We study dependence coefficients for copula-based Markov chains. We provide new tools to check the convergence rates of mixing coefficients of copula-based Markov chains. We apply results to the Metropolis-Hastings algorithm. A necessary condition for symmetric copulas is given and mixtures of copulas are studied.