Mallinckrodt Institute of Radiology, Washington University School of Medicine, St Louis, Missouri 63110, USA.
Magn Reson Med. 2010 May;63(5):1305-14. doi: 10.1002/mrm.22338.
Compared to gold-standard measurements of cerebral perfusion with positron emission tomography using H(2)[(15)O] tracers, measurements with dynamic susceptibility contrast MR are more accessible, less expensive, and less invasive. However, existing methods for analyzing and interpreting data from dynamic susceptibility contrast MR have characteristic disadvantages that include sensitivity to incorrectly modeled delay and dispersion in a single, global arterial input function. We describe a model of tissue microcirculation derived from tracer kinetics that estimates for each voxel a unique, localized arterial input function. Parameters of the model were estimated using Bayesian probability theory and Markov-chain Monte Carlo, circumventing difficulties arising from numerical deconvolution. Applying the new method to imaging studies from a cohort of 14 patients with chronic, atherosclerotic, occlusive disease showed strong correlations between perfusion measured by dynamic susceptibility contrast MR with localized arterial input function and perfusion measured by quantitative positron emission tomography with H(2)[(15)O]. Regression to positron emission tomography measurements enabled conversion of dynamic susceptibility contrast MR to a physiologic scale. Regression analysis for localized arterial input function gave estimates of a scaling factor for quantitation that described perfusion accurately in patients with substantial variability in hemodynamic impairment.
与使用 H(2)[(15)O]示踪剂的正电子发射断层扫描对脑灌注进行的金标准测量相比,动态磁敏感对比磁共振测量更容易获得、成本更低且侵入性更小。然而,用于分析和解释动态磁敏感对比磁共振数据的现有方法具有特征性的缺点,包括对单个全局动脉输入函数中的延迟和分散建模不正确的敏感性。我们描述了一种源自示踪剂动力学的组织微循环模型,该模型为每个体素估计了独特的局部动脉输入函数。使用贝叶斯概率论和马尔可夫链蒙特卡罗方法来估计模型的参数,避免了数字反卷积带来的困难。将新方法应用于 14 例患有慢性动脉粥样硬化闭塞性疾病的患者的成像研究中,显示出局部动脉输入函数的动态磁敏感对比磁共振测量与使用 H(2)[(15)O]的定量正电子发射断层扫描测量之间的强烈相关性。通过回归到正电子发射断层扫描测量值,可以将动态磁敏感对比磁共振转换为生理尺度。局部动脉输入函数的回归分析给出了定量的缩放因子估计值,该值可以准确描述在血流动力学障碍变化较大的患者中的灌注情况。