From the Department of Radiology, Antwerp University Hospital and University of Antwerp, Edegem.
Siemens Healthcare NV/SA, Beersel.
Invest Radiol. 2020 Aug;55(8):481-493. doi: 10.1097/RLI.0000000000000676.
The purpose of this study was to assess the technical feasibility of 3-dimensional (3D) super-resolution reconstruction (SRR) of 2D turbo spin echo (TSE) knee magnetic resonance imaging (MRI) and to compare its image quality with conventional 3D TSE sampling perfection with application optimized contrast using different flip angle evolutions (SPACE) MRI.
Super-resolution reconstruction 2D TSE MRI and 3D TSE SPACE images were acquired from a phantom and from the knee of 22 subjects (8 healthy volunteers and 14 patients) using a clinical 3-T scanner. For SRR, 7 anisotropic 2D TSE stacks (voxel size, 0.5 × 0.5 × 2.0 mm; scan time per stack, 1 minute 55 seconds; total scan time, 13 minutes 25 seconds) were acquired with the slice stack rotated around the phase-encoding axis. Super-resolution reconstruction was performed at an isotropic high-resolution grid with a voxel size of 0.5 × 0.5 × 0.5 mm. Direct isotropic 3D image acquisition was performed with the conventional SPACE sequence (voxel size, 0.5 × 0.5 × 0.5 mm; scan time, 12 minutes 42 seconds). For quantitative evaluation, perceptual blur metrics and edge response functions were obtained in the phantom image, and signal-to-noise and contrast-to-noise ratios were measured in the images from the healthy volunteers. Images were qualitatively evaluated by 2 independent radiologists in terms of overall image quality, edge blurring, anatomic visibility, and diagnostic confidence to assess normal and abnormal knee structures. Nonparametric statistical analysis was performed, and significance was defined for P values less than 0.05.
In the phantom, perceptual blur metrics and edge response functions demonstrated a clear improvement in spatial resolution for SRR compared with conventional 3D SPACE. In healthy subjects, signal-to-noise and contrast-to-noise ratios in clinically relevant structures were not significantly different between SRR and 3D SPACE. Super-resolution reconstruction provided better overall image quality and less edge blurring than conventional 3D SPACE, yet the perceived image contrast was better for 3D SPACE. Super-resolution reconstruction received significantly better visibility scores for the menisci, whereas the visibility of cartilage was significantly higher for 3D SPACE. Ligaments had high visibility on both SRR and 3D SPACE images. The diagnostic confidence for assessing menisci was significantly higher for SRR than for conventional 3D SPACE, whereas there were no significant differences between SRR and 3D SPACE for cartilage and ligaments. The interreader agreement for assessing menisci was substantial with 3D SPACE and almost perfect with SRR, and the agreement for assessing cartilage was almost perfect with 3D SPACE and moderate with SRR.
We demonstrate the technical feasibility of SRR for high-resolution isotropic knee MRI. Our SRR results show superior image quality in terms of edge blurring, but lower image contrast and fluid brightness when compared with conventional 3D SPACE acquisitions. Further contrast optimization and shortening of the acquisition time with state-of-the-art acceleration techniques are necessary for future clinical validation of SRR knee MRI.
本研究旨在评估二维(2D)涡轮自旋回波(TSE)膝关节磁共振成像(MRI)的三维(3D)超分辨率重建(SRR)技术的可行性,并比较其图像质量与常规 3D TSE 采样完美性,使用不同的翻转角演化(SPACE)MRI 应用优化对比。
使用临床 3-T 扫描仪从体模和 22 名受试者(8 名健康志愿者和 14 名患者)的膝关节获取超分辨率重建 2D TSE MRI 和 3D TSE SPACE 图像。对于 SRR,使用切片堆叠围绕相位编码轴旋转采集 7 个各向异性 2D TSE 堆叠(体素大小为 0.5×0.5×2.0mm;每堆叠扫描时间为 1 分 55 秒;总扫描时间为 13 分 25 秒)。在各向同性高分辨率网格上进行 SRR 处理,体素大小为 0.5×0.5×0.5mm。使用常规 SPACE 序列进行直接各向同性 3D 图像采集(体素大小为 0.5×0.5×0.5mm;扫描时间为 12 分 42 秒)。为了进行定量评估,在体模图像中获得了感知模糊度指标和边缘响应函数,在健康志愿者的图像中测量了信噪比和对比噪声比。由 2 位独立放射科医生对整体图像质量、边缘模糊、解剖可视性和诊断信心进行定性评估,以评估正常和异常的膝关节结构。进行了非参数统计分析,定义 P 值小于 0.05 为具有统计学意义。
在体模中,与常规 3D SPACE 相比,SRR 的感知模糊度指标和边缘响应函数在空间分辨率方面有明显改善。在健康受试者中,临床相关结构的信噪比和对比噪声比在 SRR 和 3D SPACE 之间无显著差异。SRR 提供的整体图像质量和边缘模糊程度优于常规 3D SPACE,但 3D SPACE 的图像对比度更好。SRR 对半月板的可视性评分明显高于常规 3D SPACE,而 3D SPACE 对软骨的可视性评分明显更高。韧带在 SRR 和 3D SPACE 图像上均具有高可视性。评估半月板的诊断信心 SRR 明显高于常规 3D SPACE,而评估软骨的诊断信心 SRR 和 3D SPACE 之间无显著差异。评估半月板的读者间一致性在 3D SPACE 时为中等,在 SRR 时为几乎完美,评估软骨的读者间一致性在 3D SPACE 时为几乎完美,在 SRR 时为中度。
我们证明了用于高分辨率各向同性膝关节 MRI 的 SRR 技术的可行性。我们的 SRR 结果显示,在边缘模糊方面的图像质量优于常规 3D SPACE,但图像对比度和液体亮度较低。为了进一步进行对比度优化并缩短采集时间,需要使用最新的加速技术对 SRR 膝关节 MRI 进行临床验证。