Becker Georg A, Müller-Schauenburg Wolfgang, Spilker Mary E, Machulla Hans-Jürgen, Piert Morand
Nuclear Medicine, University of Leipzig, Germany.
Phys Med Biol. 2005 Apr 7;50(7):1393-404. doi: 10.1088/0031-9155/50/7/004. Epub 2005 Mar 16.
An extended dual-input Kety-Schmidt model can be applied to positron emission tomography data for the quantification of local arterial (f(a)) and local portal-venous blood flow (f(p)) in the liver by freely diffusible tracers (e.g., [15O]H2O). We investigated the a priori identifiability of the three-parameter model (f(a), f(p) and distribution volume (Vd)) under ideal (noise-free) conditions. The results indicate that the full identifiability of the model depends on the form of the portal-venous input function (c(p)(t)), which is assumed to be a sum of m exponentials convolved with the arterial input function (c(a)(t)). When m>or=2, all three-model parameters are uniquely identifiable. For m=1 identifiability of f(p) fails if c(p)(t) coincides with tissue concentration (q(t)/Vd), which occurs if c(p)(t) is generated from an intestinal compartment with transit time Vd/f(a). Any portal input, f(p) c(p)(t), is balanced by the portal contribution, f(p) q(t)/Vd, to the liver efflux, leaving q(t) unchanged by f(p) and only f(a) and Vd are a priori uniquely identifiable. An extension to this condition of unidentifiability is obtained if we leave the assumption of a generating intestinal compartment system and allow for an arbitrary proportionality constant between c(p)(t) and q(t). In this case, only f(a) remains a priori uniquely identifiable. These findings provide important insights into the behaviour and identifiability of the model applied to the unique liver environment.
一种扩展的双输入凯蒂 - 施密特模型可应用于正电子发射断层扫描数据,通过自由扩散示踪剂(如[15O]H2O)来量化肝脏中的局部动脉血流(f(a))和局部门静脉血流(f(p))。我们研究了三参数模型(f(a)、f(p)和分布容积(Vd))在理想(无噪声)条件下的先验可识别性。结果表明,模型的完全可识别性取决于门静脉输入函数(c(p)(t))的形式,该函数假定为与动脉输入函数(c(a)(t))卷积的m个指数之和。当m≥2时,所有三个模型参数均可唯一识别。对于m = 1,如果c(p)(t)与组织浓度(q(t)/Vd)一致,则f(p)的可识别性失败,当c(p)(t)由具有转运时间Vd/f(a)的肠腔产生时会出现这种情况。任何门静脉输入f(p) c(p)(t)都由门静脉对肝脏流出的贡献f(p) q(t)/Vd平衡,使得q(t)不受f(p)影响,只有f(a)和Vd是先验唯一可识别的。如果我们放弃生成肠腔系统的假设,并允许c(p)(t)与q(t)之间存在任意比例常数,就会得到这种不可识别条件的扩展情况。在这种情况下,只有f(a)在先验上仍然是唯一可识别的。这些发现为应用于独特肝脏环境的模型的行为和可识别性提供了重要见解。