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一种在超快动态对比增强乳腺磁共振成像中生成最大斜率图的简化方法。

A simplified method for generating maximum slope maps in ultrafast dynamic contrast-enhanced breast magnetic resonance imaging.

作者信息

Funaki Ayumu, Ohkubo Masaki, Ohashi Kazunori, Shukuya Toshiro, Yashima Yuka, Kubota Kazunori

机构信息

Department of Radiological Technology, Dokkyo Medical University Saitama Medical Center, 2-1-50 Minamikoshigaya, Koshigaya, Saitama, 323-0845, Japan.

Graduate School of Health Sciences, Niigata University, Niigata, Japan.

出版信息

Radiol Phys Technol. 2025 Jul 1. doi: 10.1007/s12194-025-00931-0.

DOI:10.1007/s12194-025-00931-0
PMID:40593389
Abstract

Clinical measurement of the maximum slope (MS) using ultrafast dynamic contrast-enhanced (UF-DCE) breast magnetic resonance imaging (MRI) is typically performed by placing a region of interest (ROI) in the most enhanced area within a lesion. However, previous studies have not clarified whether visually identified enhanced areas consistently exhibit the highest MS values. These ROI-based MS measurements require MS maps to ensure appropriate ROI placement. However, generating MS maps requires specialized software capable of pixel-by-pixel MS calculations, which are available only at a few facilities. Therefore, this study proposed a simplified method for generating MS maps. This method involves subtracting consecutive UF-DCE images, applying temporal maximum intensity projection, normalizing the resulting image by dividing it by the pre-contrast image signal intensity, and converting it to a slope by dividing it by the temporal resolution. The MS maps generated using the proposed method were compared with those obtained using a robust pixel-by-pixel curve-fitting method, in addition to the final-phase UF-DCE images. In all cases with breast lesions (n = 13), the signal intensity distributions on the proposed MS maps closely resembled those on the curve-fitting maps, with a significantly higher similarity than those on the final-phase UF-DCE images (p < 0.001). The derived mean absolute error of MS values after regression-based modification was 0.78 ± 0.72 (%/s). The proposed method improves the reliability of ROI placement in conventional ROI-based MS measurements and supports the direct quantification of MS values from map pixel data.

摘要

使用超快动态对比增强(UF-DCE)乳腺磁共振成像(MRI)对最大斜率(MS)进行临床测量时,通常是在病变内增强最明显的区域放置感兴趣区(ROI)。然而,以往的研究尚未阐明通过视觉识别的增强区域是否始终呈现最高的MS值。这些基于ROI的MS测量需要MS图来确保ROI的正确放置。然而,生成MS图需要能够逐像素进行MS计算的专业软件,而只有少数机构具备这种软件。因此,本研究提出了一种生成MS图的简化方法。该方法包括减去连续的UF-DCE图像,应用时间最大强度投影,将所得图像除以前对比图像信号强度进行归一化,并除以时间分辨率将其转换为斜率。除了最终相位的UF-DCE图像外,还将使用所提出方法生成的MS图与使用稳健的逐像素曲线拟合方法获得的MS图进行了比较。在所有乳腺病变病例(n = 13)中,所提出的MS图上的信号强度分布与曲线拟合图上的信号强度分布非常相似,相似度显著高于最终相位的UF-DCE图像(p < 0.001)。基于回归修正后得出的MS值的平均绝对误差为0.78±0.72(%/s)。所提出的方法提高了传统基于ROI的MS测量中ROI放置的可靠性,并支持从图像素数据直接定量MS值。

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本文引用的文献

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Ultrafast dynamic contrast-enhanced breast MRI may generate prognostic imaging markers of breast cancer.超快速动态对比增强乳腺 MRI 可能生成乳腺癌的预后成像标志物。
Breast Cancer Res. 2020 May 28;22(1):58. doi: 10.1186/s13058-020-01292-9.
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Time-to-enhancement at ultrafast breast DCE-MRI: potential imaging biomarker of tumour aggressiveness.超快速乳腺 DCE-MRI 增强时间:肿瘤侵袭性的潜在影像学生物标志物。
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Differentiation between subcentimeter carcinomas and benign lesions using kinetic parameters derived from ultrafast dynamic contrast-enhanced breast MRI.利用超快动态对比增强乳腺 MRI 获得的动力学参数区分亚厘米大小的癌与良性病变。
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Diagnostic performance of maximum slope: A kinetic parameter obtained from ultrafast dynamic contrast-enhanced magnetic resonance imaging of the breast using k-space weighted image contrast (KWIC).最大斜率的诊断性能:一种从使用 K 空间加权图像对比(KWIC)的乳房超快动态对比增强磁共振成像中获得的动力学参数。
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