Zhou Ziwu, Han Fei, Rapacchi Stanislas, Nguyen Kim-Lien, Brunengraber Daniel Z, Kim Grace-Hyun J, Finn J Paul, Hu Peng
Department of Radiological Sciences, David Geffen School of Medicine, University of California, Los Angeles, California, USA.
Department of Bioengineering, University of California, Los Angeles, California, USA.
NMR Biomed. 2017 Jan;30(1). doi: 10.1002/nbm.3663. Epub 2016 Nov 11.
The purpose of this work was to validate a parallel imaging (PI) and compressed sensing (CS) combined reconstruction method for a recently proposed 4D non-breath-held, multiphase, steady-state imaging technique (MUSIC) cardiovascular MRI in a cohort of pediatric congenital heart disease patients. We implemented a graphics processing unit accelerated CS-PI combined reconstruction method and applied it in 13 pediatric patients who underwent cardiovascular MRI after ferumoxytol administration. Conventional breath-held contrast-enhanced magnetic resonance angiography (CE-MRA) was first performed during the first pass of ferumoxytol injection, followed by the original MUSIC and the proposed CS-PI MUSIC during the steady-state distribution phase of ferumoxytol. Qualities of acquired images were then evaluated using a four-point scale. Left ventricular volumes and ejection fractions calculated from the original MUSIC and the CS-PI MUSIC were also compared with conventional multi-slice 2D cardiac cine MRI. The proposed CS-PI MUSIC reduced the imaging time of the MUSIC acquisition to 4.6 ± 0.4 min from 8.9 ± 1.2 min. Computationally intensive image reconstruction was completed within 5 min without interruption of sequential clinical scans. The proposed method (mean 3.3-4.0) provided image quality comparable to that of the original MUSIC (3.2-4.0) (all P ≥ 0.42), and better than conventional breath-held first-pass CE-MRA (1.1-3.3) for 13 anatomical structures (all P ≤ 0.0014) with good inter-observer agreement (κ > 0.46). The calculated ventricular volumes and ejection fractions from both original MUSIC (r > 0.90) and CS-PI MUSIC (r > 0.85) correlated well with 2D cine imaging. In conclusion, PI and CS were successfully incorporated into the 4D MUSIC acquisition to further reduce scan time by approximately 50% while maintaining highly comparable image quality in a clinically practical reconstruction time.
本研究的目的是在一组小儿先天性心脏病患者中验证一种并行成像(PI)和压缩感知(CS)相结合的重建方法,用于最近提出的4D非屏气、多期相、稳态成像技术(MUSIC)心血管磁共振成像。我们实施了一种图形处理单元加速的CS-PI联合重建方法,并将其应用于13例接受了铁羧麦芽糖给药后进行心血管磁共振成像的儿科患者。在铁羧麦芽糖注射的第一阶段首先进行常规屏气对比增强磁共振血管造影(CE-MRA),然后在铁羧麦芽糖的稳态分布阶段进行原始的MUSIC和提出的CS-PI MUSIC。然后使用四点量表评估采集图像的质量。还将从原始MUSIC和CS-PI MUSIC计算得到的左心室容积和射血分数与传统的多层二维心脏电影磁共振成像进行比较。提出的CS-PI MUSIC将MUSIC采集的成像时间从8.9±1.2分钟缩短至4.6±0.4分钟。计算密集型图像重建在5分钟内完成,且不中断连续的临床扫描。提出的方法(平均3.3 - 4.0)提供的图像质量与原始MUSIC(3.2 - 4.0)相当(所有P≥0.42),并且对于13个解剖结构,其图像质量优于传统屏气首过CE-MRA(1.1 - 3.3)(所有P≤0.0014),观察者间一致性良好(κ>0.46)。从原始MUSIC(r>0.90)和CS-PI MUSIC(r>0.85)计算得到的心室容积和射血分数与二维电影成像相关性良好。总之,PI和CS成功地融入到4D MUSIC采集中,在临床可行的重建时间内,将扫描时间进一步缩短了约50%,同时保持了高度可比的图像质量。