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1998 Fiscal Year Final Research Report Summary

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)
Project Period (FY) 1996 – 1998
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
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.

  • Research Products

    (25 results)

All Other

All Publications (25 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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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)

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      「研究成果報告書概要(欧文)」より
  • [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
  • [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)

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      「研究成果報告書概要(欧文)」より
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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
  • [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

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Published: 1999-12-08  

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