We examine two models for hepatitis C viral (HCV) dynamics, one for monotherapy with interferon (IFN) and the other for combination therapy with IFN and ribavirin. Optimal therapy for both the models is determined using the steepest gradient method, by defining an objective functional which minimizes infected hepatocyte levels, virion population and side-effects of the drug(s). The optimal therapies for both the models show an initial period of high efficacy, followed by a gradual decline. The period of high efficacy coincides with a significant decrease in the viral load, whereas the efficacy drops after hepatocyte levels are restored. We use the Latin hypercube sampling technique to randomly generate a large number of patient scenarios and study the dynamics of each set under the optimal therapy already determined. Results show an increase in the percentage of responders (indicated by drop in viral load below detection levels) in case of combination therapy (72%) as compared to monotherapy (57%). Statistical tests performed to study correlations between sample parameters and time required for the viral load to fall below detection level, show a strong monotonic correlation with the death rate of infected hepatocytes, identifying it to be an important factor in deciding individual drug regimens. (C) 2013 Elsevier B.V. All rights reserved.
机构:
Univ Milano Bicocca, Res Ctr Publ Hlth CESP, Monza, ItalyUniv Milano Bicocca, Res Ctr Publ Hlth CESP, Monza, Italy
Cesana, G.
Duvoux, C.
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Paris Est Univ, Dept Hepatol, Henri Mondor Hosp, Creteil, France
Paris Est Univ, Liver Transplant Unit, Henri Mondor Hosp, Creteil, FranceUniv Milano Bicocca, Res Ctr Publ Hlth CESP, Monza, Italy
Duvoux, C.
Mantovani, L. G.
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Univ Milano Bicocca, Res Ctr Publ Hlth CESP, Monza, Italy
Univ Milano Bicocca, ICDH, Monza, ItalyUniv Milano Bicocca, Res Ctr Publ Hlth CESP, Monza, Italy
Mantovani, L. G.
Strazzabosco, M.
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Univ Milano Bicocca, ICDH, Monza, Italy
Yale Univ, Ctr Liver, Dept Internal Med, New Haven, CT USAUniv Milano Bicocca, Res Ctr Publ Hlth CESP, Monza, Italy
机构:
UJAT, DACB, Km 1 Carreteru Cunduacan Jalpa de Mendez, Cunduacan 86690, Tabasco, MexicoUJAT, DACB, Km 1 Carreteru Cunduacan Jalpa de Mendez, Cunduacan 86690, Tabasco, Mexico
Ble, Gamaliel
Esteva, Lourdes
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Univ Nacl Autonoma Mexico, Fac Ciencias, Mexico City 04510, DF, MexicoUJAT, DACB, Km 1 Carreteru Cunduacan Jalpa de Mendez, Cunduacan 86690, Tabasco, Mexico
Esteva, Lourdes
Peregrino, Alejandro
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UJAT, DACB, Km 1 Carreteru Cunduacan Jalpa de Mendez, Cunduacan 86690, Tabasco, MexicoUJAT, DACB, Km 1 Carreteru Cunduacan Jalpa de Mendez, Cunduacan 86690, Tabasco, Mexico