Bias analysis. (A) Principle of target gene bias analysis (TGB). TGB determines the significance of a particular class of genes being regulated based on the fraction of these genes being regulated in the total set of detectable genes on the microarrrays. Applied to subsets of genes on a microarray (see panel B), it asks whether the fraction of regulated genes in this subset of genes is equal to the overall fraction of regulated genes. Applied to other microarray experiments (see panel C,D), TGB is sensitive to the relatedness of gene expression patterns. In both cases, significant deviation from the expected value (bias) is hypothesized to imply biological relevance. (B) TGB analysis of functional gene groups. Previously described E2F target genes were included as a positive control. (C) TGB analysis of published screens. Note that TGB is not confined to microarray-based screens. Ras transformation targets were identified by subtractive suppression hybridization (Zuber et al. 2000). (D) Comparison of E2F1, E2F2, and E2F3 expression patterns by TGB. (E) U2OS cells express a random subset of the genes present on the microarray chips. The distribution of unigenes on the chip found in a certain number of libraries is shown. The expected profile (19K exp) is the result of multiplying the number of genes in each category by the fraction of genes expressed in U2OS cells (i.e., the ∼19,000 genes that have been called present in either control or test chips/28,000 unigenes found on the chips). The observed profile (19K obs) represents the genes expressed in U2OS cells. (F) E2F target genes tend to be widely expressed. E2F3 was shown to regulate significantly the expression of 633 genes. The expected profile presents a random expression of these genes, and is found by multiplying the number of genes in each category of genes expressed in U2OS cells (19K obs in panel E) by the fraction of regulated genes (i.e., 633/19,000). The observed profile (633 obs) represents the distribution of the 633 genes regulated by E2F3.