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DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome

MOTIVATION: The CRISPR-Cas9 system has successfully achieved site-specific gene editing in organisms ranging from humans to bacteria. The technology efficiently generates mutants, allowing for phenotypic analysis of the on-target gene. However, some conventional studies did not investigate whether d...

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Autores principales: Nakamae, Kazuki, Bono, Hidemasa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469126/
https://www.ncbi.nlm.nih.gov/pubmed/37661945
http://dx.doi.org/10.1093/bioadv/vbad114
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author Nakamae, Kazuki
Bono, Hidemasa
author_facet Nakamae, Kazuki
Bono, Hidemasa
author_sort Nakamae, Kazuki
collection PubMed
description MOTIVATION: The CRISPR-Cas9 system has successfully achieved site-specific gene editing in organisms ranging from humans to bacteria. The technology efficiently generates mutants, allowing for phenotypic analysis of the on-target gene. However, some conventional studies did not investigate whether deleterious off-target effects partially affect the phenotype. RESULTS: Herein, we present a novel phenotypic assessment of CRISPR-mediated gene editing: Deleterious and ANticipatable Guides Evaluated by RNA-sequencing (DANGER) analysis. Using RNA-seq data, this bioinformatics pipeline can elucidate genomic on/off-target sites on mRNA-transcribed regions related to expression changes and then quantify phenotypic risk at the gene ontology term level. We demonstrated the risk-averse on/off-target assessment in RNA-seq data from gene-edited samples of human cells and zebrafish brains. Our DANGER analysis successfully detected off-target sites, and it quantitatively evaluated the potential contribution of deleterious off-targets to the transcriptome phenotypes of the edited mutants. Notably, DANGER analysis harnessed de novo transcriptome assembly to perform risk-averse on/off-target assessments without a reference genome. Thus, our resources would help assess genome editing in non-model organisms, individual human genomes, and atypical genomes from diseases and viruses. In conclusion, DANGER analysis facilitates the safer design of genome editing in all organisms with a transcriptome. AVAILABILITY AND IMPLEMENTATION: The Script for the DANGER analysis pipeline is available at https://github.com/KazukiNakamae/DANGER_analysis. In addition, the software provides a tutorial on reproducing the results presented in this article on the Readme page. The Docker image of DANGER_analysis is also available at https://hub.docker.com/repository/docker/kazukinakamae/dangeranalysis/general.
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spelling pubmed-104691262023-09-01 DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome Nakamae, Kazuki Bono, Hidemasa Bioinform Adv Original Article MOTIVATION: The CRISPR-Cas9 system has successfully achieved site-specific gene editing in organisms ranging from humans to bacteria. The technology efficiently generates mutants, allowing for phenotypic analysis of the on-target gene. However, some conventional studies did not investigate whether deleterious off-target effects partially affect the phenotype. RESULTS: Herein, we present a novel phenotypic assessment of CRISPR-mediated gene editing: Deleterious and ANticipatable Guides Evaluated by RNA-sequencing (DANGER) analysis. Using RNA-seq data, this bioinformatics pipeline can elucidate genomic on/off-target sites on mRNA-transcribed regions related to expression changes and then quantify phenotypic risk at the gene ontology term level. We demonstrated the risk-averse on/off-target assessment in RNA-seq data from gene-edited samples of human cells and zebrafish brains. Our DANGER analysis successfully detected off-target sites, and it quantitatively evaluated the potential contribution of deleterious off-targets to the transcriptome phenotypes of the edited mutants. Notably, DANGER analysis harnessed de novo transcriptome assembly to perform risk-averse on/off-target assessments without a reference genome. Thus, our resources would help assess genome editing in non-model organisms, individual human genomes, and atypical genomes from diseases and viruses. In conclusion, DANGER analysis facilitates the safer design of genome editing in all organisms with a transcriptome. AVAILABILITY AND IMPLEMENTATION: The Script for the DANGER analysis pipeline is available at https://github.com/KazukiNakamae/DANGER_analysis. In addition, the software provides a tutorial on reproducing the results presented in this article on the Readme page. The Docker image of DANGER_analysis is also available at https://hub.docker.com/repository/docker/kazukinakamae/dangeranalysis/general. Oxford University Press 2023-08-23 /pmc/articles/PMC10469126/ /pubmed/37661945 http://dx.doi.org/10.1093/bioadv/vbad114 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Original Article
Nakamae, Kazuki
Bono, Hidemasa
DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome
title DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome
title_full DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome
title_fullStr DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome
title_full_unstemmed DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome
title_short DANGER analysis: risk-averse on/off-target assessment for CRISPR editing without a reference genome
title_sort danger analysis: risk-averse on/off-target assessment for crispr editing without a reference genome
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469126/
https://www.ncbi.nlm.nih.gov/pubmed/37661945
http://dx.doi.org/10.1093/bioadv/vbad114
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