The ability to infer the expression of genes not directly measured in the L1000 assay was also explored. We found that a simple ordinary least squares model predicted the expression of 81% of non-measured transcripts. We also note that while our inference method was successful in the cell types tested, it is conceivable that it might perform less well in cell types dissimilar to those used to train the model.
