This paper analyzes the problem of optimal portfolio choice with budget and risk constraints. The problem is formulated in terms of quantile functions and the risk is quantified through a large family of coherent risk measures. The solution is obtained analyzing the problem without constraints using Lagrange multipliers, getting a unique solution to the optimization problem.