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使用多回波 IMPULSED MRI 联合估计特定隔室的 T 弛豫和肿瘤微结构。

Joint estimation of compartment-specific T relaxation and tumor microstructure using multi-TE IMPULSED MRI.

机构信息

Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, Tennessee, USA.

Department of Radiology and Radiological Sciences, Vanderbilt University Medical Center, Nashville, Tennessee, USA.

出版信息

Magn Reson Med. 2025 Jan;93(1):96-107. doi: 10.1002/mrm.30254. Epub 2024 Aug 20.

Abstract

PURPOSE

This study aims to assess how T2 heterogeneity biases IMPULSED-derived metrics of tissue microstructure in solid tumors and evaluate the potential of estimating multi-compartmental T2 and microstructural parameters simultaneously.

METHODS

This study quantifies the impact of T2 relaxation on IMPULSED-derived microstructural parameters using computer simulations and in vivo multi-TE IMPULSED MRI in five tumor models, including brain, breast, prostate, melanoma, and colon cancer. A comprehensive T + IMPULSED method was developed to fit multi-compartmental T and microstructural parameters simultaneously. A Bayesian model selection approach was carried out voxel-wisely to determine if the T heterogeneity needs to be included in IMPULSED MRI in cancer.

RESULTS

Simulations suggest that T2 heterogeneity has a minor effect on the estimation of d in tissues with intermediate or high cell density, but significantly biases the estimation of with low cell density. For the in vivo animal experiments, all IMPULSED metrics except are statistically independent on TE. For B16 tumors, the IMPULSED-derived exhibited a notable increase with longer TEs. For MDA-MB-231 tumors, IMPULSED-derived showed a significant increase with increasing TEs. The T2 + IMPULSED-derived of all five tumor models are consistently smaller than .

CONCLUSIONS

The findings from this study highlight two key observations: (i) TE has a negligible impact on IMPULSED-derived cell sizes, and (ii) the TE-dependence of IMPULSED-derived intracellular volume fractions used in T + IMPULSED modeling to estimate and . These insights contribute to the ongoing development and refinement of non-invasive MRI techniques for measuring cell sizes.

摘要

目的

本研究旨在评估 T2 异质性对固体肿瘤中 IMPULSED 衍生组织微结构指标的偏倚,并评估同时估计多室 T2 和微结构参数的潜力。

方法

本研究使用计算机模拟和五种肿瘤模型(包括脑、乳腺、前列腺、黑色素瘤和结肠癌)的体内多回波 IMPULSED MRI 来量化 T2 弛豫对 IMPULSED 衍生微结构参数的影响。开发了一种全面的 T+IMPULSED 方法来同时拟合多室 T 和微结构参数。采用基于贝叶斯模型选择的方法逐体素确定 T 异质性是否需要包含在癌症的 IMPULSED MRI 中。

结果

模拟表明,T2 异质性对中等或高细胞密度组织中 d 的估计影响较小,但对低细胞密度组织中 的估计有显著偏差。对于体内动物实验,IMPULSED 所有指标除 外,与 TE 均呈统计学独立。对于 B16 肿瘤,IMPULSED 衍生的 随 TE 延长而显著增加。对于 MDA-MB-231 肿瘤,IMPULSED 衍生的 随 TE 增加而显著增加。五种肿瘤模型的 T2+IMPULSED 衍生的 均小于 。

结论

本研究的结果强调了两个关键观察结果:(i)TE 对 IMPULSED 衍生的细胞大小几乎没有影响;(ii)T2+IMPULSED 模型中用于估计 和 的细胞内体积分数与 TE 的依赖性。这些发现有助于非侵入性 MRI 技术用于测量细胞大小的不断发展和完善。

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