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解剖区域和组织类型会影响定量MRI参数及影像组学特征在前列腺治疗反应纵向监测中的可重复性。

Anatomical zone and tissue type impacts the repeatability of quantitative MRI parameters and radiomic features for longitudinal monitoring of treatment response in the prostate.

作者信息

Wang Yu-Feng, Tadimalla Sirisha, Holloway Lois, Thiruthaneeswaran Niluja, Haworth Annette

机构信息

Institute of Medical Physics, School of Physics, Faculty of Science, The University of Sydney, Sydney, NSW, Australia.

Ingham Institute for Applied Medical Research, Liverpool, NSW, Australia.

出版信息

MAGMA. 2025 Feb 22. doi: 10.1007/s10334-025-01231-9.

Abstract

OBJECTIVE

To (1) establish the repeatability coefficient (%RC) of region of interest (ROI) and voxel-wise measurements of a comprehensive range of quantitative MRI (qMRI) parameters and radiomic features in the prostate, and (2) assess the impact of different tissue types (benign vs tumor) and anatomical zones (peripheral, PZ, and non-peripheral, nPZ) on the %RCs.

METHODS

Test-retest qMRI was acquired in ten prostate cancer patients and six healthy volunteers. Parametric maps of apparent diffusion coefficient (ADC), diffusion coefficient (D), perfusion fraction (f), hypoxia score (HS), longitudinal relaxation time (T1), and observed transverse relaxation rate (R2*) were calculated. Fifty-nine radiomic feature maps were calculated from each of the parametric maps and T2-weighted images. The %RCs between tissue type and anatomical zones were compared using the Student's t test at 95% significance level.

RESULTS

The %RC of ADC, D and HS, and up to 118 (out of all 413) radiomic features was significantly different between either anatomical zones, or between tumor and benign tissue, or both.

CONCLUSIONS

DWI-derived parameters and a portion of their radiomic features require %RCs to be established specifically for anatomical zones, tumor and benign tissues. The remaining qMRI parameters and features can have a single threshold for the whole prostate.

摘要

目的

(1)建立前列腺中一系列定量磁共振成像(qMRI)参数和放射组学特征的感兴趣区域(ROI)及体素测量的重复性系数(%RC),(2)评估不同组织类型(良性与肿瘤)和解剖区域(外周区,PZ,和非外周区,nPZ)对%RC的影响。

方法

对10例前列腺癌患者和6名健康志愿者进行重测qMRI。计算表观扩散系数(ADC)、扩散系数(D)、灌注分数(f)、缺氧评分(HS)、纵向弛豫时间(T1)和观测横向弛豫率(R2*)的参数图。从每个参数图和T2加权图像中计算出59个放射组学特征图。使用Student's t检验在95%显著性水平下比较组织类型和解剖区域之间的%RC。

结果

ADC、D和HS的%RC,以及多达118个(在所有413个中)放射组学特征在解剖区域之间、肿瘤与良性组织之间或两者之间存在显著差异。

结论

基于扩散加权成像(DWI)的参数及其一部分放射组学特征需要针对解剖区域、肿瘤和良性组织专门建立%RC。其余的qMRI参数和特征可以对整个前列腺设定一个单一阈值。

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