Fully automatic quantification of knee osteoarthritis severity on plain radiographs

Osteoarthritis and Cartilage

Volumn 16, Issue 11, 2008, Pages 1300-1306

  Oka, H ^a   Muraki, S ^a   Akune, T ^a   Mabuchi, A ^a   Suzuki, T ^b   Yoshida, H ^b   Yamamoto, S ^b   Nakamura, K ^a   Yoshimura, N ^a   Kawaguchi, H ^a  

^a UNIVERSITY OF TOKYO   (Japan)

^b TOKYO METROPOLITAN INSTITUTE OF GERONTOLOGY   (Japan)

Author keywords

Computer aided diagnosis; Diagnosis; Imaging; Knee; Osteoarthritis; Plain radiograph

Indexed keywords

AGE; AGED; ANTERIOR POSTERIOR AXIS; ARTICLE; AUTOMATION; COHORT ANALYSIS; COMPUTER ASSISTED DIAGNOSIS; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC VALUE; DISEASE SEVERITY; FEMALE; HUMAN; IMAGE PROCESSING; KNEE OSTEOARTHRITIS; KNEE PAIN; KNEE RADIOGRAPHY; MAJOR CLINICAL STUDY; MALE; MULTIVARIATE LOGISTIC REGRESSION ANALYSIS; OBSERVER VARIATION; OSTEOPHYTE; PRIORITY JOURNAL; QUANTITATIVE DIAGNOSIS; RELIABILITY; REPRODUCIBILITY; RISK FACTOR; VARUS KNEE;

AGED; AGED, 80 AND OVER; AUTOMATION; HUMANS; KNEE JOINT; MALE; OSTEOARTHRITIS, KNEE; PAIN; PAIN MEASUREMENT; RADIOGRAPHIC IMAGE INTERPRETATION, COMPUTER-ASSISTED; REPRODUCIBILITY OF RESULTS; SEVERITY OF ILLNESS INDEX; WEIGHT-BEARING;

EID: 53849108467     PISSN: 10634584     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.joca.2008.03.011     Document Type: Article

References (43)

1. Sharma L., and Kapoor D. Epidemiology of osteoarthritis. In: Moskowitz R.W., Altman R.D., Hochberg M.C., Buckwalter J.A., and Goldberg V.M. (Eds). Osteoarthritis: Diagnosis and Medical/Surgical Management. 4th edn. (2007), Lippincott Williams & Wilkins, Philadelphia 3-26
2. Guccione A.A., Felson D.T., Anderson J.J., Anthony J.M., Zhang Y., Wilson P.W., et al. The effects of specific medical conditions on the functional limitations of elders in the Framingham Study. Am J Public Health 84 (1994) 351-358
3. Felson D.T., and Zhang Y. An update on the epidemiology of knee and hip osteoarthritis with a view to prevention. Arthritis Rheum 41 (1998) 1343-1355
4. Yelin E., and Callahan L.F. The economic cost and social and psychological impact of musculoskeletal conditions. National Arthritis Data Work Groups. Arthritis Rheum 38 (1995) 1351-1362
5. Abadie E., Ethgen D., Avouac B., Bouvenot G., Branco J., Bruyere O., et al. Recommendations for the use of new methods to assess the efficacy of disease-modifying drugs in the treatment of osteoarthritis. Osteoarthritis Cartilage 12 (2004) 263-268
6. Burstein D., and Gray M.L. Is MRI fulfilling its promise for molecular imaging of cartilage in arthritis?. Osteoarthritis Cartilage 14 (2006) 1087-1090
7. Eckstein F., Burstein D., and Link T.M. Quantitative MRI of cartilage and bone: degenerative changes in osteoarthritis. NMR Biomed 19 (2006) 822-854
8. Bauer D.C., Hunter D.J., Abramson S.B., Attur M., Corr M., Felson D., et al. Classification of osteoarthritis biomarkers: a proposed approach. Osteoarthritis Cartilage 14 (2006) 723-727
9. Kellgren J.H., and Lawrence J.S. Radiological assessment of osteo-arthrosis. Ann Rheum Dis 16 (1957) 494-502
10. Altman R.D., Hochberg M., Murphy Jr. W.A., Wolfe F., and Lequesne M. Atlas of individual radiographic features in osteoarthritis. Osteoarthritis Cartilage 3 Suppl A (1995) 3-70
11. Altman R.D., and Gold G.E. Atlas of individual radiographic features in osteoarthritis, revised. Osteoarthritis Cartilage 15 Suppl A (2007) A1-A56
12. Dacre J.E., and Huskisson E.C. The automatic assessment of knee radiographs in osteoarthritis using digital image analysis. Br J Rheumatol 28 (1989) 506-510
13. Buckland-Wright J.C., Macfarlane D.G., Williams S.A., and Ward R.J. Accuracy and precision of joint space width measurements in standard and macroradiographs of osteoarthritic knees. Ann Rheum Dis 54 (1995) 872-880
14. Prakash U., Wigderowitz C.A., McGurty D.W., and Rowley D.I. Computerised measurement of tibiofemoral alignment. J Bone Joint Surg Br 83 (2001) 819-824
15. Bruyere O., Henrotin Y.E., Honore A., Rovati L.C., Seidel L., Dardenne C., et al. Impact of the joint space width measurement method on the design of knee osteoarthritis studies. Aging Clin Exp Res 15 (2003) 136-141
16. Takahashi T., Yamanaka N., Komatsu M., Ogawa Y., Yoshida S., and Yamamoto H. A new computer-assisted method for measuring the tibio-femoral angle in patients with osteoarthritis of the knee. Osteoarthritis Cartilage 12 (2004) 256-259
17. Linaker C.H., Walker-Bone K., Palmer K., and Cooper C. Frequency and impact of regional musculoskeletal disorders. Baillieres Clin Rheumatol 13 (1999) 197-215
18. Summers M.N., Haley W.E., Reveille J.D., and Alarcon G.S. Radiographic assessment and psychologic variables as predictors of pain and functional impairment in osteoarthritis of the knee or hip. Arthritis Rheum 31 (1988) 204-209
19. Cicuttini F.M., Baker J., Hart D.J., and Spector T.D. Association of pain with radiological changes in different compartments and views of the knee joint. Osteoarthritis Cartilage 4 (1996) 143-147
20. Wluka A.E., Wolfe R., Stuckey S., and Cicuttini F.M. How does tibial cartilage volume relate to symptoms in subjects with knee osteoarthritis?. Ann Rheum Dis 63 (2004) 264-268
21. Boyle R.D., and Thomas R.C. Median filter. In: Boyle R.D., and Thomas R.C. (Eds). Computer Vision: a First Course (1988), Blackwell Scientific Publications 32-34
22. Canny J. A computational approach to edge detection. IEEE Trans Pattern Anal Mach Intell 8 (1986) 679-714
23. Hart D.J., Doyle D.V., and Spector T.D. Incidence and risk factors for radiographic knee osteoarthritis in middle-aged women: the Chingford Study. Arthritis Rheum 42 (1999) 17-24
24. Jones G., Ding C., Scott F., Glisson M., and Cicuttini F. Early radiographic osteoarthritis is associated with substantial changes in cartilage volume and tibial bone surface area in both males and females. Osteoarthritis Cartilage 12 (2004) 169-174
25. Kamekura S., Kawasaki Y., Hoshi K., Shimoaka T., and Chikuda H. Contribution of runt-related transcription factor 2 to the pathogenesis of osteoarthritis in mice after induction of knee joint instability. Arthritis Rheum 54 (2006) 2462-2470
26. Yamada T., Kawano H., Koshizuka Y., Fukuda T., Yoshimura K., Kamekura S., et al. Carminerin contributes to chondrocyte calcification during endochondral ossification. Nat Med 12 (2006) 665-670
27. Brandt K.D., Mazzuca S.A., Conrozier T., Dacre J.E., Peterfy C.G., Provvedini D., et al. Which is the best radiographic protocol for a clinical trial of a structure modifying drug in patients with knee osteoarthritis?. J Rheumatol 29 (2002) 1308-1320
28. Strand V., and Hochberg M.C. Study design and outcome measures in osteoarthritis clinical trials. In: Moskowitz R.W., Altman R.D., Hochberg M.C., Buckwalter J.A., and Goldberg V.M. (Eds). Osteoarthritis: Diagnosis and Medical/Surgical Management. 4th edn. (2007), Lippincott Williams & Wilkins, Philadelphia 313-325
29. Mazzuca S.A., Brandt K.D., and Buckwalter K.A. Detection of radiographic joint space narrowing in subjects with knee osteoarthritis: longitudinal comparison of the metatarsophalangeal and semiflexed anteroposterior views. Arthritis Rheum 48 (2003) 385-390
30. Mazzuca S.A., Brandt K.D., Dieppe P.A., Doherty M., Katz B.P., and Lane K.A. Effect of alignment of the medial tibial plateau and x-ray beam on apparent progression of osteoarthritis in the standing anteroposterior knee radiograph. Arthritis Rheum 44 (2001) 1786-1794
31. Sanfridsson J., Holje G., Svahn G., Ryd L., and Jonsson K. Radiation dose and image information in computed radiography. A phantom study of angle measurements in the weight-bearing knee. Acta Radiol 41 (2000) 310-316
32. Saito T., and Koshino T. Distribution of neuropeptides in synovium of the knee with osteoarthritis. Clin Orthop Relat Res 376 (2000) 172-182
33. Karachalios T., Zibis A., Papanagiotou P., Karantanas A.H., Malizos K.N., and Roidis N. MR imaging findings in early osteoarthritis of the knee. Eur J Radiol 50 (2004) 225-230
34. Felson D.T., Chaisson C.E., Hill C.L., Totterman S.M., Gale M.E., Skinner K.M., et al. The association of bone marrow lesions with pain in knee osteoarthritis. Ann Intern Med 134 (2001) 541-549
35. Bollet A.J. Edema of the bone marrow can cause pain in osteoarthritis and other diseases of bone and joints. Ann Intern Med 134 (2001) 591-593
36. Ravaud P., Giraudeau B., Auleley G.R., Drape J.L., Rousselin B., Paolozzi L., et al. Variability in knee radiographing: implication for definition of radiological progression in medial knee osteoarthritis. Ann Rheum Dis 57 (1998) 624-629
37. Wluka A.E., Stuckey S., Snaddon J., and Cicuttini F.M. The determinants of change in tibial cartilage volume in osteoarthritic knees. Arthritis Rheum 46 (2002) 2065-2072
38. Burgkart R., Glaser C., Hinterwimmer S., Hudelmaier M., Englmeier K.H., Reiser M., et al. Feasibility of T and Z scores from magnetic resonance imaging data for quantification of cartilage loss in osteoarthritis. Arthritis Rheum 48 (2003) 2829-2835
39. Cicuttini F.M., Jones G., Forbes A., and Wluka A.E. Rate of cartilage loss at two years predicts subsequent total knee arthroplasty: a prospective study. Ann Rheum Dis 63 (2004) 1124-1127
40. Raynauld J.P., Martel-Pelletier J., Berthiaume M.J., Labonte F., Beaudoin G., de Guise J.A., et al. Quantitative magnetic resonance imaging evaluation of knee osteoarthritis progression over two years and correlation with clinical symptoms and radiologic changes. Arthritis Rheum 50 (2004) 476-487
41. Cicuttini F., Hankin J., Jones G., and Wluka A. Comparison of conventional standing knee radiographs and magnetic resonance imaging in assessing progression of tibiofemoral joint osteoarthritis. Osteoarthritis Cartilage 13 (2005) 722-727
42. Ledingham J., Regan M., Jones A., and Doherty M. Factors affecting radiographic progression of knee osteoarthritis. Ann Rheum Dis 54 (1995) 53-58
43. van Dijk G.M., Dekker J., Veenhof C., and van den Ende C.H. Course of functional status and pain in osteoarthritis of the hip or knee: a systematic review of the literature. Arthritis Rheum 55 (2006) 779-785