Jessica Bugeja1,2, Ales Neubert1,2, Shekhar Chandra1, Jurgen Fripp2, Craig Engstrom1, and Stuart Crozier1
1University of Queensland, Brisbane, Australia, 2CSIRO, Brisbane, Australia
Synopsis
QMRI sequences including T2
and T2* mapping analyse biochemical changes of
cartilage including the deterioration of the ECM and changes in water content
for early diagnosis of hip OA prior to serious cartilage degradation.
Longitudinal studies and clinical assessments with T2 and T2* mapping rely on a high reproducibility of the
tissue relaxation times for accurate diagnosis. We present a statistical
analysis of the reproducibility of T2 and T2* mapping of hip MR images. An automated
cartilage segmentation method is used for the segmentation of FISP MR hip
images and biochemical information is obtained from the T2 and T2* images.
INTRODUCTION: Quantitative Magnetic
Resonance Imaging (MRI) sequences such as T2 and T2* mapping analyse biochemical changes of
cartilage including the deterioration of the Extra Cellular Matrix (ECM) and
changes in water content for early diagnosis of hip OA prior to serious
cartilage degradation. Longitudinal studies and clinical assessments with T2 and T2* mapping rely on a high reproducibility for
accurate diagnosis. We present a statistical analysis of T2 and T2* scan reproducibility using hip MR images. An
automated cartilage segmentation process for true fast imaging with
steady-state precession (FISP) hip MR images is used to retrieve biochemical
information from co-registered T2 and T2*
mapping images.
METHODS:
An
anonymized dataset of unilateral hip images from 20 asymptomatic volunteers
(M:F 10:10, aged 22-47 years, mass 50-90kg, height 163-189cm), was scanned with
7 T2 and 9 T2* scan repetitions. The subjects were classified
as asymptomatic after an unbiased clinical investigation, individual scoring
and structural MR examination, and had no previous hip surgery. A 3T MRI system
(Magnetom Prisma, Siemens Healthcare, HIRF, Australia) was used where the
asymptomatic hip for each subject was imaged with a 4-channel body matrix coil.
Scans included: an isotropic T2 weighted 3D axial FISP Water Excitation scan
(TR/TE: 10.18/4.3ms; Voxel-size (VS): 0.625×0.625×0.65mm; Field of view (FOV):
192mm; acquisition-time (AT): 155017.042500), sagittal T2 mapping sequences (TR/TE: 2080/18-90 ms; VS:
0.78×0.78×4mm; FOV: 200mm; AT: 94532.7775) and sagittal T2* mapping (TR/TE: 873/3.82-19.1ms VS:
0.625×0.625×3mm; FOV: 200mm; AT: 144334.39). Sagittal acquisition provides
ideal visibility of anterior lateral cartilage which is important for clinical
observations. An automated method using [1] was applied for the segmentation of the acetabular and femoral
articular cartilages from the 3D-FISP images using clinically defined labels by
the Steadman Philippon Research Institute (SPRI) [2]. The 3D FISP images were co-registered with the T2 and T2* images for the extraction of biochemical
information. Statistical analysis quantified the reproducibility of scans with
focus on the whole hip joint, femoral and acetabular plates and individual
cartilage regions. The inferior regions of both femoral and acetabular plates
were omitted due to the variability of T2 and T2* relaxation times in these thin cartilage
regions. Bland-Altman plots displayed deviation between two repetitions,
box-plots illustrated the spread of relaxation times and paired t-tests
quantified statistically significant differences between repetitions.
RESULTS:
An
example segmentation result of the 3D-FISP scan, and co-registered T2 and T2* scans of subject 3 is shown in figure 1, with
the 3D segmentation volumes in the lower part of the figure. Boxplots of median
relaxation times for selected hip joint regions are shown in figure 2 for the T2
and T2^* data respectively. Bland-Altman plots of
median data are in figure 3 for the T2 and
T2* data respectively. Statistically
significant differences (p<0.05) were calculated in T2 data repetition scans: acetabular plate (mean data: p=0.0138),
Femoral Superior-Anterior region (mean data: p=0.0377 and median data:
p=0.0183), and Acetabular Mid region (mean data: p=0.0085). No statistically
significant difference between T2* repetitions.
DISCUSSION:
T2*
mapping is a more reproducible
quantitative scan and has a lower variance within the data in comparison to T2
mapping. The median data in both T2 and T2* mapping provided no statistically different
results between repetitions of clinically important articular cartilage regions
and therefore these scans hold promise for biochemical early diagnosis of
cartilage degradation in OA patients. However, it should be noted that thin
cartilage regions can cause mislabelling of boundary voxels between regions in
the co-registration of the structural and quantitative scans. Partial volume
errors can also occur which create inconsistencies within repeated
segmentations and therefore reduced repeatability of the experiments.
CONCLUSION: T2* mapping is more reliable for application
within a clinical environment. In longitudinal studies and within patient
follow-up T2* mapping will ensure
reproducible results of the relaxation times for accurate diagnosis of
cartilage biochemical composition. These results support the feasibility of
automatic quantitative T2* mapping of
hip articular cartilage using structural 3D-FISP sequences.Acknowledgements
References
[1] S. S.
Chandra, Y. Xia, C. Engstrom, S. Crozier, R. Schwarz, and J. Fripp,
"Focused shape models for hip joint segmentation in 3D magnetic resonance
images," Medical Image Analysis, Journal Article vol. 18, no. 3, p.
12, 2014.
[2] R. K. Surowiec, E. P. Lucas, K. J. Wilson, A. J. Saroki, and C. P.
Ho, "Clinically Relevant Subregions of Articular Cartilage of the Hip for
Analysis and Reporting Quantitative Magnetic Resonance Imaging: A Technical
Note," Cartilage, vol. 5, no. 1, pp. 11-15, 2014.