A novel mathematical model of AIDS-associated Kaposi's sarcoma: Analysis and optimal control

被引:4
作者
Kaondera-Shava, R. F. [1 ]
Lungu, E. [1 ]
Szomolay, B. [2 ]
机构
[1] Botswana Int Univ Sci & Technol, Dept Math & Stat Sci, Private Bag 16, Palapye, Botswana
[2] Cardiff Univ, Sch Med, Syst Immun Res Inst, Cardiff CF14 4XN, Wales
关键词
Kaposi's sarcoma; cART; Optimal control; Viral load; HIV-1; KSHV; INFECTION; DYNAMICS; CHEMOTHERAPY; SENSITIVITY; UNCERTAINTY; GROWTH;
D O I
10.1016/j.biosystems.2020.104318
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Kaposi's sarcoma (KS) has been the most common HHV-8 virus-induced neoplasm associated with HIV-1 infection. Although the standard KS therapy has not changed in 20 years, not all cases of KS will respond to the same therapy. The goal of current AIDS-KS treatment modalities is to reconstitute the immune system and suppress HIV-1 replication, but newer treatment modalities are on horizon. There are very few mathematical models that have included HIV-1 viral load (VL) measures, despite VL being a key determinant of treatment outcome. Here we introduce a mathematical model that consolidates the effect of both HIV-1 and HHV-8 VL on KS tumor progression by incorporating low or high VLs into the proliferation terms of the immune cell populations. Regulation of HIV-1/HHV-8 VL and viral reservoir cells is crucial for restoring a patient to an asymptomatic stage. Therefore, an optimal control strategy given by a combined antiretroviral therapy (cART) is derived. The results indicate that the drug treatment strategies are capable of removing the viral reservoirs faster and consequently, the HIV-1 and KS tumor burden is reduced. The predictions of the mathematical model have the potential to offer more effective therapeutic interventions based on viral and virus-infected cell load and support new studies addressing the superiority of VL over CD4(+) T-cell count in HIV-1 pathogenesis.
引用
收藏
页数:18
相关论文
共 51 条
[11]   Chemotherapy for tumors: An analysis of the dynamics and a study of quadratic and linear optimal controls [J].
de Pillis, L. G. ;
Gu, W. ;
Fister, K. R. ;
Head, T. ;
Maples, K. ;
Murugan, A. ;
Neal, T. ;
Yoshida, K. .
MATHEMATICAL BIOSCIENCES, 2007, 209 (01) :292-315
[12]   Treatment of Kaposi sarcoma-associated herpesvirus-associated cancers [J].
Dittmer, Dirk P. ;
Richards, Kristy L. ;
Damania, Blossom .
FRONTIERS IN MICROBIOLOGY, 2012, 3
[13]   TESTS FOR RANK CORRELATION COEFFICIENTS .1. [J].
FIELLER, EC ;
HARTLEY, HO ;
PEARSON, ES .
BIOMETRIKA, 1957, 44 (3-4) :470-481
[14]  
Foglieni C, 2005, EUR J HISTOCHEM, V49, P273
[15]  
Foreman K E, 2001, Expert Rev Mol Med, V2001, P1, DOI 10.1017/S1462399401002733
[16]   Treatment of severe or progressive Kaposi's sarcoma in HIV-infected adults [J].
Gbabe, Oluwatoyin F. ;
Okwundu, Charles I. ;
Dedicoat, Martin ;
Freeman, Esther E. .
COCHRANE DATABASE OF SYSTEMATIC REVIEWS, 2014, (09)
[17]   The role of HIV viral load in mathematical models of HIV transmission and treatment: a review [J].
Glass, Tracy ;
Myer, Landon ;
Lesosky, Maia .
BMJ GLOBAL HEALTH, 2020, 5 (01)
[18]  
Gomero B, 2012, LATIN HYPERCUBE SAMP
[19]   The dynamic evolution of the power exponent in a universal growth model of tumors [J].
Guiot, Caterina ;
Delsanto, Pier Paolo ;
Carpinteri, Alberto ;
Pugno, Nicola ;
Mansury, Yuri ;
Deisboeck, Thomas S. .
JOURNAL OF THEORETICAL BIOLOGY, 2006, 240 (03) :459-463
[20]  
Gumel A., 2002, Journal of Theoretical Medicine, V4, P147