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基于合成 MRI 的脑容量和分形分析:与传统三维 T1 加权图像的对比研究。

Brain volumetric and fractal analysis of synthetic MRI: A comparative study with conventional 3D T1-weighted images.

机构信息

Computational NeuroSurgery (CNS) Lab, Department of Clinical Medicine, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, Australia; Australian Institute of Health Innovation, Faculty of Medicine, Health and Human Sciences, Macquarie University, Sydney, Australia.

Department of Radiology, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou, China.

出版信息

Eur J Radiol. 2021 Aug;141:109782. doi: 10.1016/j.ejrad.2021.109782. Epub 2021 May 21.

Abstract

PURPOSE

The estimation of brain volumetric measurements based on Synthetic MRI (SyMRI) is easy and fast, however, the consistency of brain volumetric and morphologic measurements based on SyMRI and 3D T1WI should be further addressed. The current study evaluated the impact of spatial resolution on brain volumetric and morphologic measurements using SyMRI, and test whether the brain measurements derived from SyMRI were consistent with those resulted from 3D T1WI.

METHOD

Brain volumetric and fractal analysis were applied to thirty healthy subjects, each underwent four SyMRI acquisitions with different spatial resolutions (1 × 1 × 2 mm, 1 × 1x3mm, 1 × 1 × 4 mm, 2 × 2 × 2 mm) and a 3D T1WI (1 × 1 × 1 mm isotropic). The consistency of the SyMRI measurements was tested using one-way non-parametric Kruskal-Wallis test and post hoc Dwass-Steel-Critchlow-Fligner test. The association between SyMRI and 3D T1WI derived measurements was evaluated using linear regression models.

RESULTS

Our results demonstrated that both in- and through-plane resolutions show an impact on brain volumetric measurements, while brain parenchymal volume showed high consistency across the SyMRI acquisitions, and high association with the measurements from 3D T1WI. In addition, SyMRI with 1 × 1 × 4 mm resolution showed the strongest association with 3D T1WI compared to other SyMRI acquisitions in both volumetric and fractal analyses. Moreover, substantial differences were found in fractal dimension of both gray and white matter between the SyMRI and 3D T1WI tissue segmentations.

CONCLUSIONS

Our results suggested that the measurements from SyMRI with relatively higher in-plane and lower through-plane resolution (1 × 1 × 4 mm) are much closer to 3D T1WI.

摘要

目的

基于合成磁共振成像(SyMRI)进行脑容积测量的估算既简单又快速,然而,基于 SyMRI 和 3D T1WI 的脑容积和形态测量的一致性仍需进一步研究。本研究评估了不同空间分辨率下 SyMRI 对脑容积和形态测量的影响,并测试了源自 SyMRI 的脑测量值是否与源自 3D T1WI 的测量值一致。

方法

对 30 名健康受试者进行脑容积和分形分析,每位受试者均接受了 4 次不同空间分辨率(1×1×2mm、1×1x3mm、1×1×4mm、2×2×2mm)的 SyMRI 采集和一次 3D T1WI(1×1×1mm 各向同性)扫描。使用单向非参数 Kruskal-Wallis 检验和事后 Dwass-Steel-Critchlow-Fligner 检验来测试 SyMRI 测量值的一致性。使用线性回归模型评估 SyMRI 与 3D T1WI 衍生测量值之间的相关性。

结果

我们的结果表明,层内和层间分辨率都对脑容积测量有影响,而脑实质容积在 SyMRI 采集之间具有高度一致性,并且与 3D T1WI 的测量值高度相关。此外,与其他 SyMRI 采集相比,分辨率为 1×1×4mm 的 SyMRI 在容积和分形分析中与 3D T1WI 的相关性最强。此外,在 SyMRI 和 3D T1WI 组织分割之间,灰质和白质的分形维数存在显著差异。

结论

我们的结果表明,相对较高的层内和较低的层间分辨率(1×1×4mm)的 SyMRI 测量值更接近 3D T1WI。

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