Title of article :
Analysis of hepatitis C viral dynamics using Latin hypercube sampling
Author/Authors :
J.S. Pachpute، نويسنده , , Gaurav and Chakrabarty، نويسنده , , Siddhartha P.، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Abstract :
We consider a mathematical model comprising four coupled ordinary differential equations (ODEs) to study hepatitis C viral dynamics. The model includes the efficacies of a combination therapy of interferon and ribavirin. There are two main objectives of this paper. The first one is to approximate the percentage of cases in which there is a viral clearance in absence of treatment as well as percentage of response to treatment for various efficacy levels. The other is to better understand and identify the parameters that play a key role in the decline of viral load and can be estimated in a clinical setting. A condition for the stability of the uninfected and the infected steady states is presented. A large number of sample points for the model parameters (which are physiologically feasible) are generated using Latin hypercube sampling. An analysis of the simulated values identifies that, approximately 29.85% cases result in clearance of the virus during the early phase of the infection. Results from the χ 2 and the Spearman’s tests done on the samples, indicate a distinctly different distribution for certain parameters for the cases exhibiting viral clearance under the combination therapy.
Keywords :
statistical tests , Hepatitis C , Latin hypercube sampling , Steady states , Critical efficacy
Journal title :
Communications in Nonlinear Science and Numerical Simulation
Journal title :
Communications in Nonlinear Science and Numerical Simulation