bioRxivGenomicsPreprint
Comparative Single-Cell Profiling of CRISPR Knockout and Interference Defines Modality-Specific Strengths in Functional Genomics
Nikhil GuptaiD, Andy SayeriD, Malwina PrateriD, Chara Mastrokalou, Khalid SaeediD, Curtis HartiD, Ricardo J. MiragaiaiD, Ashutosh TrehaniD, Ultan McDermottiD, Magdalena E StraußiD, Douglas Ross‐ThrieplandiD, David WalteriD, Alex Kalinka
Abstract
Pooled CRISPR screens coupled with single-cell RNA sequencing enable high-throughput functional interrogation of gene regulatory networks, yet systematic comparisons of CRISPR knockout (CRISPRko) and CRISPR interference (CRISPRi) remain limited. We established a single-cell CRISPRko workflow and benchmarked it against CRISPRi using 87 sgRNAs targeting 29 unfolded protein response genes. CRISPRko generated transcriptional phenotypes highly concordant with CRISPRi, and induced comparable pathway-level responses albeit with distinct on-target and off-target effects between modalities. While CRISPRi allows direct assessment of target gene repression, CRISPRko provides an effective complementary approach for complete loss-of-function studies, expanding the toolkit for single-cell functional genomics.
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: gene regulatory network inference
- approach: experimental assay
- approach: deep learning
- Citations
- 0
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Direct comparison of CRISPR knockout and interference with Perturb-seq
Laura M. Drepanos, Berta Escude Velasco, … John G. Doench·bioRxiv·Jul 4, 2026
- Insights from pooled CRISPRi single-cell screens in K562 cells reveal gene functions, regulatory networks, and highlight opportunities and limitations
Hong Zhang, Peifen Zhang, … Eskeatnaf Mulugeta·BMC GenomicsPeer-reviewed·Mar 13, 2026
- Pooled CRISPR screening with single-cell transcriptome read-out
Paul Datlinger, André F. Rendeiro, … Christoph Bock·Nature MethodsPeer-reviewed·Jan 18, 2017
- CRISPR gene and transcriptome engineering (CRISPRgate) improves loss-of-function genetic screening approaches
Jannis Stadager, Chiara Bernardini, … Philipp Rathert·Cell Reports MethodsPeer-reviewed·Jun 1, 2025
- Comparative benchmarking of CRISPRi and CasRx in standardized pluripotent stem cell platforms reveals context-dependent knockdown performance
Lu Ni, Takuya Murakami, … Kazutoshi Takahashi·bioRxiv·May 14, 2026
- Scalable single-cell pooled CRISPR screens with conventional knockout vector libraries
Mirazul Islam, Yilin Yang, … Ken S. Lau·bioRxiv·Feb 1, 2024