ABSTRACT
High-content screening (HCS) using RNA interference (RNAi) in combination with automated microscopy is a powerful investigative tool to explore complex biological processes. However, despite the plethora of data generated from these screens, little progress has been made in analyzing HC data using multivariate methods that exploit the full richness of multidimensional data. We developed a novel multivariate method for HCS, multivariate robust analysis method (M-RAM), integrating image feature selection with ranking of perturbations for hit identification, and applied this method to an HC RNAi screen to discover novel components of the DNA damage response in an osteosarcoma cell line. M-RAM automatically selects the most informative phenotypic readouts and time points to facilitate the more efficient design of follow-up experiments and enhance biological understanding. Our method outperforms univariate hit identification and identifies relevant genes that these approaches would have missed. We found that statistical cell-to-cell variation in phenotypic responses is an important predictor of hits in RNAi-directed image-based screens. Genes that we identified as modulators of DNA damage signaling in U2OS cells include B-Raf, a cancer driver gene in multiple tumor types, whose role in DNA damage signaling we confirm experimentally, and multiple subunits of protein kinase A.
Subject(s)
High-Throughput Screening Assays , Models, Biological , RNA Interference , RNA, Messenger/genetics , RNA, Small Interfering/genetics , Algorithms , Animals , Cell Line , Computer Simulation , DNA Damage , Gene Knockdown Techniques , Humans , Phenotype , Proto-Oncogene Proteins B-raf/geneticsABSTRACT
Receptor-interacting protein 3 (RIP3) has been implicated in ischemic necrosis of retinal cells. An in silico analysis followed by experimental validation identified death associated protein (Daxx) as a novel substrate of RIP3. In vitro binding studies revealed that RIP3 binds to the serine/proline/threonine-rich domain (amino acid 625-740) of Daxx. Upon ischemic insult, RIP3 phosphorylated Daxx at Ser-668 in the retinal ganglion cells, triggering nuclear export of Daxx. Depletion of RIP3 significantly inhibited nuclear export of Daxx and attenuated cell death to a great extent. Collectively, the findings of this study demonstrate that phosphorylation of Daxx by RIP3 comprises an important part of ischemic necrosis in rat retinal ganglion cells.
