Balancing off-target and on-target considerations for optimized CRISPR-Cas9 knockout library design

The continued development of high-dimensional CRISPR screen readouts, such as single-cell RNA sequencing and high-content imaging, necessitates compact libraries to enable functional interrogation at genome scale. Improved genome annotations cause library deprecation over time, further motivating an updated genome-wide design effort. Additionally, while on-target efficacy and off-target avoidance are often optimized in isolation, we lack a robust framework for simultaneously weighing and balancing these competing priorities. Here, we present a selection strategy that identifies guides with sufficient off-target activity to justify omission from the library, thus avoiding the unnecessary exclusion of active guides, allowing the inclusion of those with maximal on-target activity. We create, validate, and make available to the community the Jacquere library for knockout screens of the human genome, as well as its mouse counterpart, Julianna, to facilitate gene function discovery at scale.

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Publication Details

Journal
Cell Genomics
Published
2026-03-01
DOI
https://doi.org/10.1016/j.xgen.2026.101190
Primary Topic
CRISPR and Genetic Engineering
Type
article
Field-Weighted Citation Impact
0.00
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article

Balancing off-target and on-target considerations for optimized CRISPR-Cas9 knockout library design

Spencer Shah, Berta Escude Velasco, Sarra Merzouk, E L Kaplan et al.
Cell Genomics
CRISPR and Genetic Engineering
article

Balancing off-target and on-target considerations for optimized CRISPR-Cas9 knockout library design

Spencer Shah, Berta Escude Velasco, Sarra Merzouk, E L Kaplan, Laura M Drepanos, Smriti Srikanth, John G. Doench
article en

Abstract

The continued development of high-dimensional CRISPR screen readouts, such as single-cell RNA sequencing and high-content imaging, necessitates compact libraries to enable functional interrogation at genome scale. Improved genome annotations cause library deprecation over time, further motivating an updated genome-wide design effort. Additionally, while on-target efficacy and off-target avoidance are often optimized in isolation, we lack a robust framework for simultaneously weighing and balancing these competing priorities. Here, we present a selection strategy that identifies guides with sufficient off-target activity to justify omission from the library, thus avoiding the unnecessary exclusion of active guides, allowing the inclusion of those with maximal on-target activity. We create, validate, and make available to the community the Jacquere library for knockout screens of the human genome, as well as its mouse counterpart, Julianna, to facilitate gene function discovery at scale.

Cell Genomics
Broad Institute (US)
Openalex Percentile: Top 8%
CRISPR and Genetic Engineering
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