Related Experiment Video
Updated: Jan 13, 2026

CIRCLE-Seq for Interrogation of Off-Target Gene Editing
Published on: November 1, 2024
Junction-targeting designs limit the application of CRISPR-Cas13d in circular RNA perturbation studies
Yannick C Lee-Yow1,2, Raeline C Valbuena1, Chiara S Richter1,2
1Department of Genetics, Stanford University School of Medicine, Stanford, CA 94304, United States.
Abstract:
Circular RNAs (circRNAs) are RNA molecules formed through the backsplicing of linear exons. Several thousand have been identified, yet relatively few are functionally characterized due to challenges in distinguishing effects of circular from linear RNA targets. Recently, CRISPR-Cas13 systems have been utilized to directly target unique junctions formed through backsplicing, potentially allowing for selective degradation of circular isoforms. Applying this approach in pooled screens has indeed identified circRNAs proposed to affect viability in several cancer cell lines. However, the design limitations of applying Cas13d to study circRNAs are not fully characterized. Here, we assessed the limitations of Cas13d-mediated circRNA knockdowns by performing essentiality screens on 900 highly expressed circRNAs in K562, an ENCODE tier 1 cell line. We observed consistent off-target knockdown of linear isoforms by certain circRNA-targeting single-guide RNAs (sgRNAs). Re-analysis of existing Cas13d screens in other cell types revealed similar off-target effects. Using machine learning models that predict Cas13d sgRNA efficacy, we further found that most circRNA-targeting sgRNAs are unlikely to induce strong knockdown. After accounting for these design constraints, 0 of 346 circRNAs testable in our screens had detectable effects on proliferation. Our findings highlight key limitations of junction-targeting strategies, with implications for future circRNA perturbation studies.
Insights
CRISPR-Cas13 systems targeting circular RNAs (circRNAs) show limitations, with many single-guide RNAs causing off-target effects on linear RNAs. Most tested circRNAs did not impact cell proliferation in essentiality screens.
Area of Science:
- Molecular Biology
- Genomics
- RNA Biology
Background:
- Circular RNAs (circRNAs) are formed by backsplicing, with thousands identified but few functionally characterized.
- Distinguishing circRNA effects from linear RNA targets poses a significant challenge in functional studies.
- CRISPR-Cas13 systems offer potential for selective targeting of unique circRNA junctions.
Purpose of the Study:
- To assess the limitations of Cas13d-mediated knockdown for studying circular RNAs.
- To evaluate the efficacy and specificity of single-guide RNAs (sgRNAs) targeting circRNA junctions.
- To determine the functional impact of highly expressed circRNAs on cell proliferation.
Main Methods:
- Performed essentiality screens using CRISPR-Cas13d targeting 900 circRNAs in K562 cells.
- Analyzed off-target knockdown effects on linear RNA isoforms.
- Re-analyzed existing Cas13d screens in other cell types.
- Developed machine learning models to predict Cas13d sgRNA efficacy.
- Assessed circRNA effects on cell proliferation.
Main Results:
- Observed consistent off-target knockdown of linear isoforms by circRNA-targeting sgRNAs.
- Identified similar off-target effects in previously published Cas13d screens.
- Machine learning models predicted low knockdown efficacy for most circRNA-targeting sgRNAs.
- Found 0 out of 346 testable circRNAs had detectable effects on proliferation after accounting for design constraints.
Conclusions:
- CRISPR-Cas13d junction-targeting strategies have significant limitations, including off-target effects and low sgRNA efficacy.
- Current junction-targeting approaches may overestimate the functional importance of circRNAs.
- These findings necessitate careful consideration of design constraints for future circRNA perturbation studies.
Related Concept Videos
CRISPR/Cas9 Genome Editing
CRISPR
Conservative Site-specific Recombination and Phase Variation
The recognition sites for Cre recombinase called LoxP...

