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Ultrasound GLCM texture analysis of radiation-induced parotid-gland injury in head-and-neck cancer radiotherapy: An in vivo study of late toxicity

机译:头颈癌放疗中辐射诱发腮腺损伤的超声GLCM纹理分析:后期毒性的体内研究

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摘要

>Purpose: Xerostomia (dry mouth), secondary to irradiation of the parotid glands, is one of the most common side effects of head-and-neck cancer radiotherapy. Diagnostic tools able to accurately and efficiently measure parotid gland injury have yet to be introduced into the clinic. This study's purpose is to investigate sonographic textural features as potential imaging signatures for quantitative assessment of parotid-gland injury after head-and-neck radiotherapy.>Methods: The authors have investigated a series of sonographic features obtained from the gray level co-occurrence matrix (GLCM) – a second order statistical method of texture analysis. These GLCM textural features were selected based on empirical observations that the normal parotid gland exhibits homogeneous echotexture, whereas the postradiotherapy parotid gland often exhibits heterogeneous echotexture. We employed eight sonographic features: (1) angular second moment (ASM), (2) inverse differential moment (IDM), (3) contrast, (4) variance, (5) correlation, (6) entropy, (7) cluster shade, and (8) cluster prominence. Altogether, sonographic properties of the parotid glands were quantified by their degrees of homogeneity (ASM and IDM), heterogeneity (contrast and variance), smoothness (correlation), randomness (entropy), and symmetry (cluster shade and prominence). The sonographic features were tested in a pilot study of 12 postradiotherapy patients and 7 healthy volunteers. The mean follow-up time for the postradiotherapy patients was 17.2 months (range: 12.1–23.9 months) and the mean radiation dose to the parotid glands was 32.3 Gy (range: 11.0–63.4 Gy). Each participant underwent one ultrasound study in which longitudinal (vertical) ultrasound scans were performed on the bilateral parotids – a total of 24 postirradiation and 14 normal parotid glands were examined. The 14 normal parotid glands served as the control group. A radiologist contoured the parotid glands on the B-mode images and the sonographic features were computed from the contoured region-of-interest.>Results: The authors observed significant differences (p < 0.05) in all sonographic features between the normal and postradiotherapy parotid glands. The sonographic findings were consistent with the clinical observations of the ultrasound images: normal parotid glands exhibited homogeneous texture, while the postradiotherapy parotid glands exhibited heterogeneous echotexture (e.g., hyperechoic lines and spots), which likely represents fibrosis.>Conclusions: The authors have demonstrated the feasibility of ultrasonic texture evaluation of parotid glands; and the sonographic features may serve as imaging signatures to assess radiation-induced parotid injury.
机译:>目的:口干症是继头颈部放射后继发的口干症,是头颈癌放疗最常见的副作用之一。能够准确有效地测量腮腺损伤的诊断工具尚未引入临床。这项研究的目的是调查超声影像学特征,作为潜在的影像学特征,以定量评估头颈放射治疗后腮腺损伤。>方法:作者研究了一系列从超声获得的超声影像学特征。灰度共现矩阵(GLCM)–纹理分析的二阶统计方法。这些GLCM纹理特征是根据经验观察选择的,正常的腮腺表现出均匀的回声纹理,而放射治疗后腮腺通常表现出异质的回声纹理。我们采用了八个超声特征:(1)角秒矩(ASM),(2)逆微分矩(IDM),(3)对比度,(4)方差,(5)相关性,(6)熵,(7)簇阴影,以及(8)群集突出。总的来说,腮腺的超声学特征通过其同质性(ASM和IDM),异质性(对比度和方差),平滑度(相关性),随机性(熵)和对称性(群集阴影和突出度)来量化。在一项针对12名放射治疗后患者和7名健康志愿者的初步研究中测试了超声特征。放射治疗后患者的平均随访时间为17.2个月(范围:12.1–23.9个月),腮腺的平均放射剂量为32.3 Gy(范围:11.0–63.4 Gy)。每位参与者都接受了一项超声研究,其中对双侧腮腺进行了纵向(垂直)超声扫描–共检查了24个放射后照射和14个正常腮腺。 14例正常腮腺作为对照组。放射科医生在B型图像上勾勒出腮腺轮廓,并从轮廓感兴趣的区域计算出超声特征。>结果:作者观察到所有超声特征均存在显着差异(p <0.05)在正常和放射治疗后的腮腺之间。超声检查结果与超声图像的临床观察结果一致:正常腮腺显示均一的质地,而放射治疗后腮腺显示出异质的回声纹理(例如高回声线和斑点),这很可能代表了纤维化。>结论:作者证明了腮腺超声质地评估的可行性;超声特征可作为评估放射诱发腮腺损伤的影像学特征。

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