COMPARATIVE STUDY: QDESS VERSUS RAFO-4 PERFORMANCE IN 5-MINUTE, SIMULTANEOUS, RELIABLE 3D T2 MAPPING AND MORPHOLOGICAL MR IMAGING

K. Balaji , P.M. Vicente , S. Kukran , M. Mendoza , A.A. Bharath , P.J. Lally , N.K. Bangerter
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引用次数: 0

Abstract

INTRODUCTION

Cartilage T2 is a non-invasive MRI biomarker for KOA as it is sensitive to the underlying collagen hydration/organization. Cartilage microstructural changes seen in early KOA result in elevated T2. Cartilage T2 maps could be used in DMOAD clinical trials.
Quantitative DESS (qDESS) simultaneously acquires 3D, morphological whole knee images and quantitative T2 maps in ∼5 minutes. Recently, we developed RaFo-4 balanced Steady State Free Precession (RaFo-4 bSSFP) that also has the potential to simultaneously acquire 3D, morphological whole knee images with high SNR efficiency and quantitative cartilage T2 maps in ∼5 minutes. RaFo-4 uses machine learning (Random Forest) to estimate voxel-level cartilage T2 from bSSFP images. In this preliminary study, we compared qDESS and RaFo-4 bSSFP in morphological imaging and cartilage T2 mapping.

OBJECTIVE

1) Which technique (qDESS or RaFo-4 bSSFP) has better test-retest repeatability of cartilage T2 maps? 2) Which technique gives higher quality morphological images, as quantified using SNR of femoral, patellar, and tibial cartilage and CNR of cartilage-muscle, cartilage-synovial fluid, and synovial fluid-muscle?

METHODS

10 healthy volunteers (HVs: 7F, 3M, 20-40 age range) were scanned on a 3T Siemens Verio (Erlangen, Germany) using an 8-channel knee coil with ethics approval. Test-retest 3D (80 slices) sagittal knee images were acquired using qDESS (water excitation, 20° flip angle, 21.77 ms TR, 6 ms TE, 364 Hz/Px receiver bandwidth, 0 dummy scans per volume) and bSSFP (water excitation, 22° flip angle, 8.6 ms TR, 4.3 ms TE, 364 Hz/Px receiver bandwidth, 0 dummy scans per volume) for both knees of each HV with knee repositioning. qDESS and bSSFP were resolution- (0.4 × 0.4 × 1.5 mm3 voxel volume, 150 × 150 × 120 mm3 field of view) and scan time-matched (5:05 min. for qDESS and 5:04 min for bSSFP). 4 separate phase-cycled bSSFP images were acquired with phase cycling increments [0°, 90°, 180°, 270°]. Parallel imaging was used (GRAPPA R=2 for bSSFP and qDESS with 24 reference lines; 6/8th phase/slice partial Fourier for bSSFP). Cartilage in qDESS images was segmented using DOSMA and those segmentation masks were used on the bSSFP images. Test-retest repeatability was calculated using the ICC and coefficient of variation (CoV) after removing outlier T2 estimates (T2 < 20 ms, T2 > 90 ms). The percentage of outlier estimates was also calculated. For quantitatively evaluating morphological image quality, SNR and CNR were calculated from the Root Sum of Squares (RSOS) of the two qDESS echos and four phase-cycled bSSFP images.

RESULTS

1) In Fig1, RaFo-4 preserves cartilage T2 spatial variations seen in qDESS T2 maps (red and pink arrows indicate regions of low and high T2 values, respectively) and it produces visually smoother maps. While 10-20% of qDESS estimates are outliers, RaFo-4 estimates no outliers, a unique feature of the algorithm. RaFo-4 bSSFP shows good to excellent test-retest repeatability without estimating any outliers (ICC = 0.74-0.91, CoV = 2.01-3.58%) whereas qDESS shows excellent test-retest repeatability after removing outliers (ICC = 0.87-0.97, CoV = 1.48-1.61%). 2) RaFo-4 bSSFP has consistently higher SNRs and higher/comparable CNRs compared to qDESS (Tab1).

CONCLUSION

RaFo-4 bSSFP is a promising 5-minute alternative to qDESS as it provides more reliable cartilage T2 maps and better morphological image quality. Future work includes testing both techniques on a larger cohort of HVs and early KOA patients and comparing performance.
比较研究:qdess与rafo-4在5分钟,同时,可靠的3d t2定位和形态Mr成像中的表现
软骨T2是KOA的非侵入性MRI生物标志物,因为它对潜在的胶原水合/组织敏感。早期KOA的软骨微结构改变导致T2升高。软骨T2图谱可用于DMOAD临床试验。定量DESS (qDESS)在约5分钟内同时获得三维、形态全膝图像和定量T2图。最近,我们开发了RaFo-4平衡稳态自由进动(RaFo-4 bSSFP),它也有可能在约5分钟内同时获得具有高信噪比效率的三维形态全膝关节图像和定量软骨T2图。RaFo-4使用机器学习(随机森林)从bSSFP图像中估计体素级软骨T2。在本初步研究中,我们比较了qDESS和RaFo-4 bSSFP在形态学成像和软骨T2制图方面的差异。目的1)qDESS和RaFo-4 bSSFP哪一种技术对软骨T2图谱的复测重复性更好?2)哪种技术能提供更高质量的形态学图像,用股骨、髌骨和胫骨软骨的信噪比和软骨-肌肉、软骨-滑液和滑液-肌肉的信噪比进行量化?方法10名健康志愿者(HVs: 7F, 3M, 20-40岁)在3T Siemens Verio (Erlangen, Germany)上使用经伦理批准的8通道膝关节线圈进行扫描。采用qDESS(水激发,20°翻转角度,21.77 ms TR, 6 ms TE, 364 Hz/Px接收器带宽,每体积0次假扫描)和bSSFP(水激发,22°翻转角度,8.6 ms TR, 4.3 ms TE, 364 Hz/Px接收器带宽,每体积0次假扫描)对每个重定位的HV双膝进行三维(80片)矢状膝关节图像的测试-重测。qDESS和bSSFP的分辨率为(0.4 × 0.4 × 1.5 mm3体素体积,150 × 150 × 120 mm3视场),扫描时间匹配(qDESS为5:05 min, bSSFP为5:04 min)。以相位循环增量[0°,90°,180°,270°]获取4张独立的相位循环bSSFP图像。bSSFP和qDESS采用平行显像(GRAPPA R=2,共24条参考线;bSSFP的6/8相位/切片部分傅里叶)。采用DOSMA对qDESS图像中的软骨进行分割,并对bSSFP图像进行分割。在去除离群值T2估计值后,使用ICC和变异系数(CoV)计算Test-retest重复性。20 ms, T2 >;90 ms)。还计算了异常值估计值的百分比。为了定量评价形态学图像质量,从两个qDESS回波和四个相位循环bSSFP图像的平方根和(RSOS)计算SNR和CNR。结果1)在图1中,RaFo-4保留了qDESS T2图中软骨T2的空间变化(红色和粉色箭头分别表示T2值低和高的区域),并生成视觉上更平滑的图。虽然10-20%的qDESS估计是异常值,但RaFo-4没有估计异常值,这是算法的一个独特之处。RaFo-4 bSSFP在不估计任何异常值的情况下表现出良好至优异的重测重复性(ICC = 0.74-0.91,CoV = 2.01-3.58%),而qDESS在去除异常值后表现出优异的重测重复性(ICC = 0.87-0.97,CoV = 1.48-1.61%)。2)与qDESS相比,RaFo-4 bSSFP具有更高的信噪比和更高/可比的信噪比(表1)。结论rafo -4 bSSFP可提供更可靠的软骨T2图谱和更好的形态学图像质量,是qDESS的5分钟替代方法。未来的工作包括在更大的hiv和早期KOA患者群体中测试这两种技术,并比较其表现。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Osteoarthritis imaging
Osteoarthritis imaging Radiology and Imaging
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