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Optimization of a Model Corrected Blood Input Function From Dynamic FDG-PET Images of Small Animal Heart In Vivo

机译:从小动物心脏的动态FDG-PET图像中模型校正的血液输入功能的优化

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Quantitative evaluation of dynamic Positron Emission Tomography (PET) of mouse heart in vivo is challenging due to the small size of the heart and limited intrinsic spatial resolution of the PET scanner. Here, we optimized a compartment model which can simultaneously correct for spill over and partial volume effects for both blood pool and the myocardium, compute kinetic rate parameters and generate model corrected blood input function (MCBIF) from ordered subset expectation maximization-maximum a posteriori (OSEM-MAP) cardiac and respiratory gated 18F-FDG PET images of mouse heart with attenuation correction in vivo, without any invasive blood sampling. Arterial blood samples were collected from a single mouse to indicate the feasibility of the proposed method. In order to establish statistical significance, venous blood samples from n=6 mice were obtained at 2 late time points, when SP contamination from the tissue to the blood is maximum. We observed that correct bounds and initial guesses for the PV and SP coefficients accurately model the wash-in and wash-out dynamics of the tracer from mouse blood. The residual plot indicated an average difference of about 1.7% between the blood samples and MCBIF. The downstream rate of myocardial FDG influx constant, Ki (0.15±0.03 min-1), compared well with Ki obtained from arterial blood samples (P=0.716). In conclusion, the proposed methodology is not only quantitative but also reproducible.
机译:小鼠心脏的动态正电子发射断层扫描(PET)在体内的定量评估具有挑战性,这是因为心脏的体积小且PET扫描仪的固有空间分辨率有限。在这里,我们优化了一个隔室模型,该模型可以同时校正血池和心肌的溢出和部分容积效应,计算动力学速率参数,并根据有序的子集期望最大化-最大后验概率生成模型校正的血液输入函数(MCBIF)( OSEM-MAP)小鼠心脏的心脏和呼吸门控的 18 F-FDG PET图像,体内进行衰减校正,无需任何有创血液采样。从一只小鼠采集动脉血样本以表明该方法的可行性。为了建立统计显着性,当从组织到血液的SP污染最大时,在2个较晚的时间点从n = 6小鼠获得静脉血样本。我们观察到PV和SP系数的正确界限和初始猜测值可以准确地模拟示踪剂从小鼠血液中的冲洗和冲洗动力学。残留图表明血样和MCBIF之间的平均差约为1.7%。与从动脉血样本中获得的Ki相比,心肌FDG流入常数的下游速率Ki(0.15±0.03 min -1 )很好(P = 0.716)。总之,提出的方法学不仅是定量的,而且是可重现的。

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