Somehow I feel it is related to the question how likely it is for a planet/galaxy/universe to breed life. An event that we have "witnessed" just once so far.
One way to divide it into two estimates:
c = Number of cells of the smallest possible self-reproducing structure
i = Number of new structures that are created on average for each iteration
Then a rough guess could be that it takes 2^c/i iterations.