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133


Micro-Finite Element Analysis of the Proximal Femur on the Basis of High-Resolution Magnetic Resonance Images

Rajapakse, Chamith S; Chang, Gregory
PURPOSE OF REVIEW:Hip fractures have catastrophic consequences. The purpose of this article is to review recent developments in high-resolution magnetic resonance imaging (MRI)-guided finite element analysis (FEA) of the hip as a means to determine subject-specific bone strength. RECENT FINDINGS:Despite the ability of DXA to predict hip fracture, the majority of fractures occur in patients who do not have BMD T scores less than - 2.5. Therefore, without other detection methods, these individuals go undetected and untreated. Of methods available to image the hip, MRI is currently the only one capable of depicting bone microstructure in vivo. Availability of microstructural MRI allows generation of patient-specific micro-finite element models that can be used to simulate real-life loading conditions and determine bone strength. MRI-based FEA enables radiation-free approach to assess hip fracture strength. With further validation, this technique could become a potential clinical tool in managing hip fracture risk.
PMCID:6234089
PMID: 30232586
ISSN: 1544-2241
CID: 4113362

Isotropic morphometry and multicomponent T1 ρ mapping of human knee articular cartilage in vivo at 3T

Baboli, Rahman; Sharafi, Azadeh; Chang, Gregory; Regatte, Ravinder R
BACKGROUND:ρ along with the morphological assessment can potentially be used as noninvasive biomarkers in detecting early-stage OA. To correlate the biochemical and morphological data, submillimeter isotropic resolution for both studies is required. PURPOSE/OBJECTIVE:ρ relaxometry of human knee cartilage in vivo. STUDY TYPE/METHODS:Prospective. POPULATION/METHODS:Ten healthy volunteers with no known inflammation, trauma, or pain in the knee. FIELD STRENGTH/SEQUENCE/UNASSIGNED:ρ-weighted images on a 3T MRI scanner. ASSESSMENT/RESULTS:ρ relaxations were assessed in the articular cartilage of 10 healthy volunteers. STATISTICAL TESTS/UNASSIGNED:Nonparametric rank-sum tests. Bland-Altman analysis and coefficient of variation. RESULTS:for volume, and -0.78 mm and +0.46 mm for thickness, respectively. DATA CONCLUSION/UNASSIGNED:ρ relaxation of knee joint with 0.7 × 0.7 × 0.7 mm isotropic spatial resolution is demonstrated in vivo. Comparison with a standard method showed that the proposed technique is suitable for assessing the volume and thickness of articular cartilage. LEVEL OF EVIDENCE/METHODS:2 Technical Efficacy: Stage 1 J. Magn. Reson. Imaging 2018;00:000-000.
PMID: 29717787
ISSN: 1522-2586
CID: 3150562

Segmentation of the Proximal Femur from MR Images using Deep Convolutional Neural Networks

Deniz, Cem M; Xiang, Siyuan; Hallyburton, R Spencer; Welbeck, Arakua; Babb, James S; Honig, Stephen; Cho, Kyunghyun; Chang, Gregory
Magnetic resonance imaging (MRI) has been proposed as a complimentary method to measure bone quality and assess fracture risk. However, manual segmentation of MR images of bone is time-consuming, limiting the use of MRI measurements in the clinical practice. The purpose of this paper is to present an automatic proximal femur segmentation method that is based on deep convolutional neural networks (CNNs). This study had institutional review board approval and written informed consent was obtained from all subjects. A dataset of volumetric structural MR images of the proximal femur from 86 subjects were manually-segmented by an expert. We performed experiments by training two different CNN architectures with multiple number of initial feature maps, layers and dilation rates, and tested their segmentation performance against the gold standard of manual segmentations using four-fold cross-validation. Automatic segmentation of the proximal femur using CNNs achieved a high dice similarity score of 0.95 ± 0.02 with precision = 0.95 ± 0.02, and recall = 0.95 ± 0.03. The high segmentation accuracy provided by CNNs has the potential to help bring the use of structural MRI measurements of bone quality into clinical practice for management of osteoporosis.
PMID: 30405145
ISSN: 2045-2322
CID: 3456062

Women in academic musculoskeletal radiology

Harrington, Kate Anne; Chang, Gregory
PURPOSE/OBJECTIVE:To determine the proportion of women working in academic musculoskeletal (MSK) radiology divisions and how this compares to national benchmarks for women in academic medicine. MATERIALS AND METHODS/METHODS:A list of academic radiology departments in the United States was compiled using the U.S. News and World Report listing of Best Hospitals for Orthopedics and Rheumatology to aid in department selection. Faculty information for MSK radiology divisions was obtained using websites pertinent to each department. Figures were obtained from the Association of American Medical Colleges and used as a benchmark for comparison. RESULTS:The 25 top-ranked hospitals with MSK radiology divisions were identified, with a total of 215 MSK trained radiologists. Female radiologists made up 33% of the MSK trained faculty (n = 71). This compares to 38% of fulltime female faculty in academic medicine. 79 assistant professor roles were identified, of which 35% were women (n = 28). 34% of associate professors were women (n = 11). Only 23% of professors were women (n = 10); this compares with 21% of female professors in academic medicine. Six MSK radiologists held either chair or vice-chair roles and three of these were women. Of the 24 chief or director roles identified, 30% of these were held by women. CONCLUSION/CONCLUSIONS:The proportions of women within various roles in academic MSK radiology are similar to and in some instances higher than corresponding national benchmarks. However, there remains a discrepancy between the sexes with an overall male majority. Awareness of this fact is the first step required to help correct this imbalance.
PMID: 30096557
ISSN: 1873-4499
CID: 3226792

Chemical shift-encoded MRI for assessment of bone marrow adipose tissue fat composition: Pilot study in premenopausal versus postmenopausal women

Martel, Dimitri; Leporq, Benjamin; Bruno, Mary; Regatte, Ravinder; Honig, Stephen; Chang, Gregory
OBJECT/OBJECTIVE:To quantify and compare subregional proximal femur bone marrow fat composition in premenopausal and postmenopausal women using chemical shift-encoded-MRI (CSE-MRI). MATERIALS AND METHODS/METHODS:A multi gradient-echo sequence at 3 T was used to scan both hips of premenopausal (n = 9) and postmenopausal (n = 18) women. Subregional fat composition (saturation, poly-unsaturation, mono-unsaturation) was quantitatively assessed in the femoral head, femoral neck, Ward's triangle, greater trochanter, and proximal shaft in bone marrow adipose tissue and separately within red and yellow marrow adipose tissue. RESULTS:Significant differences in fat composition in postmenopausal compared to premenopausal women, which varied depending on the subregion analyzed, were found. Within both whole and yellow marrow adipose tissue, postmenopausal women demonstrated higher saturation (+14.7% to +43.3%), lower mono- (-11.4% to -33%) and polyunsaturation (-52 to -83%) (p < 0.05). Within red marrow adipose tissue, postmenopausal women demonstrated lower fat quantity (-16% to -24%) and decreased polyunsaturation (-80 to -120%) in the femoral neck, greater trochanter, and Ward's triangle (p < 0.05). CONCLUSION/CONCLUSIONS:CSE-MRI can be used to detect subregional differences in proximal femur marrow adipose tissue composition between pre- and post-menopausal women in clinically feasible scan times.
PMID: 30006022
ISSN: 1873-5894
CID: 3192762

Rapid compositional mapping of knee cartilage with compressed sensing MRI

Zibetti, Marcelo V W; Baboli, Rahman; Chang, Gregory; Otazo, Ricardo; Regatte, Ravinder R
More than a decade after the introduction of compressed sensing (CS) in MRI, researchers are still working on ways to translate it into different research and clinical applications. The greatest advantage of CS in MRI is the reduced amount of k-space data needed to reconstruct images, which can be exploited to reduce scan time or to improve spatial resolution and volumetric coverage. Efficient data acquisition using CS is extremely important for compositional mapping of the musculoskeletal system in general and knee cartilage mapping techniques in particular. High-resolution quantitative information about tissue biochemical composition could be obtained in just a few minutes using CS MRI. However, in order to make this goal a reality, some issues still need to be addressed. In this article we review the current state of the art of CS methods for rapid compositional mapping of knee cartilage. Specifically, data acquisition strategies, image reconstruction algorithms, and data fitting models are discussed. Different CS studies for T2 and T1ρ mapping of knee cartilage are reviewed, with illustrative results. Future directions, opportunities, and challenges of rapid compositional mapping techniques are also discussed.
PMID: 30295344
ISSN: 1522-2586
CID: 3334842

MR Imaging of the Musculoskeletal System Using Ultrahigh Field (7T) MR Imaging

Alizai, Hamza; Chang, Gregory; Regatte, Ravinder R
MR imaging is an indispensable instrument for the diagnosis of musculoskeletal diseases. In vivo MR imaging at 7T offers many advantages, including increased signal-to-noise ratio, higher spatial resolution, improved spectral resolution for spectroscopy, improved sensitivity for X-nucleus imaging, and decreased image acquisition times. There are also however technical challenges of imaging at a higher field strength compared with 1.5 and 3T MR imaging systems. We discuss the many potential opportunities as well as the challenges presented by 7T MR imaging systems and highlight recent developments in in vivo research imaging of musculoskeletal applications in general and cartilage, skeletal muscle, and bone in particular.
PMID: 30219187
ISSN: 1879-9809
CID: 3300132

The Emerging Role of 7 Tesla MRI in Musculoskeletal Imaging

Menon, R G; Chang, G; Regatte, R R
Purpose of Review: To describe the emergent role of ultra-high field (UHF) MR with respect to musculoskeletal MRI applications. Recent Findings: With the recent US Federal Drug Administration (FDA) and European Union (EU) approval of ultra-high field (UHF) MRI below 8T for clinical use, and the availability of clinical 7T MRI systems, there is a rising interest in the potential clinical and research applications in musculoskeletal MRI. Summary: With increases in field strength and SNR gains resulting in sharper and higher spatial resolution MRI images, there is increasing interest in UHF MRI. Although there are challenges and limitations in UHF, there are many new and unique musculoskeletal MR applications that UHF excels at such as morphological imaging, bone micro-architecture evaluation, biochemical imaging techniques such gagCEST, UTE/ZTE, T2 mapping, T2* mapping, T1rho mapping, and multi-nuclear imaging and spectroscopy/imaging techniques with 23Na and 31P. The goal of this review is to highlight some of these recent findings in musculoskeletal MRI applications at UHF.
EMBASE:622432180
ISSN: 2167-4825
CID: 3151162

Fracture prediction and prevention: will newer technologies help?

Chang, Gregory; Honig, Stephen
PMID: 29634581
ISSN: 1531-6963
CID: 3037262

Subchondral bone microarchitecture analysis in the proximal tibia at 7-T MRI

Agten, Christoph A; Honig, Stephen; Saha, Punam K; Regatte, Ravinder; Chang, Gregory
Background Bone remodels in response to mechanical loads and osteoporosis results from impaired ability of bone to remodel. Bone microarchitecture analysis provides information on bone quality beyond bone mineral density (BMD). Purpose To compare subchondral bone microarchitecture parameters in the medial and lateral tibia plateau in individuals with and without fragility fractures. Material and Methods Twelve female patients (mean age = 58 ± 15 years; six with and six without previous fragility fractures) were examined with dual-energy X-ray absorptiometry (DXA) and 7-T magnetic resonance imaging (MRI) of the proximal tibia. A transverse high-resolution three-dimensional fast low-angle shot sequence was acquired (0.234 × 0.234 × 1 mm). Digital topological analysis (DTA) was applied to the medial and lateral subchondral bone of the proximal tibia. The following DTA-based bone microarchitecture parameters were assessed: apparent bone volume; trabecular thickness; profile-edge-density (trabecular bone erosion parameter); profile-interior-density (intact trabecular rods parameter); plate-to-rod ratio; and erosion index. We compared femoral neck T-scores and bone microarchitecture parameters between patients with and without fragility fracture. Results There was no statistical significant difference in femoral neck T-scores between individuals with and without fracture (-2.4 ± 0.9 vs. -1.8 ± 0.7, P = 0.282). Apparent bone volume in the medial compartment was lower in patients with previous fragility fracture (0.295 ± 0.022 vs. 0.317 ± 0.009; P = 0.016). Profile-edge-density, a trabecular bone erosion parameter, was higher in patients with previous fragility fracture in the medial (0.008 ± 0.003 vs. 0.005 ± 0.001) and lateral compartment (0.008 ± 0.002 vs. 0.005 ± 0.001); both P = 0.025. Other DTA parameters did not differ between groups. Conclusion 7-T MRI and DTA permit detection of subtle changes in subchondral bone quality when differences in BMD are not evident.
PMID: 28899123
ISSN: 1600-0455
CID: 3040602