Abstract
Objective
To correlate meniscal T2* relaxation times using ultra-short echo time (UTE) magnetic resonance imaging (MRI) with quantitative microscopic methods, and to determine the effect of meniscal repair on post-operative cartilage T2 values.
Design
A medial meniscal tear was created and repaired in the anterior horn of one limb of 28 crossbred mature ewes. MR scans for morphological evaluation, meniscal T2* values, and cartilage T2 values were acquired at 0, 4 and 8 months post-operatively for the Tear and Non-Op limb. Samples of menisci from both limbs were analyzed using multiphoton microscopy (MPM) analysis and biomechanical testing.
Results
Significantly prolonged meniscal T2* values were found in repaired limbs than in control limbs, p<0.0001. No regional differences of T2* were detected for either the repaired or control limbs in the anterior horn. Repaired limbs had prolonged cartilage T2 values, primarily anteriorly, and tended to have lower biomechanical force to failure at 8 months than Non-Op limbs. MPM autofluorescence and second harmonic generation data correlated with T2* values at 8 months (ρ=−0.48, p=0.06).
Conclusions
T2* mapping is sensitive to detecting temporal and zonal differences of meniscal structure and composition. Meniscal MPM and cartilage T2 values indicate changes in tissue integrity in the presence of meniscal repair.
Keywords: MRI, meniscus, cartilage, UTE
INTRODUCTION
Magnetic resonance imaging (MRI) is commonly used for non-invasive evaluation of meniscal repairs, but meniscal visualization is difficult due to limited signal intensity, resulting from short transverse relaxation times (T2). Recent imaging investigations of the meniscus have utilized quantitative MRI (qMRI) as a means to extract biochemical composition of the tissue and relate it to joint function or osteoarthritis (OA) grade. Zarins et al. assessed meniscal T1ρ and T2 values and found correlations with joint pain, stiffness, and function (1). Similarly, Rauscher et al. found differences of meniscal T1ρ and T2 between control subjects and individuals with mild and severe OA (2). An additional qMRI technique for meniscal evaluation utilizes ultra-short echo (UTE) imaging.
UTE sequences acquire images at very short echo times (TE ≤ 0.3ms) and display image contrast within the highly ordered composition of the meniscus. Images from different echo times may also be combined for quantitative T2* calculation (3). UTE imaging has been performed for the native meniscus (4–8) and has delineated the vascular from the avascular zone (3). Recently, Williams et al. performed in vitro and in vivo meniscal UTE-T2* mapping and found elevated values in degenerated menisci, and in patients with anterior cruciate ligament injury who were also diagnosed with meniscal tears (9). A limitation of this study was the use of a qualitative ordinal histologic grading criteria, rather than quantitative, of the tissue samples.
A validated qMRI technique would allow physicians to objectively and quantitatively assess meniscal healing and to provide prognostic information for the patient since a meniscus which is only partially healed may be asymptomatic (10), and a patient may return prematurely to activities that can put the repair at risk. The current poor sensitivity and qualitative nature of meniscal healing evaluation limits the clinical decision about return to activities of daily living and sports.
Direct measures of meniscal healing may be assessed quantitatively by evaluating the mechanical failure strength of the repair site, and by performing microscopic imaging to quantify collagen cross concentration (11) and cross linking (12) at the repair site to for comparison to MRI data. Furthermore, it would be beneficial to evaluate changes of cartilage following meniscal repair in an animal model using MRI, as has been performed in humans (13), as baseline data for future studies. The objectives of this study were: 1) To estimate the correlation of meniscal T2* values with quantitative microscopic imaging and biomechanical testing methods; 2) Determine the effect of meniscal repair on post-operative articular cartilage T2 values. We hypothesized that meniscal T2* values and cartilage T2 values would be prolonged following repair and would approach normal values at an 8 month time point. The objectives were achieved by using an ovine model of meniscal repair since the meniscal collagen structure, cellularity and vascularity are similar to the human meniscus (14).
METHOD
Surgery
This study was approved by the animal care committee at each institution. Twenty eight skeletally mature, and lame free, crossbred mature ewes (mean ± SD weight: 64 ± 8 kg, 4.3±y.o.) were acquired from the Cornell Teaching and Research Center Sheep Farm (Ithaca, NY).
The sheep were tranquilized prior to induction with xylazine hycrocholoride (0.5 mg/kg) and epidural analgesia (0.02 mg/kg morphine and 0.02mg/kg detomidine)was administered. The sheep were also administed a peri-operative antimicrobial (2.2 mg/kg Ceftiofur) every 12 hours for 5 days. Post-operatively, the sheep were administered the analgesic phenylbutazone (4.4 mg/kg for 48 hours, then 2.2 mg/kg every 12 hours for 5 days.
Limbs were randomly assigned to either a meniscal tear and repair (Tear) or unoperated (Non-Op) group prior to surgery. A medial condylotomy procedure was performed to reveal the entire medial meniscus. A vertical, longitudinally oriented tear 15–20 mm in length through the vascular region in the anterior horn was created (Fig. 1). The tear was repaired using two divergent inside-out vertical mattress sutures with 2-0 fiberwire (Arthrex, Inc). The medial femoral condyle was then reduced, and fixation was maintained with cortical screws. A pilot evaluation was performed in 4 animals for the limb contralateral to the tear, in which no operation or a sham operation was performed to determine the effect on meniscal T2* values. Post-operative MRI evaluation at 6 weeks found no significant differences of meniscal T2* values between the limbs. A power calculation was performed using this preliminary data to determine a sample size to compare mean T2* values of non-operative meniscal and menisci with a tear present. The analysis indicated that n=8 samples would detect differences of 1.5 ms with a power of 0.80, with α=0.05.
The animals were allowed ad lib activity post-operatively, but were initially housed in small pens for 4 months until the condylectomy was healed (15,16), and were then allowed free paddock exercise until euthanasia.
The animals were euthanized with an intravenous overdose of pentobarbital at different time points: immediately post-operative for baseline assessment (Time Zero, n=8), 4 months (n=7), and 8 months (n=8). One sheep at 4 months had significant osteolysis at the site of femoral reduction and was excluded from the study. The time points were chosen based on standard clinical post-surgical examination times for patients undergoing progressive rehabilitation for meniscal repair without a concomitant anterior cruciate ligament or articular cartilage repair procedure. The knee joints were isolated and transported at 4°C immediately prior to MR imaging.
MR Acquisition
Scanning was performed using a 3T clinical scanner and a transmit/receive 8-channel knee coil (GE Healthcare, Waukesha, WI). Two dimensional (2D) fast-spin-echo (FSE) proton-density (PD) scans were acquired in the coronal and sagittal planes to assess morphologic appearance of the knee and meniscus. Acquisition parameters were: echo time (TE) = 24 ms, repetition time (TR) = 4000 ms, echo train length (ETL) = 10–14, field-of-view (FOV)=12 cm, acquisition matrix (AM) = 512×480, receiver bandwidth (RBW) = ±62.5 kHz, number of excitations (NEX) = 2, slice thickness (ST) = 1.3 mm, slice spacing (SS) = 0.0 mm (17). A multi-slice multi-echo ultra-short echo (UTE) sequence was acquired axially and sagittally for meniscal T2* calculations: TEs = 0.3, 6.3, 12.5, 18.7 ms, TR = 350 ms, Flip Angle = 45°, ST = 2 mm, SS = 0.4 mm, FOV = 12 cm, RBW = ±100 kHz, AM = 512×1001, NEX = 2. A 3D CUBE scan (18) was acquired to generate a volumetric dataset for meniscal segmentation: TE = 38 ms, TR = 2000 ms, FOV = 12 cm, AM = 256×256, RBW = ±50 kHz, ST = 0.5 mm, NEX = 1. A multi-slice multi-echo fast spin echo (FSE) technique was acquired for articular cartilage T2 calculations in the sagittal plane: TE = 7.2 ms to 57.9 ms in 7.2 ms steps, TR = 800 ms, ST= 2 mm, SS = 0 mm, FOV = 12 cm, RBW = ±62.5 kHz, AM = 384×256, NEX=2 (19). A 3D T1-weighted fat-suppressed SPGR sequence was acquired to facilitate cartilage segmentation for cartilage T2 calculations: TE = 2.7ms, TR = 13.2ms, FOV = 12cm, flip angle = 10°, ST = 0.7mm, AM = 512×512, RBW = ±62.5kHz, NEX = 2. The total imaging time was 90 minutes per knee.
Microscopy
Following imaging and joint disarticulation, two 4 mm biopsy punches were taken at the edge of the repair site, adjacent to native tissue (Fig. 2). The biopsies were fixed in 4% neutral buffered paraformaldehyde. Multiphoton microscopy (MPM) analysis was performed on the samples (11,20), including second harmonic generation (SHG) and autofluorescence (AF) to evaluate meniscal healing (780 nm excitation with near UV and broad blue emission filters, respectively). The SHG and AF signals yield information about fibrillar collagen concentration (11) and collagen cross linking (12), respectively, and were calculated by normalizing by the squared input power. The SHG images underwent to 2D image autocorrelation to measure image heterogeneity, with high autocorrelation values (ACD) indicating a more heterogeneous structure. The numeric outputs of T2* mapping and multiphoton microscopy were used to provide quantitative validation to previously used subjective scoring systems for meniscal collagen content and orientation based on polarized light microscopy or electron microscopic evaluations (11,14,20).
Biomechanical Testing
A portion of the resected meniscus (Fig. 2) was sutured to 2 guide pins, augmented with cyanoacrylate glue, and attached to a materials testing machine (21). The upper guide pin was fixed to a pin mounted on a ball and socket joint attached to the material tester (Bose ElectroForce, Eden Prairie, MN), to orient the tear perpendicular to the loading direction. The lower pin was attached to the base of the material testing system. A 6 mm differential variable reluctance transducer (Microstrain, Burlington, VT) measured displacement across the tear throughout testing. Loading consisted of: 1) displacement at 10 mm/min to reach a pre-load of 5 N, and held for 5 seconds (preconditioning), 2) sinusoidal loading between 5N and 10N at 1 Hz for 10 cycles to evaluate gap formation at the repair site, 3) tensile test to failure at a displacement rate of 10 mm/min. The failure load was recorded. The tissue samples were kept hydrated during preparation and testing by application of normal saline solution.
MR Morphologic Evaluation
The knees were evaluated using a clinical scoring regimen utilized for meniscal repair (22), which was previously assessed for accuracy (23). Menisci were scored as healed (0 – no fluid signal in the repair, partially healed (1 – fluid signal extending into the repair site but not throughout its thickness), or not healed (2 – fluid signal extending into the repair site and through its thickness).
T2* and T2 Evaluation
The CUBE images were used to define regions of interest (ROIs) on anterior and posterior horns of the medial meniscus for T2* calculations using UTE images. T2* was calculated for each pixel using: SI(TE)=Mo· exp(−TE/T2*)+C, where SI(TE) is the signal intensity at echo time TE, Mo is proportional to proton density, T2* is the inherent time constant, and C is a constant which is proportional to the image noise floor. A semi-automated segmentation program divided each meniscal horn into equal length regions in the anterior/posterior direction: peripheral (R1), central (R2), and internal (R3) zones for sub-region T2* analysis.
The 3D SPGR images were used to define femoral and tibial cartilage ROIs for T2 calculations. The central load bearing region was defined as the area between the posterior edge of the anterior horn and the anterior edge of the posterior horn of the medial meniscus. Limiting the ROI to this area precluded magic angle effects from affecting T2 values, primarily in the distal femur due to its bony curvature. Tibial cartilage was further segmented into anterior and posterior regions. T2 was calculated for each pixel (24) as: SI(TE)=Mo·exp(−TE/T2), where SI(TE) is the signal intensity at echo time TE, Mo is proportional to proton density, T2 is the inherent time constant. Computations were performed using custom software (Mathworks, Natick, MA, USA). Masks used to define the meniscal and cartilage ROIs were evaluated in consensus by a musculoskeletal radiologist with 20 years experience with pre-clinical models, and two biomedical engineers with 13 and 5 years of qMRI analysis, respectively.
Statistical Analysis
Bulk Meniscal T2*
A Spearman rank correlation (ρ) assessed the relationship between the morphologic grading of the joint and the corresponding time point, and between the morphologic grade and corresponding T2* value.
Regional Meniscal T2*
A general estimating equations (GEE) analysis was performed with the factors of: Treatment – Non-Op or Tear Limb, Region – R1, R2, R3, and Time – Time Zero, 4 months, 8 months to detect differences of meniscal T2* across all factors for the anterior and posterior meniscal horns, separately. The means were compared in a pairwise fashion with Z-tests. Multiple comparison testing was accounted for by controlling the false discovery rate.
Cartilage T2
A GEE analyses were performed for femoral and tibial cartilages with the factors of Treatment, Time, and Region (Anterior and Posterior for the tibial cartilage only) to detect differences of calculated T2 values. The means were compared in a pairwise fashion with Z-tests. Multiple comparison testing was accounted for by controlling the false discovery rate.
Mechanical Testing
A non-parametric Wilcoxon rank sum test t-test was performed to detect differences of failure load, and formation of gap between the tear and non-operative limb. Spearman rank correlation assessed the relationship between anterior bulk T2* values and corresponding failure load. Statistical tests were performed as 2-sided evaluations.
Multiphoton Microscopy
A non-parametric Wilcoxon rank sum test was performed to detect differences of MPM variables (SHG, AF, ACD) between the Tear and Non-Op limbs. Spearman rank correlations were also performed between the different MPM variables and corresponding bulk average T2* value of the anterior horn. Statistical tests were performed as 2-sided evaluations.
Appropriate post-hoc Student-Neuman-Keuls (SNK) tests were performed when statistical significance was found. Significance was set at p< 0.05, with α = 0.05. Statistical tests were performed as 2-sided evaluations. Statistical analyses were performed using SAS 9.3 (Cary, NC, USA)
RESULTS
Results are presented as mean ± SD, and the 95% confidence interval of the mean. Two to three MRI slices for T2 and T2* calculation were available at each time point for each sheep. Twelve knees at 4 months and 16 knees at 8 months had mechanical testing data available.
MR Data
Bulk Meniscal T2* Data
A positive correlation was found between bulk anterior T2* values with the corresponding morphologic meniscal grade (ρ=0.63, 95% CI: 0.18 to 0.85, p=0.0085) at 8 months. A positive correlation was found between morphologic meniscal grade with the corresponding time point (ρ=0.31, 95% CI: 0.03 to 0.54, p=0.03).
Anterior Regional Meniscus T2*
A difference of T2* was found, p<0.0069, between Tear (3.7 ± 1.6 ms, 95%CI: 3.4 to 3.9 ms) and Non-Op limbs (2.9 ± 0.5 ms 95%CI: 2.8 to 3.0 ms, Fig 3). Tear limbs had prolonged T2* and greater T2* variability than the Non-Op limbs. Similar T2* values were found across all time points for the Tear limb. Shorter T2* values, p=0.0137, were found in the Non-Op limb at 4 months, 2.7 ± 0.5 ms (95%CI: 2.6 to 2.8 ms), as compared to 8 months, 3.0 ± 0.4 ms (95%CI: 2.9 to 3.1 ms). No regional differences of T2* were detected for either the Tear or Non-Op limbs.
Posterior Regional Meniscus T2*
No difference of T2* was found between the Tear, 3.0 ± 0.9 ms (95%CI: 2.8 to 3.1 ms), and Non-Op limbs, 2.8 ± 0.8 ms (95%CI: 2.7 to 2.9 ms). T2* values of Tear limbs tended to reduce over time with 8 months, 2.6 ± 0.7 ms (95%CI: 2.4 to 2.8 ms), shorter than Time Zero, 3.3 ± 0.9 ms (95%CI: 3.1 to 3.5 ms), and 4 months, 3.1 ± 1.0 ms (95%CI: 2.8 to 3.3 ms). In the Non-Op limb, T2* at 4 months, 3.0 ± 1.3 ms (95%CI: 2.7 to 3.3 ms), tended to be longer than Time Zero, 2.7 ± 0.5 ms (95%CI: 2.6 to 2.8 ms), and 8 months, 2.7 ± 0.6 ms (95%CI: 2.6 to 2.9 ms). The peripheral region of the Tear and Non-Op limbs had T2* values ~17% and ~12% greater than the central and internal regions, respectively, p<0.02.
Femoral Cartilage T2
Overall differences of T2 were not found between Tear limbs and Non-Op limbs, 36.2 ± 8.8 ms (95%CI: 33.5 to 39.0 ms) and 32.8 ± 5.2 ms (95%CI: 31.5 to 34.2), respectively (Fig. 5). The Non-Op limbs maintained T2 at the different time points during the study. The Tear limbs had elevated T2 (p<0.0001) at 4 months, 45.3 ± 7.4 ms (95%CI: 40.6 to 49.9 ms), as compared to the Time Zero, 31.6 ± 5.9 ms (95%CI: 28.8 to 34.4 ms), and 8 months, 34.3 ± 7.2 ms (95%CI: 29.5 to 39.2). T2 at 8 months was similar to Time Zero.
Tibial Cartilage T2
A difference in T2 was found between the Tear limbs and the Non-Op limbs, 37.9 ± 9.9 ms (95%CI: 35.7 to 40.0) and 33.2 ± 7.3 ms (95%CI: 31.9 to 34.5 ms) (p<0.0057, Fig. 6). The Non-Op limbs had prolonged T2 at Time Zero, 36.6 ± 7.9 ms (95%CI: 34.5 to 38.7 ms), as compared to T2 at 4 months, 31.2 ± 5.0 ms (95%CI: 29.3 to 33.2 ms), and 8 months, 28.8 ± 4.3 ms (95%CI: 27.3 to 30.4), p<0.0006. No differences were detected in T2 between the anterior and posterior ROIs. The Tear limbs had longer, p=0.005, T2 anteriorly, 41.5 ± 11.1 ms (95%CI: 38.1 to 44.9 ms), than posteriorly, 34.2 ± 7.0 ms (95%CI: 23.1 to 36.4). Anterior T2 values in Tear limbs tended to increase from time of surgery.
Mechanical Data
There was no difference of the failure load between Tear and Non-Op groups at 4 months. Tear limbs tended to have lower load at failure at 8 months but was not significant. When samples were pooled together into Tear or Non-Op across the two time points, the failure load in the Tear group was lower than that in the Non-Op group, p=0.035 (Fig. 7). Similarly, no difference of tissue micromotion was found at 4 or 8 months, or when the time points were combined. Micromotion of Non-Op limbs (0.074 ± 0.067 μm, 95%CI: 0.029 to 0.118 μm) was less than that of Tear limbs (0.133 ± 0.076 μm, 95%CI: 0.079 to 0.188 μm). A correlation was detected between the bulk T2* value and the corresponding failure load only for the 4 month Non-Op limbs, ρ=−0.76 (95%CI: −0.95 to 0.04), p=0.045.
Multiphoton Microscopy
AF was higher in Non-Op than Tear limbs, p<0.0001 (Fig. 8). In the Non-Op limbs, AF at 8 months was lower than at Time Zero and at 4 months, p<0.0001. Similarly in the Tear limbs, AF was the lowest at 8 months, p<0.0001. AF correlated moderately, but insignificantly, with anterior bulk T2* values at 8 months (ρ=−0.48, p=0.06).
Overall, SHG was higher in Non-Op limbs than Tear limbs, p<0.0001. Non-Op limbs had largest SHG at 4 months, p<0.0001, and the SHG measurements at Time Zero and 8 months were similar. Tear limbs had the largest SHG measurements at 4 monthsthan at Time Zero, and Time Zero SHG measurements were larger than at 8 months, p<0.0001. SHG correlated moderately but insignificantly with anterior bulk T2* values at 8 months (ρ=−0.49, p=0.06).
ACD was higher for Tear limbs than for Non-Op limbs, p<0.0001. Non-Op limbs had larger ACD at 8 months than at Time Zero and 4 months, which were similar to each other, p=0.0042. Tear limbs had the lowest ACD at Time Zero, p=0.014, and ACD at 4 and 8 months were similar.
DISCUSSION
This study evaluated the qMRI technique of T2* mapping as a biomarker of meniscal integrity with corresponding quantitative histological measures of meniscal repair (Figs. 9 and 10).
T2* mapping detected temporal and zonal differences of meniscal repair. In the operative horn, prolonged T2* values indicated limited healing at 8 months, and T2* homogeneity found from the peripheral to internal zones, contrary to what is seen in the normal meniscus (3), further indicates limited healing at the repair site. Changes of T2* found in the posterior horns of both the Tear and Non-Op limbs may be attributed to an altered joint loading pattern resulting from the surgery performed on the contralateral limb. The elevation of posterior horn T2* values in the Non-Op limb at 4 months, indicates that changes occur within the meniscal matrix and that the limb may not be considered as a “normal” control for the operative limb. Even with the elevated T2* values, the vascular portion had the longest T2* values, similar to the human meniscus (3).
Mechanical testing indicated limited healing of tears at 8 months, and overall reduced failure load for the Tear limbs. In addition, the only correlation between meniscal T2* values and the corresponding mechanical testing data was found at 4 months. We attribute these counterintuitive findings to type of created tear and the required method of mechanical testing. The tear was created by incising the meniscus from the superior view point. When examining the meniscus ex vivo, it was determined that the full width of the tear was not evident on the inferior surface of 8 menisci, denoting the potential occurrence of tears with a non-uniform width through the tissue depth. Great care was taken during surgery to limit damage to the tibial cartilage since laceration injuries promote degeneration (25). Furthermore, the mechanical testing of a circumferential tear required a more complex testing procedure, one which differs from a traditional “dog bone” shaped sample (26,27). Therefore, while the tears resulted in prolongation of T2* values and reduction in the load at failure of the tissue, the variability of the tears and the complexity of the mechanical testing lead to a lack of consistent correlation from being found.
The MPM analysis provides a quantitative assessment of the collagen concentration (SHG), crosslinking (AF), and overall organization (ACD) of the limbs over the different time points. The AF measurement was minimal at 8 months, and the SHG measurement was maximal for the Non-Op and Tear limbs at 4 months. In addition, the Tear group tended to have reduced AF and SHG values when compared to the Non-Op group. These results indicate increased aligned collagen at the repair site at 4 months, which may have subsided at 8 months. The increase of aligned collagen in the Non-Op limbs indicates a modification of tissue as the result of potential altered gait due to the imposed tear. ACD values also demonstrated greater disorganization of the anterior horn in Tear limbs. Note that the MPM method interrogates specimens at the single fibril level. A direct comparison of MPM images with MRI images is difficult due to the size of the acquired images. The coverage of an entire MPM image was similar that of a single pixel in the MRI scans. Although the MPM images were acquired at numerous sampling locations and depths around the tear/repair site, and attempts were made to match the location of the UTE and MPM data, the difference in resolution between the two may introduce errors into the resulting correlation analysis. Additional data points may be necessary to detect significant correlations.
Changes of cartilage T2 were seen for both the femur and tibia. The T2 values of the tibial anterior and posterior ROIs in the Non-Op were similar and decreased over time, while differences of T2 were found between the regions at each time point for the Tear limb. The prolongation of T2 in the anterior portion of the joint indicates degeneration of the cartilage based on studies which have correlated increase of cartilage T2 values with greater disorganization of the collagen indicative of the onset of osteoarthritis (28). The prolongation of T2 in the anterior ROI corresponds well to the known anterior loading pattern in the sheep knee (29,30). The source of elevated femoral T2 values at 4 months in the Tear limb is unclear. Histological evaluation of the cartilage was not available in the current study to evaluate structural changes in the tissue. We speculate that the increase of T2 is due to the influx of water during the onset of OA, which then subsided, similar to previous reports of an increase of cartilage thickness during the onset of OA followed by reduction with the advance of OA (31,32).
This study had several limitations. First, we evaluated changes of T2* following repair of a circumferential tear. This type of tear was chosen to facilitate surgical repair and maximize the potential for healing. Second, 4 echo images were acquired to calculate T2* values. Previous investigators have acquired more echoes for analyzing short T2 tissues (9,33,34). The prolonged scan time prevented additional image datasets from being acquired. Third, this was a cross-sectional study with imaging data acquired post-mortem. The limbs were kept at 4°C prior to scanning to minimize degeneration of the soft tissues within the knee. Finally, it is unclear what the effect of the surgical technique of condylotomy may be on meniscal T2* and cartilage T2 values.
In conclusion, this study confirms that T2* mapping is sensitive to temporal and zonal differences of meniscal repair in the ovine model, and MPM and cartilage T2 values indicate changes of tissue integrity following meniscal repair. The changes of T2* and MPM values in the Non-Op limb indicate that the contralateral limb should not be considered a “normal” control. The correlation of MPM with T2* supports UTE as a non-invasive quantitative measure of meniscal integrity.
Acknowledgments
Arthrex, Inc., Naples, FL, generously donated the fiberwire used in this study. The authors thank Kara Fields and Dr. Stephen Lyman for their assistance with the statistical analysis portion of this study.
ROLE OF THE FUNDING SOURCE
Research reported in this publication was supported by the National Institute of Arthritis and Musculoskeletal and Skin Diseases of the National Institutes of Health under Award Number RC1-AR058255. The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
A research agreement is in place between the Hospital for Special Surgery and General Electric Healthcare. General Electric Healthcare had no role in the study design, collection, analysis and interpretation of data; in the writing of the manuscript; and in the decision to submit the manuscript for publication
Footnotes
COMPETING INTEREST STATEMENT
Matthew Koff, Parina Shah, Sarah Pownder, and Hollis Potter – Institutional research agreement is in place with General Electric Healthcare.
AUTHOR CONTRIBUTIONS
Matthew F. Koff - Conception and design, Analysis and interpretation of the data, Drafting of the article, Critical revision of the article for important intellectual content, Final approval of the article, Statistical expertise, Obtaining of funding, Administrative, technical, and logistic support, Collection and assembly of data.
Parina Shah - Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article.
Sarah Pownder - Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article.
Bethsabe Romero – Collection, analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article.
Rebecca Williams - Conception and design, Technical Support, Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article.
Susannah Gilbert - Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article.
Suzanne Maher - Conception and design, Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article, Statistical expertise, Obtaining of funding, Administrative and technical support, Collection and assembly of data.
Lisa A. Fortier - Conception and design, Provision of study materials or patients, Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article, Statistical expertise, Obtaining of funding, Administrative and technical support, Collection and assembly of data, Statistical Expertise.
Scott A. Rodeo - Conception and design, Analysis and interpretation of the data, Critical revision of the article for important intellectual content, Final approval of the article, Statistical expertise, Obtaining of funding, Administrative and technical support, Collection and assembly of data.
Hollis G. Potter – Conception and design, Analysis and interpretation of the data, Drafting of the article, Critical revision of the article for important intellectual content, Final approval of the article, Obtaining of funding, Administrative, technical, and logistic support.
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