Bevington Connor Wj, Hanania Jordan U, Ferraresso Giovanni, Cheng Ju-Chieh Kevin, Pavel Alexandra, Su Dongning, Stoessl A Jon, Sossi Vesna
Department of Physics and Astronomy, University of British Columbia, Vancouver, Canada.
Department of Mechanical Engineering, University of British Columbia, Vancouver, Canada.
J Cereb Blood Flow Metab. 2024 May;44(5):757-771. doi: 10.1177/0271678X231214823. Epub 2023 Nov 16.
Existing methods for voxelwise transient dopamine (DA) release detection rely on explicit kinetic modeling of the [C]raclopride PET time activity curve, which at the voxel level is typically confounded by noise, leading to poor performance for detection of low-amplitude DA release-induced signals. Here we present a novel data-driven, task-informed method-referred to as Residual Space Detection (RSD)-that transforms PET time activity curves to a residual space where DA release-induced perturbations can be isolated and processed. Using simulations, we demonstrate that this method significantly increases detection performance compared to existing kinetic model-based methods for low-magnitude DA release (simulated +100% peak increase in basal DA concentration). In addition, results from nine healthy controls injected with a single bolus of [C]raclopride performing a finger tapping motor task are shown as proof-of-concept. The ability to detect relatively low magnitudes of dopamine release in the human brain using a single bolus injection, while achieving higher statistical power than previous methods, may additionally enable more complex analyses of neurotransmitter systems. Moreover, RSD is readily generalizable to multiple tasks performed during a single PET scan, further extending the capabilities of task-based single-bolus protocols.
现有的体素级瞬态多巴胺(DA)释放检测方法依赖于对[C]雷氯必利PET时间-活性曲线进行显式动力学建模,在体素水平上,该曲线通常会受到噪声干扰,导致检测低幅度DA释放诱导信号的性能较差。在此,我们提出一种新颖的数据驱动、任务告知方法——称为残差空间检测(RSD),该方法将PET时间-活性曲线转换到一个残差空间,在这个空间中可以分离和处理DA释放引起的扰动。通过模拟,我们证明与现有的基于动力学模型的方法相比,该方法在检测低幅度DA释放(模拟基础DA浓度峰值增加100%)时显著提高了检测性能。此外,展示了九名健康对照者单次注射[C]雷氯必利后执行手指敲击运动任务的结果,作为概念验证。使用单次注射能够检测人脑中相对低幅度的多巴胺释放,同时比以前的方法具有更高的统计功效,这可能还能实现对神经递质系统更复杂的分析。此外,RSD很容易推广到在单次PET扫描期间执行的多个任务,进一步扩展了基于任务的单次注射方案的能力。