Medical Imaging Center, Shenzhen Hospital, Southern Medical University, Shenzhen, China.
The Third School of Clinical Medicine, Southern Medical University, Guangzhou, China.
NMR Biomed. 2023 Aug;36(8):e4920. doi: 10.1002/nbm.4920. Epub 2023 Apr 13.
The purpose of the current study was to evaluate the performance of a continuous-time random-walk (CTRW) diffusion model for differentiating malignant and benign breast lesions and to consider the potential association between CTRW parameters and the Ki-67 expression. Sixty-four patients (46.2 ± 11.4 years) with breast lesions (29 malignant and 35 benign) were evaluated with the CTRW model, intravoxel incoherent motion model, and diffusion-weighted imaging. Echo planar diffusion-weighted imaging was conducted using 13 b-values (0-3000 s/mm ). Three CTRW model parameters, including an anomalous diffusion coefficient D , and two parameters related to temporal and spatial diffusion heterogeneity, α and β, respectively, were obtained, and had MRI b-values of 0-3000 s/mm . Receiver operating characteristic (ROC) analysis was conducted to determine the sensitivity, specificity, and diagnostic accuracy of CTRW parameters for differentiating malignant from benign breast lesions. In malignant breast lesions, the CTRW parameters D , α, and β were significantly lower than the corresponding parameters of benign breast lesions. In the malignant breast lesion group, the CTRW parameter D was significantly lower in high Ki-67 expression than in low Ki-67 expression. In ROC analysis, the combination of CTRW parameters (D , α, β) demonstrated the highest area under the curve value (0.985) and diagnostic accuracy (94.23%) in differentiating malignant and benign breast lesions. The CTRW model effectively differentiated malignant from benign breast lesions. The CTRW diffusion model offers a new way for noninvasive assessment of breast malignancy and better understanding of the proliferation of malignant lesions.
本研究旨在评估连续时间随机漫步(CTRW)扩散模型在鉴别良恶性乳腺病变中的性能,并探讨 CTRW 参数与 Ki-67 表达之间的潜在关联。
共 64 例乳腺病变患者(46.2±11.4 岁)接受了 CTRW 模型、体素内不相干运动模型和扩散加权成像检查。采用 13 个 b 值(0-3000 s/mm )进行 EPI 扩散加权成像。获得了三个 CTRW 模型参数,包括反常扩散系数 D ,以及与时间和空间扩散异质性相关的两个参数α和β,其 MRI b 值分别为 0-3000 s/mm 。进行了受试者工作特征(ROC)分析,以确定 CTRW 参数鉴别良恶性乳腺病变的敏感性、特异性和诊断准确性。
在恶性乳腺病变中,CTRW 参数 D 、α和β明显低于良性乳腺病变的相应参数。在恶性乳腺病变组中,高 Ki-67 表达的 CTRW 参数 D 明显低于低 Ki-67 表达的 CTRW 参数 D 。在 ROC 分析中,CTRW 参数(D 、α、β)的组合在鉴别良恶性乳腺病变方面具有最高的曲线下面积值(0.985)和诊断准确性(94.23%)。
CTRW 模型可有效鉴别良恶性乳腺病变。CTRW 扩散模型为非侵入性评估乳腺恶性肿瘤提供了一种新方法,并有助于更好地了解恶性病变的增殖。