剂量学
体素
算法
计算机科学
迭代重建
分段
指数函数
数学优化
迭代法
解算器
数学
核医学
人工智能
医学
数学分析
作者
Price Jackson,Lachlan McIntosh,Michael S Hofman,Grace Kong,Rodney J. Hicks
摘要
Background Dosimetry in nuclear medicine often relies on estimating pharmacokinetics based on sparse temporal data. As analysis methods move toward image‐based three‐dimensional computation, it becomes important to interpolate and extrapolate these data without requiring manual intervention; that is, in a manner that is highly efficient and reproducible. Iterative least‐squares solvers are poorly suited to this task because of the computational overhead and potential to optimize to local minima without applying tight constraints at the outset. Methodology This work describes a fully analytical method for solving three‐phase exponential time‐activity curves based on three measured time points in a manner that may be readily employed by image‐based dosimetry tools. The methodology uses a series of conditional statements and a piecewise approach for solving exponential slope directly through measured values in most instances. The proposed algorithm is tested against a purpose‐designed iterative fitting technique and linear piecewise method followed by single exponential in a cohort of ten patients receiving 177 Lu‐DOTA‐Octreotate therapy. Results Tri‐exponential time‐integrated values are shown to be comparable to previously published methods with an average difference between organs when computed at the voxel level of 9.8 ± 14.2% and −3.6 ± 10.4% compared to iterative and interpolated methods, respectively. Of the three methods, the proposed tri‐exponential algorithm was most consistent when regional time‐integrated activity was evaluated at both voxel‐ and whole‐organ levels. For whole‐body SPECT imaging, it is possible to compute 3D time‐integrated activity maps in <5 min processing time. Furthermore, the technique is able to predictably and reproducibly handle artefactual measurements due to noise or spatial misalignment over multiple image times. Conclusions An efficient, analytical algorithm for solving multiphase exponential pharmacokinetics is reported. The method may be readily incorporated into voxel‐dose routines by combining with widely available image registration and radiation transport tools.
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