We provide a rather complete description of the results obtained so far on the nonlinear diffusion equationwhich describes a flow through a porous medium driven by a nonlocal pressure. We consider constant parameters m > 1 and 0 < s < 1, we assume that the solutions are non-negative, and the problem is posed in the whole space. We present a theory of existence of solutions, results on uniqueness, and relation to other models. As new results of this paper, we prove the existence of self-similar solutions in the range when N = 1 and m > 2, and the asymptotic behavior of solutions when N = 1. The cases m = 1 and m = 2 were rather well known.Keywords: Nonlinear fractional diffusion, fractional Laplacian, existence of weak solutions, energy estimates, speed of propagation, smoothing effect, asymptotic behavior.