Validation of automatic joint space width measurements in hand radiographs in rheumatoid arthritis

被引:6
作者
Schenk, Olga [1 ]
Huo, Yinghe [2 ,3 ]
Vincken, Koen L. [2 ]
van de laar, Mart A. [4 ]
Kuper, Ina H. H. [4 ]
Slump, Kees C. H. [1 ]
Lafeber, Floris P. J. G. [3 ]
Moens, Hein J. Bernelot [5 ]
机构
[1] Univ Twente, MIRA Inst Biomed Technol & Tech Med, Drienerlolaan 5, NL-7522 NB Enschede, Netherlands
[2] Univ Med Ctr Utrecht, Image Sci Inst, Heidelberglaan 100, NL-3584 CX Utrecht, Netherlands
[3] Univ Med Ctr Utrecht, Dept Rheumatol & Clin Immunol, Heidelberglaan 100, NL-3584 CX Utrecht, Netherlands
[4] Medisch Spectrum Twente, Dept Rheumatol, Koningspl 1, NL-7512 KZ Enschede, Netherlands
[5] Ziekenhuisgroep Twente, Dept Rheumatol, Geerdinksweg 141, NL-7555 DL Hengelo, Netherlands
关键词
image analysis; rheumatoid arthritis; automated measurements; computer assisted measurements;
D O I
10.1117/1.JMI.3.4.044502
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Computerized methods promise quick, objective, and sensitive tools to quantify progression of radiological damage in rheumatoid arthritis (RA). Measurement of joint space width (JSW) in finger and wrist joints with these systems performed comparable to the Sharp-van der Heijde score (SHS). A next step toward clinical use, validation of precision and accuracy in hand joints with minimal damage, is described with a close scrutiny of sources of error. A recently developed system to measure metacarpophalangeal (MCP) and proximal interphalangeal (PIP) joints was validated in consecutive hand images of RA patients. To assess the impact of image acquisition, measurements on radiographs from a multicenter trial and from a recent prospective cohort in a single hospital were compared. Precision of the system was tested by comparing the joint space in mm in pairs of subsequent images with a short interval without progression of SHS. In case of incorrect measurements, the source of error was analyzed with a review by human experts. Accuracy was assessed by comparison with reported measurements with other systems. In the two series of radiographs, the system could automatically locate and measure 1003/1088 (92.2%) and 1143/1200 (95.3%) individual joints, respectively. In joints with a normal SHS, the average (SD) size of MCP joints was 1.7 +/- 0.2 and 1.6 +/- 0.3 mm in the two series of radiographs, and of PIP joints 1.0 +/- 0.2 and 0.9 +/- 0.2 mm. The difference in JSW between two serial radiographs with an interval of 6 to 12 months and unchanged SHS was 0.0 +/- 0.1 mm, indicating very good precision. Errors occurred more often in radiographs from the multicenter cohort than in a more recent series from a single hospital. Detailed analysis of the 55/1125 (4.9%) measurements that had a discrepant paired measurement revealed that variation in the process of image acquisition (exposure in 15% and repositioning in 57%) was a more frequent source of error than incorrect delineation by the software (25%). Various steps in the validation of an automated measurement system for JSW of MCP and PIP joints are described. The use of serial radiographs from different sources, with a short interval and limited damage, is helpful to detect sources of error. Image acquisition, in particular repositioning, is a dominant source of error. (C) The Authors. Published by SPIE under a Creative Commons Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI.
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页数:8
相关论文
共 24 条
[1]  
Angwin J, 2004, J RHEUMATOL, V31, P1050
[2]  
Angwin J, 2001, J RHEUMATOL, V28, P1825
[3]   Randomised comparison of combined step-down prednisolone, methotrexate and sulphasalazine with sulphasalazine alone in early rheumatoid arthritis [J].
Boers, M ;
Verhoeven, AC ;
Markusse, HM ;
vandeLaar, MAFJ ;
Westhovens, R ;
vanDenderen, JC ;
vanZeben, D ;
Dijkmans, BAC ;
Peeters, AJ ;
Jacobs, P ;
vandenBrink, HR ;
Schouten, HJA ;
vanderHeijde, DMFM ;
Boonen, A ;
vanderLinden, S .
LANCET, 1997, 350 (9074) :309-318
[4]  
Bottcher J, 2006, INVEST RADIOL, V41, P36
[5]   Radiographic assessment of osteoarthritis: comparison between existing methodologies [J].
Buckland-Wright, C .
OSTEOARTHRITIS AND CARTILAGE, 1999, 7 (04) :430-433
[6]   QUANTITATIVE MICROFOCAL RADIOGRAPHY ACCURATELY DETECTS JOINT CHANGES IN RHEUMATOID-ARTHRITIS [J].
BUCKLANDWRIGHT, JC ;
CARMICHAEL, I ;
WALKER, SR .
ANNALS OF THE RHEUMATIC DISEASES, 1986, 45 (05) :379-383
[7]   Quantitative In Vivo HR-pQCT Imaging of 3D Wrist and Metacarpophalangeal Joint Space Width in Rheumatoid Arthritis [J].
Burghardt, Andrew J. ;
Lee, Chan Hee ;
Kuo, Daniel ;
Majumdar, Sharmila ;
Imboden, John B. ;
Link, Thomas M. ;
Li, Xiaojuan .
ANNALS OF BIOMEDICAL ENGINEERING, 2013, 41 (12) :2553-2564
[8]   Performance of an automated computer-based scoring method to assess joint space narrowing in rheumatoid arthritis - A longitudinal study [J].
Finckh, Axel ;
de Pablo, Paola ;
Katz, Jeffrey N. ;
Neumann, Gesa ;
Wolfe, Frederick ;
Duryea, Jeffrey .
ARTHRITIS AND RHEUMATISM, 2006, 54 (05) :1444-1450
[9]   Radiographic joint space width in the fingers of patients with rheumatoid arthritis of less than one year's duration [J].
Goligher, Ewan C. ;
Duryea, Jeffrey ;
Liang, Matthew H. ;
Wolfe, Frederick ;
Finckh, Axel .
ARTHRITIS AND RHEUMATISM, 2006, 54 (05) :1440-1443
[10]  
Huo YH, 2013, I S BIOMED IMAGING, P125