I know it is possible to get the partial correlation between $a$ and $b$ given $c$ when you know all the full correlations:
$$ r_{(a, b |c)} = \frac{r_{(a, b)}-r_{(a, c)}r_{(b, c)}} {\sqrt{(1-r_{(a, c)}^2)((1-r_{(b, c)}^2)}} $$
Presumably we can get the full correlations when we know all the partials, but I can't figure out the equations. Is it possible?