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从 FET PET 中提取的图像特征在术后胶质母细胞瘤评估中的可重复性。

Repeatability of image features extracted from FET PET in application to post-surgical glioblastoma assessment.

机构信息

School of Physics, Mathematics and Computing, The University of Western Australia, 35 Stirling Highway, Mailbag M013, Crawley, WA, 6009, Australia.

Medical School, University of Western Australia, Crawley, WA, Australia.

出版信息

Phys Eng Sci Med. 2021 Dec;44(4):1131-1140. doi: 10.1007/s13246-021-01049-4. Epub 2021 Aug 26.

Abstract

Positron emission tomography (PET) imaging using the amino acid tracer O-[2-(F)fluoroethyl]-L-tyrosine (FET) has gained increased popularity within the past decade in the management of glioblastoma (GBM). Radiomics features extracted from FET PET images may be sensitive to variations when imaging at multiple time points. It is therefore necessary to assess feature robustness to test-retest imaging. Eight patients with histologically confirmed GBM that had undergone post-surgical test-retest FET PET imaging were recruited. In total, 1578 radiomic features were extracted from biological tumour volumes (BTVs) delineated using a semi-automatic contouring method. Feature repeatability was assessed using the intraclass correlation coefficient (ICC). The effect of both bin width and filter choice on feature repeatability was also investigated. 59/106 (55.7%) features from the original image and 843/1472 (57.3%) features from filtered images had an ICC ≥ 0.85. Shape and first order features were most stable. Choice of bin width showed minimal impact on features defined as stable. The Laplacian of Gaussian (LoG, σ = 5 mm) and Wavelet filters (HLL and LHL) significantly improved feature repeatability (p ≪ 0.0001, p = 0.003, p = 0.002, respectively). Correlation of textural features with tumour volume was reported for transparency. FET PET radiomic features extracted from post-surgical images of GBM patients that are robust to test-retest imaging were identified. An investigation with a larger dataset is warranted to validate the findings in this study.

摘要

正电子发射断层扫描(PET)成像使用氨基酸示踪剂 O-[2-(F)氟乙基]-L-酪氨酸(FET)在过去十年中在胶质母细胞瘤(GBM)的治疗中得到了越来越多的关注。从 FET PET 图像中提取的放射组学特征在多个时间点成像时可能对变化敏感。因此,有必要评估特征对测试 - 再测试成像的稳健性。

招募了 8 名接受过术后测试 - 再测试 FET PET 成像的组织学证实为 GBM 的患者。总共从使用半自动轮廓方法描绘的生物肿瘤体积(BTV)中提取了 1578 个放射组学特征。使用组内相关系数(ICC)评估特征的可重复性。还研究了bin 宽度和滤波器选择对特征可重复性的影响。

原始图像中有 59/106(55.7%)特征和滤波图像中有 843/1472(57.3%)特征的 ICC≥0.85。形状和一阶特征最稳定。bin 宽度的选择对定义为稳定的特征几乎没有影响。拉普拉斯算子(LoG,σ=5mm)和小波滤波器(HLL 和 LHL)显著提高了特征的可重复性(p≪0.0001,p=0.003,p=0.002,分别)。为了透明起见,报告了纹理特征与肿瘤体积的相关性。

从 GBM 患者术后图像中提取的 FET PET 放射组学特征具有测试 - 再测试成像的稳健性。需要进行更大数据集的研究来验证本研究中的发现。

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