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图像重采样和离散化对肥厚型心肌病 T1 和 T2 映射心肌放射组学特征估计的影响。

Image resampling and discretization effect on the estimate of myocardial radiomic features from T1 and T2 mapping in hypertrophic cardiomyopathy.

机构信息

Unit of Medical Physics, Pisa University Hospital "Azienda Ospedaliero-Universitaria Pisana", Via Roma 67, 56126, Pisa, Italy.

Unit of Radiology, Azienda USL Toscana Nord Ovest, Apuane Hospital, 54100, Massa, Italy.

出版信息

Sci Rep. 2022 Jun 17;12(1):10186. doi: 10.1038/s41598-022-13937-0.

Abstract

Radiomics is emerging as a promising and useful tool in cardiac magnetic resonance (CMR) imaging applications. Accordingly, the purpose of this study was to investigate, for the first time, the effect of image resampling/discretization and filtering on radiomic features estimation from quantitative CMR T1 and T2 mapping. Specifically, T1 and T2 maps of 26 patients with hypertrophic cardiomyopathy (HCM) were used to estimate 98 radiomic features for 7 different resampling voxel sizes (at fixed bin width), 9 different bin widths (at fixed resampling voxel size), and 7 different spatial filters (at fixed resampling voxel size/bin width). While we found a remarkable dependence of myocardial radiomic features from T1 and T2 mapping on image filters, many radiomic features showed a limited sensitivity to resampling voxel size/bin width, in terms of intraclass correlation coefficient (> 0.75) and coefficient of variation (< 30%). The estimate of most textural radiomic features showed a linear significant (p < 0.05) correlation with resampling voxel size/bin width. Overall, radiomic features from T2 maps have proven to be less sensitive to image preprocessing than those from T1 maps, especially when varying bin width. Our results might corroborate the potential of radiomics from T1/T2 mapping in HCM and hopefully in other myocardial diseases.

摘要

放射组学在心脏磁共振(CMR)成像应用中逐渐成为一种有前途和有用的工具。因此,本研究的目的是首次研究图像重采样/离散化和滤波对定量 CMR T1 和 T2 映射的放射组学特征估计的影响。具体来说,使用 26 例肥厚型心肌病(HCM)患者的 T1 和 T2 图来估计 7 种不同重采样体素大小(固定 bin 宽度)、9 种不同 bin 宽度(固定重采样体素大小)和 7 种不同空间滤波器(固定重采样体素大小/ bin 宽度)的 98 个放射组学特征。虽然我们发现心肌放射组学特征与 T1 和 T2 映射之间存在显著的图像滤波器依赖性,但许多放射组学特征在重采样体素大小/ bin 宽度方面的灵敏度有限,表现为组内相关系数(>0.75)和变异系数(<30%)。大多数纹理放射组学特征的估计与重采样体素大小/ bin 宽度呈线性显著(p<0.05)相关。总体而言,T2 图的放射组学特征比 T1 图的特征对图像预处理的敏感性更低,特别是在改变 bin 宽度时。我们的结果可能证实了 T1/T2 映射放射组学在 HCM 中、希望在其他心肌疾病中的潜在应用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5a0a/9205876/55d4ff005900/41598_2022_13937_Fig1_HTML.jpg

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