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Increasing and assessing the impact of patient choice in liver transplantation.

机译:增加和评估患者选择对肝移植的影响。

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摘要

In 2009, almost 1,500 Americans died of end-stage liver disease (ESLD), which is the twelfth leading cause of death in the U.S. As liver transplantation is the only possible therapy for ESLD and there is a considerable difference between the number of donated organs and patients, it is important to manage donor-patient match and investigate alternative treatments to transplantation.;Every patient lists in at least one waiting list (OPO) in order to be eligible for a donated organ. However, patients may list in additional OPOs. This practice is called multiple listing. Currently, multiple listing is one of the most debated topics in organ allocation.;Although transplantation is a successful procedure, it may not be available on time due to the massive shortage of donated organs. Therefore, an alternative therapy to transplantation is needed. Liver Assist Devices (LADs) are an emerging therapy for ESLD that aim to stabilize a patient until transplantation or her own organ recovers.;In this dissertation, we discuss three models that are related to ESLD. In the first model, we optimize the three-stage decision process faced by a single patient. The patient decides her geographic location, in which OPOs to multiple list, and which organ offers to accept. This problem is formulated as a continuous-time Markov Decision Process (MDP). We derive structural properties of this model and solve it using clinical data.;The second model analyzes multiple listing from the societal perspective. Utilizing an existing simulation of the U.S. liver allocation system, we give every patient the flexibility to multiple list. Therefore, we evaluate the effects of multiple listing on every wait-listed patient, rather than on a single patient. We also study the same problem where multiple listing is a more widespread practice in the U.S.;The third model considers a hypothetical system in which an internal LAD is available. So, in addition to the liver accept/reject decision, patients can decide to accept an LAD. This model aims to help manufacturers by estimating potential demand for an LAD. We model this problem as a discrete-time MDP and give sufficient conditions under which an LAD will be worthwhile.;Keywords. End-stage liver disease, liver transplantation, multiple listing, liver assist device, Markov decision processes.
机译:2009年,近1,500名美国人死于终末期肝病(ESLD),这是美国的第十二大死亡原因。因为肝移植是ESLD的唯一可能疗法,并且捐赠器官的数量之间存在相当大的差异对于患者和患者,重要的是要管理供体与患者之间的匹配并研究移植的替代疗法。每个患者至少要在一个等待名单(OPO)中列出,才能有资格获得捐赠的器官。但是,患者可能会列出其他OPO。这种做法称为多重列出。当前,多重列表是器官分配中争议最大的话题之一。尽管移植是成功的方法,但由于捐赠器官的严重短缺,它可能无法按时提供。因此,需要替代移植的疗法。肝辅助装置(LAD)是一种针对ESLD的新兴疗法,旨在稳定患者直到移植或自身器官恢复。。本文讨论了与ESLD相关的三种模型。在第一个模型中,我们优化了单个患者面临的三阶段决策过程。病人决定自己的地理位置,在哪个OPO中列出多个清单,以及哪个器官愿意接受。此问题被表述为连续时间马尔可夫决策过程(MDP)。我们推导了该模型的结构特性,并使用临床数据对其进行了求解。第二个模型从社会角度分析了多个清单。利用美国肝脏分配系统的现有模拟,我们为每位患者提供了多种选择的灵活性。因此,我们评估了多次列出对每个等待名单上的患者的影响,而不是对单个病人的影响。我们还研究了在美国更广泛使用多次上市的同一问题;第三个模型考虑了一个内部LAD可用的假设系统。因此,除了肝脏接受/拒绝决定外,患者还可以决定接受LAD。该模型旨在通过估计对LAD的潜在需求来帮助制造商。我们将此问题建模为离散时间MDP,并给出了值得LAD值得使用的充分条件。终末期肝病,肝移植,复诊,肝辅助装置,马尔可夫决策过程。

著录项

  • 作者

    Saka, Gorkem.;

  • 作者单位

    University of Pittsburgh.;

  • 授予单位 University of Pittsburgh.;
  • 学科 Engineering Biomedical.;Engineering Industrial.;Operations Research.
  • 学位 Ph.D.
  • 年度 2010
  • 页码 214 p.
  • 总页数 214
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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