We study pairs of reals that are mutually Martin-L\"{o}f random with respect
to a common, not necessarily computable probability measure. We show that a
generalized version of van Lambalgen's Theorem holds for non-computable
probability measures, too. We study, for a given real A, the
\emph{independence spectrum} of A, the set of all B so that there exists a
probability measure μ so that μ{A,B}=0 and (A,B) is
μ×μ-random. We prove that if A is r.e., then no Δ20 set
is in the independence spectrum of A. We obtain applications of this fact to
PA degrees. In particular, we show that if A is r.e.\ and P is of PA degree
so that P≥TA, then A⊕P≥T0′