Literature DB >> 22139471

Analysis of a stochastic predator-prey model with applications to intrahost HIV genetic diversity.

Sivan Leviyang1.   

Abstract

During an infection, HIV experiences strong selection by immune system T cells. Recent experimental work has shown that MHC escape mutations form an important pathway for HIV to avoid such selection. In this paper, we study a model of MHC escape mutation. The model is a predator-prey model with two prey, composed of two HIV variants, and one predator, the immune system CD8 cells. We assume that one HIV variant is visible to CD8 cells and one is not. The model takes the form of a system of stochastic differential equations. Motivated by well-known results concerning the short life-cycle of HIV intrahost, we assume that HIV population dynamics occur on a faster time scale then CD8 population dynamics. This separation of time scales allows us to analyze our model using an asymptotic approach. Using this model we study the impact of an MHC escape mutation on the population dynamics and genetic evolution of the intrahost HIV population. From the perspective of population dynamics, we show that the competition between the visible and invisible HIV variants can reach steady states in which either a single variant exists or in which coexistence occurs depending on the parameter regime. We show that in some parameter regimes the end state of the system is stochastic. From a genetics perspective, we study the impact of the population dynamics on the lineages of an HIV sample taken after an escape mutation occurs. We show that the lineages go through severe bottlenecks and that in certain parameter regimes the lineage distribution can be characterized by a Kingman coalescent. Our results depend on methods from diffusion theory and coalescent theory.

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Year:  2011        PMID: 22139471     DOI: 10.1007/s00285-011-0497-2

Source DB:  PubMed          Journal:  J Math Biol        ISSN: 0303-6812            Impact factor:   2.259


  14 in total

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Authors:  Alan S Perelson
Journal:  Nat Rev Immunol       Date:  2002-01       Impact factor: 53.106

2.  Control of human immunodeficiency virus replication by cytotoxic T lymphocytes targeting subdominant epitopes.

Authors:  Nicole Frahm; Photini Kiepiela; Sharon Adams; Caitlyn H Linde; Hannah S Hewitt; Kaori Sango; Margaret E Feeney; Marylyn M Addo; Mathias Lichterfeld; Matthew P Lahaie; Eunice Pae; Alysse G Wurcel; Timothy Roach; M Anne St John; Marcus Altfeld; Francesco M Marincola; Corey Moore; Simon Mallal; Mary Carrington; David Heckerman; Todd M Allen; James I Mullins; Bette T Korber; Philip J R Goulder; Bruce D Walker; Christian Brander
Journal:  Nat Immunol       Date:  2005-12-20       Impact factor: 25.606

3.  Founder effects in the assessment of HIV polymorphisms and HLA allele associations.

Authors:  Tanmoy Bhattacharya; Marcus Daniels; David Heckerman; Brian Foley; Nicole Frahm; Carl Kadie; Jonathan Carlson; Karina Yusim; Ben McMahon; Brian Gaschen; Simon Mallal; James I Mullins; David C Nickle; Joshua Herbeck; Christine Rousseau; Gerald H Learn; Toshiyuki Miura; Christian Brander; Bruce Walker; Bette Korber
Journal:  Science       Date:  2007-03-16       Impact factor: 47.728

4.  The conditional ancestral selection graph with strong balancing selection.

Authors:  John Wakeley; Ori Sargsyan
Journal:  Theor Popul Biol       Date:  2009-04-14       Impact factor: 1.570

5.  Analysis of HIV-1 env gene sequences reveals evidence for a low effective number in the viral population.

Authors:  A J Brown
Journal:  Proc Natl Acad Sci U S A       Date:  1997-03-04       Impact factor: 11.205

Review 6.  Impact of MHC class I diversity on immune control of immunodeficiency virus replication.

Authors:  Philip J R Goulder; David I Watkins
Journal:  Nat Rev Immunol       Date:  2008-08       Impact factor: 53.106

7.  HLA class I-driven evolution of human immunodeficiency virus type 1 subtype c proteome: immune escape and viral load.

Authors:  Christine M Rousseau; Marcus G Daniels; Jonathan M Carlson; Carl Kadie; Hayley Crawford; Andrew Prendergast; Philippa Matthews; Rebecca Payne; Morgane Rolland; Dana N Raugi; Brandon S Maust; Gerald H Learn; David C Nickle; Hoosen Coovadia; Thumbi Ndung'u; Nicole Frahm; Christian Brander; Bruce D Walker; Philip J R Goulder; Tanmoy Bhattacharya; David E Heckerman; Bette T Korber; James I Mullins
Journal:  J Virol       Date:  2008-04-23       Impact factor: 5.103

8.  Rapid turnover of plasma virions and CD4 lymphocytes in HIV-1 infection.

Authors:  D D Ho; A U Neumann; A S Perelson; W Chen; J M Leonard; M Markowitz
Journal:  Nature       Date:  1995-01-12       Impact factor: 49.962

9.  Transmission and accumulation of CTL escape variants drive negative associations between HIV polymorphisms and HLA.

Authors:  Alasdair Leslie; Daniel Kavanagh; Isobella Honeyborne; Katja Pfafferott; Charles Edwards; Tilly Pillay; Louise Hilton; Christina Thobakgale; Danni Ramduth; Rika Draenert; Sylvie Le Gall; Graz Luzzi; Anne Edwards; Christian Brander; Andrew K Sewell; Sarah Moore; James Mullins; Corey Moore; Simon Mallal; Nina Bhardwaj; Karina Yusim; Rodney Phillips; Paul Klenerman; Bette Korber; Photini Kiepiela; Bruce Walker; Philip Goulder
Journal:  J Exp Med       Date:  2005-03-21       Impact factor: 14.307

10.  Dynamics of immune escape during HIV/SIV infection.

Authors:  Christian L Althaus; Rob J De Boer
Journal:  PLoS Comput Biol       Date:  2008-07-18       Impact factor: 4.475

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