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1 毫米各向同性乳腺扩散加权成像:基于信噪比、锐度和表观扩散系数评价一种超分辨率策略。

One-millimeter isotropic breast diffusion-weighted imaging: Evaluation of a superresolution strategy in terms of signal-to-noise ratio, sharpness and apparent diffusion coefficient.

机构信息

IADI, INSERM U1254 and Université de Lorraine, Nancy, France.

School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom.

出版信息

Magn Reson Med. 2019 Apr;81(4):2588-2599. doi: 10.1002/mrm.27591. Epub 2018 Dec 10.

Abstract

PURPOSE

To quantitatively evaluate a superresolution technique for 3D, one-millimeter isotropic diffusion-weighted imaging (DWI) of the whole breasts.

METHODS

Isotropic 3D DWI datasets are obtained using a combination of (i) a readout-segmented diffusion-weighted-echo-planar imaging (DW-EPI) sequence (rs-EPI), providing high in-plane resolution, and (ii) a superresolution (SR) strategy, which consists of acquiring 3 datasets with thick slices (3 mm) and 1-mm shifts in the slice direction, and combining them into a 1 × 1 × 1-mm dataset using a dedicated reconstruction. Two SR reconstruction schemes were investigated, based on different regularization schemes: conventional Tikhonov or Beltrami (an edge-preserving constraint). The proposed SR strategy was compared to native 1 × 1 × 1-mm acquisitions (i.e. with 1-mm slice thickness) in 8 healthy subjects, in terms of signal-to-noise ratio (SNR) efficiency, using a theoretical framework, Monte Carlo simulations and region-of-interest (ROI) measurements, and image sharpness metrics. Apparent diffusion coefficient (ADC) values in normal breast tissue were also compared.

RESULTS

The SR images resulted in an SNR gain above 3 compared to native 1 × 1 × 1-mm using the same acquisition duration (acquisition gain 3 and reconstruction gain >1). Beltrami-SR provided the best results in terms of SNR and image sharpness. The ADC values in normal breast measured from Beltrami-SR were preserved compared to low-resolution images (1.91 versus 1.97 ×10 mm /s, P = .1).

CONCLUSION

A combination of rs-EPI and SR allows 3D, 1-mm isotropic breast DWI data to be obtained with better SNR than a native 1-mm isotropic acquisition. The proposed DWI protocol might be of interest for breast cancer monitoring/screening without injection.

摘要

目的

定量评估一种用于整个乳房 1 毫米各向同性扩散加权成像(DWI)的超分辨率技术。

方法

使用(i)读出分段扩散加权回波平面成像(DW-EPI)序列(rs-EPI)的组合获得各向同性 3D DWI 数据集,该方法提供高的平面内分辨率,和(ii)超分辨率(SR)策略,该策略包括获取 3 个具有厚切片(3 毫米)和在切片方向上 1 毫米移位的数据集,并使用专用重建将它们组合成 1×1×1 毫米数据集。研究了两种基于不同正则化方案的 SR 重建方案:传统的 Tikhonov 或 Beltrami(边缘保持约束)。在 8 名健康受试者中,使用理论框架、蒙特卡罗模拟和感兴趣区(ROI)测量以及图像锐度指标,从 SNR 效率方面将所提出的 SR 策略与原始的 1×1×1 毫米采集(即具有 1 毫米切片厚度)进行比较,并比较正常乳房组织中的表观扩散系数(ADC)值。

结果

与使用相同采集时间的原始 1×1×1 毫米相比,SR 图像导致 SNR 增益超过 3(采集增益 3 和重建增益>1)。在 SNR 和图像锐度方面,Beltrami-SR 提供了最佳的结果。与低分辨率图像相比,从 Beltrami-SR 测量的正常乳房 ADC 值得到保留(1.91 与 1.97×10 mm/s,P=0.1)。

结论

rs-EPI 和 SR 的组合允许获得比原始 1 毫米各向同性采集具有更好 SNR 的 3D 1 毫米各向同性乳房 DWI 数据。该 DWI 协议可能对无注射的乳腺癌监测/筛查感兴趣。

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