  We show that the $L^p$ boundedness, $p>2$, of the Riesz transform on a
complete non-compact Riemannian manifold with upper and lower Gaussian heat
kernel estimates is equivalent to a certain form of Sobolev inequality. We also
characterize in such terms the heat kernel gradient upper estimate on manifolds
with polynomial growth.
