Skip to main content

Advertisement

Log in

Computer-Aided Nodule Detection on Digital Chest Radiography: Validation Test on Consecutive T1 Cases of Resectable Lung Cancer

  • Published:
Journal of Digital Imaging Aims and scope Submit manuscript

Purpose

To evaluate the usefulness of a commercially available computer-assisted diagnosis (CAD) system on operable T1 cases of lung cancer by use of digital chest radiography equipment.

Materials and Methods

Fifty consecutive patients underwent surgery for primary lung cancer, and 50 normal cases were selected. All cancer cases were histopathologically confirmed T1 cases. All normal individuals were selected on the basis of chest computed tomography (CT) confirmation and were matched with cancer cases in terms of age and gender distributions. All chest radiographs were obtained with one computed radiography or two flat-panel detector systems. Eight radiologists (four chest radiologists and four residents) participated in observer tests and interpreted soft copy images by using an exclusive display system without and with CAD output. When radiologists diagnosed cases as positives, the locations of lesions were recorded on hard copies. The observers’ performance was evaluated by receiver operating characteristic analysis.

Results

The overall detectability of lung cancer cases with CAD system was 74% (37/50), and the false-positive rate was 2.28 (114/50) false positives per case for normal cases. The mean A z value increased significantly from 0.896 without CAD output to 0.923 with CAD output (P = 0.018). The main cause of the improvement in performance is attributable to changes from false negatives without CAD to true positives with CAD (19/31, 61%). Moreover, improvement in the location of the tumor was observed in 1.5 cases, on average, for radiology residents.

Conclusion

This CAD system for digital chest radiographs is useful in assisting radiologists in the detection of early resectable lung cancer.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig 1
Fig 2
Fig 3

Similar content being viewed by others

References

  1. AR Jazieh MJ Kyasa G Sethuraman et al. (2002) ArticleTitleDisparities in surgical resection of early-stage non-small cell lung cancer J Thorac Cardiovasc Surg 123 1173–1176 Occurrence Handle10.1067/mtc.2002.122538 Occurrence Handle12063465

    Article  PubMed  Google Scholar 

  2. BJ Flehinger M Kimmel MR Melamed (1992) ArticleTitleThe effect of surgical-treatment on survival from early lung cancer implications for screening Chest 101 1013–1018 Occurrence Handle1:STN:280:By2B3cbisVQ%3D Occurrence Handle1313349

    CAS  PubMed  Google Scholar 

  3. FE Patz S Rossi HD Harpole EJ Herndon CP Goodman (2000) ArticleTitleCorrelation of tumor size and survival in patients with stage IA non-small cell lung cancer Chest 117 1568–1571 Occurrence Handle10.1378/chest.117.6.1568 Occurrence Handle10858384

    Article  PubMed  Google Scholar 

  4. A Pasic EP Postmus GT Sutedja (2004) ArticleTitleWhat is early lung cancer? A review of the literature Lung Cancer 45 267–277 Occurrence Handle10.1016/j.lungcan.2004.01.024 Occurrence Handle15301867

    Article  PubMed  Google Scholar 

  5. HG Chotas CE Ravin (1994) ArticleTitleChest radiography: estimated lung volume and projected area obscured by the heart, mediastinum, and diaphragm Radiology 193 403–404 Occurrence Handle1:STN:280:ByqD283pslw%3D Occurrence Handle7972752

    CAS  PubMed  Google Scholar 

  6. WR Webb (1990) ArticleTitleRadiologic evaluation of the solitary pulmonary nodule AJR 154 701–708 Occurrence Handle1:STN:280:By%2BC1MrnvFQ%3D Occurrence Handle2107661

    CAS  PubMed  Google Scholar 

  7. RS Fontana DR Sanderson LB Woolner et al. (1991) ArticleTitleScreening for lung cancer. A critique of the Mayo Lung Project Cancer 67 1155–1164 Occurrence Handle10.1002/1097-0142(19910215)67:4+<1155::AID-CNCR2820671509>3.0.CO;2-0 Occurrence Handle1:STN:280:By6C387ktVc%3D Occurrence Handle1991274

    Article  CAS  PubMed  Google Scholar 

  8. JH Austin BM Romney LS Goldmith (1992) ArticleTitleMissed bronchogenic carcinoma: Radiographic findings in 27 patients with a potentially resectable lesion evident in retrospect Radiology 182 115–122 Occurrence Handle1:STN:280:By2D1c%2FmvVE%3D Occurrence Handle1727272

    CAS  PubMed  Google Scholar 

  9. T Kobayashi XW Xu H MacMahon et al. (1996) ArticleTitleEffect of a computer-aided diagnosis scheme on radiologists’ performance in detection of lung nodules on radiographs Radiology 199 843–848 Occurrence Handle1:STN:280:BymB38%2FlsFc%3D Occurrence Handle8638015

    CAS  PubMed  Google Scholar 

  10. S Kakeda J Moriya H Sato et al. (2004) ArticleTitleImproved detection of lung nodules on chest radiographs using a commercial computer-aided diagnosis system AJR 182 505–510 Occurrence Handle14736690

    PubMed  Google Scholar 

  11. J Shiraishi S Katsuragawa J Ikezoe et al. (2000) ArticleTitleDevelopment of a digital image database for chest radiographs with and without a lung nodule: receiver operating characteristic analysis of radiologists’ detection of pulmonary nodules AJR 174 71–74 Occurrence Handle1:STN:280:DC%2BD3c%2Fpt1Sgug%3D%3D Occurrence Handle10628457

    CAS  PubMed  Google Scholar 

  12. MT Freedman SCB Lo T Osicka et al. (2002) ArticleTitleComputer-aided detection of lung cancer on chest radiographs: effect of machine CAD false-positive locations on radiologists’ behavior Proc SPIE 4684 1311–1319

    Google Scholar 

  13. H MacMahon (2003) ArticleTitleDigital chest radiography: Practical issues J Thorac Imag 18 138–147 Occurrence Handle10.1097/00005382-200307000-00003

    Article  Google Scholar 

  14. J Morishita S Katsuragawa K Kondo et al. (2001) ArticleTitleAn automated patient recognition method based on an image-matching technique using previous chest radiographs in the picture archiving and communication system environment Med Phys 28 1093–1097 Occurrence Handle1:STN:280:DC%2BD38%2FhvVWnug%3D%3D Occurrence Handle11439478 Occurrence Handle10.1118/1.1373403

    Article  CAS  PubMed  Google Scholar 

  15. CE Metz BA Herman JH Shen (1998) ArticleTitleMaximum-likelihood estimation of receiver operating characteristic (ROC) curves from continuously distributed data Stat Med 17 1033–1053 Occurrence Handle10.1002/(SICI)1097-0258(19980515)17:9<1033::AID-SIM784>3.0.CO;2-Z Occurrence Handle1:STN:280:DyaK1c3nsFygtA%3D%3D Occurrence Handle9612889

    Article  CAS  PubMed  Google Scholar 

  16. GM Strauss RE Gleason DJ Sugarbaker (1995) ArticleTitleChest X-ray screening improves outcome in lung cancer. A reappraisal of randomized trials on lung cancer screening Chest 107 270–279

    Google Scholar 

  17. BJ Flehinger M Kimmel T Polyak MR Melamed (1993) ArticleTitleScreening for lung cancer. The Mayo Lung Project revisited Cancer 72 1573–1580 Occurrence Handle10.1002/1097-0142(19930901)72:5<1573::AID-CNCR2820720514>3.0.CO;2-9 Occurrence Handle1:STN:280:ByyA2M7gs1M%3D Occurrence Handle8394199

    Article  CAS  PubMed  Google Scholar 

  18. T Sobue T Suzuki T Naruke (1992) ArticleTitleA case-control study for evaluating lung-cancer screening in Japan. Japanese Lung-Cancer-Screening Research Group Int J Cancer 50 230–237 Occurrence Handle1:STN:280:By2C3M3js10%3D Occurrence Handle1730517

    CAS  PubMed  Google Scholar 

  19. JK Gohagan PM Marcus RM Fagerstrom et al. (2005) ArticleTitleFinal results of the Lung Screening Study, a randomized feasibility study of spiral CT versus chest X-ray screening for lung cancer Lung Cancer 47 9–15 Occurrence Handle10.1016/j.lungcan.2004.06.007 Occurrence Handle15603850

    Article  PubMed  Google Scholar 

  20. FR Hirsch WA Franklin AF Gazdar PA Bunn SuffixJr. (2001) ArticleTitleEarly detection of lung cancer: clinical perspectives of recent advances in biology and radiology Clin Cancer Res 7 5–22 Occurrence Handle1:CAS:528:DC%2BD3MXht1Whsbw%3D Occurrence Handle11205917

    CAS  PubMed  Google Scholar 

  21. PK Shah JH Austin CS White et al. (2003) ArticleTitleMissed non-small cell lung cancer: radiographic findings of potentially resectable lesions evident only in retrospect Radiology 226 235–241 Occurrence Handle12511696

    PubMed  Google Scholar 

  22. M Kaneko K Eguchi H Ohmatsu et al. (1996) ArticleTitlePeripheral lung cancer: screening and detection with low-dose spiral CT versus radiography Radiology 201 798–802 Occurrence Handle1:STN:280:ByiD1MzmvFM%3D Occurrence Handle8939234

    CAS  PubMed  Google Scholar 

  23. S Sone S Takashima F Li et al. (1998) ArticleTitleMass screening for lung cancer with mobile spiral computed tomography scanner Lancet 351 1242–1245 Occurrence Handle10.1016/S0140-6736(97)08229-9 Occurrence Handle1:STN:280:DyaK1czgsFyqtQ%3D%3D Occurrence Handle9643744

    Article  CAS  PubMed  Google Scholar 

  24. CI Henschke DI McCauley DF Yankelevitz et al. (1999) ArticleTitleEarly Lung Cancer Action Project: overall design and findings from baseline screening Lancet 354 99–105 Occurrence Handle10.1016/S0140-6736(99)06093-6 Occurrence Handle1:STN:280:DyaK1MzjsV2luw%3D%3D Occurrence Handle10408484

    Article  CAS  PubMed  Google Scholar 

  25. JS Swensen RJ Jett ET Hartman et al. (2005) ArticleTitleCT screening for lung cancer: Five-year prospective experience Radiology 235 259–265 Occurrence Handle15695622

    PubMed  Google Scholar 

  26. GC Weatherburn D Ridout NH Strickland et al. (2003) ArticleTitleA comparison of conventional film, CR hard copy and PACS soft copy images of the chest: analyses of ROC curves and inter-observer agreement Eur J Radiol 47 206–214 Occurrence Handle10.1016/S0720-048X(02)00214-0 Occurrence Handle12927664

    Article  PubMed  Google Scholar 

  27. C Balassy M Prokop M Weber J Sailer CJ Herold C Schaefer-Prokop (2005) ArticleTitleFlat-panel display (LCD) versus high-resolution gray-scale display (CRT) for chest radiography: An observer performance study AJR 184 752–756 Occurrence Handle15728593

    PubMed  Google Scholar 

Download references

Acknowledgments

The authors are grateful to express to Miho Ochi, M.D., Hirofumi Ihara, M.D., Eiki Nagao, M.D., and Daisuke Okamoto, M.D. for participating as observers; Mrs. Elisabeth Lanzl for improving the manuscript. K. Doi is a shareholder of R2 Technology, Inc. (Los Altos, CA, USA). CAD technologies developed in the Kurt Rossmann Laboratories have been licensed to companies including R2 Technology, Deus Technoligies, Riverain Medical Group, Mitsubishi Space Software Co., Median Technologies, Genaral Electric Corporation, and Toshiba Corporation. It is the policy of the University of Chicago that investigators disclose publicly actual or potential significant financial interests that may appear to be affected by research activities.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Shuji Sakai M.D., Ph.D..

Rights and permissions

Reprints and permissions

About this article

Cite this article

Sakai, S., Soeda, H., Takahashi, N. et al. Computer-Aided Nodule Detection on Digital Chest Radiography: Validation Test on Consecutive T1 Cases of Resectable Lung Cancer. J Digit Imaging 19, 376–382 (2006). https://doi.org/10.1007/s10278-006-0626-4

Download citation

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s10278-006-0626-4

Key Words

Navigation