bioRxivBioinformaticsPreprint
CRISPR-Decryptr reveals cis-regulatory elements from noncoding perturbation screens
Anders W. RasmusseniD, Tarmo ÄijöiD, Mariano I. GabittoiD, Nicholas John Carriero, Neville E. SanjanaiD, Jane A. SkokiD, Richard BonneauiD
Abstract
Clustered Regularly Interspace Short Palindromic Repeats (CRISPR)-Cas9 genome editing methods provide the tools necessary to examine phenotypic impacts of targeted perturbations in high-throughput screens. While these technologies have the potential to reveal functional elements with direct therapeutic applications, statistical techniques to analyze noncoding screen data remain limited. We present CRISPR-Decryptr, a computational tool for the analysis of CRISPR noncoding screens. Our method leverages experimental design: accounting for multiple conditions, controls, and replicates to infer the regulatory landscape of noncoding genomic regions. We validate our method on a variety of mutagenesis, CRISPR activation, and CRISPR interference screens, extracting new insights from previously published data.
- assay: CRISPR screen
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: statistical model
- Citations
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