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CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens
Off-target effects are well established confounders of CRISPR negative selection screens that impair the identification of essential genomic loci. In particular, non-coding regulatory elements and repetitive regions are often difficult to target with specific gRNAs, effectively precluding the unbias...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8578331/ https://www.ncbi.nlm.nih.gov/pubmed/34753924 http://dx.doi.org/10.1038/s41467-021-26722-w |
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author | Perez, Alexendar R. Sala, Laura Perez, Richard K. Vidigal, Joana A. |
author_facet | Perez, Alexendar R. Sala, Laura Perez, Richard K. Vidigal, Joana A. |
author_sort | Perez, Alexendar R. |
collection | PubMed |
description | Off-target effects are well established confounders of CRISPR negative selection screens that impair the identification of essential genomic loci. In particular, non-coding regulatory elements and repetitive regions are often difficult to target with specific gRNAs, effectively precluding the unbiased screening of a large portion of the genome. To address this, we developed CRISPR Specificity Correction (CSC), a computational method that corrects for the effect of off-targeting on gRNA depletion. We benchmark CSC with data from the Cancer Dependency Map and show that it significantly improves the overall sensitivity and specificity of viability screens while preserving known essentialities, particularly for genes targeted by highly promiscuous gRNAs. We believe this tool will further enable the functional annotation of the genome as it represents a robust alternative to the traditional filtering strategy of discarding unspecific guides from the analysis. CSC is an open-source software that can be seamlessly integrated into current CRISPR analysis pipelines. |
format | Online Article Text |
id | pubmed-8578331 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-85783312021-11-15 CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens Perez, Alexendar R. Sala, Laura Perez, Richard K. Vidigal, Joana A. Nat Commun Article Off-target effects are well established confounders of CRISPR negative selection screens that impair the identification of essential genomic loci. In particular, non-coding regulatory elements and repetitive regions are often difficult to target with specific gRNAs, effectively precluding the unbiased screening of a large portion of the genome. To address this, we developed CRISPR Specificity Correction (CSC), a computational method that corrects for the effect of off-targeting on gRNA depletion. We benchmark CSC with data from the Cancer Dependency Map and show that it significantly improves the overall sensitivity and specificity of viability screens while preserving known essentialities, particularly for genes targeted by highly promiscuous gRNAs. We believe this tool will further enable the functional annotation of the genome as it represents a robust alternative to the traditional filtering strategy of discarding unspecific guides from the analysis. CSC is an open-source software that can be seamlessly integrated into current CRISPR analysis pipelines. Nature Publishing Group UK 2021-11-09 /pmc/articles/PMC8578331/ /pubmed/34753924 http://dx.doi.org/10.1038/s41467-021-26722-w Text en © This is a U.S. Government work and not under copyright protection in the US; foreign copyright protection may apply 2021, corrected publication 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Perez, Alexendar R. Sala, Laura Perez, Richard K. Vidigal, Joana A. CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens |
title | CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens |
title_full | CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens |
title_fullStr | CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens |
title_full_unstemmed | CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens |
title_short | CSC software corrects off-target mediated gRNA depletion in CRISPR-Cas9 essentiality screens |
title_sort | csc software corrects off-target mediated grna depletion in crispr-cas9 essentiality screens |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8578331/ https://www.ncbi.nlm.nih.gov/pubmed/34753924 http://dx.doi.org/10.1038/s41467-021-26722-w |
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