BackgroundImage-based screens can produce hundreds of measured features for each of hundreds of millions of individual cells in a single experiment.ResultsHere, we describe CellProfiler Analyst, open-source software for the interactive exploration and analysis of multidimensional data, particularly data from high-throughput, image-based experiments.ConclusionThe system enables interactive data exploration for image-based screens and automated scoring of complex phenotypes that require combinations of multiple measured features per cell.
In an shRNA screen for genes that affect AKT phosphorylation, we identified the RAB35 small GTPase—a protein previously implicated in endomembrane trafficking—as a new regulator of the PI3K pathway. Depletion of RAB35 suppresses AKT phosphorylation in response to growth factors, whereas expression of a dominant active GTPase-deficient mutant of RAB35 constitutively activates the PI3K/AKT pathway. RAB35 functions downstream of growth factor receptors and upstream of PDK1 and mTORC2 and co-purifies with PI3K in immunoprecipitation assays. Two somatic RAB35 mutations found in human tumors generate alleles that constitutively activate PI3K/AKT signaling, suppress apoptosis, and transform cells in a PI3K-dependent manner. Furthermore, oncogenic RAB35 is sufficient to drive PDGFRα to LAMP2-positive endomembranes in the absence of ligand, suggesting there may be latent oncogenic potential in dysregulated endomembrane trafficking.
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