Abstract
Objective:
To assess the feasibility and accuracy of synthetic MRI compared to conventional T1 weighted and multi-echo spin-echo (MESE) sequences for obtaining T2 values in the knee joint at 3 Tesla.
Methods:
This retrospective study included 19 patients with normal findings in the knee joint who underwent both synthetic MRI and MESE pulse sequences for T2 quantification. T2 values of the two sequences at the articular cartilage, bone marrow and muscle were measured. Relative signal intensity (SI) of each structure and relative contrast among structures of the knee were measured quantitatively by T1 weighted sequences.
Results:
The mean T2 values for cartilage and muscle were not significantly different between MESE pulse sequences and synthetic MRI. For the bone marrow, the mean T2 value obtained by MESE sequences (124.3 ± 3.6 ms) was significantly higher than that obtained by synthetic acquisition (73.1 ± 5.3 ms). There were no significant differences in the relative SI of each structure between the methods. The relative contrast of bone marrow to muscle was significantly higher with conventional T1 weighted images, while that for bone marrow to cartilage was similar for both sequences.
Conclusion:
Synthetic MRI is able to simultaneously acquire conventional images and quantitative maps, and has the potential to reduce the overall examination time. It provides comparable image quality to conventional MRI for the knee joint, with the exception of the bone marrow. With further optimization, it will be possible to take advantage of the image quality of musculoskeletal tissue with synthetic imaging.
Advances in knowledge:
Synthetic MRI produces images of good contrast and is also a time-saving technique. Thus, it may be useful for assessing osteoarthritis in the knee joint in the early stages.
Introduction
MRI provides high soft tissue contrast and can be used to assess the internal derangement of joints. However, MRI scans can take a long time, and unlike CT, the signal intensities (SIs) obtained with conventional MRI are not quantitative. Therefore, the intensities of pathological processes obtained by this technique can neither be used as a comparison for follow-up examinations nor can they be compared to reference normal values.1
SyMRI is a synthetic MRI method based on a quantitative approach in which a single saturation recovery turbo spin echo sequence is used to estimate absolute physical properties, proton density (PD), longitudinal relaxation rate and transverse relaxation rate, including correction for B1 inhomogeneities.2 Rather than predetermining the acquisition parameters such as echo time (TE), repetition time (TR) and inversion time, to maximize tissue contrast, synthetic MRI produces a free range of synthetic weightings based on a single sequence through mathematical inference.3–5 The quantitative sequences used in synthetic MRI measure inherent tissue properties (T1, T2 and PD), and these measurements can be used for individual patient follow-up and comparison between patients.
The clinical use of synthetic MRI has been demonstrated in the brain in various disease processes.1,2,6–8 However, there have been no reports regarding its application to the musculoskeletal system. In this study, we assessed the image contrast of synthetic MRI compared to corresponding conventionally obtained clinical MRIs of the knee joint. This study was performed to assess the T2 values in the knee, as measured by synthetic MR sequences compared to 2D fast spin-echo (FSE) multi-echo spin-echo (MESE) sequences. The secondary aim was to evaluate synthetic MRI in a clinical setting by assessing the relative SI and contrast compared to conventional T1 weighted images.
Methods and Materials
Case selection
This study received Institutional Review Board approval, and the requirement for informed consent was waived. The study population consisted of 218 consecutive patients who had undergone knee MRI from March 2016 to May 2016. The inclusion criteria were normal knee MRI findings in the routine protocol sequences with additional synthetic sequences, comparable conventional T1 weighted sequences and 2D FSE MESE sequences used for T2 mapping. Patients with the following abnormal findings were excluded: osteoarthritis with or without meniscal degeneration or tear (n = 103), substantial trauma with fracture or ligament injury (n = 44), inappropriate MR protocol (n = 23), previous operative status (n = 11), septic or inflammatory arthritis (n = 10) and bone or soft tissue tumour (n = 8). Thus, a total of 19 patients were included and evaluated in this retrospective study. The mean age was 39.3 years (range, 17–54 years); 12 patients were males and 7 were females.
MR parameters
All of the MR studies were acquired on a 3.0 T MR unit (Discovery MR750W; GE Healthcare, Waukesha, WI) using a transmit-receive quadrature knee coil (GE Healthcare). Sagittal T1 weighted, 2D FSE MESE sequences for T2 mapping and synthetic MR sequences were acquired during clinical MRI in addition to the conventional MRI sequences in the knee at our institution. The imaging parameters of each sequences are summarized in Table 1.
Table 1.
MR parameters
Imaging parameter | Synthetic | Conventional T1 | MESE |
Acquisition plane | Sagittal | Sagittal | Sagittal |
Field of view (cm) | 16 | 16 | 16 |
Matrix | 320 × 224 | 320 × 224 | 320 × 224 |
Section thickness (mm) | 4.0 | 4.0 | 4.0 |
Slices | 24 | 24 | 24 |
Interslice gap (mm) | 0.4 | 0.4 | 0.4 |
Flip angle | 120 | 90 | 90 |
TR (ms) | 4000a | 640–800 | 800 |
TE (ms) | 22, 90a | 7 | 7.2, 14.4, 21.6, 28.8, 36, 43.2, 50.4, 57.6 |
Echo train length | 12 | 3 | 1 |
Bandwidth (Hz/pixel) | 81.37 | 162.77 | 244.14 |
Number of excitations | 1 | 2 | 1 |
Parallel factor | 2 | 1 | 1 |
Acquisition time | 5 min 36 s | 1 min 40 s | 9 min 3 s |
MESE, multi-echo spin-echo; TE, echo time; TR, repetition time.
aAcquisition parameters. Synthetic images were generated using TR and TE matching the conventional or traditional sequences.
Synthetic MRI was performed using MAGiC, which is a customized version of SyntheticMR’s SyMRI software. The MAGiC sequences are 2D FSE multi dynamic, multi-echo sequences that use an interleaved slice-selective 120° saturation and multi-echo acquisition, and images are obtained with different combinations of TE and saturation delay time. Each acquisition led to eight complex images per section with different combinations of four saturation delays and two TEs. The acquisition time of the synthetic MR sequences was 5 min, 36 s. Sagittal conventional T1 weighted and MESE sequences for T2 values were acquired with section thickness and in-plane resolution matching those of the synthetic MR sequences. Imaging parameters (TR, TE) were also selected to provide visual image contrast similar to the synthetic MR images. T2 quantification sequences were obtained using a sagittal MESE acquisition with eight TEs (7.2, 14.4, 21.6, 28.8, 36, 43.2, 50.4 and 57.6 ms). The T2 map from MESE was obtained using dedicated software (Discovery 750w, T2 Map; GE Healthcare). Synthetic T1 weighted images and T2 maps were created from raw quantification data with SyMRI software in the GE 3T scanner console. Figure 1 shows examples of a conventional T1 weighted image, a T2 map and synthetic MR images.
Figure 1.
Example of conventional and synthetic images of the knee. (a) Conventional T1 weighted image (TR/TE = 650/7). (b) T2 map from the MESE sequences (scale 25–75 ms). Standard conventional images are shown in the top row (a, b), and the corresponding synthetic images for the same patients are shown in the bottom row (c, d). Regions of interest were placed within the superior lateral trochlear cartilage (not shown), medial femoral condyle in the first full slice from the intercondylar notch for bone (1) and gastrocnemius muscle medial head (2). MESE, multi-echo spin-echo; TE, echo time; TR, repetition time.
Image analysis
Quantitative assessment was performed using a picture archiving and communication system and Advantage Workstation (GE Healthcare). In all of the subjects, the regions of interest (ROIs) were measured for cartilage, bone and muscle.9,10 ROIs on a sagittal plane were positioned on the superior lateral trochlear cartilage, medial femoral condyle in the first full slice from the intercondylar notch for bone and gastrocnemius muscle medial head, as done in previous studies.9,11 The circular ROI for cartilage measurement was 3 mm in diameter, and that for the bone marrow and muscle was 9 mm in diameter.12 ROIs for each patient were identical in size and placed in identical positions on matching sections. Each measurement was performed by two radiologists with 14 and 9 years of experience, respectively. To secure reproducibility, tiny dots were marked and recorded at the point of the previously measured area by the first reader. The second reader measured the values with ROIs around the dots.13 We measured the mean T2 values at each ROI on the T2 map generated from both MESE and synthetic MR sequences, and compared the differences in T2 values between the two sequences. The means and standard deviation of the SI within each ROI on conventional and synthetic T1 weighted MR images were recorded. The relative SI and relative contrast were used for direct comparison of image quality between the conventional and synthetic T1 weighted images. The relative SI of each structure was calculated as SI/SD, and the relative contrast of structure A (a) to structure B (b) was calculated as (SIa–SIb) / (SDa2 + SDb2)1/2 14–16
Statistical analysis
To assess differences between measurements of T2 values, we generated Bland–Altman plots for plotting the difference between measurements (y-axis) and mean of measurements (x-axis). The horizontal dashed lines reflect the mean difference between measurements (2 × SD of difference in measurements). The interobserver agreement of T2 values between MESE and synthetic MR sequences was quantified using the intraclass correlation coefficient. The r values were classified as follows: 1.0, perfect agreement; 0.81–0.99, almost perfect agreement; 0.61–0.80, substantial agreement; 0.41–0.60, moderate agreement; 0.21–0.40, fair agreement; and ≤ 0.20, slight agreement.17 Wilcoxon’s signed-rank test was used to determine if there were statistically significant differences in relative SI and relative contrast obtained with conventional and synthetic T1 weighted images. Statistical analyses were performed using the SPSS (ver. 22; IBM corp., Armonk, NY) and MedCalc (ver. 16; MedCalc, Ostend, Belgium) software packages. In all of the analyses, p < 0.05 was taken to indicate statistical significance.
Results
For cartilage and muscle, the mean T2 values in the MESE sequences were slightly lower than those in the synthetic MR sequences. However, the differences were not statistically significant (cartilage, 36.7 ± 3.4 ms and 37.2 ± 3.5 ms, p = 0.686; muscle, 34.2 ± 2.7 ms and 34.3 ± 2.0 ms, p = 0.863). The mean T2 value of bone marrow was significantly higher for MESE (124.3 ± 3.6 ms, p < 0.001) than for synthetic MR sequences (73.1 ± 5.3 ms) (Figure 2). Bland–Altman plots indicated good agreement between the sequences, as demonstrated by the small differences between T2 values of cartilage and muscle. The mean differences in T2 values were -0.5 ± 3.5 ms at the cartilage and 0 ± 4.7 at the muscle (Figure 3). The interobserver agreements for each parameter are summarized in Table 2. The T2 values for cartilage, bone marrow and muscle exhibited substantial or almost perfect agreement.
Figure 2.
Means and standard deviations of T2 values for multi-echo spin-echo and synthetic MR sequences.
Figure 3.
Bland–Altman plots of T2 values of cartilage (a) bone marrow (b) and muscle (c). The y- and x-axes indicate the difference and average between multi-echo spin-echo and synthetic MR sequences, respectively. The blue lines show the means of differences, while the 95% confidence intervals are denoted by the pairs of dotted red lines.
Table 2.
Intraclass correlation coefficient for agreement between MESE and synthetic MR sequences for T2 values
MESE | Synthetic | ||
Cartilage | Spearman correlation (ρ) | 0.740 (0.326–0.900) | 0.731 (0.303–0.897) |
p-value | 0.003 | 0.004 | |
Bone marrow | Spearman correlation (ρ) | 0.763 (0.386–0.909) | 0.762 (0.393–0.908) |
p-value | < 0.001 | 0.002 | |
Muscle | Spearman correlation (ρ) | 0.814 (0.516–0.928) | 0.655 (0.121–0.866) |
p-value | < 0.001 | 0.016 |
MESE, multi-echo spin-echo.
Numbers in parentheses are 95% confidence intervals.
The mean values for the relative SI of each structure and relative contrast of bone marrow to cartilage and bone marrow to muscle are shown in Table 3. There were no significant differences among the structures, although the mean relative SI for cartilage and muscle were slightly higher for the conventional T1 weighted sequences, except in the bone marrow. The relative contrast of bone marrow to cartilage in the synthetic sequences was similar to that for the conventional T1 weighted sequences. The conventional T1 weighted sequences showed significantly higher relative contrast of bone marrow to muscle compared to the synthetic MR sequences (p = 0.011).
Table 3.
Comparison of the relative SI of each structure and relative contrast between conventional T1 weighted and synthetic MR images
Conventional T1 | Synthetic T1 | p-value | |
Relative SI | |||
Cartilage | 17.2 ± 7.5 | 15.2 ± 6.1 | 0.370 |
Bone marrow | 12.1 ± 3.8 | 13.8 ± 3.1 | 0.075 |
Muscle | 13.3 ± 4.9 | 12.0 ± 3.8 | 0.418 |
Relative contrast | |||
Bone marrow to cartilage | 7.3 ± 2.9 | 6.7 ± 2.0 | 0.624 |
Bone marrow to muscle | 7.5 ± 2.0 | 6.1 ± 1.6 | 0.011 |
SI, signal intensity.
Discussion
The MAGiC sequence is very fast; the data are acquired in a single scan, the image contrast can be adjusted after scanning by manipulating TR, TE and inversion time, and quantitative maps provide absolute values of the physical properties of patients. The majority of the literature regarding synthetic MRI and its clinical application has focused on the pathology of the brain. In our initial experience with this technique in the knee joint, we showed that synthetic MRI in the knee yields similar T1 weighted contrast and T2 values as conventionally acquired images, suggesting that it may be useful for evaluating the internal derangement of the knee joint.
MRI acquisition time is critical in the musculoskeletal area. Compared to other anatomical structures, the PD-weighted sequences, which has excellent signal distinction among fluid, hyaline cartilage and fibrocartilage are essential for the assessment of joints. Furthermore, an additional imaging plane that has an oblique orientation for evaluating structures such as ligaments may add time to the examination and limit workflow. Several authors18–22 have reported that a 3D sequence capable of reformatting in various planes is a promising method for imaging the musculoskeletal system and would allow faster isotropic acquisition of musculoskeletal MR images. Previous studies23,24 have shown that the mDixon technique rapidly generates multiple images in a single acquisition, and the use of mDixon images as substitutes for T2 weighted images and fat-suppressed T2 weighted images would reduce the total examination time. In addition, Andreisek et al25 reported that image generation with the synthetic TE technique was a potentially viable alternative to standard T2 weighted images obtained at different TEs for evaluation of meniscus and articular cartilage in the knee joint. Where previous studies have focused mostly on reducing the time of sequences associated with T2 contrast, synthetic MR sequences provide synthesized images including T2 and PD-weighted sequences as well as T1 weighted sequences, and also generate quantitative measurements such as T1 and T2 relaxation maps.
T2 mapping sequences have been commonly used to assess the articular cartilage of the knee joint.26–28 The T2 value for articular cartilage reflects the water content, collagen content and collagen fibre orientation in the extracellular matrix, with longer T2 values thought to represent cartilage degeneration.27,29–32 In this study, the accuracy and reproducibility of T2 values using the synthetic sequences were evaluated in knee joints. We found that the T2 values of cartilage and muscle in the knee joint, calculated from the synthetic MR sequences, were highly consistent with those calculated by the MESE sequences. Although the value of bone marrow was significantly different for the synthetic sequences, the accuracy and reproducibility of T2 relaxation times of the knee joint, including cartilage, muscle and bone marrow were substantial or almost perfect. The differences in relative SI and contrast between conventional T1 weighted and synthetic MR sequences showed similar results. In contrast to cartilage and muscle, relative SI of bone marrow and relative contrast of bone marrow to muscle were significantly different for the synthetic MR sequence. The significant differences in relative SI and relative contrast in the bone marrow may be mainly attributable to the lack of optimization for musculoskeletal tissues in the synthetic sequences, and/or the inherent limitations of the MAGiC sequences (e.g. the limited relaxation points). In a clinical setting, MAGiC sequences allow one to choose the field of view, matrix size, slice thickness, slice gap and acceleration factor. The echo train length can be chosen in a limited range of 10–16. The TR has a minimum value of 4000 ms. The TEs are chosen automatically (approximately 20 and 95 ms). Therefore, the SI of the musculoskeletal tissue, such as bone marrow, subcutaneous fat and meniscus, which have very long or short T2 values, can be measured as unexpected values for the inherent properties of musculoskeletal tissue. The results could also be due to differences in the acceleration factor for parallel imaging. Future technical efforts should be directed towards optimization for musculoskeletal application.
There were several limitations in this study. First, our study included a small number of patients with only normal findings in knee MRI. Additional studies are necessary to compare the diagnostic abilities of synthetic and conventional sequences for the detection of various pathological conditions of internal derangement of the knee. Second, we did not evaluate synthetic sequences from T2 weighted and PD-weighted images. Third, in this study, ROI measurements in musculoskeletal tissues showing low signal intensities were not performed because the current MAGiC sequence has not been optimized for tissues with low T2 values such as the meniscus or ligaments. Fourth, based on our results indicating differences in the SI of bone marrow and relative contrast of bone marrow to muscle in the synthetic MR sequences, there is a potential limitation in the assessment or comparison of subchondral bone marrow oedema associated with osteochondral lesions between initial and follow-up studies.
In summary, synthetic MRI is a promising new MRI technique that obtain multi-contrast images simultaneously, making it ideal for evaluating the knee joint. Although evaluation of musculoskeletal tissues with high T2 values, such as bone marrow, is limited, this method would be very useful for quantitatively studying and diagnosing diseases of the musculoskeletal system after further optimization. To the best of our knowledge, this is the first application of synthetic MRI to the knee joint.
Contributor Information
Sunghoon Park, Email: mmedpark@gmail.com.
Kyu-Sung Kwack, Email: xenoguma@gmail.com; xenoguma@ajou.ac.kr.
Hyun Young Lee, Email: ajoustat@gmail.com.
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