I have the following problem which I would like to solve *without* using Laplace transform. Can you possibly help or provide pointers?

What is the first-passage probability, and mean first-passage time for a random walk to reach the origin if it starts from distance $M$ away from the origin?

I would then like to derive the same set of equations as above, but assuming there is an absorbing boundary at the origin. Any advice greatly appreciated.