PCA is a bilinear method. Therefore, the main difference between voxel or pixel analysis is the unfolding and further re-folding of the score surfaces/volumes. If you want some literature and codes, check the following webpage: http://www.models.life.ku.dk/HYPERTools
If you want, send me an e-mail with your main questions and thoughts and we can talk more!