Yuan Y, Gafni A, Russell J D, Ludwin D
Area of Management Science and Information Systems, Faculty of Business, McMaster University, Hamilton, Ontario, Canada.
Med Decis Making. 1994 Apr-Jun;14(2):124-36. doi: 10.1177/0272989X9401400205.
A computer-based simulation was developed that describes the flows of patients and kidneys. This model provides information at various time points about the number of patients in the system who are awaiting transplants, the number of kidneys available for transplantation, the number of transplantations performed for each matching algorithm, and the number of kidneys discarded (when applicable), as well as the means and standard deviations of the HLA-match scores, number of days from registration to transplantation, and number of days (from registration) of those who are still waiting for transplants. Five different matching algorithms were compared, ranging from determination of the allocation by a single medical criterion (i.e, HLA match) to determination by a single equity criterion (i.e., relative position in the waiting queue). The remaining algorithms represent different strategies of weighting these two considerations. Estimates regarding the main parameters of the model were derived utilizing data collected through the Multiple Organ Retrieval and Exchange Programme of Ontario, Canada.
The simulation was set to run for a period of ten years. A tradeoff between graft survival (or improved HLA matching) and equal treatment of patients regardless of their likelihood to benefit was found. It is clear that an algorithm that allocates kidneys based only on temporal location of patient on the waiting list is likely to be unacceptable because of the very poor average HLA-match scores that it yields. Pool size was found to be a major determinant in the attainment of optimal matching from a medical perspective.
1)鉴于肾脏资源稀缺,开发一个基于计算机的模拟程序,以前瞻性地研究在肾脏分配给受者的过程中明确纳入不同公平标准的影响。2)评估仅基于医学标准分配肾脏的系统、仅基于公平标准分配肾脏的系统以及同时考虑医学和公平标准的系统之间的权衡。
开发了一个基于计算机的模拟程序,描述患者和肾脏的流动情况。该模型在不同时间点提供有关系统中等待移植的患者数量、可用于移植的肾脏数量、每种匹配算法进行的移植数量以及丢弃的肾脏数量(如适用)的信息,以及HLA匹配分数的均值和标准差、从登记到移植的天数以及仍在等待移植者(从登记起)的天数。比较了五种不同的匹配算法,从通过单一医学标准(即HLA匹配)确定分配到通过单一公平标准(即等待队列中的相对位置)确定分配。其余算法代表了权衡这两种考虑因素的不同策略。利用通过加拿大安大略省多器官获取与交换计划收集的数据得出关于模型主要参数的估计值。
模拟设定运行十年。发现在移植物存活率(或改善的HLA匹配)与无论患者受益可能性如何都给予平等对待之间存在权衡。显然,仅基于患者在等待名单上的时间位置分配肾脏的算法可能不可接受,因为它产生的平均HLA匹配分数非常低。从医学角度来看,库容量是实现最佳匹配的主要决定因素。
1)对于要使用的任何分配算法的最终选择需要进行价值判断,即应在多大程度上降低HLA匹配分数以提高公平分数(反之亦然)。2)基于计算机的模拟模型是前瞻性测试任何给定分配算法对任何给定系统影响的可行方法。