Question

Does it make any sense to chain PCA to reduce the dimension twice?

Answer 1

It can absolutely make sense to chain two different dimensionality reduction algorithms. A common example is using PCA to quickly get rid of a large number of useless dimensions, then applying another much slower dimensionality reduction algorithm, such as LLE.