Introductury dataset analysis with PCA.

A) PCA carried out on full dataset. B) standard deviations of first 10 PCs indicate that the first PC dominates the variability of the dataset. C) The MD vs rMD plot allows to identify the most distant outliers (red points). D) PCA carried out after removal of most distant samples shows that male and female patients form two distinct clusters.