Fully automated system for the quantification of human osteoarthritic knee joint effusion volume using magnetic resonance imaging
نویسندگان
چکیده
INTRODUCTION Joint effusion is frequently associated with osteoarthritis (OA) flare-up and is an important marker of therapeutic response. This study aimed at developing and validating a fully automated system based on magnetic resonance imaging (MRI) for the quantification of joint effusion volume in knee OA patients. METHODS MRI examinations consisted of two axial sequences: a T2-weighted true fast imaging with steady-state precession and a T1-weighted gradient echo. An automated joint effusion volume quantification system using MRI was developed and validated (a) with calibrated phantoms (cylinder and sphere) and effusion from knee OA patients; (b) with assessment by manual quantification; and (c) by direct aspiration. Twenty-five knee OA patients with joint effusion were included in the study. RESULTS The automated joint effusion volume quantification was developed as a four stage sequencing process: bone segmentation, filtering of unrelated structures, segmentation of joint effusion, and subvoxel volume calculation. Validation experiments revealed excellent coefficients of variation with the calibrated cylinder (1.4%) and sphere (0.8%) phantoms. Comparison of the OA knee joint effusion volume assessed by the developed automated system and by manual quantification was also excellent (r = 0.98; P < 0.0001), as was the comparison with direct aspiration (r = 0.88; P = 0.0008). CONCLUSIONS The newly developed fully automated MRI-based system provided precise quantification of OA knee joint effusion volume with excellent correlation with data from phantoms, a manual system, and joint aspiration. Such an automated system will be instrumental in improving the reproducibility/reliability of the evaluation of this marker in clinical application.
منابع مشابه
Study of Coincidence of Hoffa’s Fat Pad Associated Injuries in Knee Traumas in Magnetic Resonance Imaging
Background and Objective: Hoffa’s fat pad injuries are often caused by acute direct and indirect trauma and chronic recurrent micro-trauma, and its disorders are associated with other traumas and injuries that have been less paid attention to in radiological studies. Therefore, this study was performed to evaluate the injuries associated with Hoffa’s fat pad injury in knee trauma using the diag...
متن کاملMeasurement of Posterior Tibial Slope Using Magnetic Resonance Imaging
Background: Posterior tibial slope (PTS) is an important factor in the knee joint biomechanics and one of the bone features, which leads to knee joint stability. Posterior tibial slope affects flexion gap, knee joint stability and posterior femoral rollback that are related to wide range of knee motion. During high tibial osteotomy and total knee arthroplasty (TKA) surgery, proper retaining the...
متن کاملDistribution of Articular Cartilage Thickness in Pre- and Advanced Osteoarthriticjoints with Hip Dysplasia: a Fully Automated Computer Analysis of 3d Mr Imaging
Introduction: Assessment of articular cartilage thickness distribution is important for localization of osteoarthritic development and determination of subsequent surgical therapy. Among various imaging modalities, magnetic resonance (MR) imaging showed superior clinical usefulness for evaluation of three dimensional (3D) cartilage thickness in knee joints, however, few studies have been conduc...
متن کاملAutomated segmentation and analysis of normal and osteoarthritic knee menisci from magnetic resonance images--data from the Osteoarthritis Initiative.
OBJECTIVE To validate an automatic scheme for the segmentation and quantitative analysis of the medial meniscus (MM) and lateral meniscus (LM) in magnetic resonance (MR) images of the knee. METHOD We analysed sagittal water-excited double-echo steady-state MR images of the knee from a subset of the Osteoarthritis Initiative (OAI) cohort. The MM and LM were automatically segmented in the MR im...
متن کاملAnalysis of the Geometry of the Distal Femur and Proximal Tibia in the Osteoarthritic Knee: A 3D Reconstruction CT Scan Based Study of 449 Cases
Background: The aim of this study is to evaluate the geometry of the distal femur and the proximal tibia in the osteoarthritic knee using 3D reconstructive CT scan imaging. Methods: 449 patients with knee osteoarthritis were treated surgically in our center with patient-specific technology total knee arthroplasty. Preoperatively, all the patients underwent a CT scan according to a standard ...
متن کامل