CRISPR Screens Provide a Comprehensive Assessment of Cancer Vulnerabilities but Generate False-Positive Hits for

Diana M Munoz1, Pamela J Cassiani1, Li Li1

  • 1Oncology Disease Area, Novartis Institutes for Biomedical Research, Cambridge, Massachusetts.

Cancer Discovery
|June 5, 2016
PubMed
Abstract

Insights

CRISPR screens effectively identify cancer dependencies by causing full gene inactivation, but false positives arise in amplified genomic regions. This highlights the need for careful validation in unstable cancer lines.

Area of Science:

  • Genomics
  • Cancer Biology
  • Molecular Biology

Background:

  • CRISPR/Cas9 technology offers a novel approach for systematic gene function analysis.
  • RNA interference (RNAi) and CRISPR screens are used to identify cancer dependencies.

Purpose of the Study:

  • To compare the efficacy of CRISPR and RNAi loss-of-function screens for identifying cancer dependencies.
  • To investigate potential false-positive hits in CRISPR screens, especially in aneuploid cancer models.
  • To develop strategies for defining essential protein domains using CRISPR tiling screens.

Main Methods:

  • Comparative analysis of CRISPR dropout screens versus RNAi screens across multiple cancer cell lines.
  • CRISPR tiling screens to assess the impact of targeting specific protein domains.
  • Evaluation of CRISPR screen performance in aneuploid cancer models with genomic amplifications.

Main Results:

  • CRISPR dropout screens identified more lethal genes than RNAi, suggesting full gene inactivation is crucial for dependency identification.
  • A class of false-positive hits was observed in aneuploid cancer models, where all genes in amplified regions, including non-expressed ones, were flagged as lethal.
  • CRISPR tiling screens revealed that targeting essential domains yields the strongest lethality phenotypes, offering a method to map functional protein regions.

Conclusions:

  • CRISPR screens are powerful tools for identifying cancer-essential genes but require careful control for false positives in chromosomally unstable cancer types.
  • The findings provide critical insights for optimizing the application of CRISPR screens in systematic cancer target identification.
  • Understanding CRISPR screen liabilities, particularly in regions of genome amplification, is essential for reliable results.

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