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Modelling and optimal control of immune response of renal transplant recipients

机译:肾移植受体免疫应答的建模和最佳控制

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We consider the increasingly important and highly complex immunological control problem: control of the dynamics of immunosuppression for organ transplant recipients. The goal in this problem is to maintain the delicate balance between over-suppression (where opportunistic latent viruses threaten the patient) and under-suppression (where rejection of the transplanted organ is probable). First, a mathematical model is formulated to describe the immune response to both viral infection and introduction of a donor kidney in a renal transplant recipient. Some numerical results are given to qualitatively validate and demonstrate that this initial model exhibits appropriate characteristics of primary infection and reactivation for immunosuppressed transplant recipients. In addition, we develop a computational framework for designing adaptive optimal treatment regimes with partial observations and low-frequency sampling, where the state estimates are obtained by solving a second deterministic optimal tracking problem. Numerical results are given to illustrate the feasibility of this method in obtaining optimal treatment regimes with a balance between under-suppression and over-suppression of the immune system.
机译:我们考虑了日益重要和高度复杂的免疫控制问题:器官移植受者免疫抑制动力学的控制。该问题的目标是在过度抑制(机会性潜伏病毒威胁患者)和抑制不足(可能移植器官的排斥)之间保持微妙的平衡。首先,建立数学模型以描述对病毒感染和在肾移植接受者中引入供体肾脏的免疫反应。给出了一些数值结果,以进行定性验证并证明该初始模型具有针对免疫抑制的移植受体的原发感染和再激活的适当特征。此外,我们开发了一种计算框架,用于通过局部观察和低频采样来设计自适应最优治疗方案,其中状态估计是通过解决第二个确定性最优跟踪问题而获得的。数值结果说明了该方法在获得最佳治疗方案以及免疫系统抑制不足和抑制过度之间取得平衡的可行性。

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