In a typical microarray study, experimental RNA samples are compared to a r
eference sample and expression ratios are clustered. A new study of the eff
ects of sex, aging and genotype on gene expression in Drosophila melanogast
er departs from this paradigm. Highly replicated comparisons generate measu
res of expression that are analyzed using classical analysis of variance (A
NOVA) techniques, revealing substantial differences in gene expression betw
een the two sexes as well as smaller effects of age and strain. Moreover, t
his study demonstrates that replication and experimental design are essenti
al to detecting small but biologically important differences in expression
patterns.