Phi-score: A cell-to-cell phenotypic scoring method for sensitive and selective hit discovery in cell-based assays

Archive ouverte

Guyon, Laurent | Lajaunie, Christian | Fer, Frédéric | Bhajun, Ricky | Sulpice, Eric | Pinna, Guillaume | Campalans, Anna | Radicella, J. Pablo | Rouillier, Philippe | Mary, Mélissa | Combe, Stéphanie | Obeid, Patricia | Vert, Jean-Philippe | Gidrol, Xavier

Edité par CCSD ; Nature Publishing Group -

International audience. Phenotypic screening monitors phenotypic changes induced by perturbations, including those generated by drugs or RNA interference. Currently-used methods for scoring screen hits have proven to be problematic, particularly when applied to physiologically relevant conditions such as low cell numbers or inefficient transfection. Here, we describe the Phi-score, which is a novel scoring method for the identification of phenotypic modifiers or hits in cell-based screens. Phi-score performance was assessed with simulations, a validation experiment and its application to gene identification in a large-scale RNAi screen. Using robust statistics and a variance model, we demonstrated that the Phi-score showed better sensitivity, selectivity and reproducibility compared to classical approaches. The improved performance of the Phi-score paves the way for cell-based screening of primary cells, which are often difficult to obtain from patients in sufficient numbers. We also describe a dedicated merging procedure to pool scores from small interfering RNAs targeting the same gene so as to provide improved visualization and hit selection.

Suggestions

Du même auteur

A statistically inferred microRNA network identifies breast cancer target miR-940 as an actin cytoskeleton regulator

Archive ouverte | Bhajun, Ricky | CCSD

International audience. MiRNAs are key regulators of gene expression. By binding to many genes, they create a complex network of gene co-regulation. Here, using a network-based approach, we identified miRNA hub grou...

The modulation of attachment, growth and morphology of cancerous prostate cells by polyelectrolyte nanofilms.

Archive ouverte | Picollet-d'Hahan, Nathalie | CCSD

free download pdf : http://ac.els-cdn.com/S0142961213010715/1-s2.0-S0142961213010715-main.pdf?_tid=af9b5ff8-4bae-11e3-b1b0-00000aab0f27&acdnat=1384270119_77de34b330a3942315169996314d8ce3. International audience. The...

The miR-17 Family Links p63 Protein to MAPK Signaling to Promote the Onset of Human Keratinocyte Differentiation

Archive ouverte | Wu, Ning | CCSD

International audience

Chargement des enrichissements...