki, H.Satoh, S.Watanabe, H.Ohmatsu, K.Eguchi, N.Moriyama: "A Coronary Calcification Diagnosis System Based on Helical CT lmages" IEEE Trans. on Nuclear Science. (in press). (1999)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, E.Eguchi, M.Kaneko, N.Moriyama: "Computer-aided Diagnosis of Pulmonary Nodules Based on Shape Analysis using Thin-section CT Images" SPIE Medical Imaging, San Diego. 3338. 1076-1086 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] M.Shimazu, N.Niki, H.Omatsu, R.Kakinuma, M.Kaneko, K.Eguchi, N.Moriyama: "A Lapse Observation Algorithm for Lung Cancer Detection Using 3DThoracic Helical CT Images" SPIE Medical Imaging, San Diego. 3338. 1403-1410 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Tozaki, Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, K.Eguchi, M.Kaneko, N.Moriyama: "Pulmonary organs analysis method and its application to differential diagnosis using thoracic Thin-section CT images" SPIE Medical Imaging, San Diego. 3338. 1459-1469 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, K.Mori, K.Eguchi, M.Kaneko, N.Moriyama: "Curvature Based Analysis of Pulmonary Nodules Using Thin-Section CT Images" Int. Conf. on Pattern Recognition, Brisbane. II. 361-363 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Kanazawa, Y.Kawata, N.Niki, H.Satoh, H.Ohmatsu, R.Kakinuma, M.Kaneko N.Moriyama, K.Eguchi: "Computer-Aided Diagnosis for Pulmonary Nodules Based on Helical CT Images" Int. Conf. on Pattern Recognition, Brisbane. II. 1683-1685 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Kanazawa, N.Niki, H.Ohmatsu, R.Kakinuma, N.Moriyama, M.Kaneko, K.Eguchi: "Computer Aided Diagnosis System for Pulmonary Nodules based on Helical CT Images" 1st. Int. Workshop on Computer-Aided Diagnosis, Chicago. (in press). (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, N.Moriyama, M.Kaneko, K.Eguchi, K.Mori: "Curvature Based Approach for Computer-Aided Diagnosis of Pulmonary Nodules using Thin-Section CT Images" 1st. Int. Workshop on Computer-Aided Diagnosis, Chicago. (in press). (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] M.Kubo, S.Nakagawa, N.Yamaguchi, N.Niki, K.Eguchi, M.Kaneko, H.Ohmatsu, N.Moriyama: "Algorithm for Lobar Extraction using Line Feature Detector" 1st. Int. Workshop on Computer-Aided Diagnosis, Chicago. (in press). (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] T.Tozaki, Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, N.Moriyama, M.Kaneko, K.Eguchi: "Pulmonary Structure Analysis and its Application based on Thoracic Thin-Section CT Images" 1st. Int. Workshop on Computer-Aided Diagnosis, Chicago. (in press). (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] M.Shimazu, N.Niki, H.Ohmatsu, R.Kakinuma, N.Moriyama, M.Kaneko, K.Eguchi: "Detection Algorithm of Interval Change using 3D Thoracic Images" 1st. Int. Workshop on Computer-Aided Diagnosis, Chicago. (in press). (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, K.Mori, K.Eguchi, M.Kaneko, N.Moriyama: "Curvature Based Analysis of Internal Structure of Pulmonary Nodules Using Thin-section CT Images" IEEE Int. Conf. on Image Processing, Chicago. 3. 851-855 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] K.Kanazawa, Y.Kawata, N.Niki, H.Ohmatsu, R.Kakinuma, K.Eguchi, M.Kaneko, N.Moriyama: "Computer-aided diagnostic system for pulmonary nodules using helical CT images" 1st Int. Conf. on Medical Image Computing & Computer-Assisted Intervention, Boston. 449-456 (1998)

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      1998 Final Research Report Summary
  • [Publications] 仁木登: "バイオイメージング:X線CT画像と臨床" 医学のあゆみ. 186・5. 117-123 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] K.Kanazawa, N.Niki: "Computer-aided diagnosis for pulmonary nodules based on herical CT" Computerized Medical Imaging & Graphics. 22. 157-167 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Kawata, N.Niki: "Quantitative Surface Characterization of Pulmonary Nodules Based on Thin-Section CT Images" IEEE Trans.on Nuclear Science. 45・4. 2132-2138 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] T.Tozaki, N.Niki: "Pulmonary Organs Analysis for Differential Diagnosis Based on Thoracic Thin-Section CT Images" IEEE Trans.on Nuclear Science. 45・6. 3075-3082 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] K.Kanazawa, N.Niki: "Medical Image Computing and Computer-Assisted Intervenntion" Lecture Notes in Computer Science, 1496, Springer, 8 (1998)

    • Related Report
      1998 Annual Research Report
  • [Publications] N.Niki, et al: "1st International Workshop on Computer-Aided Diagnosis" Elsevier Science, 36 (1999)

    • Related Report
      1998 Annual Research Report
  • [Publications] Y.Kawata, N.Niki, et al: "Shape Analysis of Pulmonary Nodules Based on Thin-Section CT Images" SPIE Medical Imaging 1997 Symposium. 3034. 964-974 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] S.Toshioka, N.Niki et al: "Computer Aided Diagnosis System for Lung Cancer Based on Helical CT Images" SPIE Medical Imaging 1997 Symposium. 3034. 975-984 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kawata, N.Niki et al: "Classification of Pulmonary Nodules in Thin-section CT Images Based on Shape" IEEE Int.Conf.on Image Processing. III. 528-530 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] M.Kubo, N.Niki, et al: "Bias Field Correction of Chest Thin Section CT Images" IEEE Int.Conf.on Image Processing. III. 551-554 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 仁木 登: "医用画像と知識処理" 新医療. 24-11. 112-115 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] 仁木 登: "ヘリカルCTを応用した将来の画像診断" 呼吸. 16-11. 1539-1546 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kawata, N.Niki, et al: "Lecture Notes in Computer Science Image Analysis and Processing" Springer, 8 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] R.Sammoud, N.Niki, et al: "Lecture Notes in Computer Science Image Analysis and Processing" Springer, 8 (1997)

    • Related Report
      1997 Annual Research Report
  • [Publications] Y.Kawata: "3D Image Reconstruction with Veiling Glare Correction to Improve the Contrast of 3D Reconstructed Vascular Image" IEEE Trans.on Nuclear Science. 43-1. 304-309 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] 河田佳樹: "コーンビームCTによる3次元血管像処理アルゴリズムについて" 電子情報通信学会論文誌. J79-D-II 6. 1134-1145 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Kanazawa: "Computer Aided Diagnosis System for Long Cancer Based on Helical CT Images" Int.Conf.on Pattern Recognition. III. 381-385 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] T.Tozaki: "3D Image Analysis of the Lung Area Using Thin Section CT Images and Its.Application to Differential Diagnosis" IEEE Int.Conf on Image Processing. II. 281-284 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Y.Kawata: "Measurement of Blood Vessel Characteristics of Disease Detection Based on Cone-Beam CT Images" IEEE Trans.on Nuclear Science. 43-6. 3348-3354 (1996)

    • Related Report
      1996 Annual Research Report
  • [Publications] Y.Kawata: "Shape analysis of pulwanary nodules based on thin-section CT images" SPIE Medical Imaging Symposium. (印刷中). (1997)

    • Related Report
      1996 Annual Research Report
  • [Publications] K.Kanazawa: "Visualization in Biomedical Computing" K.H.Hohne and R.Kikinis, 6 (1996)

    • Related Report
      1996 Annual Research Report

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Published: 1996-04-01   Modified: 2016-04-21  

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