The CRISPR JournalSynthetic BiologyPeer-reviewed journal article
A meta-analysis of gRNA library screens enables an improved understanding of the impact of gRNA folding and structural stability on CRISPR-Cas9 activity.
Abstract
CRISPR systems are known to be inhibited by unwanted secondary structures that form within the guide RNA (gRNA). The minimum free energy of predicted secondary structures has been used in prediction algorithms. However, the types of structures as well as the degree to which a predicted structure can inhibit Cas9/gRNA activity is not well characterized. Here we perform a meta-analysis of published CRISPR-Cas9 datasets to better understand the role of secondary structures in inhibiting gRNA activity. We identify two inhibitory structures and provide estimated free energy cutoffs at which they become impactful. Further, we identify the prevalence of these structures in existing datasets. The cutoffs provided help to explain conflicting impacts of free energy values in different datasets as well as providing a guideline for future gRNA designs. HighlightsO_LIClearly define two secondary structures that inhibit CRISPR-Cas9 activity C_LIO_LIProvide free energy calculations and cutoffs at which each structure begins to inhibit activity C_LIO_LIEvaluate impact of these structures in published datasets C_LI
- Citations
- 10
- FWCI
- 0.16
- Field percentile
- 12th percentile
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
- 5' modifications to CRISPR Cas9 gRNA can change the dynamics and size of R-loops and inhibit DNA cleavage
G. Mullally, K. van Aelst, … M. D. Szczelkun·bioRxiv·Apr 9, 2020
- A guide RNA repeat checkpoint steers CRISPR-Cas9 catalysis
Ramadevi Chilamkurthy, Sruthi Sudhakar, … Keith T. Gagnon·bioRxiv·Dec 2, 2025
- Machine learning-inferred and energy landscape-guided analyses reveal kinetic determinants of CRISPR/Cas9 gene editing
Lei Jin, Risi Liyanage, … Shi‐Jie Chen·PRX LifePeer-reviewed·Feb 4, 2026
- Targeting G-quadruplex Forming Sequences with Cas9
H. Balci, V. Globyte, C. Joo·bioRxiv·Sep 19, 2020
- The crisprVerse: a comprehensive Bioconductor ecosystem for the design of CRISPR guide RNAs across nucleases and technologies
Luke Hoberecht, Pirunthan Perampalam, … Jean‐Philippe Fortin·Nature CommunicationsPeer-reviewed·Nov 2, 2022
- Orthosteric and allosteric effects of anti-CRISPR II-C1 inhibition on GeoCas9 from integrated structural biophysics
Alexa L Knight, Helen B Belato, … George P. Lisi·bioRxiv·Apr 9, 2026