In PREVIOUS ARTICLE, we mentioned that Bayesian approach is being used for somatic variant detection. We will pick up this topic from here and spend two articles on building a site specific error model using MCMC for variant detection. Before walking into actual application, let's briefly talk about two major components of MCMC: Monte Carlo sampling and Markov Chain. Monte Carlo sampling Monte Carlo method is a sampling technique used for statistical estimation when direct ca