There is a discussion 6 about advanced indexing, where your use case seems to be related to.
You could try:
a[[0, 0], ...][:, [1, 2]][:, :, :, [4, 5]][:, :, :, :, [11, 12]]

which gives a.shape=[2, 2, 4, 2, 2].