Knee osteoarthritis image registration: Data from the Osteoarthritis Initiative

被引:0
作者
Galvan-Tejada, Jorge I. [2 ]
Celaya-Padilla, Jose M.
Trevino, Victor
Tamez-Pena, Jose G. [1 ]
机构
[1] ITESM, Escuela Med, Dept Invest & Innovac, Monterrey 64710, NL, Mexico
[2] Univ Autonoma Zacatecas, Unidad Acad Ingn Elect, Zacatecas 98000, Zac, Mexico
来源
MEDICAL IMAGING 2015: COMPUTER-AIDED DIAGNOSIS | 2015年 / 9414卷
关键词
Osteoarthritis; knee; K&L; image registration; RADIOGRAPHIC FEATURES; PAIN; SYMPTOMS; DISEASE;
D O I
10.1117/12.2082426
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Knee osteoarthritis is a very common disease, in early stages, changes in joint structures are shown, some of the most common symptoms are; formation of osteophytes, cartilage degradation and joint space reduction, among others. Based on a joint space reduction measurement, Kellgren-Lawrence grading scale (K&L), is a very extensive used tool to asses radiological OA knee x-ray images, based on information obtained from these assessments, the objective of this work is to correlate the K&L score to the bilateral asymmetry between knees. Using public data from the Osteoarthritis initiative (OAI), a set of images with different K&L scores were used to determine a relationship of K&L score and the bilateral asymmetry, in order to measure the asymmetry between the knees, the right knee was registered to match the left knee, then a series of similarity metrics, mutual information, correlation, and mean squared error where computed to correlate the deformation (mismatch) of the knees to the K&L score. Radiological information was evaluated and scored by OAI radiologist groups. The results of the study suggest an association between Radiological K&L score and image registration metrics, mutual information and correlation is higher in the early stages, and mean squared error is higher in advanced stages. This association can be helpful to develop a computer aided grading tool.
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页数:7
相关论文
共 22 条
[1]   DEVELOPMENT OF CRITERIA FOR THE CLASSIFICATION AND REPORTING OF OSTEOARTHRITIS - CLASSIFICATION OF OSTEOARTHRITIS OF THE KNEE [J].
ALTMAN, R ;
ASCH, E ;
BLOCH, D ;
BOLE, G ;
BORENSTEIN, D ;
BRANDT, K ;
CHRISTY, W ;
COOKE, TD ;
GREENWALD, R ;
HOCHBERG, M ;
HOWELL, D ;
KAPLAN, D ;
KOOPMAN, W ;
LONGLEY, S ;
MANKIN, H ;
MCSHANE, DJ ;
MEDSGER, T ;
MEENAN, R ;
MIKKELSEN, W ;
MOSKOWITZ, R ;
MURPHY, W ;
ROTHSCHILD, B ;
SEGAL, M ;
SOKOLOFF, L ;
WOLFE, F .
ARTHRITIS AND RHEUMATISM, 1986, 29 (08) :1039-1049
[2]   Atlas of individual radiographic features in osteoarthritis, revised [J].
Altman, R. D. ;
Gold, G. E. .
OSTEOARTHRITIS AND CARTILAGE, 2007, 15 :A1-A56
[3]  
BELLAMY N, 1988, J RHEUMATOL, V15, P1833
[4]   Local image registration a comparison for bilateral registration mammography [J].
Celaya-Padilla, Jose M. ;
Rodriguez-Rojas, Juan ;
Trevino, Victor ;
Gerardo Tamez-Pena, Jose G. .
IX INTERNATIONAL SEMINAR ON MEDICAL INFORMATION PROCESSING AND ANALYSIS, 2013, 8922
[5]   Non-rigid image registration: theory and practice [J].
Crum, WR ;
Hartkens, T ;
Hill, DLG .
BRITISH JOURNAL OF RADIOLOGY, 2004, 77 :S140-S153
[6]   PAIN AND DISABILITY IN OSTEOARTHRITIS - A REVIEW OF BIOBEHAVIORAL MECHANISMS [J].
DEKKER, J ;
BOOT, B ;
VANDERWOUDE, LHV ;
BIJLSMA, JWJ .
JOURNAL OF BEHAVIORAL MEDICINE, 1992, 15 (02) :189-214
[7]   Revisiting Intensity-Based Image Registration Applied to Mammography [J].
Diez, Yago ;
Oliver, Arnau ;
Llado, Xavier ;
Freixenet, Jordi ;
Marti, Joan ;
Carles Vilanova, Joan ;
Marti, Robert .
IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE, 2011, 15 (05) :716-725
[8]   Trainable rule-based algorithm for the measurement of joint space width in digital radiographic images of the knee [J].
Duryea, J ;
Li, J ;
Peterfy, CG ;
Gordon, C ;
Genant, HK .
MEDICAL PHYSICS, 2000, 27 (03) :580-591
[9]  
Galvan-Tejada J. I., 2014, SPIE MED IMAGING
[10]   The relationship between quadriceps muscle weakness and worsening of knee pain in the MOST cohort: a 5-year longitudinal study [J].
Glass, N. A. ;
Torner, J. C. ;
Law, L. A. Frey ;
Wang, K. ;
Yang, T. ;
Nevitt, M. C. ;
Felson, D. T. ;
Lewis, C. E. ;
Segal, N. A. .
OSTEOARTHRITIS AND CARTILAGE, 2013, 21 (09) :1154-1159