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Khandelwal R, Kharat A, Botchu R, Koganti D, Shah VP. High resolution T2∗ mapping in assessment of knee articular cartilage on 3T MRI. J Clin Orthop Trauma 2022; 27:101823. [PMID: 35251934 PMCID: PMC8894233 DOI: 10.1016/j.jcot.2022.101823] [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: 12/14/2021] [Revised: 01/26/2022] [Accepted: 02/22/2022] [Indexed: 11/16/2022] Open
Abstract
OBJECTIVE To evaluate the spectrum of T2∗ values in healthy cartilage of young asymptomatic adults on high resolution 3T MRI. METHODS A total of 50 asymptomatic adult volunteers with age ranging from 18 to 35 years were enrolled for the study with the purpose of assessing T2∗ values in healthy cartilage without any degenerative changes. The articular cartilage was assessed on two sections, one each through the medial and lateral compartments. The cartilage was segmented into 8 regions through the tibio-femoral and patella-femoral joints. Further post processing was done using multiple ROI placement to delineate ROI areas for calculation of full thickness and zonal (superficial and deep) T2∗ values. Thus, a total of 1200 ROI areas (50 volunteers, 8 segments, and 3 areas for each segment) were assessed. RESULTS The results revealed a superior bulk T2∗ value of 29.2 ± 3.6 ms from the posterior medial femoral cartilage and 26.1 ± 3.1 ms from the patellar region. Intermediate values were obtained from posterior lateral femoral cartilage, central femoral cartilage, and trochlea. The tibial plateau cartilage had the lowest values - 19.6 ± 2.6 ms for the medial tibial plateau and 20.6 ± 2.8 ms for lateral tibial plateau. The study demonstrated substantial regional physiological variation existing in the T2∗ values across various regions of the knee joint, which could be attributed to varying amounts of shearing forces across the joint. No significant differences were noted in bulk T2∗ values between the two genders, with only the trochlear segment revealing significantly increased values in males (p = 0.007). All the cartilage segments revealed significantly increased T2∗ values in the superficial zone as compared to the deep zone. CONCLUSION There is a significant regional difference in the bulk T2∗ values of articular cartilage in a normal physiological state across various joint segments. A zonal gradient with increasing values from the deep to the superficial zone also exists. These findings can prove invaluable in assessing changes in T2∗ values occurring in diseased/degenerative cartilage.
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Affiliation(s)
- Rachit Khandelwal
- Department of Radiodiagnosis, Dr D Y Patil Medical College, Hospital and Research Centre, Pimpri, 411018, India
| | - Amit Kharat
- Department of Radiodiagnosis, Dr D Y Patil Medical College, Hospital and Research Centre, Pimpri, 411018, India
| | - Rajesh Botchu
- Royal Orthopaedic Hospital, Birmhingham, United Kingdom
| | - Deepak Koganti
- Department of Radiodiagnosis, Dr D Y Patil Medical College, Hospital and Research Centre, Pimpri, 411018, India,Corresponding author.
| | - Viraj P. Shah
- Department of Radiodiagnosis, Dr D Y Patil Medical College, Hospital and Research Centre, Pimpri, 411018, India
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Van Ginckel A, De Mits S, Bennell KL, Bryant AL, Witvrouw EE. T2* mapping of subtalar cartilage: Precision and association between anatomical variants and cartilage composition. J Orthop Res 2016; 34:1969-1976. [PMID: 26919305 DOI: 10.1002/jor.23214] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2015] [Accepted: 02/19/2016] [Indexed: 02/04/2023]
Abstract
Hindfoot arthritis is an important contributor to foot pain and physical disability. While the subtalar joint (STJ) is most frequently affected, anatomical variants such as facet configuration were suggested to further STJ cartilage deterioration. T2* mapping enables detection of ultra-structural cartilage change, particularly in thin cartilage layers, but its feasibility in the STJ has not yet been evaluated. The purpose of this study was to evaluate segmentation consistency and inter-scan short-term precision error of T2* mapping of talocalcaneal cartilage and to investigate the relationship between facet configuration and STJ T2* values. Using 3Tesla morphological magnetic resonance imaging, STJ configuration was categorized according to the degree of fusion between anterior, medial, or posterior facets. Subsequently, two repeats of multi-echo gradient recalled echo sequences were performed to obtain T2* maps with repositioning. Segmentation consistency of T2* values attained an ICC of 0.90 (95%CI 0.69-0.99). Precision errors comprised a coefficient of variation (CV) ranging 0.01-0.05, corresponding to a root mean square CV of 0.03-0.04. A 2-joint configuration type (i.e., fused anterior-medial facets) was significantly associated with a decrease in posterior facet T2* values (β = -0.6, p = 0.046). STJ T2* mapping is a reliable method requiring at least a 4% difference within people to enable detection of significant change. Anatomical variants in STJ configuration were associated with T2* values with the more stable 3-joint types exhibiting more favorable cartilage outcomes. Longer-term larger-scaled studies focusing on arthritis pathology are needed to further support the use of T2* mapping in hindfoot disease monitoring. © 2016 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 34:1969-1976, 2016.
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Affiliation(s)
- Ans Van Ginckel
- Faculty of Medicine, Dentistry and Health Sciences, Centre for Health, Exercise and Sports Medicine (CHESM), The University of Melbourne, 161 Barry Street, Carlton VIC 3053, Melbourne, Australia
| | - Sophie De Mits
- Faculty of Medicine and Health Sciences, Department of Rehabilitation Sciences and Physiotherapy, Ghent University, Ghent, Belgium.,Department of Podiatry, Artevelde University College, Ghent, Belgium.,Department of Rheumatology, Ghent University Hospital, Ghent, Belgium
| | - Kim L Bennell
- Faculty of Medicine, Dentistry and Health Sciences, Centre for Health, Exercise and Sports Medicine (CHESM), The University of Melbourne, 161 Barry Street, Carlton VIC 3053, Melbourne, Australia
| | - Adam L Bryant
- Faculty of Medicine, Dentistry and Health Sciences, Centre for Health, Exercise and Sports Medicine (CHESM), The University of Melbourne, 161 Barry Street, Carlton VIC 3053, Melbourne, Australia
| | - Erik E Witvrouw
- Faculty of Medicine and Health Sciences, Department of Rehabilitation Sciences and Physiotherapy, Ghent University, Ghent, Belgium.,Department of Physiotherapy, Aspetar, Doha, Qatar
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Van Ginckel A, Witvrouw EE. In vivo deformation of thin cartilage layers: Feasibility and applicability of T2* mapping. J Orthop Res 2016; 34:771-8. [PMID: 26479410 DOI: 10.1002/jor.23072] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Accepted: 10/12/2015] [Indexed: 02/04/2023]
Abstract
The objectives of this study were as follows: (i) to assess segmentation consistency and scan precision of T2* mapping of human tibio-talar cartilage, and (ii) to monitor changes in T2* relaxation times of ankle cartilage immediately following a clinically relevant in vivo exercise and during recovery. Using multi-echo gradient recalled echo sequences, averaged T2* values were calculated for tibio-talar cartilage layers in 10 healthy volunteers. Segmentation consistency and scan precision were determined from two repeated segmentations and two repeated acquisitions with repositioning, respectively. Subsequently, acute in vivo cartilage loading responses were monitored by calculating averaged tibio-talar T2* values at rest, immediately after (i.e., deformation) and at 15 min (i.e., recovery) following a 30-repetition knee bending exercise. Precision errors attained 4-6% with excellent segmentation consistency point estimates (i.e., intra-rater ICC of 0.95) and acceptable limits of confidence. At deformation, T2* values were increased in both layers [+16.1 (10.7)%, p = 0.004 and +17.3 (15.3)%, p = 0.023, for the talus and tibia, respectively] whereas during recovery no significant changes could be established when comparing to baseline [talar cartilage: +5.2 (8.2)%, p = 0.26 and tibial cartilage: +6.6 (10.4)%, p = 0.23]. T2* mapping is a viable method to monitor deformational behavior in thin cartilage layers such as ankle cartilage. Longitudinal changes in T2* can be reliably appraised and require at least 4-6% differences to ascertain statistical significance. The ability to detect considerable change even after non-strenuous loading events, endorses T2* mapping as an innovative method to evaluate the effects of therapeutic exercise on thin cartilage layers. © 2015 Orthopaedic Research Society. Published by Wiley Periodicals, Inc. J Orthop Res 34:771-778, 2016.
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Affiliation(s)
- Ans Van Ginckel
- Centre for Exercise, Health and Sports Medicine (CHESM), Department of Physiotherapy, School of Health Sciences, Faculty of Medicine, Dentistry and Health Sciences, The University of Melbourne, Parkville, Victoria, Australia.,PhD Fellowship Research Foundation of Flanders (FWO Aspirant), Brussels, Belgium
| | - Erik E Witvrouw
- Department of Rehabilitation Sciences and Physiotherapy, Faculty of Medicine and Health Sciences, Ghent University, Ghent, Belgium.,Department of Physiotherapy, Aspetar Hospital, Aspetar, Doha, Qatar
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Midura S, Schneider E, Sakamoto FA, Rosen GM, Winalski CS, Midura RJ. In vitro toxicity in long-term cell culture of MR contrast agents targeted to cartilage evaluation. Osteoarthritis Cartilage 2014; 22:1337-45. [PMID: 25046535 DOI: 10.1016/j.joca.2014.07.010] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/10/2014] [Revised: 06/20/2014] [Accepted: 07/10/2014] [Indexed: 02/02/2023]
Abstract
OBJECTIVE Contrast-enhanced magnetic resonance (MR) imaging methods have been proposed for non-invasive evaluation of osteoarthritis (OA). We measured cell toxicities of cartilage-targeted low-generation dendrimer-linked nitroxide MR contrast agents and gadopentetate dimeglumine (Gd-DTPA) on cultured chondrocytes. DESIGN A long-term Swarm rat chondrosarcoma chondrocyte-like cell line was exposed for 48-h to different salts (citrate, maleate, tartrate) and concentrations of generation one or two diaminobutyl-linked nitroxides (DAB4-DLN or DAB8-DLN), Gd-DTPA, or staurosporine (positive control). Impact on microscopic cell appearance, MTT spectrophotometric assays of metabolic activity, and quantitative PicoGreen assays of DNA content (cell proliferation) were measured and compared to untreated cultures. RESULTS Chondrocyte cultures treated with up to 7.5 mM Gd-DTPA for 48-h had no statistical differences in DNA content or MTT reaction compared to untreated cultures. At all doses, DAB4-DLN citrate treated cultures had results similar to untreated and Gd-DTPA-treated cultures. At doses >1 mM, DAB4-DLN citrate treated cultures showed statistically greater DNA and MTT reaction than maleate and tartrate DAB4-DLN salts. Cultures exposed to 5 mM or 7.5 mM DAB8-DLN citrate exhibited rounded cells, poor cell proliferation, and barely detectable MTT reaction. Treatment with 0.1 μM staurosporine caused chondrocyte death. CONCLUSION Long-term exposure, greater than clinically expected, to either DAB4-DLN citrate or Gd-DTPA had no detectable toxicity with results equivalent to untreated cultures. DAB4-DLN citrate was more biocompatible than either the maleate or tartrate salts. Cells exposed for 48-h to 5 mM or 7.5 mM DAB8-DLN salts demonstrated significant cell toxicity. Further evaluation of DAB8-DLN with clinically appropriate exposure times is required to determine the maximum useful concentration.
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Affiliation(s)
- S Midura
- Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA
| | - E Schneider
- Imaging Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA; NitroSci Pharmaceuticals, LLC, New Berlin, WI 53151, USA
| | - F A Sakamoto
- Imaging Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA
| | - G M Rosen
- NitroSci Pharmaceuticals, LLC, New Berlin, WI 53151, USA; Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, MD 21201, USA
| | - C S Winalski
- Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA; Imaging Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA.
| | - R J Midura
- Biomedical Engineering, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, USA
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Abstract
Magnetic resonance imaging (MRI) has become an increasingly important imaging technique in osteoarthritis (OA) research, and is widely used in the ongoing endeavor to understand the pathogenesis of OA and to develop structure and disease-modifying OA drugs. MRI offers semiquantitative, quantitative and compositional evaluation of knee OA, and enables visualization of tissues that are not seen by radiography, including but not limited to cartilage, meniscus, bone marrow lesions, synovitis, and muscles. It is now recognized that contrast-enhanced MRI enables more accurate evaluation of synovitis than MRI without contrast. Because of its ability to visualize multiple pain-related tissue pathology in three dimensions, MRI is the best modality for imaging of OA.
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Animal models of osteoarthritis for the understanding of the bone contribution. BONEKEY REPORTS 2013; 2:422. [PMID: 24422124 DOI: 10.1038/bonekey.2013.156] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2013] [Accepted: 08/06/2013] [Indexed: 12/17/2022]
Abstract
Osteoarthritis characterizes the joint disease that results in cartilage damage accompanied by bone lesions and synovial inflammation. Joint integrity results from physiological interactions between all these tissues. Local factors such as cytokines and growth factors regulate cartilage remodeling and metabolism as well as chondrocyte differentiation and survival. Tremendous progress has been made through the use of animal models and provided insight for the mechanism of cartilage loss and chondrocyte functions. Surgical, chemical or genetic models have been developed to investigate the role of molecules in the pathogenesis or treatment of osteoarthritis. Indeed, the animal models are helpful to investigate the cartilage changes in relation to changes in bone remodeling. Increased bone resorption occurs at early stage of the development of osteoarthritis, the inhibition of which prevents cartilage damage, confirming the role of bone factors in the crosstalk between both tissues. Among these numerous molecules, some participate in the imbalance in cartilage homeostasis and in the pathophysiology of osteoarthritis. These local factors are potential candidates for new drug targets.
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Van Ginckel A, Verdonk P, Witvrouw E. Cartilage adaptation after anterior cruciate ligament injury and reconstruction: implications for clinical management and research? A systematic review of longitudinal MRI studies. Osteoarthritis Cartilage 2013; 21:1009-24. [PMID: 23685095 DOI: 10.1016/j.joca.2013.04.015] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/10/2012] [Revised: 03/12/2013] [Accepted: 04/24/2013] [Indexed: 02/02/2023]
Abstract
OBJECTIVE To summarize the current evidence of magnetic resonance imaging (MRI)-measured cartilage adaptations following anterior cruciate ligament (ACL) reconstruction and of the potential factors that might influence these changes, including the effect of treatment on the course of cartilage change (i.e., surgical vs non-surgical treatment). METHODS A literature search was conducted in seven electronic databases extracting 12 full-text articles. These articles reported on in vivo MRI-related cartilage longitudinal follow-up after ACL injury and reconstruction in "young" adults. Eligibility and methodological quality was rated by two independent reviewers. A best-evidence synthesis was performed for reported factors influencing cartilage changes. RESULTS Methodological quality was heterogenous amongst articles (i.e., score range: 31.6-78.9%). Macroscopic changes were detectable as from 2 years follow-up next to or preceded by ultra-structural and functional (i.e., contact-deformation) changes, both in the lateral and medial compartment. Moderate-to-strong evidence was presented for meniscal lesion or meniscectomy, presence of bone marrow lesions (BMLs), time from injury, and persisting altered biomechanics, possibly affecting cartilage change after ACL reconstruction. First-year morphological change was more aggravated in ACL reconstruction compared to non-surgical treatment. CONCLUSION In view of osteoarthritis (OA) prevention after ACL reconstruction, careful attention should be paid to the rehabilitation process and to the decision on when to allow return to sports. These decisions should also consider cartilage fragility and functional adaptations after surgery. In this respect, the first years following surgery are of paramount importance for prevention or treatment strategies that aim at impediment of further matrix deterioration. Considering the low number of studies and the methodological caveats, more research is needed.
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Affiliation(s)
- A Van Ginckel
- Fellowship Research Foundation, FWO Aspirant, Flanders, Brussels, Belgium.
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Matthews GL. Disease modification: promising targets and impediments to success. Rheum Dis Clin North Am 2013; 39:177-87. [PMID: 23312415 DOI: 10.1016/j.rdc.2012.10.006] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Osteoarthritis (OA) is a significant and growing concern to a large segment of the population. Effective treatments for slowing or stopping the progression of the disease are not available despite a great deal of investment-backed effort on the part of academia, government, and the pharmaceutical industry. Target selection has been problematic. Progress may also have been hindered to some extent by the prevalent cartilage-centric view of OA. Significant clinical development challenges remain for novel therapeutics in this area. This review elaborates on the challenges of disease-modifying OA drug development and points out specific therapeutic intervention strategies recently tried or currently being pursued.
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Affiliation(s)
- Gloria L Matthews
- Orthopaedic & Regenerative Medicine Research, Genzyme, A Sanofi Company, Framingham, MA 01701, USA.
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Wang L, Vieira RLR, Rybak LD, Babb JS, Chang G, Krasnokutsky S, Abramson S, Regatte R. Relationship between knee alignment and T1ρ values of articular cartilage and menisci in patients with knee osteoarthritis. Eur J Radiol 2013; 82:1946-52. [PMID: 23769189 DOI: 10.1016/j.ejrad.2013.05.010] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2012] [Revised: 04/12/2013] [Accepted: 05/12/2013] [Indexed: 10/26/2022]
Abstract
OBJECTIVE To assess the relationship between knee alignment and subregional T1ρ values of the femorotibial cartilage and menisci in patients with mild (Kellgren-Lawrence grade 1) to moderate (KL3) osteoarthritis (OA) at 3T. MATERIALS AND METHODS 26 subjects with a clinical diagnosis of KL1-3 OA were included and subdivided into three subgroups: varus, valgus, and neutral. All subjects were evaluated on a 3T MR scanner. Mann-Whitney and Wilcoxon signed rank tests were performed to determine any statistically significant differences in subregional T1ρ values of femorotibial cartilage and menisci among the three subgroups of KL1-3 OA patients. RESULTS Medial femoral anterior cartilage subregion in varus group had significantly higher (p<0.05) T1ρ values than all cartilage subregions in valgus group. Medial tibial central cartilage subregion had significantly higher T1ρ values (p<0.05) than lateral tibial central cartilage subregion in varus group. The posterior horn of the medial meniscus in neutral group had significantly higher T1ρ values (p<0.0029) than all meniscus subregions in valgus group. CONCLUSION There exists some degree of association between knee alignment and subregional T1ρ values of femorotibial cartilage and menisci in patients with clinical OA.
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Affiliation(s)
- Ligong Wang
- Quantitative Multinuclear Musculoskeletal Imaging Group (QMMIG), Center for Biomedical Imaging, Department of Radiology, New York University Langone Medical Center, New York, NY 10016, USA; School of Radiation Medicine and Protection, Medical College of Soochow University; School for Radiological and interdisciplinary Sciences (RAD-X), Soochow University, Suzhou, Jiangsu 215123, China.
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Crema MD, Nogueira-Barbosa MH, Roemer FW, Marra MD, Niu J, Chagas-Neto FA, Gregio-Junior E, Guermazi A. Three-dimensional turbo spin-echo magnetic resonance imaging (MRI) and semiquantitative assessment of knee osteoarthritis: comparison with two-dimensional routine MRI. Osteoarthritis Cartilage 2013; 21:428-33. [PMID: 23274102 DOI: 10.1016/j.joca.2012.12.011] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2012] [Revised: 11/12/2012] [Accepted: 12/16/2012] [Indexed: 02/02/2023]
Abstract
PURPOSE The aim of this study was to evaluate three-dimensional (3D) turbo spin-echo (TSE) magnetic resonance imaging (MRI) for semiquantitative assessment of knee OA. MATERIALS AND METHOD Twenty subjects fulfilling the American College of Rheumatology clinical criteria of knee OA underwent both two-dimensional (2D) and 3D MRIs on the same day. The 2D MRI protocol included triplanar fat-suppressed (FS) intermediate-weighted (Iw) TSE. For the 3D TSE technique, a sagittal FS Iw sequence was acquired and triplanar reformations were constructed. 2D and 3D MRIs were read separately by two radiologists using the Whole-Organ Magnetic Resonance Imaging Score (WORMS) system. Agreement was determined using weighted kappa statistics and percentage of overall agreement. The diagnostic performance of WORMS readings using 3D TSE MRI to detect the presence or absence of features was assessed using readings from 2D TSE images as a reference. RESULTS Agreement for the scored features ranged between 0.62 (osteophytes (OS)) and 0.94 (meniscal extrusion). The sensitivity of WORMS readings using the 3D TSE technique ranged between 80% (periarticular cysts) and 100% (several features), the specificity ranged between 62.3% (OS) and 100% (several features), and accuracy ranged between 77.2% (OS) and 99.3% (subchondral cysts). CONCLUSIONS Semiquantitative assessment of knee OA can be reliably performed using 3D TSE MRI, showing substantial to almost perfect agreement and high accuracy when compared to routine 2D TSE MRI. 3D TSE MRI also takes less time, which is important for large OA studies.
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Affiliation(s)
- M D Crema
- Quantitative Imaging Center, Department of Radiology, Boston University School of Medicine, Boston, MA, USA.
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12
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Abstract
Cartilage damage which characterizes osteoarthritis is accompanied with bone lesions. Joint integrity results from the balance in the physiological interactions between bone and cartilage. Several local factors regulate physiological remodeling of cartilage, the disequilibrium of these leading to a higher cartilage catabolism. Several cytokines secreted by bone cells can induce chondrocyte differentiation which suggests their role in the dialogue between both cells. Several animal models of osteoarthritis have been developed in order to assess the mechanism of cartilage loss and chondrocyte functions that encompassed surgical, chemical, or genetic approaches. Indeed, the animal models are helpful to investigate the cartilage changes in relation to changes in bone remodeling. Accumulative in vivo evidence show that increased bone resorption occurs at early stage of the development of osteoarthritis. Inhibition of bone resorbing molecules prevents cartilage damage, confirming the role of bone factors in the cross talk between both tissues. Among these numerous molecules, some participate to the imbalance in cartilage homeostasis and in the pathophysiology of osteoarthritis. These local factors are potential candidates for new drug targets.
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Affiliation(s)
- M Cohen-Solal
- INSERM U606, University Paris-Diderot Paris 7, Lariboisière Hospital, 2 rue Ambroise Paré, 75010, Paris, France.
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Marques J, Genant HK, Lillholm M, Dam EB. Diagnosis of osteoarthritis and prognosis of tibial cartilage loss by quantification of tibia trabecular bone from MRI. Magn Reson Med 2012; 70:568-75. [PMID: 22941674 DOI: 10.1002/mrm.24477] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2012] [Revised: 06/26/2012] [Accepted: 08/08/2012] [Indexed: 11/05/2022]
Abstract
A longitudinal study was used to investigate the quantification of osteoarthritis and prediction of tibial cartilage loss by analysis of the tibia trabecular bone from magnetic resonance images of knees. The Kellgren Lawrence (KL) grades were determined by radiologists and the levels of cartilage loss were assessed by a segmentation process. Aiming to quantify and potentially capture the structure of the trabecular bone anatomy, a machine learning approach used a set of texture features for training a classifier to recognize the trabecular bone of a knee with radiographic osteoarthritis. Using cross-validation, the bone structure marker was used to estimate for each knee both the probability of having radiographic osteoarthritis (KL >1) and the probability of rapid cartilage volume loss. The diagnostic ability reached a median area under the receiver-operator-characteristics curve of 0.92 (P < 0.0001), and the prognosis had odds ratio of 3.9 (95% confidence interval: 2.4-6.5). The medians of cartilage loss of the subjects classified as slow and rapid progressors were 1.1% and 4.9% per year, respectively. A preliminary radiological reading of the high and low risk knees put forward an hypothesis of which pathologies the bone marker could be capturing to define the prognosis of cartilage loss.
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