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The Impact of Arterial Input Function Determination Variations on Prostate Dynamic Contrast-Enhanced Magnetic Resonance Imaging Pharmacokinetic Modeling: A Multicenter Data Analysis Challenge Part II

机译:动脉输入功能测定变异对前列腺动态对比增强磁共振成像药代动力学模型的影响:多中心数据分析挑战第二部分

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摘要

This multicenter study evaluated the effect of variations in arterial input function (AIF) determination on pharmacokinetic (PK) analysis of dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) data using the shutter-speed model (SSM). Data acquired from eleven prostate cancer patients were shared among nine centers. Each center used a site-specific method to measure the individual AIF from each data set and submitted the results to the managing center. These AIFs, their reference tissue-adjusted variants, and a literature population-averaged AIF, were used by the managing center to perform SSM PK analysis to estimate Ktrans (volume transfer rate constant), ve (extravascular, extracellular volume fraction), kep (efflux rate constant), and τi (mean intracellular water lifetime). All other variables, including the definition of the tumor region of interest and precontrast T1 values, were kept the same to evaluate parameter variations caused by variations in only the AIF. Considerable PK parameter variations were observed with within-subject coefficient of variation (wCV) values of 0.58, 0.27, 0.42, and 0.24 for Ktrans, ve, kep, and τi, respectively, using the unadjusted AIFs. Use of the reference tissue-adjusted AIFs reduced variations in Ktrans and ve (wCV = 0.50 and 0.10, respectively), but had smaller effects on kep and τi (wCV = 0.39 and 0.22, respectively). kep is less sensitive to AIF variation than Ktrans, suggesting it may be a more robust imaging biomarker of prostate microvasculature. With low sensitivity to AIF uncertainty, the SSM-unique τi parameter may have advantages over the conventional PK parameters in a longitudinal study.
机译:这项多中心研究使用快门速度模型(SSM)评估了动脉输入功能(AIF)的变化对动态对比增强磁共振成像(DCE-MRI)数据的药代动力学(PK)分析的影响。在11个中心之间共享了从11位前列腺癌患者那里获得的数据。每个中心都使用特定于站点的方法来测量每个数据集中的单个AIF,并将结果提交给管理中心。这些AIF,其参考组织调整后的变体以及文献人口平均AIF被管理中心用来执行SSM PK分析,以估计K trans (体积转移速率常数),ve(血管外) ,细胞外体积分数),开普(流出速率常数)和τi(平均细胞内水寿命)。所有其他变量(包括目标肿瘤区域的定义和造影剂T1值)保持相同,以评估仅由AIF引起的参数变化。使用未经调整的AIF,对于K ,ve,kep和τi,观察到相当大的PK参数变化,受试者内变异系数(wCV)分别为0.58、0.27、0.42和0.24。 。使用参考组织调整的AIF可以减少K trans 和ve的变化(分别为wCV = 0.50和0.10),但对kep和τi的影响较小(分别为wCV = 0.39和0.22)。与K trans 相比,kep对AIF变异的敏感性较低,这表明它可能是前列腺微脉管系统更强大的成像生物标记。在纵向研究中,由于对AIF不确定性的敏感性较低,因此SSM唯一τi参数可能优于常规PK参数。

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