Cascade PID Control Systems Based on DNA Strand Displacement With Application in Polarization of Tumor-Associated Macrophages

被引:1
作者
Xue, Huihui [1 ]
Lv, Hui [1 ,2 ]
Xiao, Yijun [1 ]
Wang, Xing'an [3 ,4 ]
机构
[1] Dalian Univ, Sch Software Engn, Key Lab Adv Design & Intelligent Comp, Minist Educ, Dalian 116622, Liaoning, Peoples R China
[2] Northeastern Univ, State Key Lab Synthet Automat Proc Ind, Shenyang 110004, Liaoning, Peoples R China
[3] Dalian Univ, Coll Environm & Chem Engn, Dalian 116622, Liaoning, Peoples R China
[4] Dalian Chivy Biotechnol Co Ltd, Dalian 116023, Liaoning, Peoples R China
基金
中国国家自然科学基金;
关键词
PI control; PD control; Process control; Gene expression; Delay effects; DNA; Chemical reactions; Tumors; Cascade PID control systems; chemical reaction networks; DNA strand displacement; secondary disturbance; regulation of tumor-associated macrophage polarization; DESIGN;
D O I
10.1109/ACCESS.2023.3267738
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Disturbances are widespread in biochemical systems. Nowadays, prevalent single-loop control strategies only take external disturbances into account. However, internal perturbations that threaten the stability of biochemical systems are invariably ignored. In this paper, a DNA strand displacement (DSD)-based cascade PID control system is designed. In addition to traditionally realizing the tracking of reference input and the attenuation of primary disturbance, the presented control approach also innovatively completes the rejection of secondary disturbance. Specifically, the dynamics of the reference input signal are first governed by a first-order low-pass filter integrated with cascade PID control systems, which efficiently avoids the excessive response of the cascaded primary and secondary controllers to the reference signal. Then, cascade PID controllers and second-order time-delay plants are constructed by utilizing the chemical reaction network (CRN) and the DSD. In terms of secondary perturbation suppression, the obtained control scheme significantly outperforms the single-loop PID control scheme with a smaller overshoot and faster settling time. Finally, the DSD-based cascade PID control method is applied to regulate gene expressions of interferon regulatory factor 4 (IRF4) and interferon regulatory factor 5 (IRF5) that affect the polarization of tumor-associated macrophages (TAMs). Compared with the single-loop PID control strategy, the cascade PID control strategy exhibits a better inhibitory effect on IRF5 gene overexpression (internal disturbance) and TAMs endogenous gene expression (external disturbance).
引用
收藏
页码:38563 / 38577
页数:15
相关论文
共 33 条
[1]   Challenges and Opportunities on Nonlinear State Estimation of Chemical and Biochemical Processes [J].
Alexander, Ronald ;
Campani, Gilson ;
Dinh, San ;
Lima, Fernando V. .
PROCESSES, 2020, 8 (11) :1-27
[2]   Hybrid cascade control for a class of nonlinear dynamical systems [J].
Campos-Rodriguez, A. ;
Garcia-Sandoval, J. P. ;
Gonzalez-Alvarez, V. ;
Gonzalez-Alvarez, A. .
JOURNAL OF PROCESS CONTROL, 2019, 76 :141-154
[3]   Bone marrow mesenchymal stem cell-derived exosomal microRNA-125a promotes M2 macrophage polarization in spinal cord injury by downregulating IRF5 [J].
Chang, Qing ;
Hao, Yupeng ;
Wang, Yifan ;
Zhou, Yingjie ;
Zhuo, Hanjie ;
Zhao, Gang .
BRAIN RESEARCH BULLETIN, 2021, 170 :199-210
[4]   DNA strand displacement based computational systems and their applications [J].
Chen, Congzhou ;
Wen, Jinda ;
Wen, Zhibin ;
Song, Sijie ;
Shi, Xiaolong .
FRONTIERS IN GENETICS, 2023, 14
[5]   Shaping Polarization Of Tumor-Associated Macrophages In Cancer Immunotherapy [J].
Gao, Jing ;
Liang, Yuanzheng ;
Wang, Liang .
FRONTIERS IN IMMUNOLOGY, 2022, 13
[6]   A parallel and cascade control system: magnetofection of miR125b for synergistic tumor-association macrophage polarization regulation and tumor cell suppression in breast cancer treatment [J].
Hu, Ao ;
Chen, Xiaobing ;
Bi, Qunjie ;
Xiang, Yang ;
Jin, Rongrong ;
Ai, Hua ;
Nie, Yu .
NANOSCALE, 2020, 12 (44) :22615-22627
[7]   Improved cascade control structure for enhanced performance [J].
Kaya, Ibrahim ;
Tan, Nusret ;
Atherton, Derek P. .
JOURNAL OF PROCESS CONTROL, 2007, 17 (01) :3-16
[8]   Synthetic negative feedback circuits using engineered small RNAs [J].
Kelly, Ciaran L. ;
Harris, Andreas W. K. ;
Steel, Harrison ;
Hancock, Edward J. ;
Heap, John T. ;
Papachristodoulou, Antonis .
NUCLEIC ACIDS RESEARCH, 2018, 46 (18) :9875-9889
[9]   Cybergenetics: Theory and Applications of Genetic Control Systems [J].
Khammash, Mustafa H. .
PROCEEDINGS OF THE IEEE, 2022, 110 (05) :631-658
[10]   The Design of 2DOF IMC-PID Controller in Biochemical Reaction Networks [J].
Li, Yang ;
Lv, Hui ;
Wang, Xing'an .
APPLIED SCIENCES-BASEL, 2023, 13 (06)