Department of Applied Mathematics, Faculty of Mathematical Sciences, Tarbiat Modares University, Tehran, Iran.
PLoS One. 2022 Dec 30;17(12):e0279449. doi: 10.1371/journal.pone.0279449. eCollection 2022.
In this paper, three optimal control problems are proposed to prevent forming lung fibrosis while control is transforming growth factor-β (TGF-β) in the myofibroblast diffusion process. Two diffusion equations for fibroblast and myofibroblast are mathematically formulated as the system's dynamic, while different optimal control model problems are proposed to find the optimal TGF-β. During solving the first optimal control problem with the regulator objection function, it is understood that the control function gets unexpected negative values. Thus, in the second optimal control problem, for the control function, the non-negative constraint is imposed. This problem is solved successfully using the extended canonical Hamiltonian equations with no flux boundary conditions. Pontryagin's minimum principle is used to solve the related optimal control problems successfully. In the third optimal control problem, the fibroblast equation is added to a dynamic system consisting of the partial differential equation. The two-dimensional diffusion equations for fibroblast and myofibroblast are transferred to a system of ordinary differential equations using the central finite differences explicit method. Three theorems and two propositions are proved using extended Pontryagin's minimum principle and the extended Hamiltonian equations. Numerical results are given. We believe that this optimal strategy can help practitioners apply some medication to reduce the TGF-β in preventing the formation of pulmonary fibrosis.
本文提出了三个最优控制问题,以防止在肌成纤维细胞扩散过程中控制转化生长因子-β(TGF-β)时形成肺纤维化。将成纤维细胞和肌成纤维细胞的两个扩散方程数学公式化为系统的动态,同时提出了不同的最优控制模型问题来寻找最优的 TGF-β。在解决具有调节目标函数的第一个最优控制问题时,发现控制函数得到了意想不到的负值。因此,在第二个最优控制问题中,对控制函数施加了非负约束。该问题成功地使用具有无通量边界条件的扩展正则汉密尔顿方程进行了求解。庞特里亚金最小原理成功地用于解决相关的最优控制问题。在第三个最优控制问题中,将成纤维细胞方程添加到由偏微分方程组成的动力系统中。使用中心有限差分显式方法将成纤维细胞和肌成纤维细胞的二维扩散方程转化为常微分方程组。使用扩展的庞特里亚金最小原理和扩展的哈密顿方程证明了三个定理和两个命题。给出了数值结果。我们相信,这种最优策略可以帮助从业者应用一些药物来降低 TGF-β,从而预防肺纤维化的形成。