The last decade brought a revolution in rheumatoid arthritis (RA) therapies and an immediate need for reliable measurement of disease progression and response. Despite the strides in diagnostic imaging capabilities, conventional approaches in MRI, ultrasound, radiography, and CT face a variety of limitations that do not permit widespread application to RA assessment - e.g., limited spatial and contrast resolution, quantitation, reproducibility, and cost / accessibility. An emerging advance in CT promises to transcend the conventional limitations of this modality in rheumatology - high-resolution cone-beam CT (CBCT) with dual-energy (DE) material decomposition. We have recently developed a novel platform for CBCT dedicated to extremity imaging, demonstrating spatial and contrast resolution beyond the limits of conventional CT at reduced dose. Specifically, the system provides isotropic, sub-millimeter spatial resolution and soft-tissue contrast including synovial tissues, cartilage, tendons, and ligaments through DE decomposition. The resulting technology could provide a powerful addition to the rheumatologist's arsenal through access to high-quality imaging with cost, workflow, and site considerations appropriate to rheumatology clinical settings. We hypothesize that high- quality DE-CBCT combined with advanced, fully 3D image analysis will provide reliable visualization and quantitative metrics of RA. We will address this hypothesis through the following Specific Aims: 1.) Optimization of DE-CBCT image quality in rheumatological imaging tasks, including non-contrast exams (endogenous soft-tissues) and contrast-enhanced exams (exogenous Gd or iodine);2.) Development of quantitative image-based metrics that leverage the superior spatial and contrast resolution of DE-CBCT for measurement of early-intermediate RA findings following the current gold standard in image-based assessment [the RA MRI score (RAMRIS)] - namely, synovial membrane volume (SMv), bone marrow edema volume (BMEv), and erosion volume (Ev) - as well as novel metrics of fully 3D intra-articular and subchondral morphology that have been identified as potential new correlates of rheumatic disease;and 3.) Translation to a pilot study in 20 RA patients on the prototype scanner to evaluate the reproducibility of DE-CBCT and associated image-based metrics (test-retest within a 1-week interval analyzed in paired t-tests) and the validity of DE-CBCT metrics relative to RAMRIS (sensitivity / specificity in scoring of RA pathology). An interdisciplinary team combining expertise in engineering, radiology, rheumatology, and biostatistics is assembled to accomplish these goals. Successful completion of the research will identify optimal imaging techniques for DE-CBCT of RA, develop quantitative image-based metrics of early, intermediate, and late RA disease (with applicability to MRI and DE-CT), and provide essential quantitation of reproducibility and validity of DE-CBCT in RA assessment as a first step toward applying DE-CBCT for quantitative measurement of RA progression and therapy response.
Rheumatoid arthritis (RA) afflicts ~3 million Americans, carrying an enormous individual and societal health burden that can be significantly alleviated through recent developments in disease-modifying drug therapies providing rapid reduction in pain and swelling, improved physical function, and clinical remission in up to 30% of patients. The current paradigm of RA treatment benefits from early diagnosis and aggressive institution of therapy, and although there is tremendous interest in application of diagnostic imaging (e.g., MRI, ultrasound, and radiography) for such purposes, conventional approaches in each modality fail to provide a reliable, broadly accessible predictor of RA progression or therapy response. The investigators have developed a novel cone-beam computed tomography (CBCT) system dedicated to extremity imaging that exceeds the spatial and contrast resolution of conventional CT, and the proposed research would extend application to RA imaging - specifically: dual-energy (DE) CBCT imaging for detailed visualization of soft-tissue involvement (e.g., synovium, cartilage, and bone marrow edema);high-resolution imaging of bone erosions, joint space morphology, and subchondral / trabecular architecture;quantitative image-based metrics of early, intermediate, and late RA findings (e.g., synovitis, edema, and erosions);and first application in a pilot study to establish the reproducibility and validity of DE-CBCT and corresponding image-based metrics of RA pathology as an important first step toward applying this new technology as a reliable means of quantitatively measuring RA progression and therapy response.
|Sisniega, A; Stayman, J W; Yorkston, J et al. (2017) Motion compensation in extremity cone-beam CT using a penalized image sharpness criterion. Phys Med Biol 62:3712-3734|
|Sisniega, A; Zbijewski, W; Stayman, J W et al. (2016) Volumetric CT with sparse detector arrays (and application to Si-strip photon counters). Phys Med Biol 61:90-113|
|Sisniega, A; Stayman, J W; Cao, Q et al. (2016) Image-Based Motion Compensation for High-Resolution Extremities Cone-Beam CT. Proc SPIE Int Soc Opt Eng 9783:|
|Sisniega, A; Zbijewski, W; Stayman, J W et al. (2015) Spectral CT of the Extremities with a Silicon Strip Photon Counting Detector. Proc SPIE Int Soc Opt Eng 9412:|
|Zbijewski, W; Sisniega, A; Stayman, J W et al. (2015) Dual-Energy Imaging of Bone Marrow Edema on a Dedicated Multi-Source Cone-Beam CT System for the Extremities. Proc SPIE Int Soc Opt Eng 9412:|
|Thawait, Gaurav K; Demehri, Shadpour; AlMuhit, Abdullah et al. (2015) Extremity cone-beam CT for evaluation of medial tibiofemoral osteoarthritis: Initial experience in imaging of the weight-bearing and non-weight-bearing knee. Eur J Radiol 84:2564-70|
|Cao, Qian; Thawait, Gaurav; Gang, Grace J et al. (2015) Characterization of 3D joint space morphology using an electrostatic model (with application to osteoarthritis). Phys Med Biol 60:947-60|
|Zbijewski, W; Sisniega, A; Stayman, J W et al. (2014) High-Performance Soft-Tissue Imaging in Extremity Cone-Beam CT. Proc SPIE Int Soc Opt Eng 9033:903329|
|Carrino, John A; Al Muhit, Abdullah; Zbijewski, Wojciech et al. (2014) Dedicated cone-beam CT system for extremity imaging. Radiology 270:816-24|
|Zbijewski, W; Gang, G J; Xu, J et al. (2014) Dual-energy cone-beam CT with a flat-panel detector: effect of reconstruction algorithm on material classification. Med Phys 41:021908|
Showing the most recent 10 out of 11 publications