Literature DB >> 10757609

Trainable rule-based algorithm for the measurement of joint space width in digital radiographic images of the knee.

J Duryea1, J Li, C G Peterfy, C Gordon, H K Genant.   

Abstract

The progression of osteoarthritis (OA) can be monitored by measuring the minimum joint space width (mJSW) between the edges of the femoral condyle and the tibial plateau on radiographs of the knee. This is generally performed by a trained physician using a graduated magnifying lens and is prone to the subjectivity and variation associated with observer measurement. We have developed software that performs this measurement automatically on digitized radiographs. The test data consisted of 180 digitized radiographs of the knee (90 duplicate acquisitions) from 18 normal (nonarthritic) subjects and 38 images from 10 subjects with OA. These were digitized and manually cropped so that the images were free of nonanatomical structures and the knee was approximately centered. The software first determined the edge of the femoral condyle on 400 microm pixel subsampled images. Contours marking the location of the tibial plateau in the medial compartment were found on 100 microm images using the femoral edge as a reference. The algorithm was trained using an independent but similar data set and using a jackknife approach with the test data. The results were compared to contours drawn by a trained reader and the duplicate acquisitions were used to measure the reproducibility of the mJSW measurement. The reproducibility was 0.16 mm and 0.18 mm for normal and osteoarthritic knees, respectively, representing an improvement of approximately a factor of 2 over manual measurement. The algorithm also showed excellent agreement with the hand-drawn contours and with mJSW determined by the manual method.

Entities:  

Keywords:  Non-programmatic

Mesh:

Year:  2000        PMID: 10757609     DOI: 10.1118/1.598897

Source DB:  PubMed          Journal:  Med Phys        ISSN: 0094-2405            Impact factor:   4.071


  46 in total

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Authors:  Leena Sharma; Alison H Chang; Rebecca D Jackson; Michael Nevitt; Kirsten C Moisio; Marc Hochberg; Charles Eaton; C Kent Kwoh; Orit Almagor; Jane Cauley; Joan S Chmiel
Journal:  Arthritis Rheumatol       Date:  2017-11       Impact factor: 10.995

2.  Effects of prescription nonsteroidal antiinflammatory drugs on symptoms and disease progression among patients with knee osteoarthritis.

Authors:  Kate L Lapane; Shibing Yang; Jeffrey B Driban; Shao-Hsien Liu; Catherine E Dubé; Timothy E McAlindon; Charles B Eaton
Journal:  Arthritis Rheumatol       Date:  2015-03       Impact factor: 10.995

3.  Effects of glucosamine and chondroitin supplementation on knee osteoarthritis: an analysis with marginal structural models.

Authors:  Shibing Yang; Charles B Eaton; Timothy E McAlindon; Kate L Lapane
Journal:  Arthritis Rheumatol       Date:  2015-03       Impact factor: 10.995

4.  Fixed-flexion radiography of the knee provides reproducible joint space width measurements in osteoarthritis.

Authors:  Manish Kothari; Ali Guermazi; Gabriele von Ingersleben; Yves Miaux; Martine Sieffert; Jon E Block; Randall Stevens; Charles G Peterfy
Journal:  Eur Radiol       Date:  2004-05-19       Impact factor: 5.315

5.  Semi-automated digital image analysis of joint space width in knee radiographs.

Authors:  J E Schmidt; K K Amrami; A Manduca; K R Kaufman
Journal:  Skeletal Radiol       Date:  2005-05-25       Impact factor: 2.199

6.  Longitudinal association between foot and ankle symptoms and worsening of symptomatic radiographic knee osteoarthritis: data from the osteoarthritis initiative.

Authors:  K L Paterson; J Kasza; D J Hunter; R S Hinman; H B Menz; G Peat; K L Bennell
Journal:  Osteoarthritis Cartilage       Date:  2017-05-13       Impact factor: 6.576

7.  Modeling and predicting osteoarthritis progression: data from the osteoarthritis initiative.

Authors:  E Halilaj; Y Le; J L Hicks; T J Hastie; S L Delp
Journal:  Osteoarthritis Cartilage       Date:  2018-08-18       Impact factor: 6.576

8.  Robust x-ray image segmentation by spectral clustering and active shape model.

Authors:  Jing Wu; Mohamed R Mahfouz
Journal:  J Med Imaging (Bellingham)       Date:  2016-09-20

9.  Patterns of intra-articular injection use after initiation of treatment in patients with knee osteoarthritis: data from the osteoarthritis initiative.

Authors:  S-H Liu; C E Dubé; J B Driban; T E McAlindon; C B Eaton; K L Lapane
Journal:  Osteoarthritis Cartilage       Date:  2017-06-13       Impact factor: 6.576

10.  Location specific radiographic joint space width for osteoarthritis progression.

Authors:  G Neumann; D Hunter; M Nevitt; L B Chibnik; K Kwoh; H Chen; T Harris; S Satterfield; J Duryea
Journal:  Osteoarthritis Cartilage       Date:  2008-11-12       Impact factor: 6.576

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