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Abstract
FRACTEL demonstrates improved power and replication rate in region-level analysis of CRISPR perturbation screens compared to gRNA-level analyses.
- FRACTEL aggregates gRNA p-values using a bounded minimum approach.
- The framework preserves scale and adapts sensitivity to varying effect sizes.
- Type I error control is achieved through simulation-based estimation of null distributions.
- Simulations and real datasets indicate enhanced performance over traditional analyses.
- FRACTEL aids in experimental design by highlighting gRNA redundancy and efficacy trade-offs.
- The method identifies limitations in single-cell repression screens for lowly expressed genes.
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