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反馈控制设计在开发贫血管理方案中的作用。

The Role of Feedback Control Design in Developing Anemia Management Protocols.

机构信息

Mechanical and Industrial Engineering Department, University of Massachusetts, Amherst, MA, 01003, USA.

Renal and Transplant Associates of New England, PC, Springfield, MA, 01107, USA.

出版信息

Ann Biomed Eng. 2021 Jan;49(1):171-179. doi: 10.1007/s10439-020-02520-1. Epub 2020 May 7.

Abstract

The optimal use of erythropoiesis stimulating agents to treat anemia of end-stage renal disease remains difficult due to reported associations with adverse events. A patient's hemoglobin response to these agents cannot be accurately described using population-level models due to many individual factors including chronic inflammation, red blood cell lifespan, and acute blood loss. As a consequence, it is generally understood that current one-size-fits-all anemia management protocols result in suboptimal outcomes. In this paper, we report on our collaboration with the medical community in designing anemia management protocols. In clinical implementation, these new dosing protocols have led to improved outcomes due to their use of control-relevant modelling, model parameter identification, and principles of feedback control. This is an example of medical professionals and control engineers working together to positively affect the performance of anemia management protocols in end-stage renal disease.

摘要

由于报告的不良事件相关,最佳利用红细胞生成刺激剂治疗终末期肾病的贫血仍然很困难。由于许多个体因素,包括慢性炎症、红细胞寿命和急性失血,这些药物对患者血红蛋白的反应无法通过基于人群的模型准确描述。因此,通常认为目前一刀切的贫血管理方案会导致不理想的结果。在本文中,我们报告了与医学界合作设计贫血管理方案的情况。在临床实施中,由于这些新的剂量方案使用了控制相关建模、模型参数识别和反馈控制原则,因此改善了治疗效果。这是医学专业人员和控制工程师共同努力,积极影响终末期肾病贫血管理方案性能的一个例子。

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本文引用的文献

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Models for the red blood cell lifespan.红细胞寿命模型。
J Pharmacokinet Pharmacodyn. 2016 Jun;43(3):259-74. doi: 10.1007/s10928-016-9470-4. Epub 2016 Apr 2.
4
Control-relevant erythropoiesis modeling in end-stage renal disease.终末期肾病中与控制相关的红细胞生成建模。
IEEE Trans Biomed Eng. 2014 Mar;61(3):658-64. doi: 10.1109/TBME.2013.2286100. Epub 2013 Oct 16.
7
Anemia management in patients receiving chronic hemodialysis.接受慢性血液透析患者的贫血管理
Semin Dial. 2011 Sep-Oct;24(5):597-602. doi: 10.1111/j.1525-139X.2011.00975.x.
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Randomized trial of model predictive control for improved anemia management.随机试验模型预测控制改善贫血管理。
Clin J Am Soc Nephrol. 2010 May;5(5):814-20. doi: 10.2215/CJN.07181009. Epub 2010 Feb 25.

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