Department of Biomedical Imaging and Radiological Sciences, National Yang Ming Chiao Tung University, Taipei 11221, Taiwan.
Department of Radiation Oncology, Taipei Veterans General Hospital, Taipei 11217, Taiwan.
Biomolecules. 2021 Nov 9;11(11):1659. doi: 10.3390/biom11111659.
Boron-10-containing positron emission tomography (PET) radio-tracer, F-FBPA, has been used to evaluate the feasibility and treatment outcomes of Boron neutron capture therapy (BNCT). The clinical use of PET/MR is increasing and reveals its benefit in certain applications. However, the PET/CT is still the most widely used modality for daily PET practice due to its high quantitative accuracy and relatively low cost. Considering the different attenuation correction maps between PET/CT and PET/MR, comparison of derived image features from these two modalities is critical to identify quantitative imaging biomarkers for diagnosis and prognosis. This study aimed to investigate the comparability of image features extracted from F-FBPA PET/CT and PET/MR. A total of 15 patients with malignant brain tumor who underwent F-FBPA examinations using both PET/CT and PET/MR on the same day were retrospectively analyzed. Overall, four conventional imaging characteristics and 449 radiomic features were calculated from PET/CT and PET/MR, respectively. A linear regression model and intraclass correlation coefficient (ICC) were estimated to evaluate the comparability of derived features between two modalities. Features were classified into strong, moderate, and weak comparability based on coefficient of determination () and ICC. All of the conventional features, 81.2% of histogram, 37.5% of geometry, 51.5% of texture, and 25% of wavelet-based features, showed strong comparability between PET/CT and PET/MR. With regard to the wavelet filtering, radiomic features without filtering (61.2%) or with low-pass filtering (59.2%) along three axes produced strong comparability between the two modalities. However, only 8.2% of the features with high-pass filtering showed strong comparability. The linear regression models were provided for the features with strong and moderate consensus to interchange the quantitative features between the PET/CT and the PET/MR. All of the conventional and 71% of the radiomic (mostly histogram and texture) features were sufficiently stable and could be interchanged between F-FBPA PET with different hybrid modalities using the proposed equations. Our findings suggested that the image features high interchangeability may facilitate future studies in comparing PET/CT and PET/MR.
硼-10 正电子发射断层扫描(PET)放射性示踪剂 F-FBPA 已被用于评估硼中子俘获治疗(BNCT)的可行性和治疗效果。正电子发射断层扫描/磁共振(PET/MR)的临床应用正在增加,并显示出其在某些应用中的优势。然而,由于其具有较高的定量准确性和相对较低的成本,PET/CT 仍然是日常 PET 实践中最广泛使用的模式。考虑到 PET/CT 和 PET/MR 之间的衰减校正图不同,比较这两种模式得出的图像特征对于确定用于诊断和预后的定量成像生物标志物至关重要。本研究旨在探讨从 F-FBPA PET/CT 和 PET/MR 提取的图像特征的可比性。回顾性分析了 15 例恶性脑肿瘤患者,这些患者在同一天接受了 F-FBPA 的 PET/CT 和 PET/MR 检查。总共从 PET/CT 和 PET/MR 分别计算了 4 个常规成像特征和 449 个放射组学特征。通过线性回归模型和组内相关系数(ICC)来评估两种模式下衍生特征的可比性。根据决定系数(R²)和 ICC 将特征分类为强、中、弱三种可比程度。所有常规特征、直方图的 81.2%、几何特征的 37.5%、纹理特征的 51.5%和基于小波的特征的 25%在 PET/CT 和 PET/MR 之间具有很强的可比性。在进行小波滤波时,沿三个轴进行低通滤波(59.2%)或未进行滤波(61.2%)的放射组学特征在两种模式之间具有很强的可比性。然而,只有 8.2%的高通滤波特征具有很强的可比性。为具有强和中度一致性的特征提供了线性回归模型,以便在 PET/CT 和 PET/MR 之间交换定量特征。所有常规特征和 71%的放射组学(主要是直方图和纹理)特征都足够稳定,并且可以使用建议的方程在具有不同混合模式的 F-FBPA PET 之间进行交换。我们的研究结果表明,高可交换的图像特征可能有助于未来比较 PET/CT 和 PET/MR 的研究。