In this talk a brief description of the basic MCMC type approach to simulating / estimating parameters of a markovian-type kinetics in a biological setting shall be provided on the example of Lotka- Volterra (predator pray) model. In particular the standard MCMC algorithm developed to study non-linear systems of chemical reactions shall be described. Some examples of its applications shall be presented.