Modelling the impact of acute infection dynamics on the accumulation of HIV-1 mutations

被引:3
作者
Shiri, Tinevimbo [1 ,2 ]
Welte, Alex [1 ,2 ]
机构
[1] Univ Witwatersrand, Sch Computat & Appl Math, Johannesburg, South Africa
[2] Univ Stellenbosch, S African Ctr Excellence Epidemiol Modelling & An, Stellenbosch, South Africa
基金
美国国家科学基金会; 新加坡国家研究基金会;
关键词
Branching process; Vaccine; PrEP; Diversity; Effective reproductive number; IMMUNODEFICIENCY-VIRUS TYPE-1; CD4(+) T-CELLS; DRUG-RESISTANCE; EVOLUTIONARY DYNAMICS; VIRAL DYNAMICS; VIREMIA; ESTABLISHMENT; PROGRESSION; DIVERSITY; DEPLETION;
D O I
10.1016/j.jtbi.2011.03.011
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Events over the past year have brought hope and have re-energized the interest in targeting pre-infection or early infection period with preventative or therapeutic interventions such as vaccines and pre-exposure prophylaxis (PrEP). In breakthrough infections, the incidence, long term prognosis and clinical significance of early infection events is not well understood but it is possible that these early events may be crucial in determining the subsequent course of disease. We use a branching process model in a deterministically varying environment to explore how the dynamics of early infection affects the accumulation of mutations which lay the seeds for long term evolution of drug resistance and immune system evasion. We relate this exploration to regimes of impact, on diversity, of tropical interventions strategies such as PrEP and vaccines. As a metric of diversity we compute the probability of existence of particular genomes which potentially arise. Using several model scenarios, we demonstrate various regimes of 'response' of evolution to 'intervention'. Transient effects of therapeutic interventions early in infection that impose a fitness cost on early viruses can significantly reduce the probability of diversity later during the chronic state of infection. This stands in contrast to the concern that early selective pressure may increase the probability of later existence of drug resistance mutations, for example. The branching process paradigm offers the ability to efficiently compute important indicators of viral diversity, in a framework with a modest number of simplifying assumptions, without simulating the full range of individual level scenarios. These models may be useful to illustrate the impact of vaccines and PrEP on viral evolution in the case of breakthrough infection. They also suggest that new measures of viral diversity which correlate to prognosis should be sought in trials for PrEP and vaccines. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:44 / 54
页数:11
相关论文
共 58 条
[1]   Quantitating the Multiplicity of Infection with Human Immunodeficiency Virus Type 1 Subtype C Reveals a Non-Poisson Distribution of Transmitted Variants [J].
Abrahams, M. -R. ;
Anderson, J. A. ;
Giorgi, E. E. ;
Seoighe, C. ;
Mlisana, K. ;
Ping, L. -H. ;
Athreya, G. S. ;
Treurnicht, F. K. ;
Keele, B. F. ;
Wood, N. ;
Salazar-Gonzalez, J. F. ;
Bhattacharya, T. ;
Chu, H. ;
Hoffman, I. ;
Galvin, S. ;
Mapanje, C. ;
Kazembe, P. ;
Thebus, R. ;
Fiscus, S. ;
Hide, W. ;
Cohen, M. S. ;
Karim, S. Abdool ;
Haynes, B. F. ;
Shaw, G. M. ;
Hahn, B. H. ;
Korber, B. T. ;
Swanstrom, R. ;
Williamson, C. .
JOURNAL OF VIROLOGY, 2009, 83 (08) :3556-3567
[2]  
ANDERSON R M, 1991
[3]   Inefficient cytotoxic T lymphocyte-mediated killing of HIV-1-infected cells in vivo [J].
Asquith, B ;
Edwards, CTT ;
Lipsitch, M ;
McLean, AR .
PLOS BIOLOGY, 2006, 4 (04) :583-592
[4]  
Bonhoeffer S, 1997, P ROY SOC B-BIOL SCI, V264, P631
[5]   CD4+ T cell depletion during all stages of HIV disease occurs predominantly in the gastrointestinal tract [J].
Brenchley, JM ;
Schacker, TW ;
Ruff, LE ;
Price, DA ;
Taylor, JH ;
Beilman, GJ ;
Nguyen, PL ;
Khoruts, A ;
Larson, M ;
Haase, AT ;
Douek, DC .
JOURNAL OF EXPERIMENTAL MEDICINE, 2004, 200 (06) :749-759
[6]   Early establishment of a pool of latently infected, resting CD4+ T cells during primary HIV-1 infection [J].
Chun, TW ;
Engel, D ;
Berrey, MM ;
Shea, T ;
Corey, L ;
Fauci, AS .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 1998, 95 (15) :8869-8873
[7]   Treatment intensification does not reduce residual HIV-1 viremia in patients on highly active antiretroviral therapy [J].
Dinoso, J. B. ;
Kim, S. Y. ;
Wiegand, A. M. ;
Palmer, S. E. ;
Gange, S. J. ;
Cranmer, L. ;
O'Shea, A. ;
Callender, M. ;
Spivak, A. ;
Brennan, T. ;
Kearney, M. F. ;
Proschan, M. A. ;
Mican, J. M. ;
Rehm, C. A. ;
Coffin, J. M. ;
Mellors, J. W. ;
Siliciano, R. F. ;
Maldarelli, F. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2009, 106 (23) :9403-9408
[8]  
Domingo E, 1997, REV MED VIROL, V7, P87, DOI 10.1002/(SICI)1099-1654(199707)7:2<87::AID-RMV188>3.3.CO
[9]  
2-S
[10]   Dynamics of HIV viremia and antibody seroconversion in plasma donors: implications for diagnosis and staging of primary HIV infection [J].
Fiebig, EW ;
Wright, DJ ;
Rawal, BD ;
Garrett, PE ;
Schumacher, RT ;
Peddada, L ;
Heldebrant, C ;
Smith, R ;
Conrad, A ;
Kleinman, SH ;
Busch, MP .
AIDS, 2003, 17 (13) :1871-1879