Analysis of Hepatitis C Virus Decline during Treatment with the Protease Inhibitor Danoprevir Using a Multiscale Model

The current paradigm for studying hepatitis C virus (HCV) dynamics in patients utilizes a standard viral dynamic model that keeps track of uninfected (target) cells, infected cells, and virus. The model does not account for the dynamics of intracellular viral replication, which is the major target of direct-acting antiviral agents (DAAs). Here we describe and study a recently developed multiscale age-structured model that explicitly considers the potential effects of DAAs on intracellular viral RNA production, degradation, and secretion as virus into the circulation. We show that when therapy significantly blocks both intracellular viral RNA production and virus secretion, the serum viral load decline has three phases, with slopes reflecting the rate of serum viral clearance, the rate of loss of intracellular viral RNA, and the rate of loss of intracellular replication templates and infected cells, respectively. We also derive analytical approximations of the multiscale model and use one of them to analyze data from patients treated for 14 days with the HCV protease inhibitor danoprevir. Analysis suggests that danoprevir significantly blocks intracellular viral production (with mean effectiveness 99.2%), enhances intracellular viral RNA degradation about 5-fold, and moderately inhibits viral secretion (with mean effectiveness 56%). The multiscale model can be used to study viral dynamics in patients treated with other DAAs and explore their mechanisms of action in treatment of hepatitis C.

[1]  Varun Garg,et al.  A Viral Dynamic Model for Treatment Regimens with Direct-acting Antivirals for Chronic Hepatitis C Infection , 2012, PLoS Comput. Biol..

[2]  Daisuke Yamane,et al.  Protease inhibitor-resistant hepatitis C virus mutants with reduced fitness from impaired production of infectious virus. , 2011, Gastroenterology.

[3]  Chao Lin,et al.  A Multi-Variant, Viral Dynamic Model of Genotype 1 HCV to Assess the in vivo Evolution of Protease-Inhibitor Resistant Variants , 2010, PLoS Comput. Biol..

[4]  M. Manns,et al.  Boceprevir for untreated chronic HCV genotype 1 infection. , 2011, The New England journal of medicine.

[5]  Marianthi Markatou,et al.  Pharmacodynamics of PEG‐IFN α differentiate HIV/HCV coinfected sustained virological responders from nonresponders , 2006, Hepatology.

[6]  John McHutchison,et al.  Kinetics of hepatitis C virus reinfection after liver transplantation , 2006, Liver transplantation : official publication of the American Association for the Study of Liver Diseases and the International Liver Transplantation Society.

[7]  Dominique Larrey,et al.  Treatment of chronic hepatitis C patients with the NS3/4A protease inhibitor danoprevir (ITMN-191/RG7227) leads to robust reductions in viral RNA: a phase 1b multiple ascending dose study. , 2011, Journal of hepatology.

[8]  J. Hoofnagle,et al.  A step forward in therapy for hepatitis C. , 2009, The New England journal of medicine.

[9]  Andrew H Talal,et al.  Modeling viral and drug kinetics: hepatitis C virus treatment with pegylated interferon alfa-2b. , 2003, Seminars in liver disease.

[10]  Raymond T Chung,et al.  Novel therapies for hepatitis C: insights from the structure of the virus. , 2012, Annual review of medicine.

[11]  Sprint Investigators,et al.  Boceprevir for Untreated Chronic HCV Genotype 1 Infection , 2011 .

[12]  Libin Rong,et al.  Treatment of hepatitis C virus infection with interferon and small molecule direct antivirals: viral kinetics and modeling. , 2010, Critical reviews in immunology.

[13]  Eva Herrmann,et al.  Rapid decrease of wild-type hepatitis C virus on telaprevir treatment , 2008, Antiviral therapy.

[14]  A S Perelson,et al.  Differences in viral dynamics between genotypes 1 and 2 of hepatitis C virus. , 2000, The Journal of infectious diseases.

[15]  Stanley M. Lemon,et al.  Regulation of Interferon Regulatory Factor-3 by the Hepatitis C Virus Serine Protease , 2003, Science.

[16]  G. Everson,et al.  Telaprevir with peginterferon and ribavirin for chronic HCV genotype 1 infection. , 2009, The New England journal of medicine.

[17]  M. Manns,et al.  Second-wave protease inhibitors: choosing an heir. , 2011, Clinics in liver disease.

[18]  S. Akira,et al.  Pathogen Recognition and Innate Immunity , 2006, Cell.

[19]  Min Gao,et al.  Chemical genetics strategy identifies an HCV NS5A inhibitor with a potent clinical effect , 2010, Nature.

[20]  Raymond T Chung,et al.  Anti-hepatitis C virus drugs in development. , 2012, Gastroenterology.

[21]  A. Perelson,et al.  Modelling how ribavirin improves interferon response rates in hepatitis C virus infection , 2004, Nature.

[22]  Alan S. Perelson,et al.  Mathematical Analysis of Age-Structured HIV-1 Dynamics with Combination Antiretroviral Therapy , 2007, SIAM J. Appl. Math..

[23]  Ann D. Kwong,et al.  Combination of a Hepatitis C Virus NS3-NS4A Protease Inhibitor and Alpha Interferon Synergistically Inhibits Viral RNA Replication and Facilitates Viral RNA Clearance in Replicon Cells , 2004, Antimicrobial Agents and Chemotherapy.

[24]  M. Puig,et al.  New Antiviral Pathway That Mediates Hepatitis C Virus Replicon Interferon Sensitivity through ADAR1 , 2005, Journal of Virology.

[25]  Libin Rong,et al.  Modeling Quasispecies and Drug Resistance in Hepatitis C Patients Treated with a Protease Inhibitor , 2012, Bulletin of mathematical biology.

[26]  Dominique Larrey,et al.  Antiviral activity of danoprevir (ITMN-191/RG7227) in combination with pegylated interferon α-2a and ribavirin in patients with hepatitis C. , 2011, The Journal of infectious diseases.

[27]  M Lavielle,et al.  A Comprehensive Hepatitis C Viral Kinetic Model Explaining Cure , 2010, Clinical pharmacology and therapeutics.

[28]  Libin Rong,et al.  Modeling shows that the NS5A inhibitor daclatasvir has two modes of action and yields a shorter estimate of the hepatitis C virus half-life , 2013, Proceedings of the National Academy of Sciences.

[29]  Jean-Michel Pawlotsky,et al.  Telaprevir and peginterferon with or without ribavirin for chronic HCV infection. , 2009, The New England journal of medicine.

[30]  Alan S. Perelson,et al.  Modeling Subgenomic Hepatitis C Virus RNA Kinetics during Treatment with Alpha Interferon , 2009, Journal of Virology.

[31]  Eva Herrmann,et al.  Virologic Escape during Danoprevir (ITMN-191/RG7227) Monotherapy Is Hepatitis C Virus Subtype Dependent and Associated with R155K Substitution , 2011, Antimicrobial Agents and Chemotherapy.

[32]  Pierre Bedossa,et al.  Impact of peginterferon and ribavirin therapy on hepatocellular carcinoma: incidence and survival in hepatitis C patients with advanced fibrosis. , 2010, Journal of hepatology.

[33]  Tom Chu,et al.  Oral combination therapy with a nucleoside polymerase inhibitor (RG7128) and danoprevir for chronic hepatitis C genotype 1 infection (INFORM-1): a randomised, double-blind, placebo-controlled, dose-escalation trial , 2010, The Lancet.

[34]  Alan S. Perelson,et al.  Rapid Emergence of Protease Inhibitor Resistance in Hepatitis C Virus , 2010, Science Translational Medicine.

[35]  Stefan Zeuzem,et al.  Boceprevir for previously treated chronic HCV genotype 1 infection. , 2011, The New England journal of medicine.

[36]  D. Marquardt An Algorithm for Least-Squares Estimation of Nonlinear Parameters , 1963 .

[37]  Michael Adler,et al.  Response-guided telaprevir combination treatment for hepatitis C virus infection. , 2011, The New England journal of medicine.

[38]  A S Perelson,et al.  Hepatitis C viral dynamics in vivo and the antiviral efficacy of interferon-alpha therapy. , 1998, Science.

[39]  Alan S. Perelson,et al.  Hepatitis C Viral Dynamics in Vivo and the Antiviral Efficacy of Interferon-α Therapy , 1998 .

[40]  Kristian Thorlund,et al.  Peginterferon alpha‐2a is associated with higher sustained virological response than peginterferon alfa‐2b in chronic hepatitis C: Systematic review of randomized trials , 2010, Hepatology.

[41]  Stanley M Lemon,et al.  Immune evasion by hepatitis C virus NS3/4A protease-mediated cleavage of the Toll-like receptor 3 adaptor protein TRIF. , 2005, Proceedings of the National Academy of Sciences of the United States of America.

[42]  Ying Zhang,et al.  Antiviral activity, safety, and pharmacokinetics of danoprevir/ritonavir plus PEG-IFN α-2a/RBV in hepatitis C patients. , 2011, Journal of hepatology.

[43]  Harel Dahari,et al.  Pharmacodynamics of PEG-IFN-alpha-2a in HIV/HCV co-infected patients: implications for treatment outcomes. , 2010, Journal of hepatology.

[44]  C. Rice,et al.  Flying under the radar: the immunobiology of hepatitis C. , 2007, Annual review of immunology.

[45]  Alan S. Perelson,et al.  776 MODELING INTERFERON-ALPHA MEDIATED INHIBITION KINETICS OF INTRACELLULAR AND EXTRACELLULAR HCVRNA DURING HCV INFECTION IN VITRO , 2011 .

[46]  Raymond T Chung,et al.  Viral kinetics in hepatitis C or hepatitis C/human immunodeficiency virus-infected patients. , 2005, Gastroenterology.

[47]  Charles M. Rice,et al.  Highly Permissive Cell Lines for Subgenomic and Genomic Hepatitis C Virus RNA Replication , 2002, Journal of Virology.

[48]  A. Neumann,et al.  Understanding hepatitis C viral dynamics with direct-acting antiviral agents due to the interplay between intracellular replication and cellular infection dynamics. , 2010, Journal of theoretical biology.

[49]  A S Perelson,et al.  A perspective on modelling hepatitis C virus infection , 2010, Journal of viral hepatitis.

[50]  Harel Dahari,et al.  Understanding silibinin's modes of action against HCV using viral kinetic modeling. , 2012, Journal of hepatology.

[51]  Daniel Coombs,et al.  An age-structured model of hiv infection that allows for variations in the production rate of viral particles and the death rate of productively infected cells. , 2004, Mathematical biosciences and engineering : MBE.

[52]  Harel Dahari,et al.  Second hepatitis C replication compartment indicated by viral dynamics during liver transplantation. , 2005, Journal of hepatology.

[53]  Alan S. Perelson,et al.  Mathematical Modeling of Subgenomic Hepatitis C Virus Replication in Huh-7 Cells , 2006, Journal of Virology.