"There is a bug with the variance filter (at least with
Affy data). If you apply it with a fixed number of
genes and then delete it, the absolute number of genes
sticks and is used if you try another cutoff (in the
case where we found it, it was with the low-intensity
cutoff which seemed to return the same 1000 genes we
used as our limit."