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Pooled CRISPR-Based Genetic Screens in Mammalian Cells
Published on: September 4, 2019
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An interactive web application for processing, correcting, and visualizing genome-wide pooled CRISPR-Cas9 screens
Alessandro Vinceti1, Riccardo Roberto De Lucia1, Paolo Cremaschi1
1Computational Biology Research Centre, Human Technopole, Viale Rita Levi-Montalcini, 1, 20157 Milano, Italy.
Cell Reports Methods
|February 23, 2023
Summary
CRISPRcleanR web application simplifies CRISPR-Cas9 screen analysis by reducing false positives from amplified genomic regions. This tool enhances the accuracy of identifying essential genes, improving genetic dependency studies.
Area of Science:
- Genomics
- Bioinformatics
- CRISPR Technology
Background:
- Pooled CRISPR-Cas9 screens are powerful for identifying essential genes but suffer from high false-positive rates.
- Copy-number-amplified genomic regions often lead to inaccurate essentiality calls in CRISPR screens.
- Existing computational tools require significant bioinformatics expertise.
Purpose of the Study:
- To introduce CRISPRcleanR, a user-friendly web application for analyzing pooled CRISPR-Cas9 screening data.
- To provide an accessible platform for detecting and correcting biases in CRISPR screens, particularly those caused by genomic amplifications.
- To improve the accuracy and sensitivity of essential gene identification in CRISPR screens.
Main Methods:
- Development of a web application interface for the existing CRISPRcleanR computational method.
- Implementation of an unsupervised algorithm to detect and correct biased CRISPR-Cas9 responses.
- Integration of support for diverse CRISPR guide RNA libraries and automated data processing.
Main Results:
- CRISPRcleanR web application offers an intuitive interface, eliminating the need for R/python programming.
- The platform provides a complete analytical pipeline with no pre-processing required.
- Users receive gene-level essentiality summaries with statistical scores and interactive plots.
- Enhanced support for a wider range of CRISPR guide RNA libraries compared to the original package.
Conclusions:
- CRISPRcleanR web application democratizes the use of advanced CRISPR screen analysis.
- The tool effectively reduces false positives, improving the reliability of essential gene identification.
- This accessible platform facilitates more accurate and comprehensive genetic dependency studies.
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