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Target definition of moving lung tumors in positron emission tomography: Correlation of optimal activity concentration thresholds with object size motion extent and source-to-background ratio

机译:正电子发射断层摄影术中移动性肺肿瘤的目标定义:最佳活动浓度阈值与物体大小运动程度和源-背景比的相关性

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摘要

>Purpose: Hardware integration of fluorodeoxyglucose positron emission tomography (PET) with computed tomography (CT) in combined PET/CT scanners has provided radiation oncologists and physicists with new possibilities for 3-D treatment simulation. The use of PET/CT simulation for target delineation of lung cancer is becoming popular and many studies concerning automatic segmentation of PET images have been performed. Several of these studies consider size and source-to-background (SBR) in their segmentation methods but neglect respiratory motion. The purpose of the current study was to develop a functional relationship between optimal activity concentration threshold, tumor volume, motion extent, and SBR using multiple regression techniques by performing an extensive series of phantom scans simulating tumors of varying sizes, SBR, and motion amplitudes. Segmented volumes on PET were compared with the “motion envelope” of the moving sphere defined on cine CT.>Methods: A NEMA IEC thorax phantom containing six spheres (inner diameters ranging from 10 to 37 mm) was placed on a motion platform and moved sinusoidally at 0–30 mm (at 5 mm intervals) and six different SBRs (ranging from 5:1 to 50:1), producing 252 combinations of experimental parameters. PET images were acquired for 18 min and split into three 6 min acquisitions for reproducibility. The spheres (blurred on PET images due to motion) were segmented at 1% of maximum activity concentration intervals. The optimal threshold was determined by comparing deviations between the threshold volume surfaces with a reference volume surface defined on cine CT. Optimal activity concentration thresholds were normalized to background and multiple regression was used to determine the relationship between optimal threshold, volume, motion, and SBR. Standardized regression coefficients were used to assess the relative influence of each variable. The segmentation model was applied to three lung cancer patients and segmented regions of interest were compared with those segmented on cine CT.>Results: The resulting model and coefficients provided a functional form that fit the phantom data with an adjusted R2 = 0.96. The most significant contributor to threshold level was SBR. Surfaces of PET-segmented volumes of three lung cancer patients were within 2 mm of the reference CT volumes on average.>Conclusions: The authors successfully developed an expression for optimal activity concentration threshold as a function of object volume, motion, and SBR.
机译:>目的:氟脱氧葡萄糖正电子发射断层扫描(PET)与计算机断层扫描(CT)在PET / CT组合扫描仪中的硬件集成为放射肿瘤学家和物理学家提供了进行3D治疗模拟的新可能性。将PET / CT模拟用于肺癌的靶标定变得越来越普遍,并且已经进行了许多有关PET图像自动分割的研究。其中几项研究在分割方法中考虑了大小和源到背景(SBR),但忽略了呼吸运动。本研究的目的是通过执行一系列广泛的幻像扫描,模拟大小,SBR和运动幅度不同的肿瘤,利用多重回归技术建立最佳活性浓度阈值,肿瘤体积,运动程度和SBR之间的功能关系。将PET上的分段体积与电影CT上定义的运动球的“运动包络”进行比较。>方法:放置了一个NEMA IEC胸腔体模,其中包含六个球体(内径范围为10到37 mm)在运动平台上以0–30 mm(以5 mm的间隔)和六个不同的SBR(从5:1到50:1的范围)正弦移动,产生252个实验参数组合。采集PET图像18分钟,并分为三个6分钟的采集以提高再现性。将球(由于运动而在PET图像上模糊)以最大活动浓度间隔的1%进行分割。通过将阈值体积表面与电影CT上定义的参考体积表面之间的偏差进行比较,可以确定最佳阈值。将最佳活动浓度阈值归一化为背景,并使用多元回归确定最佳阈值,容量,运动和SBR之间的关系。标准化回归系数用于评估每个变量的相对影响。将该分割模型应用于三名肺癌患者,并将感兴趣的分割区域与在电影CT上分割的区域进行比较。>结果:所得模型和系数提供了一种功能模型,该模型适应了幻像数据并经过了调整R 2 = 0.96。阈值水平最重要的贡献者是SBR。三名肺癌患者的PET分割体积的表面平均在参考CT体积的2毫米之内。>结论:作者成功开发了一种最佳活性浓度阈值随对象体积变化的表达式,运动和SBR。

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