of the two genes. Deconvolution of the composite fluorescent intensity signal into its component gene expression values is done computationally as described below. To make it easier to resolve the peaks, rather than pairing genes at random, during design of the L1000 system, we optimized pairing of genes to maximize the average difference in their expression levels across the training GEO compendium.