Summary: We present a new R package for the assessment of the reliability of clusters discovered in high dimensional DNA microarray data. The package implements methods based on random projections that approximately preserve distances between examples in the projected subspaces. Availability: http://homes.dsi.unimi.it/valenti/SW/clusterv/