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Abbas A, Shah A, Lex JR, Abouali J, Toor J. In-office needle arthroscopy is a cost-effective alternative for operating room diversion in medial meniscectomy: a financial analysis. J Orthop Surg Res 2023; 18:435. [PMID: 37322494 DOI: 10.1186/s13018-023-03866-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 05/20/2023] [Indexed: 06/17/2023] Open
Abstract
BACKGROUND In-office needle arthroscopy (IONA) has been described as a diagnostic alternative to magnetic resonance imaging (MRI) for intra-articular pathology. However, few studies have analyzed its impact on cost and wait times when used as a therapeutic intervention. The purpose of this study was to investigate the impact on cost and wait times associated with offering IONA for partial medial meniscectomy as an alternative to traditional operating room (OR) arthroscopy for patients with irreparable medial meniscus tears on MRI. METHODS Two models were created comparing the existing care pathway (current state) to a proposed future state utilizing IONA. Data sources were accounting data from an academically affiliated hospital in Canada and supplemented with literature values. A Monte Carlo simulation combined with DuPont analysis running 10,000 simulations was conducted to calculate the revenue, expenses, profits, and effect on surgical waitlists (i.e., throughput) between the states. Sensitivity analyses examined the influence of patient preference and revision rates on profit and throughput. Two-sample Student's t test was performed (p < .05). RESULTS An average of 198 (standard deviation (SD) 31) patients underwent arthroscopic meniscectomy or repair each year from 2016 to 2020. The IONA revision rate was calculated as 20.3%. Compared to the current state, annual expenses in the IONA pathway were significantly reduced ($266,912.68 versus $281,415.23, p < .0001), while improving throughput by 21.2% (3.54%). Sensitivity analysis revealed 10% of patients need to select IONA over traditional OR arthroscopy with the revision rate remaining below 40% for the proposed state profit to be higher than the current state. CONCLUSIONS IONA is a cost-effective alternative to traditional OR arthroscopy in patients undergoing partial medial meniscectomy. The next steps are to assess patients' perceptions of IONA as an alternative to traditional OR arthroscopy, and to carry out clinical trials to determine the efficacy, patient-reported outcome metrics, and complications of IONA.
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Affiliation(s)
- Aazad Abbas
- Temerty Faculty of Medicine, University of Toronto, 1 King's College Circle, Toronto, ON, M5S 1A8, Canada
- Division of Orthopaedic Surgery, University of Toronto, 149 College Street Room 508-A, Toronto, ON, M5T 1P5, Canada
| | - Ajay Shah
- Division of Orthopaedic Surgery, University of Toronto, 149 College Street Room 508-A, Toronto, ON, M5T 1P5, Canada
| | - Johnathan R Lex
- Division of Orthopaedic Surgery, University of Toronto, 149 College Street Room 508-A, Toronto, ON, M5T 1P5, Canada
| | - Jihad Abouali
- Division of Orthopaedic Surgery, Michael Garron Hospital, 825 Coxwell Avenue, Toronto, ON, M4C 3E7, Canada
| | - Jay Toor
- Division of Orthopaedic Surgery, University of Toronto, 149 College Street Room 508-A, Toronto, ON, M5T 1P5, Canada.
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2
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He D, Guo Y, Zhang X, Wang C, Zhao Z, Chen W, Zhang K, Ji B. Automatic quantification of morphology on magnetic resonance images of the proximal tibia. MEDICINE IN NOVEL TECHNOLOGY AND DEVICES 2023. [DOI: 10.1016/j.medntd.2023.100206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
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3
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Wisser A, Lapper A, Roemer F, Fuerst D, Maschek S, Wirth W, Duda GN, Eckstein F. Longitudinal Change in Knee Cartilage Thickness and Function in Subjects with and without MRI-Diagnosed Cartilage Damage. Cartilage 2021; 13:685S-693S. [PMID: 33356475 PMCID: PMC8808787 DOI: 10.1177/1947603520980157] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
OBJECTIVE Cartilage damage diagnosed by magnetic resonance imaging (MRI) is highly prevalent in the population. In this article, we explore whether such cartilage damage is associated with greater longitudinal change in 3D cartilage thickness and knee function in subjects without (risk factors of) knee osteoarthritis. DESIGN Eighty-two knees of Osteoarthritis Initiative healthy reference cohort participants had baseline and 4-year follow-up MRI and knee function data. Baseline presence of semiquantitatively assessed MRI-based cartilage damage (MOAKS [MRI Osteoarthritis Knee Score] ≥ grade 1.0) was recorded by an experienced radiologist. Longitudinal femorotibial cartilage thickness change was determined after segmentation, using location-independent methodology. Knee function was evaluated by patient-reported outcomes and functional performance measures. Statistical comparisons included analysis of covariance adjusting for age, sex, and body mass index. RESULTS Forty-five percent of the participants had cartilage damage in at least one femorotibial subregion; the cartilage thickness change score was 15% greater in participants with than in those without damage (1216 ± 434 vs. 1058 ± 277 µm). This difference reached borderline statistical significance with and without adjustment for age, sex, and body mass index (P = 0.05). No significant differences in the change of patient-reported outcomes of knee function (PASE [physical activity score of the elderly] and WOMAC [Western Ontario McMaster Osteoarthritis Index]) or chair stand test results were detected. Of those without femorotibial damage, 58% had cartilage damage in at least one femoropatellar subregion; these had a 9% greater femorotibial cartilage change score than those without femoropatellar or femorotibial damage (difference not statistically significant). CONCLUSIONS In the absence of osteoarthritis risk factors, semiquantitatively assessed MRI-based cartilage damage appears to be associated with greater longitudinal location-independent femorotibial cartilage thickness changes, but not with greater functional deteriorations.
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Affiliation(s)
- Anna Wisser
- Department of Imaging & Functional
Musculoskeletal Research, Institute of Anatomy & Cell Biology, Paracelsus
Medical University, Salzburg, Austria,Chondrometrics GmbH, Ainring,
Germany
| | - Andreas Lapper
- Department of Imaging & Functional
Musculoskeletal Research, Institute of Anatomy & Cell Biology, Paracelsus
Medical University, Salzburg, Austria
| | - Frank Roemer
- Department of Radiology,
Friedrich-Alexander University Erlangen-Nürnberg & Universitätsklinikum
Erlangen, Erlangen, Germany,Quantitative Imaging Center, Department
of Radiology, Boston University School of Medicine, Boston, MA, USA
| | - David Fuerst
- Department of Imaging & Functional
Musculoskeletal Research, Institute of Anatomy & Cell Biology, Paracelsus
Medical University, Salzburg, Austria,Chondrometrics GmbH, Ainring,
Germany,Ludwig Boltzmann Institute for Arthritis
and Rehabilitation, Paracelsus Medical University, Salzburg, Austria
| | - Susanne Maschek
- Department of Imaging & Functional
Musculoskeletal Research, Institute of Anatomy & Cell Biology, Paracelsus
Medical University, Salzburg, Austria,Chondrometrics GmbH, Ainring,
Germany
| | - Wolfgang Wirth
- Department of Imaging & Functional
Musculoskeletal Research, Institute of Anatomy & Cell Biology, Paracelsus
Medical University, Salzburg, Austria,Chondrometrics GmbH, Ainring,
Germany,Ludwig Boltzmann Institute for Arthritis
and Rehabilitation, Paracelsus Medical University, Salzburg, Austria
| | - Georg N. Duda
- Julius Wolff Institute and Berlin
Institute of Health Center for Regenerative Therapies, Charite—Universitätsmedizin
Berlin, Berlin, Germany
| | - Felix Eckstein
- Department of Imaging & Functional
Musculoskeletal Research, Institute of Anatomy & Cell Biology, Paracelsus
Medical University, Salzburg, Austria,Chondrometrics GmbH, Ainring,
Germany,Ludwig Boltzmann Institute for Arthritis
and Rehabilitation, Paracelsus Medical University, Salzburg, Austria,Felix Eckstein, MD, Institute of Anatomy
& Cell Biology, Paracelsus Medical University, Strubergasse 21, Salzburg,
5020, Austria.
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4
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Hick AC, Malaise M, Loeuille D, Conrozier T, Maugars Y, Pelousse F, Tits C, Henrotin Y. Cartilage Biomarkers Coll2-1 and Coll2-1NO2 Are Associated with Knee OA MRI Features and Are Helpful in Identifying Patients at Risk of Disease Worsening. Cartilage 2021; 13:1637S-1647S. [PMID: 34128409 PMCID: PMC8808823 DOI: 10.1177/19476035211021892] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
OBJECTIVE To assess the cross-sectional association between serum levels of Coll2-1 and Coll2-1NO2, two cartilage degradation biomarkers; the burden of magnetic resonance imaging (MRI) features and clinical outcomes; and to evaluate the predictive value of these biomarkers on progression. DESIGN A total of 121 subjects with knee osteoarthritis (OA) were followed during 1 year with pain, function, and MRI assessment (PRODIGE study). Type II collagen-specific biomarker Coll2-1 and its nitrated form Coll2-1NO2 were directly measured in serum using immunoassays at baseline and after 3-, 6-, and 12-month follow-up. RESULTS Serum Coll2-1 and Coll2-1NO2 were correlated with several baseline knee features quantified with Whole-Organ Magnetic Resonance Imaging Score (WORMS). Coll2-1 was significantly correlated with periarticular cysts/bursitis (ρ = 0.29, P < 0.01), subarticular bone attrition (ρ = 0.25, P = 0.01), subarticular cysts (ρ = 0.24, P = 0.02), and articular cartilage integrity (ρ = 0.23, P = 0.03) WORMS subscores for the whole joint as well as with the medial femorotibial joint sum score (ρ = 0.26, P = 0.01) and medial femorotibial joint cartilage (ρ = 0.23, P = 0.02). Coll2-1NO2 correlated with WORMS total score (ρ = 0.23, P = 0.02), WORMS scores in the patellofemoral (ρ = 0.23, P = 0.02) and medial femorotibial compartments (ρ = 0.21, P = 0.03), with osteophytes scores (ρ = 0.27, P < 0.01), subarticular cysts (ρ = 0.24, P = 0.019), and intraarticular loose bodies (ρ = 0.27, P = 0.007). Baseline Coll2-1NO2 was higher in subjects with a pain worsening (426.4 pg/mL [278.04-566.95]) as compared to non-progressors (306.84 pg/mL [200.37-427.84]) over 1 year (AUC = 0.655, P = 0.015). CONCLUSION Serum cartilage biomarkers Coll2-1 and Coll2-1NO2 are associated with several knee OA features quantified with WORMS. Our study also shows that the baseline value of Coll2-1NO2 is positively associated with pain worsening.
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Affiliation(s)
| | - Michel Malaise
- Department of Rheumatology, CHU Sart
Tilman, University of Liège, Liège, Belgium
| | - Damien Loeuille
- Department of Rheumatology, University
Hospital of Nancy, Vandœuvre-lès-Nancy, France
- UMR 7365 CNRS-Université de Lorraine
IMoPA, Biopôle de l’Université de Lorraine, Campus Brabois-Santé,
Vandoeuvre-Lès-Nancy, France
| | - Thierry Conrozier
- Department of Rheumatology, Hôpital
Nord Franche-Comté, Belfort, France
| | - Yves Maugars
- Service de rhumatologie, Hôtel-Dieu,
CHU de Nantes, France
| | - Franz Pelousse
- SODIRAY, Solution Diagnostique
Radiologique, Liège, Belgium
| | | | - Yves Henrotin
- ARTIALIS SA, CHU Sart-Tilman, Liège,
Belgium
- Bone and Cartilage Research Unit,
Arthropole Liège, Center for Interdisciplinary Research on Medicines (CIRM),
University of Liège, CHU Sart-Tilman, Liège, Belgium
- Physical Therapy and Rehabilitation
Department, Princess Paola Hospital, Vivalia, Marche-en-Famenne, Belgium
- Yves Henrotin, ARTIALIS SA, 11 avenue de
l’hôpital, GIGA Tower, Level 3, CHU Sart-Tilman, 4000 Liège, Belgium.
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5
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McWilliams GD, Yao L, Simonet LB, Haysbert CW, Giza E, Kreulen CD, Boutin RD. Subchondroplasty of the Ankle and Hindfoot for Treatment of Osteochondral Lesions and Stress Fractures: Initial Imaging Experience. Foot Ankle Spec 2020; 13:306-314. [PMID: 31315447 DOI: 10.1177/1938640019863252] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Objective:To describe the imaging findings of patients treated with subchondroplasty (SCP) of the ankle and hindfoot. Materials and Methods: Eighteen patients (10 men, 8 women; age mean 43.1 years [range 20.1-67.7 years]) underwent ankle and hindfoot SCP at a single center over a 14-month period. Imaging data were reviewed retrospectively by 2 radiologists by consensus interpretation, including preoperative radiography (18), computed tomography (CT) (11), and magnetic resonance imaging (MRI) (13) and postoperative radiography (10), CT (4), and MRI (6). Follow-up imaging was acquired 1 month to 1.6 years following SCP. Results: Indications for SCP included symptomatic bone marrow lesions (BMLs) secondary to an osteochondral lesion (OCL) (16/18) or stress fracture (2/18). While focal radiodensity related to the SCP procedure was retrospectively identifiable on postoperative radiography in all except 1 case (10/11), postprocedural findings were not described by the interpreting radiologist in 6/11 cases. On CT, the average injected synthetic calcium phosphate (CaP) volume was 1.15 cm3 (SD = 0.33 cm3); mean CT attenuation of the injectate was 1220 HU (range 1058-1465 HU). In all patients who had pre- and postoperative MRI (5/18), BML size decreased on follow-up MRI. Extra-osseous extrusion of CaP was not seen on postoperative radiography, CT, or MRI. Conclusion: Physicians should be aware of the expanding preoperative indications and postoperative imaging findings of SCP, which is being performed with increasing frequency in the ankle and hindfoot.Levels of Evidence: Diagnostic, Level III: Retrospective cohort study.
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Affiliation(s)
- Geoffrey D McWilliams
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
| | - Lawrence Yao
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
| | - Luke B Simonet
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
| | - Connor W Haysbert
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
| | - Eric Giza
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
| | - Christopher D Kreulen
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
| | - Robert D Boutin
- Department of Radiology, University of California Davis School of Medicine, Sacramento, California (GDM, LBS, RDB).,Radiology and Imaging Sciences, CC-NIH, Bethesda, Maryland (LY).,University of California Davis School of Medicine, Sacramento, California (CWH).,Foot and Ankle Service, Department of Orthopaedic Surgery University of California Davis, Sacramento, California (EG, CDK)
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6
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Wang J, Wright KT, Perry J, Tins B, Hopkins T, Hulme C, McCarthy HS, Brown A, Richardson JB. Combined Autologous Chondrocyte and Bone Marrow Mesenchymal Stromal Cell Implantation in the Knee: An 8-year Follow Up of Two First-In-Man Cases. Cell Transplant 2019; 28:924-931. [PMID: 31066291 PMCID: PMC6719505 DOI: 10.1177/0963689719845328] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2019] [Revised: 03/22/2019] [Accepted: 03/28/2019] [Indexed: 12/27/2022] Open
Abstract
Autologous chondrocyte implantation (ACI) has been used to treat cartilage defects for >20 years, with promising clinical outcomes. Here, we report two first-in-man cases (patient A and B) treated with combined autologous chondrocyte and bone marrow mesenchymal stromal cell implantation (CACAMI), with 8-year follow up. Two patients with International Cartilage Repair Society (ICRS) grade III-IV cartilage lesions underwent a co-implantation of autologous chondrocytes and bone marrow-derived mesenchymal stromal cells (BM-MSCs) between February 2008 and October 2009. In brief, chondrocytes and BM-MSCs were separately isolated and culture-expanded in a good manufacturing practice laboratory for a period of 2-4 weeks. Cells were then implanted in combination into cartilage defects and patients were clinically evaluated preoperatively and postoperatively, using the self-reported Lysholm knee score and magnetic resonance imaging (MRI). Postoperative Lysholm scores were compared with the Oswestry risk of knee arthroplasty (ORKA) scores. Patient A also had a second-look arthroscopy, at which time a biopsy of the repair site was taken. Both patients demonstrated a significant long-term improvement in knee function, with postoperative Lysholm scores being consistently higher than ORKA predictions. The most recent Lysholm scores, 8 years after surgery were 100/100 (Patient A) and 88/100 (Patient B), where 100 represents a fully functioning knee joint. Bone marrow lesion (BML) volume was shown to decrease on postoperative MRIs in both patients. Cartilage defect area increased in patient A, but declined initially for patient B, slightly increasing again 2 years after treatment. The repair site biopsy taken from patient A at 14 months postoperatively, demonstrated a thin layer of fibrocartilage covering the treated defect site. The use of a combination of cultured autologous chondrocytes and BM-MSCs appears to confer long-term benefit in this two-patient case study. Improvements in knee function perhaps relate to the observed reduction in the size of the BML.
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Affiliation(s)
- Jingsong Wang
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
- Dalian Medical University, Dalian, China
| | - Karina T. Wright
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - Jade Perry
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - Bernhard Tins
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - Timothy Hopkins
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - Charlotte Hulme
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - Helen S. McCarthy
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - Ashley Brown
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
| | - James B. Richardson
- Institute of Science and Technology in Medicine (ISTM), Keele University, Staffordshire, UK
- Robert Jones & Agnes Hunt Orthopaedic Hospital, Oswestry, Shropshire, UK
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7
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Pedoia V, Norman B, Mehany SN, Bucknor MD, Link TM, Majumdar S. 3D convolutional neural networks for detection and severity staging of meniscus and PFJ cartilage morphological degenerative changes in osteoarthritis and anterior cruciate ligament subjects. J Magn Reson Imaging 2018; 49:400-410. [PMID: 30306701 DOI: 10.1002/jmri.26246] [Citation(s) in RCA: 78] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2018] [Revised: 06/13/2018] [Accepted: 06/14/2018] [Indexed: 12/21/2022] Open
Abstract
BACKGROUND Semiquantitative assessment of MRI plays a central role in musculoskeletal research; however, in the clinical setting MRI reports often tend to be subjective and qualitative. Grading schemes utilized in research are not used because they are extraordinarily time-consuming and unfeasible in clinical practice. PURPOSE To evaluate the ability of deep-learning models to detect and stage severity of meniscus and patellofemoral cartilage lesions in osteoarthritis and anterior cruciate ligament (ACL) subjects. STUDY TYPE Retrospective study aimed to evaluate a technical development. POPULATION In all, 1478 MRI studies, including subjects at various stages of osteoarthritis and after ACL injury and reconstruction. FIELD STRENGTH/SEQUENCE 3T MRI, 3D FSE CUBE. ASSESSMENT Automatic segmentation of cartilage and meniscus using 2D U-Net, automatic detection, and severity staging of meniscus and cartilage lesion with a 3D convolutional neural network (3D-CNN). STATISTICAL TESTS Receiver operating characteristic (ROC) curve, specificity and sensitivity, and class accuracy. RESULTS Sensitivity of 89.81% and specificity of 81.98% for meniscus lesion detection and sensitivity of 80.0% and specificity of 80.27% for cartilage were achieved. The best performances for staging lesion severity were obtained by including demographics factors, achieving accuracies of 80.74%, 78.02%, and 75.00% for normal, small, and complex large lesions, respectively. DATA CONCLUSION In this study we provide a proof of concept of a fully automated deep-learning pipeline that can identify the presence of meniscal and patellar cartilage lesions. This pipeline has also shown potential in making more in-depth examinations of lesion subjects for multiclass prediction and severity staging. LEVEL OF EVIDENCE 2 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2019;49:400-410.
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Affiliation(s)
- Valentina Pedoia
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA.,Center of Digital Health Innovation (CDHI)
| | - Berk Norman
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA.,Center of Digital Health Innovation (CDHI)
| | - Sarah N Mehany
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Matthew D Bucknor
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Thomas M Link
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Sharmila Majumdar
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA.,Center of Digital Health Innovation (CDHI)
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8
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Norman B, Pedoia V, Majumdar S. Use of 2D U-Net Convolutional Neural Networks for Automated Cartilage and Meniscus Segmentation of Knee MR Imaging Data to Determine Relaxometry and Morphometry. Radiology 2018; 288:177-185. [PMID: 29584598 PMCID: PMC6013406 DOI: 10.1148/radiol.2018172322] [Citation(s) in RCA: 221] [Impact Index Per Article: 36.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Purpose To analyze how automatic segmentation translates in accuracy and precision to morphology and relaxometry compared with manual segmentation and increases the speed and accuracy of the work flow that uses quantitative magnetic resonance (MR) imaging to study knee degenerative diseases such as osteoarthritis (OA). Materials and Methods This retrospective study involved the analysis of 638 MR imaging volumes from two data cohorts acquired at 3.0 T: (a) spoiled gradient-recalled acquisition in the steady state T1ρ-weighted images and (b) three-dimensional (3D) double-echo steady-state (DESS) images. A deep learning model based on the U-Net convolutional network architecture was developed to perform automatic segmentation. Cartilage and meniscus compartments were manually segmented by skilled technicians and radiologists for comparison. Performance of the automatic segmentation was evaluated on Dice coefficient overlap with the manual segmentation, as well as by the automatic segmentations' ability to quantify, in a longitudinally repeatable way, relaxometry and morphology. Results The models produced strong Dice coefficients, particularly for 3D-DESS images, ranging between 0.770 and 0.878 in the cartilage compartments to 0.809 and 0.753 for the lateral meniscus and medial meniscus, respectively. The models averaged 5 seconds to generate the automatic segmentations. Average correlations between manual and automatic quantification of T1ρ and T2 values were 0.8233 and 0.8603, respectively, and 0.9349 and 0.9384 for volume and thickness, respectively. Longitudinal precision of the automatic method was comparable with that of the manual one. Conclusion U-Net demonstrates efficacy and precision in quickly generating accurate segmentations that can be used to extract relaxation times and morphologic characterization and values that can be used in the monitoring and diagnosis of OA. © RSNA, 2018 Online supplemental material is available for this article.
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Affiliation(s)
- Berk Norman
- From the Department of Radiology and Biomedical Imaging and Center for Digital Health Innovation (CDHI), University of California, San Francisco, 1700 Fourth St, Suite 201, QB3 Building, San Francisco, CA 94107
| | - Valentina Pedoia
- From the Department of Radiology and Biomedical Imaging and Center for Digital Health Innovation (CDHI), University of California, San Francisco, 1700 Fourth St, Suite 201, QB3 Building, San Francisco, CA 94107
| | - Sharmila Majumdar
- From the Department of Radiology and Biomedical Imaging and Center for Digital Health Innovation (CDHI), University of California, San Francisco, 1700 Fourth St, Suite 201, QB3 Building, San Francisco, CA 94107
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9
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Schwaiger BJ, Wamba JM, Gersing AS, Nevitt MC, Facchetti L, McCulloch CE, Link TM. Hyperintense signal alteration in the suprapatellar fat pad on MRI is associated with degeneration of the patellofemoral joint over 48 months: data from the Osteoarthritis Initiative. Skeletal Radiol 2018; 47:329-339. [PMID: 28944439 PMCID: PMC5871621 DOI: 10.1007/s00256-017-2771-x] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2017] [Revised: 07/24/2017] [Accepted: 08/31/2017] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To analyze associations of suprapatellar fat pad (SPFP) hyperintense signal alterations and mass effect with progression of patellofemoral osteoarthritis (OA) and clinical symptoms over 48 months. MATERIALS AND METHODS Subjects from the Osteoarthritis Initiative (n = 426; 51.8 ± 3.8 years; 49.8% women) without radiographic tibiofemoral OA underwent 3T-MRI of their right knees and clinical evaluation using the Knee Injury and Osteoarthritis Outcome Score at baseline and at 48 months. Elevated SPFP signal was assessed on intermediate-weighted, fat-saturated turbo spin-echo (TSE) images. Mass effect was defined as a convex posterior contour. Patellofemoral cartilage, bone marrow lesions (BML), and subchondral cysts were assessed using the Whole-Organ Magnetic Resonance Imaging Score (WORMS). Associations of SPFP imaging findings with MRI and clinical progression were assessed using general linear models and logistic regressions. RESULTS Baseline SPFP signal alterations were found in 51% of the subjects (n = 217), of whom 11% (n = 23) additionally had a mass effect. Progression of cartilage lesions was significantly higher in subjects with signal alteration versus without (adjusted mean increases, 95% CI; patella: 0.29, -0.07 to 0.64 vs -0.04, -0.40 to 0.31; p < 0.001; trochlea: 0.47, 0.16 to 0.77 vs 0.31, 0.01 to 0.61; p = 0.007). BML progression was also more likely in subjects with signal alteration (OR 1.75, 95% CI 1.09 to 2.82; p = 0.021). Mass effect was not associated with joint degeneration and SPFP findings were not associated with clinical worsening (p > 0.18 for all). CONCLUSION Patellofemoral joint degeneration over 48 months was significantly increased in subjects with SPFP signal alteration, suggesting an association between SPFP abnormalities and the progression of patellofemoral OA.
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Affiliation(s)
- Benedikt J. Schwaiger
- Department of Radiology and Biomedical Imaging, University of California, San Francisco,Department of Radiology, Klinikum rechts der Isar, Technical University of Munich, Germany
| | - John Mbapte Wamba
- Department of Radiology and Biomedical Imaging, University of California, San Francisco
| | - Alexandra S. Gersing
- Department of Radiology and Biomedical Imaging, University of California, San Francisco,Department of Radiology, Klinikum rechts der Isar, Technical University of Munich, Germany
| | - Michael C. Nevitt
- Department of Epidemiology and Biostatistics, University of California, San Francisco
| | - Luca Facchetti
- Department of Radiology and Biomedical Imaging, University of California, San Francisco
| | - Charles E. McCulloch
- Department of Epidemiology and Biostatistics, University of California, San Francisco
| | - Thomas M. Link
- Department of Radiology and Biomedical Imaging, University of California, San Francisco
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Bisson LJ, Kluczynski MA, Wind WM, Fineberg MS, Bernas GA, Rauh MA, Marzo JM, Zhou Z, Zhao J. How Does the Presence of Unstable Chondral Lesions Affect Patient Outcomes After Partial Meniscectomy? The ChAMP Randomized Controlled Trial. Am J Sports Med 2018; 46:590-597. [PMID: 29281798 DOI: 10.1177/0363546517744212] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
BACKGROUND Chondral lesions are commonly encountered during arthroscopic partial meniscectomy (APM); however, it is unknown how these lesions affect postoperative outcomes. PURPOSE The authors compared postoperative outcomes among patients with and without unstable chondral lesions 1 year after APM. STUDY DESIGN Cohort study; Level of evidence, 3. METHODS The authors conducted a secondary analysis of data from the ChAMP (Chondral Lesions and Meniscus Procedures) randomized controlled trial. They compared the following outcomes for patients with unstable chondral lesions that were left in situ and observed (CL-noDeb) versus patients without unstable chondral lesions (NoCL) at 1 year after APM: Western Ontario and McMaster Universities Osteoarthritis Index, Knee injury and Osteoarthritis Outcome Score, visual analog scale for pain, the Short Form Health Survey, range of motion, quadriceps circumference, and effusion. Multivariate linear regression was used to obtain mean differences (MDs) with corresponding 95% CIs adjusted for age, body mass index, and preoperative score (for postoperative scores). RESULTS Compared with the CL-noDeb group, the NoCL group had greater improvement in Western Ontario and McMaster Universities Osteoarthritis Index for pain (MD, 7.9, 95% CI: 2.7-13.1), stiffness (MD, 9.1, 95% CI: 1.9-16.3), and physical function (MD, 4.6, 95% CI: 0.1-9.0) and Knee injury and Osteoarthritis Outcome Score for pain (MD, 8.4, 95% CI: 2.7-14.0), function in sport and recreation (MD, 11, 95% CI: 3.0-19.1), and quality of life (MD, 10.4, 95% CI: 2.3-18.5). The NoCL group was less likely than the CL-noDeb group to have an effusion ( P = .02) 1 year after surgery. CONCLUSION Patients undergoing APM without unstable chondral lesions had better outcomes than patients with unstable chondral lesions.
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Affiliation(s)
- Leslie J Bisson
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - Melissa A Kluczynski
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - William M Wind
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - Marc S Fineberg
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - Geoffrey A Bernas
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - Michael A Rauh
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - John M Marzo
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - Zehua Zhou
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
| | - Jiwei Zhao
- The Jacobs School of Medicine and Biomedical Sciences, University of New York at Buffalo, Buffalo, New York, USA
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11
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Fujii T, Oka H, Katsuhira J, Tonosu J, Kasahara S, Tanaka S, Matsudaira K. Disability due to knee pain and somatising tendency in Japanese adults. BMC Musculoskelet Disord 2018; 19:23. [PMID: 29351756 PMCID: PMC5775591 DOI: 10.1186/s12891-018-1940-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/16/2017] [Accepted: 01/14/2018] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND Knee pain is common and related to knee osteoarthritis. However, there is a discrepancy between knee pain and radiographic osteoarthritis. In the general population, knee pain is associated with psychological and cognitive factors, which would be one explanation for the discrepancy. Limited evidence demonstrates that somatization is associated with knee pain. This study examined the association between disability due to knee pain and a high somatising tendency. METHODS Japanese adults (aged 20-64 years) who had experienced knee pain in the past four weeks were included in this study (n = 14,695, 50% women). Data were extracted from a large internet survey. Somatising tendency was assessed using the Somatic Symptom Scale-8 (SSS-8). Disability due to knee pain was categorized into three levels: 1) knee pain without difficulty with activities of daily living (ADL), 2) knee pain with ADL difficulty but without requiring sick leave, and 3) knee pain requiring sick leave. The association between ≥ high somatising tendency (SSS-8 score ≥ 12) as well as very high somatising tendency (SSS-8 score ≥ 16) and disability due to knee pain was examined using logistic regression models adjusted for age, sex, body mass index, depressive symptoms, education level, regular exercise, chronicity of knee pain (≥3 months), osteoarthritis, rheumatoid arthritis, and fibromyalgia. RESULTS Greater disability due to knee pain was associated with a higher odds ratio for ≥ high somatising tendency (adjusted odds ratio (aOR) = 2.36 [2.10-2.66] in group 2 vs. group 1, aOR = 3.23 [2.66-3.92] in group 3 vs. group 1). Stronger associations were found for a very high somatising tendency (aOR = 2.80 [2.42-3.23] in group 2 vs. group 1, aOR = 4.51 [3.64-5.58] in group 3 vs. group 1). CONCLUSIONS Somatization may play a role in disability due to knee pain in the general adult population with knee pain, similar to the role of somatization in low back pain.
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Affiliation(s)
- Tomoko Fujii
- Department of Medical Research and Management for Musculoskeletal Pain, 22nd Century Medical & Research Center, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan
| | - Hiroyuki Oka
- Department of Medical Research and Management for Musculoskeletal Pain, 22nd Century Medical & Research Center, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan.
| | - Junji Katsuhira
- Department of Prosthetics & Orthotics and Assistive Technology, Faculty of Medical Technology, Niigata University of Health and Welfare, 1398 Shimami-cho, Kita-ku, Niigata-shi, Niigata, 950-3198, Japan
| | - Juichi Tonosu
- Department of Orthopaedic Surgery, Kanto Rosai Hospital, 1-1 Kizukisumiyoshi-cho, Nakahara-ku, Kawasaki City, Kanagawa, 211-8510, Japan
| | - Satoshi Kasahara
- Department of Pain and Palliative Medicine, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan
| | - Sakae Tanaka
- Department of Orthopaedic Surgery, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan
| | - Ko Matsudaira
- Department of Medical Research and Management for Musculoskeletal Pain, 22nd Century Medical & Research Center, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8655, Japan
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12
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Pedoia V, Haefeli J, Morioka K, Teng HL, Nardo L, Souza RB, Ferguson AR, Majumdar S. MRI and biomechanics multidimensional data analysis reveals R 2 -R 1ρ as an early predictor of cartilage lesion progression in knee osteoarthritis. J Magn Reson Imaging 2017; 47:78-90. [PMID: 28471543 DOI: 10.1002/jmri.25750] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2017] [Accepted: 04/12/2017] [Indexed: 02/06/2023] Open
Abstract
PURPOSE To couple quantitative compositional MRI, gait analysis, and machine learning multidimensional data analysis to study osteoarthritis (OA). OA is a multifactorial disorder accompanied by biochemical and morphological changes in the articular cartilage, modulated by skeletal biomechanics and gait. While we can now acquire detailed information about the knee joint structure and function, we are not yet able to leverage the multifactorial factors for diagnosis and disease management of knee OA. MATERIALS AND METHODS We mapped 178 subjects in a multidimensional space integrating: demographic, clinical information, gait kinematics and kinetics, cartilage compositional T1ρ and T2 and R2 -R1ρ (1/T2 -1/T1ρ ) acquired at 3T and whole-organ magnetic resonance imaging score morphological grading. Topological data analysis (TDA) and Kolmogorov-Smirnov test were adopted for data integration, analysis, and hypothesis generation. Regression models were used for hypothesis testing. RESULTS The results of the TDA showed a network composed of three main patient subpopulations, thus potentially identifying new phenotypes. T2 and T1ρ values (T2 lateral femur P = 1.45*10-8 , T1ρ medial tibia P = 1.05*10-5 ), the presence of femoral cartilage defects (P = 0.0013), lesions in the meniscus body (P = 0.0035), and race (P = 2.44*10-4 ) were key markers in the subpopulation classification. Within one of the subpopulations we observed an association between the composite metric R2 -R1ρ and the longitudinal progression of cartilage lesions. CONCLUSION The analysis presented demonstrates some of the complex multitissue biochemical and biomechanical interactions that define joint degeneration and OA using a multidimensional approach, and potentially indicates that R2 -R1ρ may be an imaging biomarker for early OA. LEVEL OF EVIDENCE 3 Technical Efficacy: Stage 2 J. Magn. Reson. Imaging 2018;47:78-90.
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Affiliation(s)
- Valentina Pedoia
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Jenny Haefeli
- Weill Institute for Neurosciences, Department of Neurological Surgery, Brain and Spinal Injury Center, University of California, San Francisco, California, USA
| | - Kazuhito Morioka
- Weill Institute for Neurosciences, Department of Neurological Surgery, Brain and Spinal Injury Center, University of California, San Francisco, California, USA
| | - Hsiang-Ling Teng
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Lorenzo Nardo
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Richard B Souza
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA.,Department of Physical Therapy and Rehabilitation Science, University of California, San Francisco, California, USA
| | - Adam R Ferguson
- Weill Institute for Neurosciences, Department of Neurological Surgery, Brain and Spinal Injury Center, University of California, San Francisco, California, USA.,San Francisco Veterans Affairs Medical Center, San Francisco, California, USA
| | - Sharmila Majumdar
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
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13
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Joseph GB, McCulloch CE, Nevitt MC, Gersing AS, Schwaiger BJ, Kretzschmar M, Heilmeier U, Link TM. Medial femur T 2 Z-scores predict the probability of knee structural worsening over 4-8 years: Data from the osteoarthritis initiative. J Magn Reson Imaging 2017; 46:1128-1136. [PMID: 28206712 DOI: 10.1002/jmri.25662] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Accepted: 01/24/2017] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVE The purpose of this study was to determine the probability of structural worsening of knee cartilage and whole joint degeneration over 4-8 years based on cartilage T2 Z-scores at baseline. DESIGN Right knees with Kellgren-Lawrence (KL) grades of 0-2 in 587 participants from the Osteoarthritis Initiative were studied. 3T MR images were used to perform baseline cartilage T2 quantification and assess 4-year changes in cartilage morphology (WORMS scoring) in 5 regions. Changes in joint space narrowing (JSN) and KL were assessed over 8 years. T2 Z-scores were based on a reference database of knees without morphologic cartilage degeneration at baseline. Odds ratios for, and predicted probabilities of any worsening in WORMS cartilage, JSN and KL grade were obtained from logistic regression models. RESULTS A one-unit increase in the baseline medial femur T2 Z-score was associated with cartilage worsening in the same region (OR = 1.59; P < 0.0001) and in any region (OR = 1.37; P < 0.0001), and with worsening JSN (OR = 1.82; P < 0.0001) and KL grades (OR = 1.69; P < 0.0001). Predicted probabilities of worsening in knees with a medial femur T2 Z-score from 2-4 were 38% for medial femur cartilage WORMS, 70% for any cartilage region, 28% for increasing JSN and 31% for increasing KL grade. CONCLUSION Knees with elevated cartilage T2 (especially in the medial femur and those that are 2 to 4 SDs above the mean reference values) are significantly more likely to have structural worsening over 4 to 8 years. Knowing cartilage T2 Z-scores may aid in targeting prevention efforts at early stages of osteoarthritis. LEVEL OF EVIDENCE 2 Technical Efficacy: Stage 3 J. Magn. Reson. Imaging 2017;46:1128-1136.
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Affiliation(s)
- Gabby B Joseph
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Charles E McCulloch
- Department of Epidemiology and Biostatistics, University of California, San Francisco, California, USA
| | - Michael C Nevitt
- Department of Epidemiology and Biostatistics, University of California, San Francisco, California, USA
| | - Alexandra S Gersing
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Benedikt J Schwaiger
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Martin Kretzschmar
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Ursula Heilmeier
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
| | - Thomas M Link
- Department of Radiology and Biomedical Imaging, University of California, San Francisco, California, USA
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