It's entirely up to you. Some people get changed as soon as they are given the PJs (i.e. before takeoff), and personally if I'm going to wear them at all then I either do that or pretty soon after the seat belt sign goes off. Plenty of places around for the wallet - but most often just in my carry on bag in the overhead.