The Rate of Immune Escape Vanishes When Multiple Immune Responses Control an HIV Infection

During the first months of HIV infection, the virus typically evolves several immune escape mutations. These mutations are found in epitopes in viral proteins and reduce the impact of the CD8+ T cells specific for these epitopes. Recent data show that only a subset of the epitopes escapes, that most of these escapes evolve early, and that the rate of immune escape slows down considerably. To investigate why the evolution of immune escape slows down over the time of infection, we have extended a consensus mathematical model to allow several immune responses to control the virus together. In the extended model, most escapes also occur early, and the immune escape rate becomes small later, and typically only a minority of the epitopes escape. We show that escaping one of the many immune responses provides little advantage after viral setpoint has been approached because the total killing rate hardly depends on the breadth of the immune response. If the breadth of the immune response slowly wanes during disease progression, the model predicts an increase in the rate of immune escape at late stages of infection. Overall, the most striking prediction of the model is that HIV evolves a small number of immune escapes, in both relative and absolute terms, when the CTL immune response is broad.

[1]  Alan S. Perelson,et al.  CD8+ Lymphocytes Control Viral Replication in SIVmac239-Infected Rhesus Macaques without Decreasing the Lifespan of Productively Infected Cells , 2010, PLoS pathogens.

[2]  Masami Hasegawa,et al.  Estimation of effective population size of HIV-1 within a host: a pseudomaximum-likelihood approach. , 2002, Genetics.

[3]  J. Lundeberg,et al.  Dynamics of HIV-1 Quasispecies during Antiviral Treatment Dissected Using Ultra-Deep Pyrosequencing , 2010, PloS one.

[4]  Rob J. de Boer,et al.  Understanding the failure of CD8 T-cell vaccination against simian/human immunodeficiency virus , 2007 .

[5]  Martin A. Nowak,et al.  Late escape from an immunodominant cytotoxic T-lymphocyte response associated with progression to AIDS , 1997, Nature Medicine.

[6]  Todd M. Allen,et al.  Limited Sequence Evolution within Persistently Targeted CD8 Epitopes in Chronic Human Immunodeficiency Virus Type 1 Infection , 2005, Journal of Virology.

[7]  Rob J. De Boer Which of Our Modeling Predictions Are Robust? , 2012, PLoS Comput. Biol..

[8]  Yi Liu,et al.  Selection dramatically reduces effective population size in HIV-1 infection , 2007, BMC Evolutionary Biology.

[9]  Christian L. Althaus,et al.  Implications of CTL-Mediated Killing of HIV-Infected Cells during the Non-Productive Stage of Infection , 2011, PloS one.

[10]  Philip J. R. Goulder,et al.  Compensatory Mutation Partially Restores Fitness and Delays Reversion of Escape Mutation within the Immunodominant HLA-B*5703-Restricted Gag Epitope in Chronic Human Immunodeficiency Virus Type 1 Infection , 2007, Journal of Virology.

[11]  Rob J. De Boer,et al.  Degenerate T-cell Recognition of Peptides on MHC Molecules Creates Large Holes in the T-cell Repertoire , 2012, PLoS Comput. Biol..

[12]  L. M. Mansky,et al.  Lower in vivo mutation rate of human immunodeficiency virus type 1 than that predicted from the fidelity of purified reverse transcriptase , 1995, Journal of virology.

[13]  Todd M. Allen,et al.  Escape and Compensation from Early HLA-B57-Mediated Cytotoxic T-Lymphocyte Pressure on Human Immunodeficiency Virus Type 1 Gag Alter Capsid Interactions with Cyclophilin A , 2007, Journal of Virology.

[14]  Todd M. Allen,et al.  Persistent Recognition of Autologous Virus by High-Avidity CD8 T Cells in Chronic, Progressive Human Immunodeficiency Virus Type 1 Infection , 2004, Journal of Virology.

[15]  S. Pillai,et al.  In Vivo CD8+ T-Cell Suppression of SIV Viremia Is Not Mediated by CTL Clearance of Productively Infected Cells , 2010, PLoS pathogens.

[16]  E. Rosenberg,et al.  Impaired Replication Capacity of Acute/Early Viruses in Persons Who Become HIV Controllers , 2010, Journal of Virology.

[17]  P. Kahn Susceptibility Genes: Pointing a Way to Prevention? , 1996, Science.

[18]  Rustom Antia,et al.  Roles of Target Cells and Virus-Specific Cellular Immunity in Primary Simian Immunodeficiency Virus Infection , 2004, Journal of Virology.

[19]  L. Segel,et al.  Extending the quasi-steady state approximation by changing variables. , 1996, Bulletin of mathematical biology.

[20]  E. Rosenberg,et al.  Immune control of HIV-1 after early treatment of acute infection , 2000, Nature.

[21]  David Heckerman,et al.  Progression to AIDS in South Africa Is Associated with both Reverting and Compensatory Viral Mutations , 2011, PloS one.

[22]  Angela R. McLean,et al.  Modelling the Evolution and Spread of HIV Immune Escape Mutants , 2010, PLoS pathogens.

[23]  Huldrych F. Günthard,et al.  Whole Genome Deep Sequencing of HIV-1 Reveals the Impact of Early Minor Variants Upon Immune Recognition During Acute Infection , 2012, PLoS pathogens.

[24]  R. D. de Boer,et al.  Understanding the Failure of CD8+ T-Cell Vaccination against Simian/Human Immunodeficiency Virus , 2007, Journal of Virology.

[25]  A S Perelson,et al.  Towards a general function describing T cell proliferation. , 1995, Journal of theoretical biology.

[26]  Martin A. Nowak,et al.  Antigenic oscillations and shifting immunodominance in HIV-1 infections , 1995, Nature.

[27]  H. Schuitemaker,et al.  No Treatment versus 24 or 60 Weeks of Antiretroviral Treatment during Primary HIV Infection: The Randomized Primo-SHM Trial , 2012, PLoS medicine.

[28]  Mario Roederer,et al.  Massive infection and loss of memory CD4+ T cells in multiple tissues during acute SIV infection , 2005, Nature.

[29]  Austin Hughes,et al.  Ultradeep Pyrosequencing Detects Complex Patterns of CD8+ T-Lymphocyte Escape in Simian Immunodeficiency Virus-Infected Macaques , 2009, Journal of Virology.

[30]  L M Wahl,et al.  Cytotoxic T lymphocytes and viral turnover in HIV type 1 infection. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[31]  Roland R. Regoes,et al.  Estimating the Effectiveness of Simian Immunodeficiency Virus-Specific CD8+ T Cells from the Dynamics of Viral Immune Escape , 2007, Journal of Virology.

[32]  C. Gray,et al.  Virological and Immunological Factors Associated with HIV-1 Differential Disease Progression in HLA-B*58:01-Positive Individuals , 2011, Journal of Virology.

[33]  Alan S. Perelson,et al.  The first T cell response to transmitted/founder virus contributes to the control of acute viremia in HIV-1 infection , 2009, The Journal of experimental medicine.

[34]  Christian L. Althaus,et al.  Dynamics of Immune Escape during HIV/SIV Infection , 2008, PLoS Comput. Biol..

[35]  D. Heckerman,et al.  Co-Operative Additive Effects between HLA Alleles in Control of HIV-1 , 2012, PloS one.

[36]  Eric Barklis,et al.  Second-Site Compensatory Mutations of HIV-1 Capsid Mutations , 2011, Journal of Virology.

[37]  Douglas D. Richman,et al.  Viral Dynamics of Acute HIV-1 Infection , 1999, The Journal of experimental medicine.

[38]  Christian Brander,et al.  Selective Escape from CD8+ T-Cell Responses Represents a Major Driving Force of Human Immunodeficiency Virus Type 1 (HIV-1) Sequence Diversity and Reveals Constraints on HIV-1 Evolution , 2005, Journal of Virology.

[39]  Alan S Perelson,et al.  Estimates of Intracellular Delay and Average Drug Efficacy from Viral Load Data of HIV-Infected Individuals under Antiretroviral Therapy , 2004, Antiviral therapy.

[40]  Brigitte Autran,et al.  Post-Treatment HIV-1 Controllers with a Long-Term Virological Remission after the Interruption of Early Initiated Antiretroviral Therapy ANRS VISCONTI Study , 2013, PLoS pathogens.

[41]  A. Perelson,et al.  Rapid turnover of plasma virions and CD4 lymphocytes in HIV-1 infection , 1995, Nature.

[42]  Becca Asquith,et al.  Inefficient Cytotoxic T Lymphocyte–Mediated Killing of HIV-1–Infected Cells In Vivo , 2006, PLoS biology.

[43]  Winston A Hide,et al.  Transmission of HIV-1 CTL Escape Variants Provides HLA-Mismatched Recipients with a Survival Advantage , 2008, PLoS pathogens.

[44]  Christian Brander,et al.  Virological, Immune and Host genetics Markers in the Control of HIV Infection , 2009, Disease markers.

[45]  Andrew N. Phillips,et al.  Reduction of HIV Concentration During Acute Infection: Independence from a Specific Immune Response , 1996, Science.

[46]  Alan S. Perelson,et al.  Current Estimates for HIV-1 Production Imply Rapid Viral Clearance in Lymphoid Tissues , 2010, PLoS Comput. Biol..

[47]  Feng Gao,et al.  Vertical T cell immunodominance and epitope entropy determine HIV-1 escape. , 2012, The Journal of clinical investigation.

[48]  M. Prins,et al.  Transient lowering of the viral set point after temporary antiretroviral therapy of primary HIV type 1 infection. , 2010, AIDS research and human retroviruses.

[49]  Sebastian Bonhoeffer,et al.  Rapid production and clearance of HIV-1 and hepatitis C virus assessed by large volume plasma apheresis , 1999, The Lancet.

[50]  Yi Liu,et al.  Dynamics of Viral Evolution and CTL Responses in HIV-1 Infection , 2011, PloS one.

[51]  N. Dixit,et al.  Taking Multiple Infections of Cells and Recombination into Account Leads to Small Within-Host Effective-Population-Size Estimates of HIV-1 , 2011, PloS one.

[52]  Becca Asquith,et al.  Quantifying the Impact of Human Immunodeficiency Virus-1 Escape From Cytotoxic T-Lymphocytes , 2010, PLoS Comput. Biol..

[53]  Alan S. Perelson,et al.  Transmission of Single HIV-1 Genomes and Dynamics of Early Immune Escape Revealed by Ultra-Deep Sequencing , 2010, PloS one.

[54]  B. Walker,et al.  Fitness Cost of Escape Mutations in p24 Gag in Association with Control of Human Immunodeficiency Virus Type 1 , 2006, Journal of Virology.

[55]  Alan S. Perelson,et al.  Fitness Costs and Diversity of the Cytotoxic T Lymphocyte (CTL) Response Determine the Rate of CTL Escape during Acute and Chronic Phases of HIV Infection , 2011, Journal of Virology.

[56]  A. Perelson,et al.  HIV-1 Dynamics in Vivo: Virion Clearance Rate, Infected Cell Life-Span, and Viral Generation Time , 1996, Science.

[57]  Alan S. Perelson,et al.  Kinetics of Virus-Specific CD8+ T Cells and the Control of Human Immunodeficiency Virus Infection , 2004, Journal of Virology.

[58]  D. Montefiori,et al.  Control of viremia in simian immunodeficiency virus infection by CD8+ lymphocytes. , 1999, Science.