Demirel Omer Burak, Weingärtner Sebastian, Moeller Steen, Akçakaya Mehmet
Department of Electrical and Computer Engineering, University of Minnesota, Minneapolis, Minnesota, USA.
Center for Magnetic Resonance Research, University of Minnesota, Minneapolis, Minnesota, USA.
Magn Reson Med. 2021 Jun;85(6):3036-3048. doi: 10.1002/mrm.28680. Epub 2021 Feb 10.
To develop and evaluate a simultaneous multislice (SMS) reconstruction technique that provides noise reduction and leakage blocking for highly accelerated cardiac MRI.
ReadOut Concatenated k-space SPIRiT (ROCK-SPIRiT) uses the concept of readout concatenation in image domain to represent SMS encoding, and performs coil self-consistency as in SPIRiT-type reconstruction in an extended k-space, while allowing regularization for further denoising. The proposed method is implemented with and without regularization, and validated on retrospectively SMS-accelerated cine imaging with three-fold SMS and two-fold in-plane acceleration. ROCK-SPIRiT is compared with two leakage-blocking SMS reconstruction methods: readout-SENSE-GRAPPA and split slice-GRAPPA. Further evaluation and comparisons are performed using prospectively SMS-accelerated cine imaging.
Results on retrospectively three-fold SMS and two-fold in-plane accelerated cine imaging show that ROCK-SPIRiT without regularization significantly improves on existing methods in terms of PSNR (readout-SENSE-GRAPPA: 33.5 ± 3.2, split slice-GRAPPA: 34.1 ± 3.8, ROCK-SPIRiT: 35.0 ± 3.3) and SSIM (readout-SENSE-GRAPPA: 84.4 ± 8.9, split slice-GRAPPA: 85.0 ± 8.9, ROCK-SPIRiT: 88.2 ± 6.6 [in percentage]). Regularized ROCK-SPIRiT significantly outperforms all methods, as characterized by these quantitative metrics (PSNR: 37.6 ± 3.8, SSIM: 94.2 ± 4.1 [in percentage]). The prospectively five-fold SMS and two-fold in-plane accelerated data show that ROCK-SPIRiT and regularized ROCK-SPIRiT have visually improved image quality compared with existing methods.
The proposed ROCK-SPIRiT technique reduces noise and interslice leakage in accelerated SMS cardiac cine MRI, improving on existing methods both quantitatively and qualitatively.
开发并评估一种同时多层(SMS)重建技术,该技术可为高度加速的心脏磁共振成像(MRI)提供降噪和层间干扰抑制功能。
读出串联k空间自校准并行采集重建技术(ROCK-SPIRiT)在图像域中运用读出串联的概念来表示SMS编码,并在扩展的k空间中像SPIRiT型重建那样执行线圈自一致性操作,同时允许进行正则化以进一步降噪。所提出的方法在有和没有正则化的情况下实现,并在具有三倍SMS和两倍平面内加速的回顾性SMS加速电影成像上进行验证。将ROCK-SPIRiT与两种层间干扰抑制SMS重建方法进行比较:读出敏感性广义自校准部分并行采集(readout-SENSE-GRAPPA)和分割切片广义自校准部分并行采集(split slice-GRAPPA)。使用前瞻性SMS加速电影成像进行进一步评估和比较。
回顾性三倍SMS和两倍平面内加速电影成像的结果表明,无正则化的ROCK-SPIRiT在峰值信噪比(PSNR)方面(读出敏感性广义自校准部分并行采集:33.5±3.2,分割切片广义自校准部分并行采集:34.1±3.8,ROCK-SPIRiT:35.0±3.3)和结构相似性(SSIM)方面(读出敏感性广义自校准部分并行采集:84.4±8.9,分割切片广义自校准部分并行采集:85.0±8.9,ROCK-SPIRiT:88.2±6.6[百分比])显著优于现有方法。正则化的ROCK-SPIRiT在这些定量指标方面(PSNR:37.6±3.8,SSIM:94.2±4.1[百分比])显著优于所有方法。前瞻性五倍SMS和两倍平面内加速数据表明,与现有方法相比,ROCK-SPIRiT和正则化的ROCK-SPIRiT在视觉上改善了图像质量。
所提出的ROCK-SPIRiT技术在加速的SMS心脏电影MRI中降低了噪声和层间干扰,在定量和定性方面均优于现有方法。