Within-host mathematical modeling on crucial inflammatory mediators and drug interventions in COVID-19 identifies combination therapy to be most effective and optimal

被引:22
作者
Chhetri, Bishal [1 ]
Bhagat, Vijay M. [2 ]
Vamsi, D. K. K. [1 ]
Ananth, V. S. [1 ]
Prakash, D. Bhanu [1 ]
Mandale, Roshan [3 ]
Muthusamy, Swapna [2 ]
Sanjeevi, Carani B. [4 ,5 ]
机构
[1] Sri Sathya Sai Inst Higher Learning SSSIHL, Dept Math & Comp Sci, Anantapur, Andhra Pradesh, India
[2] Cent Leprosy Teaching & Res Inst CLTRI, Chennai, Tamil Nadu, India
[3] Sri Sathya Sai Higher Secondary Sch SSSHSS, Puttaparthi, India
[4] Sri Sathya Sai Inst Higher Learning SSSIHL, Anantapur, Andhra Pradesh, India
[5] Karolinska Inst, Dept Med, Stockholm, Sweden
关键词
Covid-19; Inflammatory mediators; Drug interventions; Optimal control problems; EPIDEMIC; SARS;
D O I
10.1016/j.aej.2020.12.011
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The unprecedented Covid-19 pandemic has resulted in more than 14.75 million infections and 6, 10, 839 deaths in 212 countries. Appropriate interventions can decrease the rate of Covid-19 related mortality. Fast track clinical trials around the world are addressing the efficacy of individual pharmaceutical agent acting at various stages of pathogenesis. However, lessons learnt while dealing with past viral epidemics mandates, simultaneous use of such drugs in combination amongst different populations. Mathematical modelling studies can be extremely helpful in understanding the efficacy of drugs both individually and in combination. The current within-host mathematical model studies the natural history of Covid-19 in terms of complex interplay of virus replication and behaviour of host immune response. Additionally it studies the role of various drugs at various stages of pathogenesis. The model was validated by generating two-parameter heat plots, representing the characteristics of Covid-19, the sensitivity analysis identified the crucial parameters. The efficacy of interventions was assessed by optimal control problem. The model dynamics exhibited disease-free equilibrium and the infected equilibrium with their stability, based on the reproduction number R-0, the transcritical bifurcation observed at R-0 = 1. The burst rate and the natural death rate of the virus were observed as most significant parameters in the life-threatening Covid-19 pneumonia. The antiviral drugs affecting viral replication and those modulating the immune response, reduce the infected cells and viral load significantly. However, the yield was optimal and most effective when the combination therapy involving one or more antiviral and one or more immunomodulating drugs were administered together. These findings may help physicians with early decision making in treatment of life-threatening Covid-19 infection. (C) 2020 THE AUTHORS. Published by Elsevier BV on behalf of Faculty of Engineering, Alexandria University.
引用
收藏
页码:2491 / 2512
页数:22
相关论文
共 41 条
[1]  
[Anonymous], 2012, DETERMINISTIC STOCHA
[2]   Chimeric Antigen Receptor T Cell Therapy During the COVID-19 Pandemic [J].
Bachanova, Veronika ;
Bishop, Michael R. ;
Dahi, Parastoo ;
Dholaria, Bhagirathbhai ;
Grupp, Stephan A. ;
Hayes-Lattin, Brandon ;
Janakiram, Murali ;
Maziarz, Richard T. ;
McGuirk, Joseph P. ;
Nastoupil, Loretta J. ;
Oluwole, Olalekan O. ;
Perales, Miguel-Angel ;
Porter, David L. ;
Riedell, Peter A. .
BIOLOGY OF BLOOD AND MARROW TRANSPLANTATION, 2020, 26 (07) :1239-1246
[3]   Minimal within-host dengue models highlight the specific roles of the immune response in primary and secondary dengue infections [J].
Ben-Shachar, Rotem ;
Koelle, Katia .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2015, 12 (103)
[4]   RETRACTED: Experimental Treatment with Favipiravir for COVID-19: An Open-Label Control Study (Retracted Article) [J].
Cai, Qingxian ;
Yang, Minghui ;
Liu, Dongjing ;
Chen, Jun ;
Shu, Dan ;
Xia, Junxia ;
Liao, Xuejiao ;
Gu, Yuanbo ;
Cai, Qiue ;
Yang, Yang ;
Shen, Chenguang ;
Li, Xiaohe ;
Peng, Ling ;
Huang, Deliang ;
Zhang, Jing ;
Zhang, Shurong ;
Wang, Fuxiang ;
Liu, Jiaye ;
Chen, Li ;
Chen, Shuyan ;
Wang, Zhaoqin ;
Zhang, Zheng ;
Cao, Ruiyuan ;
Zhong, Wu ;
Liu, Yingxia ;
Liu, Lei .
ENGINEERING, 2020, 6 (10) :1192-1198
[5]   The FDA-approved drug ivermectin inhibits the replication of SARS-CoV-2 in vitro [J].
Caly, Leon ;
Druce, Julian D. ;
Catton, Mike G. ;
Jans, David A. ;
Wagstaff, Kylie M. .
ANTIVIRAL RESEARCH, 2020, 178
[6]   Dynamical models of tuberculosis and their applications [J].
Castillo-Chavez, C ;
Song, BJ .
MATHEMATICAL BIOSCIENCES AND ENGINEERING, 2004, 1 (02) :361-404
[7]  
Castillo-Chavez C, 2002, IMA VOL MATH APPL, V125, P229
[8]   A mathematical model for simulating the phase-based transmissibility of a novel coronavirus [J].
Chen, Tian-Mu ;
Rui, Jia ;
Wang, Qiu-Peng ;
Zhao, Ze-Yu ;
Cui, Jing-An ;
Yin, Ling .
INFECTIOUS DISEASES OF POVERTY, 2020, 9 (01)
[9]  
Chen X., 2020, medRxiv, DOI [DOI 10.1093/CID/CIAA449, 10.1093/cid/ciaa449]
[10]   Role of lopinavir/ritonavir in the treatment of SARS: initial virological and clinical findings [J].
Chu, CM ;
Cheng, VCC ;
Hung, IFN ;
Wong, MML ;
Chan, KH ;
Chan, KS ;
Kao, RYT ;
Poon, LLM ;
Wong, CLP ;
Guan, Y ;
Peiris, JSM ;
Yuen, KY .
THORAX, 2004, 59 (03) :252-256