Abstract
Chronic infection with hepatitis C or hepatitis B virus are important world-wide health problems leading to long-term damage of the liver. There are, however, treatment options which can lead to viral eradication in hepatitis C or long-term viral suppression in hepatitis B in some patients. Nevertheless, there is still room for improvement. Mathematical compartment models based on ordinary differential equation systems have successfully been applied to improve antiviral treatment. Here, we illustrate how mathematical and statistical analysis of such models influenced clinical research and give an overview on the most important models for hepatitis C and hepatitis B viral kinetics.
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B.S. Adiwijaya, E. Herrmann, B. Hare, T. Kieffer, C. Lin, A.D. Kwong, V. Garg, J.C. Randle, C. Sarrazin, S. Zeuzem, P.R. Caron, A multi-variant, viral dynamic model of genotype 1 HCV to assess the in vivo evolution of protease-inhibitor resistant variants. PLoS Comput. Biol. 6, e1000745 (2010)
Y. Asai, E. Herrmann, P.E. Kloeden, Stable integration of stiff random ordinary differential equations. Stoch. Anal. Appl. 31, 293–313 (2013)
F.C. Bekkering, J.T. Brouwer, B.E. Hansen, S.W. Schalm, Hepatitis C viral kinetics in difficult to treat patients receiving high dose interferon and ribavirin. J. Hepatol. 34, 435–440 (2001)
S.P. Chakrabarty, J.M. Murray, Modelling hepatitis C virus infection and the development of hepatocellular carcinoma. J. Theor. Biol. 305, 24–29 (2012)
A. Chatterjee, J. Guedj, A.S. Perelson, Mathematical modelling of HCV infection: what can it teach us in the era of direct-acting antiviral agents? Antivir. Ther. 17, 1171–1182 (2012)
V. Colizza, A. Barrat, M. Barthélemy, A. Vespignani, The modeling of global epidemics: stochastic dynamics and predictibility. Bull. Math. Biol. 68, 1893–1921 (2006)
H. Dahari, J. Guedj, A.S. Perelson, T.J. Layden, Hepatitis C viral kinetics in the era of direct acting antiviral agents and IL28B. Curr. Hepat. Rep. 10, 214–227 (2011)
H. Dahari, E. Shudo, R.M. Ribeiro, A.S. Perelson, Mathematical modeling of HCV infection and treatment. Meth. Mol. Biol. 510, 439–453 (2009)
N.M. Dixit, J.E. Layden-Almer, T.J. Layden, A.S. Perelson, Modelling how ribavirin improves interferon response rates in hepatitis C virus infection. Nature 432, 922–924 (2004)
J. Guedj, R. Thiébaut, D. Commenges, Maximum likelihood estimation in dynamical models of HIV. Biometrics 63, 1198–1206 (2007)
J. Guedj, A.U. Neumann, Understanding hepatitis C viral dynamics with direct-acting antiviral agents due to the interplay between intracellular replication and cellular infection dynamics. J. Theor. Biol. 267, 330–340 (2010)
E. Herrmann, J.H. Lee, G. Marinos, M. Modi, S. Zeuzem, Effect of ribavirin on hepatitis C viral kinetics in patients treated with pegylated interferon. Hepatology 37, 1351–1358 (2003)
E. Herrmann, C. Sarrazin, Hepatitis C viral kinetics. J. Gastroenterol. Hepatol. 19, S133–S137 (2004)
W.O. Kermack, A.G. McKendrick, Contributions to the mathematical theory of epidemics I, Reprint from the Proc. Roy. Soc. Lond. Ser. A 115, 700–721 (1927), in Bull. Math. Biol. 53, 33–55 (1991)
U. Mihm, H.L. Chan, S. Zeuzem, A.M. Chim, A.Y. Hui, V.W. Wong, J.J. Sung, E. Herrmann, Virodynamic predictors of response to pegylated interferon and lamivudine combination treatment of hepatitis B e antigen-positive chronic hepatitis B. Antivir. Ther. 13, 1029–1037 (2008)
J.D. Murray, Mathematical Biology: I. An Introduction, 3rd edn. Interdisciplinary Applied Mathematics, vol. 17 (Springer, Berlin, 2001)
S. Naggie, A. Osinusi, A. Katsounas, R. Lempicki, E. Herrmann, A.J. Thompson, P.J. Clark, K. Patel, A.J. Muir, J.G. McHutchison, J.F. Schlaak, M. Trippler, B. Shivakumar, H. Masur, M.A. Polis, S. Kottilil, Dysregulation of innate immunity in hepatitis C virus genotype 1 IL28B-unfavorable genotype patients: impaired viral kinetics and therapeutic response. Hepatology 56, 444–454 (2012)
J. Nakabayshi, A compartmentalization model for hepatitis C virus replication: An appropriate distribution of HCV RNA for effective replication. J. Theor. Biol. 300, 110–117 (2012)
A.U. Neumann, N.P. Lam, H. Dahari, D.R. Gretch, T.E. Wiley, T.J. Layden, A.S. Perelson, Hepatitis C viral dynamics in vivo and the antiviral efficacy of interferon-alpha therapy. Science 282, 103–107 (1998)
M.A. Nowak, S. Bonhoeffer, A.M. Hill, R. Boehme, H.C. Thomas, H. McDade, Viral dynamics in hepatitis B virus infection. Proc. Natl. Acad. Sci. USA 93, 4398–4402 (1996)
M.A. Nowak, R.M. May, Virus Dynamics (Oxford University Press, New York, 2000)
A.S. Perelson, E. Herrmann, F. Micol, S. Zeuzem, New kinetic models for the hepatitis C virus. Hepatology 42, 749–754 (2005)
K.A. Powers, N.M. Dixit, R.M. Ribeiro, P. Golia, A.H. Talal, A.S. Perelson, Modeling viral and drug kinetics: hepatitis C virus treatment with pegylated interferon alfa-2b. Sem. Liver Dis. 23(Suppl 1), 13–18 (2003)
R.M. Ribeiro, G. Germanidis, K.A. Powers, B. Pellegrin, P. Nikolaidis, A.S. Perelson, J.M. Pawlotsky, Hepatitis B virus kinetics under therapy sheds light on differences between e-antigen positive and negative infection. J. Infect. Dis. 202, 1309–1318 (2010)
R.M. Ribeiro, H. Li, S. Wang, M.B. Stoddard, G.H. Learn, B.T. Korber, T. Bhattacharya, J. Guedj, E.H. Parrish, B.H. Hahn, G.M. Shaw, A.S. Perelson, Quantifying the diversification of hepatitis C virus (HCV) during primary infection: estimates of the in vivo mutation rate. Plos Pathogens 8, e1002881 (2012)
L. Rong, R.M. Ribeiro, A.S. Perelson, Modeling quasispecies and drug resistance in hepatitis C patients treated with a protease inhibitor. Bull. Math. Biol. 74, 1789–1817 (2012)
C. Sarrazin, S. Schwendy, B. Möller, N. Dikopoulos, P. Buggisch, J. Encke, G. Teuber, T. Goeser, R. Thimme, H. Klinker, W.O. Boecher, E. Schulte-Frohlinde, R. Prinzing, E: Herrmann, S. Zeuzem, T. Berg, Improved responses to pegylated interferon alfa-2b and ribavirin by individualizing treatment for 24–72 weeks. Gastroenterology 141, 1656–1664 (2011)
E. Snoeck, P. Chanu, M. Lavielle, P. Jacqmin, E.N. Jonsson, K. Jorga, T. Goggin, J. Grippo, N.L. Jumbe, N. Frey, A comprehensive hepatitis C viral kinetic model explaining cure. Clin. Pharmacol. Therapeut. 87, 706–713 (2010)
V. Soriano, A.S. Perelson, F. Zoulim, Why are there different dynamics in the selection of drug resistance in HIV and hepatitis B and C viruses? J. Antimicrob. Chemother. 62, 1–4 (2008)
V.A. Sypsa, K. Mimidis, N.C. Tassopoulos, D. Chrysagis, T. Vassiliadis, A. Moulakakis, M. Raptopoulou, C. Haida, A. Hatzakis, A viral kinetic study using pegylated interferon alfa-2b and/or lamivudine in patients with chronic hepatitis B/HBeAg negative. Hepatology 42, 77–85 (2005)
M. Soschinsky, Plausibility of predicted steady states in simulations with HCV kinetic models and prognostic significance of first phase viral kinetics. Medical Doctoral Thesis, Goethe University Frankfurt, Department of Medicine, 2013
D.J. Suh, S.H. Um, E. Herrmann, J.H. Kim, Y.S. Lee, H.J. Lee, M.S. Lee, Y.S. Lee, W. Bao, P. Lopez, H.C. Lee, C. Avila, S. Zeuzem, Early viral kinetics of telbivudine and entecavir: results of a 12-week randomized exploratory study with patients with HBeAg-positive chronic hepatitis B. Antimicrob. Agents Chemother. 54, 1242–1247 (2010)
S. Susser, C. Welsch, Y. Wang, M. Zettler, F.S. Domingues, U. Karey, E. Hughes, R. Ralston, X. Tong, E. Herrmann, S. Zeuzem, C. Sarrazin, Characterization of resistance to the protease inhibitor boceprevir in hepatitis C virus-infected patients. Hepatology 50, 1709–1718 (2011)
K.H. Tang, E. Herrmann, H. Cooksley, N. Tatman, S. Chokshi, R. Williams, S. Zeuzem, N.V. Naoumov, Relationship between early HCV kinetics and T-cell reactivity in chronic hepatitis C genotype 1 during peginterferon and ribavirin therapy. J. Hepatol. 43, 776–782 (2005)
S.W. Vidurupola, L.J.S. Allen, Basic stochastic models for viral infection within a host. Math. Biosci. Eng. 9, 915–935 (2012)
S. Zeuzem, E. Herrmann, J.H. Lee, J. Fricke, A.U. Neumann, M. Modi, G. Colucci, W.K. Roth, Viral kinetics in patients with chronic hepatitis C treated with standard or peginterferon alpha2a. Gastroenterology 120, 1438–1447 (2001)
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Herrmann, E., Asai, Y. (2013). Viral Kinetic Modeling of Chronic Hepatitis C and B Infection. In: Kloeden, P., Pötzsche, C. (eds) Nonautonomous Dynamical Systems in the Life Sciences. Lecture Notes in Mathematics(), vol 2102. Springer, Cham. https://doi.org/10.1007/978-3-319-03080-7_8
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DOI: https://doi.org/10.1007/978-3-319-03080-7_8
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