From the Department for Forensic and Neurodevelopmental Sciences (K.V., J.O.), Institute of Psychiatry, Psychology and Neuroscience
Centre for the Developing Brain (K.V., A.E., O.C., E.H., L.D., K.C., E.G., R.P.A.G.T., A.N.P., J.V.H., L.C.-G., J.O.), School of Biomedical Engineering and Imaging Sciences.
AJNR Am J Neuroradiol. 2021 Apr;42(4):774-781. doi: 10.3174/ajnr.A7001. Epub 2021 Feb 18.
Head motion causes image degradation in brain MR imaging examinations, negatively impacting image quality, especially in pediatric populations. Here, we used a retrospective motion correction technique in children and assessed image quality improvement for 3D MR imaging acquisitions.
We prospectively acquired brain MR imaging at 3T using 3D sequences, T1-weighted MPRAGE, T2-weighted TSE, and FLAIR in 32 unsedated children, including 7 with epilepsy (age range, 2-18 years). We implemented a novel motion correction technique through a modification of -space data acquisition: Distributed and Incoherent Sample Orders for Reconstruction Deblurring by using Encoding Redundancy (DISORDER). For each participant and technique, we obtained 3 reconstructions as acquired (Aq), after DISORDER motion correction (Di), and Di with additional outlier rejection (DiOut). We analyzed 288 images quantitatively, measuring 2 objective no-reference image quality metrics: gradient entropy (GE) and MPRAGE white matter (WM) homogeneity. As a qualitative metric, we presented blinded and randomized images to 2 expert neuroradiologists who scored them for clinical readability.
Both image quality metrics improved after motion correction for all modalities, and improvement correlated with the amount of intrascan motion. Neuroradiologists also considered the motion corrected images as of higher quality (Wilcoxon = -3.164 for MPRAGE; = -2.066 for TSE; = -2.645 for FLAIR; all < .05).
Retrospective image motion correction with DISORDER increased image quality both from an objective and qualitative perspective. In 75% of sessions, at least 1 sequence was improved by this approach, indicating the benefit of this technique in unsedated children for both clinical and research environments.
头部运动会导致脑磁共振成像检查中的图像质量下降,特别是在儿科人群中。在此,我们使用一种回顾性运动校正技术对儿童进行 3D MR 成像采集,并评估其对图像质量的改善。
我们前瞻性地在 3T 磁共振扫描仪上使用 3D 序列采集脑磁共振成像,包括 T1 加权 MPRAGE、T2 加权 TSE 和 FLAIR,共纳入 32 名未镇静的儿童,其中 7 名患有癫痫(年龄 2-18 岁)。我们通过对 -空间数据采集的修改实现了一种新的运动校正技术:使用编码冗余的分布式和非相干样本顺序进行重建去模糊(DISORDER)。对于每个参与者和技术,我们分别获得了 3 种重建图像:未校正的原始图像(Aq)、经过 DISORDER 运动校正后的图像(Di),以及经过 Di 运动校正和异常值剔除后的图像(DiOut)。我们对 288 幅图像进行了定量分析,测量了 2 种客观的无参考图像质量指标:梯度熵(GE)和 MPRAGE 白质(WM)均匀性。作为一种定性指标,我们向 2 位神经放射学专家展示了盲法和随机的图像,并让他们对其进行临床可读性评分。
对于所有模态,运动校正后,这两种图像质量指标都有所改善,且改善程度与扫描内运动的幅度相关。神经放射学专家也认为校正后的图像质量更高(MPRAGE 的 MPRAGE 评分的差异为 -3.164;TSE 的差异为 -2.066;FLAIR 的差异为 -2.645;所有差异均<.05)。
使用 DISORDER 进行回顾性图像运动校正可以提高图像质量,无论是从客观还是定性的角度来看。在 75%的情况下,至少有 1 个序列通过这种方法得到了改善,这表明该技术在未镇静的儿童中具有在临床和研究环境中的应用价值。