Usefulness of computer-aided diagnosis schemes for vertebral fractures and lung nodules on chest radiographs

American Journal of Roentgenology

Volumn 191, Issue 1, 2008, Pages 260-265

  Kasai, Satoshi ^a,b   Li, Feng ^a   Shiraishi, Junji ^a   Doi, Kunio ^a  

^a UNIVERSITY OF CHICAGO   (United States)

^b R and D Center   (Japan)

Author keywords

Chest radiography; Computer aided diagnosis; Lung nodules; Observer study; Vertebral fractures

Indexed keywords

ARTICLE; CLINICAL ARTICLE; COMPUTER ASSISTED DIAGNOSIS; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; FALSE POSITIVE RESULT; FRAGILITY FRACTURE; HUMAN; LUNG NODULE; OSTEOPOROSIS; PRIORITY JOURNAL; RADIOLOGIST; RETROSPECTIVE STUDY; STATISTICAL ANALYSIS; THORAX RADIOGRAPHY; VERTEBRA FRACTURE;

AGED; AGED, 80 AND OVER; ALGORITHMS; ARTIFICIAL INTELLIGENCE; COIN LESION, PULMONARY; FEMALE; HUMANS; IMAGE ENHANCEMENT; IMAGE INTERPRETATION, COMPUTER-ASSISTED; LUNG NEOPLASMS; MALE; PATTERN RECOGNITION, AUTOMATED; RADIOGRAPHY, THORACIC; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SPINAL FRACTURES;

EID: 46849110821     PISSN: 0361803X     EISSN: None     Source Type: Journal    
DOI: 10.2214/AJR.07.3091     Document Type: Article

References (28)

1. International Osteoporosis Foundation. Annual report 2004. www.iofbonehealth.org/download/osteofound/filemanager/publications/pdf/ report_2004.pdf. Nyon, Switzerland: International Osteoporosis Foundation, 2004. Accessed March 18, 2008
2. Black DM, Arden NK, Palermo L, et al. Prevalent vertebral deformities predict hip fractures and new vertebral deformities but not wrist fractures. J Bone Miner Res 1999; 14:821-828
3. Liberman UA, Weiss SR, Bröll J, et al. Effect of oral alendronate on bone mineral density and the incidence of fractures in postmenopausal osteoporosis. N Engl J Med 1995; 333:1437-1443
4. Black DM, Cummings SR, Karpf DB, et al. Randomized trial of effect of alendronate on risk of fracture in women with existing vertebral fractures: Fracture Intervention Trial Research Group. Lancet 1996; 348:1535-1541
5. Chesnut CH III, Silverman S, Andriano K, et al. A randomized trial of nasal spray salmon calcitonin in post-menopausal women with established osteoporosis: the Prevent Recurrence of Osteoporotic Fractures study. Am J Med 2000; 109:267-276
6. Ettinger B, Black DM, Mitlak BH, et al. Reduction of vertebral fracture risk in postmenopausal women with osteoporosis treated with raloxifene: results from a 3-year randomized clinical trial. JAMA 1999; 282:637-645
7. Kim N, Rowe BH, Raymond G, et al. Underreporting of vertebral fractures on routine chest radiography. AJR 2004; 182:297-300
8. Gehlbach SH, Bigelow C, Heimisdottir M, May S, Walker M, Kirkwood JR. Recognition of vertebral fracture in a clinical setting. Osteoporos Int 2000; 11:577-582
9. Majumdar SR, Kim N, Colman I, et al. Incidental vertebral fractures discovered with chest radiography in the emergency department. Arch Intern Med 2005; 165:905-909
10. Mui LW, Haramati LB, Alterman DD, Haramati N, Zelefsky MN, Hamerman D. Evaluation of vertebral fractures on lateral chest radiographs of inner-city postmenopausal women. Calcif Tissue Int 2003; 73:550-554
11. Kasai S, Li F, Shiraishi J, Li Q, Doi K. Computerized detection of vertebral compression fractures on lateral chest radiographs: preliminary results with a tool for early detection of osteoporosis. Med Phys 2006; 33:4664-4674
12. Shiraishi J, Li Q, Suzuki K, Engelmann R, Doi K. Computer-aided diagnostic scheme for the detection of lung nodules on chest radiographs: localized search method based on anatomical classification. Med Phys 2006; 33:2642-2653
13. Shiraishi J, Li F, Doi K. Computer-aided diagnosis for improved detection of lung nodules by use of posterior-anterior and lateral chest radiographs. Acad Radiol 2007; 14:28-37
14. Kobayashi T, Xu XW, MacMahon H, Metz CE, Doi K. Effect of a computer-aided diagnosis scheme on radiologists' performance in detection of lung nodules on radiographs. Radiology 1996; 199:843-848
15. Genant HK, Wu CY, Van KC, Nevitt MC. Vertebral fracture assessment using a semiquantitative technique. J Bone Miner Res 1993; 8:1137-1148
16. Metz CE, Pan X. "Proper" binormal ROC curves: theory and maximum-likelihood estimation. J Math Psychol 1999; 43:1-33
17. Dorfman DD, Berbaum KS, Metz CE. Receiver operating characteristic rating analysis: generalization to the population of readers and patients with the jackknife method. Invest Radiol 1992; 27:723-731
18. Starr SJ, Metz CE, Lusted LB, Goodenough DJ. Visual detection and localization of radiographic images. Radiology 1975; 116:533-538
19. Zheng B, Chakraborty DP, Rockette HE, Maitz GS, Gur D. A comparison of two data analyses from two observer performance studies using jackknife ROC and JAFROC. Med Phys 2005; 32:1031-1034
20. Chakraborty DP, Berbaum KS. Observer studies involving detection and localization: modeling, analysis and validation. Med Phys 2004; 31:2313-2330
21. Shiraishi J, Abe H, Li F, Engelmann R, MacMahon H, Doi K. Computer-aided diagnosis for the detection and classification of lung cancers on chest radiographs: ROC analysis of radiologists' performance. Acad Radiol 2006; 13:995-1003
22. Kasai S, Li F, Shiraishi J, et al. Computerized method for detection of vertebral fractures on lateral chest radiographs based on morphometric data. Medical imaging 2007: computer-aided diagnosis: proceedings of SPIE, vol. 6514. Bellingham, WA: SPIE, 2007
23. Chan HP, Doi K, Vyborny CJ, et al. Improvement in radiologists' detection of clustered microcalcifications on mammograms: the potential of computeraided diagnosis. Invest Radiol 1990; 25:1102-1110
24. Li F, Arimura H, Shiraishi J, et al. Computer-aided detection of peripheral lung cancers missed at CT: ROC analyses without and with localization. Radiology 2005; 237:684-690
25. Hirai T, Korogi Y, Katsuragawa S, et al. Intracranial aneurysms at MR angiography: effect of computer-aided diagnosis on radiologists' detection performance. Radiology 2005; 237:605-610
26. Doi K. Overview on research and development of computer-aided diagnostic schemes. Semin Ultrasound CT MR 2004; 25:404-410
27. Doi K. Current status and future potential of computer-aided diagnosis in medical imaging. Br J Radiol 2005; 78:S3-S19
28. Austin JH, Romney BM, Goldsmith LS. Missed bronchogenic carcinoma: radiographic findings in 27 patients with a potentially respectable lesion evident in retrospect. Radiology 1992; 182:115-122