Naganawa Mika, Gallezot Jean-Dominique, Finnema Sjoerd J, Maguire Ralph Paul, Mercier Joël, Nabulsi Nabeel B, Kervyn Sophie, Henry Shannan, Nicolas Jean-Marie, Huang Yiyun, Chen Ming-Kai, Hannestad Jonas, Klitgaard Henrik, Stockis Armel, Carson Richard E
Yale University School of Medicine, 801 Howard Ave, PO Box 208048, New Haven, CT, USA.
UCB Pharma, Braine-l'Alleud, Belgium.
EJNMMI Res. 2022 Nov 8;12(1):71. doi: 10.1186/s13550-022-00944-5.
Antiepileptic drugs, levetiracetam (LEV) and brivaracetam (BRV), bind to synaptic vesicle glycoprotein 2A (SV2A). In their anti-seizure activity, speed of brain entry may be an important factor. BRV showed faster entry into the human and non-human primate brain, based on more rapid displacement of SV2A tracer C-UCB-J. To extract additional information from previous human studies, we developed a nonlinear model that accounted for drug entry into the brain and binding to SV2A using brain C-UCB-J positron emission tomography (PET) data and the time-varying plasma drug concentration, to assess the kinetic parameter K (brain entry rate) of the drugs.
Displacement (LEV or BRV p.i. 60 min post-tracer injection) and post-dose scans were conducted in five healthy subjects. Blood samples were collected for measurement of drug concentration and the tracer arterial input function. Fitting of nonlinear differential equations was applied simultaneously to time-activity curves (TACs) from displacement and post-dose scans to estimate 5 parameters: K (drug), K(C-UCB-J, displacement), K(C-UCB-J, post-dose), free fraction of C-UCB-J in brain (f(C-UCB-J)), and distribution volume of C-UCB-J (V(UCB-J)). Other parameters (K(drug), K(C-UCB-J), f(drug), f(C-UCB-J, displacement), f(C-UCB-J, post-dose), f(drug), k(drug), k(C-UCB-J)) were fixed to literature or measured values.
The proposed model described well the TACs in all subjects; however, estimates of drug K were unstable in comparison with C-UCB-J K estimation. To provide a conservative estimate of the relative speed of brain entry for BRV vs. LEV, we determined a lower bound on the ratio BRV K/LEV K, by finding the lowest BRV K or highest LEV K that were statistically consistent with the data. Specifically, we used the F test to compare the residual sum of squares with fixed BRV K to that with floating BRV K to obtain the lowest possible BRV K; the same analysis was performed to find the highest LEV K. The lower bound of the ratio BRV K/LEV K was ~ 7.
Under appropriate conditions, this advanced nonlinear model can directly estimate entry rates of drugs into tissue by analysis of PET TACs. Using a conservative statistical cutoff, BRV enters the brain at least sevenfold faster than LEV.
抗癫痫药物左乙拉西坦(LEV)和布瓦西坦(BRV)与突触囊泡糖蛋白2A(SV2A)结合。在其抗癫痫活性中,药物进入脑内的速度可能是一个重要因素。基于SV2A示踪剂C-UCB-J的更快置换,BRV进入人和非人灵长类动物脑内的速度更快。为了从先前的人体研究中提取更多信息,我们开发了一种非线性模型,该模型利用脑C-UCB-J正电子发射断层扫描(PET)数据和随时间变化的血浆药物浓度来解释药物进入脑内并与SV2A结合的情况,以评估药物的动力学参数K(脑内进入率)。
对五名健康受试者进行了置换(示踪剂注射后60分钟给予LEV或BRV)和给药后扫描。采集血样以测量药物浓度和示踪剂动脉输入函数。将非线性微分方程拟合同时应用于置换和给药后扫描的时间-活性曲线(TAC),以估计5个参数:K(药物)、K(C-UCB-J,置换)、K(C-UCB-J,给药后)、脑内C-UCB-J的游离分数(f(C-UCB-J))和C-UCB-J的分布容积(V(UCB-J))。其他参数(K(药物)、K(C-UCB-J)、f(药物)、f(C-UCB-J,置换)、f(C-UCB-J,给药后)、f(药物)、k(药物)、k(C-UCB-J))固定为文献值或测量值。
所提出的模型很好地描述了所有受试者的TAC;然而,与C-UCB-J的K估计相比,药物K的估计不稳定。为了提供BRV与LEV脑内进入相对速度的保守估计,我们通过找到与数据统计一致的最低BRV K或最高LEV K来确定BRV K/LEV K比值的下限。具体而言,我们使用F检验将固定BRV K时的残差平方和与浮动BRV K时的残差平方和进行比较,以获得可能的最低BRV K;进行相同的分析以找到最高的LEV K。BRV K/LEV K比值的下限约为7。
在适当条件下,这种先进的非线性模型可以通过分析PET TAC直接估计药物进入组织的速率。使用保守的统计临界值,BRV进入脑内的速度至少比LEV快七倍。