A second challenge stems from heterogeneity within a gene set. For example, genes in a given gene set do not always behave consistently or coherently. This could be due to several causes: variation because of context dependencies, the existence of multiple modalities of biological response, intrinsic variation in the original dataset from which the gene set is experimentally or computationally derived, limitations of manual curation, or poor biological resolution with respect to the relevant biological process.
