Particularly powerful here is the approach to "integrate" spatial data with non-spatial controls. Moreover, since k-ρPCA (the k is for kernel) is a variant of ρPCA it is efficient, which is non-trivial. We are able to process very large datasets easily (e.g. Visium HD). 12/
