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参考组织建模与参数耦合:在 HIV 中 SERT 结合研究中的应用。

Reference tissue modeling with parameter coupling: application to a study of SERT binding in HIV.

机构信息

Russell H Morgan Department of Radiology and Radiological Science, Johns Hopkins Medical Institutions, Baltimore, MD 21231, USA.

出版信息

Phys Med Biol. 2011 Apr 21;56(8):2499-513. doi: 10.1088/0031-9155/56/8/011. Epub 2011 Mar 25.

Abstract

When applicable, it is generally preferred to evaluate positron emission tomography (PET) studies using a reference tissue-based approach as that avoids the need for invasive arterial blood sampling. However, most reference tissue methods have been shown to have a bias that is dependent on the level of tracer binding, and the variability of parameter estimates may be substantially affected by noise level. In a study of serotonin transporter (SERT) binding in HIV dementia, it was determined that applying parameter coupling to the simplified reference tissue model (SRTM) reduced the variability of parameter estimates and yielded the strongest between-group significant differences in SERT binding. The use of parameter coupling makes the application of SRTM more consistent with conventional blood input models and reduces the total number of fitted parameters, thus should yield more robust parameter estimates. Here, we provide a detailed evaluation of the application of parameter constraint and parameter coupling to [(11)C]DASB PET studies. Five quantitative methods, including three methods that constrain the reference tissue clearance (k(r)(2)) to a common value across regions were applied to the clinical and simulated data to compare measurement of the tracer binding potential (BP(ND)). Compared with standard SRTM, either coupling of k(r)(2) across regions or constraining k(r)(2) to a first-pass estimate improved the sensitivity of SRTM to measuring a significant difference in BP(ND) between patients and controls. Parameter coupling was particularly effective in reducing the variance of parameter estimates, which was less than 50% of the variance obtained with standard SRTM. A linear approach was also improved when constraining k(r)(2) to a first-pass estimate, although the SRTM-based methods yielded stronger significant differences when applied to the clinical study. This work shows that parameter coupling reduces the variance of parameter estimates and may better discriminate between-group differences in specific binding.

摘要

在适用的情况下,通常首选使用基于参考组织的方法评估正电子发射断层扫描 (PET) 研究,因为这避免了对侵入性动脉血样采集的需求。然而,大多数参考组织方法已被证明存在与示踪剂结合水平相关的偏差,并且参数估计的可变性可能会受到噪声水平的极大影响。在一项关于 HIV 痴呆症中血清素转运体 (SERT) 结合的研究中,确定应用参数耦合到简化参考组织模型 (SRTM) 可以减少参数估计的可变性,并产生 SERT 结合的最强组间显著差异。参数耦合的使用使 SRTM 的应用更符合常规血液输入模型,并减少拟合参数的总数,从而产生更稳健的参数估计。在这里,我们详细评估了参数约束和参数耦合在 [(11)C]DASB PET 研究中的应用。应用了五种定量方法,包括三种约束参考组织清除率 (k(r)(2)) 在区域间具有共同值的方法,将这些方法应用于临床和模拟数据,以比较示踪剂结合潜能 (BP(ND)) 的测量结果。与标准 SRTM 相比,区域间 k(r)(2) 的耦合或将 k(r)(2) 约束为首次通过估计,均可提高 SRTM 测量患者和对照组之间 BP(ND) 显著差异的敏感性。参数耦合特别有效地降低了参数估计的方差,其方差小于标准 SRTM 获得的方差的 50%。当将 k(r)(2) 约束为首次通过估计时,线性方法也得到了改善,尽管应用于临床研究时,基于 SRTM 的方法产生了更强的显著差异。这项工作表明,参数耦合可以降低参数估计的方差,并可能更好地区分特定结合的组间差异。

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