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Calibration Software for Quantitative PET/CT Imaging Using Pocket Phantoms

机译:使用袖珍幻影进行定量PET / CT成像的校准软件

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摘要

Multicenter clinical trials that use positron emission tomography (PET) imaging frequently rely on stable bias in imaging biomarkers to assess drug effectiveness. Many well-documented factors cause variability in PET intensity values. Two of the largest scanner-dependent errors are scanner calibration and reconstructed image resolution variations. For clinical trials, an increase in measurement error significantly increases the number of patient scans needed. We aim to provide a robust quality assurance system using portable PET/computed tomography “pocket” phantoms and automated image analysis algorithms with the goal of reducing PET measurement variability. A set of the “pocket” phantoms was scanned with patients, affixed to the underside of a patient bed. Our software analyzed the obtained images and estimated the image parameters. The analysis consisted of 2 steps, automated phantom detection and estimation of PET image resolution and global bias. Performance of the algorithm was tested under variations in image bias, resolution, noise, and errors in the expected sphere size. A web-based application was implemented to deploy the image analysis pipeline in a cloud-based infrastructure to support multicenter data acquisition, under Software-as-a-Service (SaaS) model. The automated detection algorithm localized the phantom reliably. Simulation results showed stable behavior when image properties and input parameters were varied. The PET “pocket” phantom has the potential to reduce and/or check for standardized uptake value measurement errors.
机译:使用正电子发射断层扫描(PET)成像的多中心临床试验经常依靠成像生物标志物的稳定偏差来评估药物有效性。许多有据可查的因素会导致PET强度值发生变化。与扫描仪有关的最大错误中,两个是扫描仪校准和重建的图像分辨率变化。对于临床试验,测量误差的增加会显着增加所需的患者扫描次数。我们旨在通过使用便携式PET /计算机断层摄影“口袋”体模和自动图像分析算法,提供可靠的质量保证系统,以减少PET测量的可变性。用固定在患者床底的患者扫描了一组“口袋”体模。我们的软件分析了获得的图像并估计了图像参数。该分析包括2个步骤,自动幻象检测以及PET图像分辨率和全局偏差的估计。在图像偏差,分辨率,噪声和预期球体尺寸误差的变化下测试了算法的性能。实施了一个基于Web的应用程序,以在软件即服务(SaaS)模式下在基于云的基础架构中部署图像分析管道,以支持多中心数据获取。自动检测算法可以可靠地定位模型。仿真结果表明,当图像属性和输入参数发生变化时,行为稳定。 PET“口袋”体模具有减少和/或检查标准化摄取值测量误差的潜力。

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