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A 4D digital phantom for patient-specific simulation of brain CT perfusioo protocols

机译:用于脑部CT灌注协议的患者特定模拟的4D数字体模

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Purpose: Optimizing CT brain perfusion protocols is a challenge because of the complex interaction between image acquisition, calculation of perfusion data, and patient hemodynamics. Several digital phantoms have been developed to avoid unnecessary patient exposure or suboptimum choice of parameters. The authors expand this idea by using realistic noise patterns and measured tissue attenuation curves representing patient-specific hemodynamics. The purpose of this work is to validate that this approach can realistically simulate mean perfusion values and noise on perfusion data for individual patients.Methods: The proposed 4D digital phantom consists of three major components: (1) a definition of the spatial structure of various brain tissues within the phantom, (2) measured tissue attenuation curves, and (3) measured noise patterns. Tissue attenuation curves were measured in patient data using regions of interest in gray matter and white matter. By assigning the tissue attenuation curves to the corresponding tissue curves within the phantom, patient-specific CTP acquisitions were retrospectively simulated. Noise patterns were acquired by repeatedly scanning an anthropomorphic skull phantom at various exposure settings. The authors selected 20 consecutive patients that were scanned for suspected ischemic stroke and constructed patient-specific 4D digital phantoms using the individual patients' hemodynamics. The perfusion maps of the patient data were compared with the digital phantom data. Agreement between phantom- and patient-derived data was determined for mean perfusion values and for standard deviation in de perfusion data using intraclass correlation coefficients (ICCs) and a linear fit.Results: ICCs ranged between 0.92 and 0.99 for mean perfusion values. ICCs for the standard deviation in perfusion maps were between 0.86 and 0.93. Linear fitting yielded slope values between 0.90 and 1.06.Conclusions: A patient-specific 4D digital phantom allows for realistic simulation of mean values and standard deviation in perfusion data and makes it possible to retrospectively study how the interaction of patient hemodynamics and scan parameters affects CT perfusion values.
机译:目的:由于图像采集,灌注数据的计算和患者血液动力学之间的复杂相互作用,因此优化CT脑灌注方案是一项挑战。已经开发了几种数字体模,以避免不必要的患者暴露或参数的次优选择。作者通过使用现实的噪声模式和代表患者特定血液动力学的测得的组织衰减曲线扩展了这一想法。这项工作的目的是验证该方法可以针对每个患者的灌注数据真实地模拟平均灌注值和噪声。方法:拟议的4D数字体模包括三个主要组成部分:(1)定义各种空间结构幻影内的大脑组织,(2)测量了组织衰减曲线,(3)测量了噪声模式。使用感兴趣的灰质和白质区域在患者数据中测量组织衰减曲线。通过将体组织衰减曲线分配给体模内的相应组织曲线,可以对患者特定的CTP采集进行回顾性仿真。通过在各种曝光设置下反复扫描拟人化的头骨幻影来获取噪声模式。作者选择了连续扫描的20位疑似缺血性卒中患者,并使用各患者的血流动力学构建了患者特定的4D数字体模。将患者数据的灌注图与数字体模数据进行比较。使用类内相关系数(ICC)和线性拟合确定幻影数据与患者数据之间的一致性,以得出平均灌注值和去灌注数据中的标准差。结果:平均灌注值的ICC在0.92至0.99之间。灌注图中标准偏差的ICC在0.86至0.93之间。线性拟合得出的斜率值在0.90至1.06之间。结论:特定于患者的4D数字体模可以对灌注数据中的平均值和标准偏差进行逼真的模拟,从而可以回顾性研究患者血液动力学和扫描参数的相互作用如何影响CT灌注值。

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