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Atkins PR, Morris A, Elhabian SY, Anderson AE. A Correspondence-Based Network Approach for Groupwise Analysis of Patient-Specific Spatiotemporal Data. Ann Biomed Eng 2023; 51:2289-2300. [PMID: 37357248 PMCID: PMC11047278 DOI: 10.1007/s10439-023-03270-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Accepted: 06/01/2023] [Indexed: 06/27/2023]
Abstract
Methods for statistically analyzing patient-specific data that vary both spatially and over time are currently either limited to summary statistics or require elaborate surface registration. We propose a new method, called correspondence-based network analysis, which leverages particle-based shape modeling to establish correspondence across a population and preserve patient-specific measurements and predictions through statistical analysis. Herein, we evaluated this method using three published datasets of the hip describing cortical bone thickness of the proximal femur, cartilage contact stress, and dynamic joint space between control and patient cohorts to evaluate activity- and group-based differences, as applicable, using traditional statistical parametric mapping (SPM) and our proposed spatially considerate correspondence-based network analysis approach. The network approach was insensitive to correspondence density, while the traditional application of SPM showed decreasing area of the region of significance with increasing correspondence density. In comparison to SPM, the network approach identified broader and more connected regions of significance for all three datasets. The correspondence-based network analysis approach identified differences between groups and activities without loss of subject and spatial specificity which could improve clinical interpretation of results.
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Affiliation(s)
- Penny R Atkins
- Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT, USA
- Department of Orthopaedics, University of Utah, Salt Lake City, UT, USA
| | - Alan Morris
- Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT, USA
| | - Shireen Y Elhabian
- Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT, USA
- School of Computing, University of Utah, Salt Lake City, UT, USA
| | - Andrew E Anderson
- Scientific Computing and Imaging Institute, University of Utah, Salt Lake City, UT, USA.
- Department of Orthopaedics, University of Utah, Salt Lake City, UT, USA.
- Department of Biomedical Engineering, University of Utah, Salt Lake City, UT, USA.
- Department of Physical Therapy, University of Utah, Salt Lake City, UT, USA.
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Sharafi A, Zibetti MVW, Chang G, Cloos MA, Regatte RR. Simultaneous bilateral T 1 , T 2 , and T 1ρ relaxation mapping of the hip joint with magnetic resonance fingerprinting. NMR IN BIOMEDICINE 2022; 35:e4651. [PMID: 34825750 PMCID: PMC9233946 DOI: 10.1002/nbm.4651] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/22/2021] [Revised: 10/22/2021] [Accepted: 10/26/2021] [Indexed: 06/13/2023]
Abstract
Quantitative MRI can detect early biochemical changes in cartilage, but its bilateral use in clinical routines is challenging. The aim of this prospective study was to demonstrate the feasibility of magnetic resonance fingerprinting for bilateral simultaneous T1 , T2 , and T1ρ mapping of the hip joint. The study population consisted of six healthy volunteers with no known trauma or pain in the hip. Monoexponential T1 , T2 , and T1ρ relaxation components were assessed in femoral lateral, superolateral, and superomedial, and inferior, as well as acetabular, superolateral, and superomedial subregions in left and right hip cartilage. Aligned ranked nonparametric factorial analysis was used to assess the side's impact on the subregions. Kruskal-Wallis and Wilcoxon tests were used to compare subregions, and coefficient of variation to assess repeatability. Global averages of T1 (676.0 ± 45.4 and 687.6 ± 44.5 ms), T2 (22.5 ± 2.6 and 22.1 ± 2.5 ms), and T1ρ (38.2 ± 5.5 and 38.2 ± 5.5 ms) were measured in the left and right hip, and articular cartilage, respectively. The Kruskal-Wallis test showed a significant difference between different subregions' relaxation times regardless of the hip side (p < 0.001 for T1 , p = 0.012 for T2 , and p < 0.001 for T1ρ ). The Wilcoxon test showed that T1 of femoral layers was significantly (p < 0.003) higher than that for acetabular cartilage. The experiments showed excellent repeatability with CVrms of 1%, 2%, and 4% for T1 , T2 , and T1ρ, respectively. It was concluded that bilateral T1 , T2 , and T1ρ relaxation times, as well as B1+ maps, can be acquired simultaneously from hip joints using the proposed MRF sequence.
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Affiliation(s)
- Azadeh Sharafi
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
- Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Marcelo V. W. Zibetti
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
- Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Gregory Chang
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
- Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
| | - Martijn A. Cloos
- Center of Advanced Imaging, University of Queensland, Brisbane, Australia
| | - Ravinder R. Regatte
- Bernard and Irene Schwartz Center for Biomedical Imaging, Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
- Center for Advanced Imaging Innovation and Research (CAI2R), Department of Radiology, New York University Grossman School of Medicine, New York, New York, USA
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Melkus G, Beaulé PE, Wilkin G, Rakhra KS. What Is the Correlation Among dGEMRIC, T1p, and T2* Quantitative MRI Cartilage Mapping Techniques in Developmental Hip Dysplasia? Clin Orthop Relat Res 2021; 479:1016-1024. [PMID: 33355837 PMCID: PMC8083801 DOI: 10.1097/corr.0000000000001600] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Accepted: 11/10/2020] [Indexed: 01/31/2023]
Abstract
BACKGROUND Delayed gadolinium-enhanced MRI of cartilage (dGEMRIC) is a validated technique for evaluating cartilage health in developmental dysplasia of the hip (DDH), which can be a helpful prognosticator for the response to surgical treatments. dGEMRIC requires intravenous injection of gadolinium contrast, however, which adds time, expense, and possible adverse reactions to the imaging procedure. Newer MRI cartilage mapping techniques such as T1 rho (ρ) and T2* have been performed in the hip without the need for any contrast, although it is unknown whether they are equivalent to dGEMRIC. QUESTION/PURPOSE In this study, our purpose was to determine the correlation between the relaxation values of three cartilage mapping techniques, dGEMRIC, T1ρ, and T2*, in patients with DDH. METHODS Fifteen patients with DDH (three male, 12 female; mean age 29 ± 9 years) scheduled for periacetabular osteotomy underwent preoperative dGEMRIC, T1ρ, and T2* MRI at 3T with quantitative cartilage mapping. The outcomes of dGEMRIC, T1ρ, and T2* mapping were calculated for three regions of interest (ROI) to analyze the weightbearing cartilage of the hip: global ROI, anterior and posterior ROI, and further subdivided into medial, intermediate, and lateral to generate six smaller ROIs. The correlation between the respective relaxation time values was evaluated using the Spearman correlation coefficient (rS) for each ROI, categorized as negligible, weak, moderate, strong, or very strong. The relaxation values within the subdivided ROIs were compared for each of the three cartilage mapping techniques using the Kruskal-Wallis test. RESULTS There was a moderate correlation of T1ρ and T2* relaxation values with dGEMRIC relaxation values. For the global ROI, there was a moderate correlation between dGEMRIC and T2* (moderate; rS = 0.63; p = 0.01). For the anterior ROI, a moderate or strong correlation was found between dGEMRIC and both T1ρ and T2*: dGEMRIC and T1ρ (strong; rS = -0.71; p = 0.003) and dGEMRIC and T2* (moderate; rS = 0.69; p = 0.004). There were no correlations for the posterior ROI. The mean dGEMRIC, T1ρ, and T2* relaxation values were not different between the anterior and posterior ROIs nor between the subdivided six ROIs. CONCLUSION Quantitative T1ρ and T2* cartilage mapping demonstrated a moderate correlation with dGEMRIC, anteriorly and globally, respectively. However, the clinical relevance of such a correlation remains unclear. Further research investigating the correlation of these two noncontrast techniques with clinical function and outcome scores is needed before broad implementation in the preoperative investigation of DDH. LEVEL OF EVIDENCE Level II, diagnostic study.
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Affiliation(s)
- Gerd Melkus
- G. Melkus, K. S. Rakhra, Department of Medical Imaging, The Ottawa Hospital, Ottawa, ON, Canada
- G. Melkus, K. S. Rakhra, Department of Radiology, University of Ottawa, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Division of Orthopaedic Surgery, The Ottawa Hospital, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Department of Medicine, University of Ottawa, Ottawa, Canada
| | - Paul E Beaulé
- G. Melkus, K. S. Rakhra, Department of Medical Imaging, The Ottawa Hospital, Ottawa, ON, Canada
- G. Melkus, K. S. Rakhra, Department of Radiology, University of Ottawa, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Division of Orthopaedic Surgery, The Ottawa Hospital, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Department of Medicine, University of Ottawa, Ottawa, Canada
| | - Geoffrey Wilkin
- G. Melkus, K. S. Rakhra, Department of Medical Imaging, The Ottawa Hospital, Ottawa, ON, Canada
- G. Melkus, K. S. Rakhra, Department of Radiology, University of Ottawa, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Division of Orthopaedic Surgery, The Ottawa Hospital, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Department of Medicine, University of Ottawa, Ottawa, Canada
| | - Kawan S Rakhra
- G. Melkus, K. S. Rakhra, Department of Medical Imaging, The Ottawa Hospital, Ottawa, ON, Canada
- G. Melkus, K. S. Rakhra, Department of Radiology, University of Ottawa, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Division of Orthopaedic Surgery, The Ottawa Hospital, Ottawa, ON, Canada
- P. E. Beaulé, G. Wilkin, Department of Medicine, University of Ottawa, Ottawa, Canada
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Wilkin GP, Poitras S, Clohisy J, Belzile E, Zaltz I, Grammatopoulos G, Melkus G, Rakhra K, Ramsay T, Thavorn K, Beaulé PE. Periacetabular osteotomy with or without arthroscopic management in patients with hip dysplasia: study protocol for a multicenter randomized controlled trial. Trials 2020; 21:725. [PMID: 32811527 PMCID: PMC7433104 DOI: 10.1186/s13063-020-04592-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2020] [Accepted: 07/07/2020] [Indexed: 12/18/2022] Open
Abstract
Background Hip dysplasia is one of the most common causes of hip arthritis. Its incidence is estimated to be between 3.6 and 12.8% (Canadian Institute for Health Information, Hip and knee replacements in Canada, 2017–2018: Canadian joint replacement registry annual report, 2019; Jacobsen and Sonne-Holm, Rheumatology 44:211–8, 2004). The Periacetabular Osteotomy (PAO) has been used successfully for over 30 years (Gosvig et al., J Bone Joint Surg Am 92:1162–9, 2010), but some patients continue to exhibit symptoms post-surgery (Wyles et al., Clin Orthop Relat Res 475:336–50, 2017). A hip arthroscopy, performed using a small camera, allows surgeons to address torn cartilage inside the hip joint. Although both procedures are considered standard of care treatment options, it is unknown whether the addition of hip arthroscopy improves patient outcomes compared to a PAO alone. To delay or prevent future joint replacement surgeries, joint preservation surgery is recommended for eligible patients. While previous studies found an added cost to perform hip arthroscopies, the cost-effectiveness to Canadian Health care system is not known. Methods Patients randomized to the experimental group will undergo central compartment hip arthroscopy prior to completion of the PAO. Patients randomized to the control group will undergo isolated PAO. Patient-reported quality of life will be the primary outcome used for comparison between the two treatment groups as measured by The International Hip Outcome Tool (iHOT-33) (Saberi Hosnijeh et al., Arthritis Rheum 69:86–93, 2017). Secondary outcomes will include the four-square step test and sit-to-stand (validated in patients with pre-arthritic hip pain) and hip-specific symptoms and impairment using the HOOS; global health assessment will be compared using the PROMIS Global 10 Score; health status will be assessed using the EQ-5D-5L and EQ VAS questionnaires (Ganz et al., Clin Orthop Relat Res 466:264–72, 2008) pre- and post-operatively. In addition, operative time, hospital length of stay, adverse events, and health services utilization will be collected. A sub-group of patients (26 in each group) will receive a T1rho MRI before and after surgery to study changes in cartilage quality over time. A cost-utility analysis will be performed to compare costs and quality-adjusted life years (QALYs) associated with the intervention. Discussion We hypothesize that (1) concomitant hip arthroscopy at the time of PAO to address central compartment pathology will result in clinically important improvements in patient-reported outcome measures (PROMs) versus PAO alone, that (2) additional costs associated with hip arthroscopy will be offset by greater clinical improvements in this group, and that (3) combined hip arthroscopy and PAO will prove to be a cost-effective procedure. Trial registration ClinicalTrials.gov NCT03481010. Registered on 6 March 2020. Protocol version: version 3.
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Affiliation(s)
- Geoffrey P Wilkin
- Division of Orthopaedic Surgery, The Ottawa Hospital, General Campus, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada
| | - Stéphane Poitras
- School of Rehabilitation, University of Ottawa, 451 Smyth Road, Ottawa, ON, Canada
| | - John Clohisy
- Division of Orthopaedic Surgery, Washington University School of Medicine, 660 S Euclid Ave, St. Louis, MO, USA
| | - Etienne Belzile
- Division of Orthopaedic Surgery, Centre hospitalier de l'Université Laval, Québec, QC, Canada
| | - Ira Zaltz
- Division of Orthopaedic Surgery, William Beaumont Hospital (Troy Michigan), Royal Oak, MI, USA
| | - George Grammatopoulos
- Division of Orthopaedic Surgery, The Ottawa Hospital, General Campus, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada
| | - Gerd Melkus
- Division of Orthopaedic Surgery, The Ottawa Hospital, General Campus, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada
| | - Kawan Rakhra
- Division of Orthopaedic Surgery, The Ottawa Hospital, General Campus, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada
| | - Tim Ramsay
- Department of Clinical Epidemiology, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON, Canada
| | - Kednapa Thavorn
- Department of Clinical Epidemiology, Ottawa Hospital Research Institute, 501 Smyth Road, Ottawa, ON, Canada
| | - Paul E Beaulé
- Division of Orthopaedic Surgery, The Ottawa Hospital, General Campus, 501 Smyth Road, Ottawa, ON, K1H 8L6, Canada.
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Rogers MJ, Adeyemi TF, Kim J, Maak TG. Understanding Preoperative Demographics and Risk Factors for Early Revision Surgery in Patients Undergoing Hip Arthroscopic Surgery: A Large Database Study. Orthop J Sports Med 2019; 7:2325967119849579. [PMID: 31263723 PMCID: PMC6595673 DOI: 10.1177/2325967119849579] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Hip arthroscopic surgery has become an increasingly common surgical technique to diagnose and treat various hip abnormalities. While increased efficacy has been reported, debate remains regarding appropriate surgical indications. Multiple factors including patient demographics, surgical procedure, and underlying disease have been associated with poor surgical outcomes. Preoperative diagnostic and treatment interventions including physical therapy and injections may affect surgical indications and outcomes. PURPOSE To identify patient characteristics and preoperative factors associated with an increased risk of early revision surgery and/or extended postoperative medical care after index hip arthroscopic surgery. STUDY DESIGN Case-control study; Level of evidence, 3. METHODS Utah's All Payer Claims Database, a state-mandated registry containing data from all payers, including private insurance, Medicare Advantage, and Medicaid, was queried to identify patients who underwent hip arthroscopic surgery during a 3-year period (January 1, 2013, to December 31, 2015). Demographics, comorbidities, nonoperative care modalities, pain medications, and revision procedures were collected using claims data at 6 months preoperatively and 12 months postoperatively. RESULTS A total of 1283 patients who underwent primary hip arthroscopic surgery were analyzed, of whom 57.6% (n = 739) were female. Within 1 year of index surgery, 7.8% and 2.1% of patients underwent revision hip arthroscopic surgery and conversion to total hip arthroplasty (THA), respectively. Patients older than 60 years and male patients were more likely to undergo revision arthroscopic surgery (odds ratio [OR], 0.89; P < .001 and OR, 1.59; P = .04, respectively) and convert to THA (OR, 1.03; P = .01 and OR, 2.25; P = .05, respectively). Preoperative opioid use was significantly associated with increased odds of revision surgery (OR, 1.64; P = .05) and THA (OR, 2.70; P = .03). No significant relationship existed between preoperative physical therapy or intra-articular hip injections and revision hip arthroscopic surgery (OR, 1.20; P = .45 and OR, 1.18; P = .52, respectively) or conversion to THA (OR, 0.89; P = .79 and OR, 0.71; P = .46, respectively). CONCLUSION This study showed that predictable patient factors can effectively guide preoperative decision making and may improve prognosis. Certain patient pools require optimization preoperatively, and a subset of patients appears to require additional surgical indications.
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Affiliation(s)
- Miranda J. Rogers
- Department of Orthopaedic Surgery, University Orthopaedic Center, University of Utah, Salt Lake City, Utah, USA
| | - Temitope F. Adeyemi
- Department of Orthopaedic Surgery, University Orthopaedic Center, University of Utah, Salt Lake City, Utah, USA
| | - Jaewhan Kim
- Department of Physical Therapy and Athletic Training, University of Utah, Salt Lake City, Utah, USA
| | - Travis G. Maak
- Department of Orthopaedic Surgery, University Orthopaedic Center, University of Utah, Salt Lake City, Utah, USA
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Leopold SS. Editorial Comment: The Bernese Hip Symposium and CORR®-Sharing the Latest and Best in Hip Surgery Research. Clin Orthop Relat Res 2019; 477:960-961. [PMID: 30998627 PMCID: PMC6494327 DOI: 10.1097/corr.0000000000000759] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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Abstract
BACKGROUND The management of asymptomatic individuals with cam femoral morphology that predisposes their hips to femoroacetabular impingement has received little attention. Such hips may have subclinical articular damage; however, whether this cartilage damage will progress is unknown as is whether any particular bone morphologies are associated with this progression. Such knowledge could help determine the natural history and guide management of such individuals. QUESTIONS/PURPOSES The purpose of this study was to determine whether (1) asymptomatic hips with cam morphology are at risk of further cartilage degeneration (as evaluated by T1ρ); (2) T1ρ changes are predictive of symptom onset; and (3) bony morphologic parameters are associated with T1ρ signal changes. METHODS In a prospective, longitudinal study, 17 asymptomatic volunteers/hips (16 men; 33 ± 6 years) with cam morphology underwent two T1ρ MRI scans and functional assessment (WOMAC) at recruitment and at 4 years (range, 2-6 years). Volunteers were recruited from a previous study, which reported on the prevalence of cam morphology among asymptomatic individuals using hip MRI; cam morphology was defined as an α angle ≥ 60° anterolaterally and/or ≥ 50.5° anteriorly relative to the neck axis. The differences in T1ρ values (ΔT1ρ) and relative differences (%ΔT1ρ) were calculated as: ΔT1ρ = T1ρFollowup - T1ρInitial and %ΔT1ρ = ΔT1ρ/T1ρInitial. A %ΔT1ρ > 17.6% was considered clinically important. Using CT data, femoral, acetabular, and spinopelvic parameters were measured. Whether ΔT1ρ and/or %ΔT1ρ was associated with any of the bone morphologic parameters was tested using Spearman's correlation coefficient. RESULTS The global T1ρ in these asymptomatic hips with cam morphology remained unchanged between initial (mean, 35 ± 5 ms) and followup scans (mean, 34 ± 3 ms; p = 0.518). No differences with the numbers available in T1ρ values were seen initially between the anterolateral and posterolateral (34 ± 6 ms versus 33 ± 4 ms; p = 0.734) regions; at followup, T1 values were higher posterolaterally (36 ± 5 ms versus 32 ± 5 ms; p = 0.031). The mean global ΔT1ρ was 1 ± 5 ms (95% confidence interval, -1 to +3 ms) and the mean global %ΔT1ρ was 2% ± 13%. Two volunteers reported lower WOMAC scores; one patient exhibited a clinically important increase in %ΔT1ρ (-26%). The degree of acetabular coverage correlated with %ΔT1ρ (rho = 0.59-0.61, p = 0.002); the lesser the acetabular coverage anterolaterally, the greater the corresponding area's T1ρ at followup. CONCLUSIONS Although signs of posterolateral joint degeneration were detected, these were not generally associated with symptoms, and only one of the two volunteers with the onset of symptoms had a clinically important increase in %ΔT1ρ. We found that reduced acetabular coverage may increase the likelihood that preclinical cartilage degeneration will arise within 2 to 6 years; thereby reduced acetabular coverage should be considered when stratifying asymptomatic hips at risk of degeneration. Future studies should be performed with a larger cohort and include femoral version among the parameters studied. LEVEL OF EVIDENCE Level II, diagnostic study.
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Pedoia V, Majumdar S. Translation of morphological and functional musculoskeletal imaging. J Orthop Res 2019; 37:23-34. [PMID: 30273968 DOI: 10.1002/jor.24151] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Accepted: 09/24/2018] [Indexed: 02/04/2023]
Abstract
In an effort to develop quantitative biomarkers for degenerative joint disease and fill the void that exists for diagnosing, monitoring, and assessing the extent of whole joint degeneration, the past decade has been marked by a greatly increased role of noninvasive imaging. This coupled with recent advances in image processing and deep learning opens new possibilities for promising quantitative techniques. The clinical translation of quantitative imaging was previously hampered by tedious non-scalable and subjective image analysis. Osteoarthritis (OA) diagnosis using X-rays can be automated by the use of deep learning models and pilot studies showed feasibility of using similar techniques to reliably segment multiple musculoskeletal tissues and detect and stage the severity of morphological abnormalities in magnetic resonance imaging (MRI). Automation and more advanced feature extraction techniques have applications on larger more heterogeneous samples. Analyses based on voxel based relaxometry have shown local patterns in relaxation time elevations and local correlations with outcome variables. Bone cartilage interactions are also enhanced by the analysis of three-dimensional bone morphology and the potential for the assessment of metabolic activity with simultaneous Positron Emission Tomography (PET)/MR systems. Novel techniques in image processing and deep learning are augmenting imaging to be a source of quantitative and reliable data and new multidimensional analytics allow us to exploit the interactions of data from various sources. In this review, we aim to summarize recent advances in quantitative imaging, the application of image processing and deep learning techniques to study knee and hip OA. ©2018 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res XX:XX-XX, 2018.
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Grants
- GE Healthcare
- P50 AR060752 National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, (NIH-NIAMS)
- R01AR046905 National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, (NIH-NIAMS)
- K99AR070902 National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, (NIH-NIAMS)
- R00AR070902 National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, (NIH-NIAMS)
- R61AR073552 National Institute of Arthritis and Musculoskeletal and Skin Diseases, National Institutes of Health, (NIH-NIAMS)
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Affiliation(s)
- Valentina Pedoia
- Department of Radiology and Biomedical Imaging, QB3 Building, 2nd Floor, Suite 203, 1700 - 4th Street, University of California, San Francisco, California, 94158
| | - Sharmila Majumdar
- Department of Radiology and Biomedical Imaging, QB3 Building, 2nd Floor, Suite 203, 1700 - 4th Street, University of California, San Francisco, California, 94158
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9
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Beaulé PE, Grammatopoulos G, Speirs A, Geoffrey Ng KC, Carsen S, Frei H, Melkus G, Rakhra K, Lamontagne M. Unravelling the hip pistol grip/cam deformity: Origins to joint degeneration. J Orthop Res 2018; 36:3125-3135. [PMID: 30175856 DOI: 10.1002/jor.24137] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Accepted: 08/25/2018] [Indexed: 02/04/2023]
Abstract
This article reviews a body of work performed by the investigators over 9 years that has addressed the significance of cam morphology in the development of hip osteoarthritis (OA). Early hip joint degeneration is a common clinical presentation and preexisting abnormal joint morphology is a risk factor for its development. Interrogating Hill's criteria, we tested whether cam-type femoroacetabular impingement leads to hip OA. Strength of association was identified between cam morphology, reduced range-of-movement, hip pain, and cartilage degeneration. By studying a pediatric population, we were able to characterize the temporality between cam morphology (occurring 1st) and joint degeneration. Using in silico (finite element) and in vivo (imaging biomarkers) studies, we demonstrated the biological plausibility of how a cam deformity can lead to joint degeneration. Furthermore, we were able to show a biological gradient between degree of cam deformity and extent of articular damage. However, not all patients develop joint degeneration and we were able to characterize which factors contribute to this (specificity). Lastly, we were able to show that by removing the cam morphology, one could positively influence the degenerative process (experiment). The findings of this body of work show consistency and coherence with the literature. Furthermore, they illustrate how cam morphology can lead to early joint degeneration analogous to SCFE, dysplasia, and joint mal-reduction post-injury. The findings of this study open new avenues on the association between cam morphology and OA including recommendations for the study, screening, follow-up, and assessment (patient-specific) of individuals with cam morphology in order to prevent early joint degeneration. Statement of significance: By satisfying Hill's criteria, one can deduct that in some individuals, cam morphology is a cause of OA. © 2018 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 36:3125-3135, 2018.
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Affiliation(s)
- Paul E Beaulé
- The Ottawa Hospital, 501 Smyth Road, Ottawa, Ontario, K1H 8L6
| | | | - Andrew Speirs
- Carleton University, 1125 Colonel By Drive, Ottawa, Ontario, K1S 5B6
| | - K C Geoffrey Ng
- Human Movement Biomechanics Laboratory, University of Ottawa, 200 Lees Avenue, Ottawa, Ontario, K1N 6N5.,Department of Mechanical Engineering, Imperial College London, London, SW7 2AZ, UK
| | - Sasha Carsen
- The Children's Hospital of Eastern Ontario, 401 Smyth Road, Ottawa, Ontario, K1H 8L1
| | - Hanspeter Frei
- Carleton University, 1125 Colonel By Drive, Ottawa, Ontario, K1S 5B6
| | - Gerd Melkus
- The Ottawa Hospital, 501 Smyth Road, Ottawa, Ontario, K1H 8L6
| | - Kawan Rakhra
- The Ottawa Hospital, 501 Smyth Road, Ottawa, Ontario, K1H 8L6
| | - Mario Lamontagne
- Human Movement Biomechanics Laboratory, University of Ottawa, 200 Lees Avenue, Ottawa, Ontario, K1N 6N5
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10
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Han X, Hong G, Chen L, Zhao M, Guo Y, Xu L, Wu M, Leng X, Sun P. T1
ρ and T2
mapping for the determination of articular cartilage denaturalization with osteonecrosis of the femoral head: A prospective controlled trial. J Magn Reson Imaging 2018; 49:760-767. [PMID: 30461119 DOI: 10.1002/jmri.26267] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2018] [Revised: 07/06/2018] [Accepted: 07/06/2018] [Indexed: 01/14/2023] Open
Affiliation(s)
- Xiaorui Han
- Department of Radiography; Guangzhou First People's Hospital, Second Affiliated Hospital of South China University of Technology; Guangzhou P.R. China
| | - Guoju Hong
- Department of Surgery; University of Alberta; Edmonton AB Canada
| | - Leilei Chen
- Orthopedic Department; First Affiliated Hospital of Guangzhou University of Chinese Medicine; Guangzhou P.R. China
| | - Man Zhao
- Department of Radiography; First Affiliated Hospital of Clinical Medicine of Guangdong Pharmaceutical University; Guangzhou P.R. China
| | - Yuan Guo
- Department of Radiography; Guangzhou First People's Hospital, Second Affiliated Hospital of South China University of Technology; Guangzhou P.R. China
| | - Ling Xu
- Department of Ultrasound; Guangdong Women and Children Hospital; Guangzhou P.R. China
| | - Mei Wu
- Department of Radiography; Guangzhou First People's Hospital, Second Affiliated Hospital of South China University of Technology; Guangzhou P.R. China
| | - Xiaoming Leng
- Universal Medical Imaging Diagnostic Center; Guangzhou P.R. China
| | - Ping Sun
- Orthopedic Department; First Affiliated Hospital of Clinical Medicine of Guangdong Pharmaceutical University; Guangzhou P.R. China
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11
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Samaan MA, Pedoia V, Zhang AL, Gallo MC, Link TM, Souza RB, Majumdar S. A novel mr-based method for detection of cartilage delamination in femoroacetabular impingement patients. J Orthop Res 2018; 36:971-978. [PMID: 28762536 PMCID: PMC5794666 DOI: 10.1002/jor.23667] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 07/29/2017] [Indexed: 02/04/2023]
Abstract
In this study, quantitative magnetic resonance based measurements were used to evaluate T1ρ and T2 mapping and heterogeneity in femoroacetabular impingement (FAI) patients with acetabular cartilage delamination and to determine the ability of these quantitative MR-based measurements in detecting delamination. Unilateral hip joint MR-scans of 36 FAI patients with arthroscopically-confirmed acetabular cartilage delamination and 36 age, gender, and BMI matched controls were obtained. T1ρ and T2 mapping and heterogeneity of the hip joint articular cartilage were assessed in both groups using voxel-based relaxometry (VBR). Quantitative MR-based measurements were compared using statistical parametric mapping (SPM). Receiver operating characteristic (ROC) analysis was used to assess the ability of these quantitative measurements in detecting delamination by calculating the area under the curve (AUC). Pearson partial correlations (r) were used to assess for associations between T1ρ and T2 radial heterogeneity with the alpha angle in FAI patients. T1ρ and T2 global acetabular values were significantly higher in FAI patients with a focal increase within the posterior acetabular cartilage. FAI patients exhibited increased anterior superior acetabular T1ρ and T2 heterogeneity and both of these measures demonstrated a strong ability to detect acetabular cartilage delamination (T1ρ AUC: 0.96, p < 0.001; T2 AUC: 0.93, p < 0.001). FAI patients with a larger alpha angle exhibited increased anterior superior acetabular T1ρ (r = 0.48, p = 0.02) and T2 (r = 0.42, p = 0.03) heterogeneity. T1ρ and T2 heterogeneity within the anterior superior acetabular cartilage was shown to be a sensitive measure in detecting delamination and may prove beneficial to clinicians in determining optimal interventions for FAI patients. © 2017 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 36:971-978, 2018.
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Affiliation(s)
- Michael A. Samaan
- Department of Radiology and Biomedical Imaging, University of California – San Francisco, San Francisco, CA
| | - Valentina Pedoia
- Department of Radiology and Biomedical Imaging, University of California – San Francisco, San Francisco, CA
| | - Alan L. Zhang
- Department of Orthopaedic Surgery, University of California-San Francisco, San Francisco, CA
| | - Matthew C. Gallo
- Department of Radiology and Biomedical Imaging, University of California – San Francisco, San Francisco, CA
| | - Thomas M. Link
- Department of Radiology and Biomedical Imaging, University of California – San Francisco, San Francisco, CA
| | - Richard B. Souza
- Department of Radiology and Biomedical Imaging, University of California – San Francisco, San Francisco, CA
- Department of Physical Therapy and Rehabilitation Science, University of California-San Francisco, San Francisco, CA
| | - Sharmila Majumdar
- Department of Radiology and Biomedical Imaging, University of California – San Francisco, San Francisco, CA
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12
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Pedoia V, Samaan MA, Inamdar G, Gallo MC, Souza RB, Majumdar S. Study of the interactions between proximal femur 3d bone shape, cartilage health, and biomechanics in patients with hip Osteoarthritis. J Orthop Res 2018; 36:330-341. [PMID: 28688198 PMCID: PMC5962017 DOI: 10.1002/jor.23649] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Accepted: 07/05/2017] [Indexed: 02/04/2023]
Abstract
In this study quantitative MRI and gait analysis were used to investigate the relationships between proximal femur 3D bone shape, cartilage morphology, cartilage biochemical composition, and joint biomechanics in subject with hip Osteoarthritis (OA). Eighty subjects underwent unilateral hip MR-imaging: T1ρ and T2 relaxation times were extracted through voxel based relaxometry and bone shape was assessed with 3D MRI-based statistical shape modeling. In addition, 3D gait analysis was performed in seventy-six of the studied subjects. Associations between shape, cartilage lesion presence, severity, and cartilage T1ρ and T2 were analyzed with linear regression and statistical parametric mapping. An ad hoc analysis was performed to investigate biomechanics and shape associations. Our results showed that subjects with a higher neck shaft angle in the coronal plane (higher mode 1, coxa valga), thicker femoral neck and a less spherical femoral head (higher mode 5, pistol grip) exhibited more severe acetabular and femoral cartilage abnormalities, showing different interactions with demographics factors. Subjects with coxa valga also demonstrated a prolongation of T1ρ and T2. Subjects with pistol grip deformity exhibited reduced hip internal rotation angles and subjects with coxa valga exhibited higher peak hip adduction moment and moment impulse. The results of this study establish a clear relationship between 3D proximal femur shape variations and markers of hip joint degeneration-morphological, compositional, well as insight on the possible interactions with demographics and biomechanics, suggesting that 3D MRI-based bone shape maybe a promising biomarker of early hip joint degeneration. © 2017 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 36:330-341, 2018.
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Affiliation(s)
- Valentina Pedoia
- Department of Radiology and Biomedical Imaging, University of California San Francisco, CA
| | - Michael A. Samaan
- Department of Radiology and Biomedical Imaging, University of California San Francisco, CA
| | - Gaurav Inamdar
- Department of Radiology and Biomedical Imaging, University of California San Francisco, CA
| | - Matthew C. Gallo
- Department of Radiology and Biomedical Imaging, University of California San Francisco, CA
| | - Richard B. Souza
- Department of Radiology and Biomedical Imaging, University of California San Francisco, CA
- Department of Physical Therapy and Rehabilitation Science, University of California San Francisco, CA
| | - Sharmila Majumdar
- Department of Radiology and Biomedical Imaging, University of California San Francisco, CA
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