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1.
Nucleic Acids Res ; 46(3): 1375-1385, 2018 02 16.
Article in English | MEDLINE | ID: mdl-29267886

ABSTRACT

Genome editing with the CRISPR-Cas9 system has enabled unprecedented efficacy for reverse genetics and gene correction approaches. While off-target effects have been successfully tackled, the effort to eliminate variability in sgRNA efficacies-which affect experimental sensitivity-is in its infancy. To address this issue, studies have analyzed the molecular features of highly active sgRNAs, but independent cross-validation is lacking. Utilizing fluorescent reporter knock-out assays with verification at selected endogenous loci, we experimentally quantified the target efficacies of 430 sgRNAs. Based on this dataset we tested the predictive value of five recently-established prediction algorithms. Our analysis revealed a moderate correlation (r = 0.04 to r = 0.20) between the predicted and measured activity of the sgRNAs, and modest concordance between the different algorithms. We uncovered a strong PAM-distal GC-content-dependent activity, which enabled the exclusion of inactive sgRNAs. By deriving nine additional predictive features we generated a linear model-based discrete system for the efficient selection (r = 0.4) of effective sgRNAs (CRISPRater). We proved our algorithms' efficacy on small and large external datasets, and provide a versatile combined on- and off-target sgRNA scanning platform. Altogether, our study highlights current issues and efforts in sgRNA efficacy prediction, and provides an easily-applicable discrete system for selecting efficient sgRNAs.


Subject(s)
Algorithms , CRISPR-Associated Protein 9/genetics , CRISPR-Cas Systems , Gene Editing/methods , Gene Targeting/methods , RNA, Guide, Kinetoplastida/genetics , Base Composition , Base Sequence , CRISPR-Associated Protein 9/metabolism , Cell Line, Tumor , Clustered Regularly Interspaced Short Palindromic Repeats , HEK293 Cells , Humans , Leukocytes/cytology , Leukocytes/metabolism , Nucleic Acid Conformation , RNA, Guide, Kinetoplastida/chemistry , RNA, Guide, Kinetoplastida/metabolism
2.
Mol Ther ; 20(6): 1187-95, 2012 Jun.
Article in English | MEDLINE | ID: mdl-22472950

ABSTRACT

Integrating vectors developed on the basis of various retroviruses have demonstrated therapeutic potential following genetic modification of long-lived hematopoietic stem and progenitor cells. Lentiviral vectors (LV) are assumed to circumvent genotoxic events previously observed with γ-retroviral vectors, due to their integration bias to transcription units in comparison to the γ-retroviral preference for promoter regions and CpG islands. However, recently several studies have revealed the potential for gene activation by LV insertions. Here, we report a murine acute B-lymphoblastic leukemia (B-ALL) triggered by insertional gene inactivation. LV integration occurred into the 8th intron of Ebf1, a major regulator of B-lymphopoiesis. Various aberrant splice variants could be detected that involved splice donor and acceptor sites of the lentiviral construct, inducing downregulation of Ebf1 full-length message. The transcriptome signature was compatible with loss of this major determinant of B-cell differentiation, with partial acquisition of myeloid markers, including Csf1r (macrophage colony-stimulating factor (M-CSF) receptor). This was accompanied by receptor phosphorylation and STAT5 activation, both most likely contributing to leukemic progression. Our results highlight the risk of intragenic vector integration to initiate leukemia by inducing haploinsufficiency of a tumor suppressor gene. We propose to address this risk in future vector design.


Subject(s)
Genetic Vectors , Haploinsufficiency , Lentivirus/genetics , Leukemia/genetics , Trans-Activators/genetics , Virus Integration , Animals , Cluster Analysis , Down-Regulation/genetics , Female , Gene Expression Profiling , Gene Expression Regulation, Leukemic , Gene Order , Genomic Instability , Hematopoietic Stem Cells/metabolism , Humans , Male , Mice , Mice, Inbred C57BL , Mutagenesis, Insertional , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/genetics , Precursor B-Cell Lymphoblastic Leukemia-Lymphoma/metabolism , RNA Processing, Post-Transcriptional , STAT5 Transcription Factor/metabolism , Trans-Activators/metabolism , Transcription, Genetic , Transduction, Genetic
3.
Mol Ther ; 17(11): 1919-28, 2009 Nov.
Article in English | MEDLINE | ID: mdl-19672245

ABSTRACT

Gene transfer vectors may cause clonal imbalance and even malignant cell transformation by insertional upregulation of proto-oncogenes. Lentiviral vectors (LV) with their preferred integration in transcribed genes are considered less genotoxic than gammaretroviral vectors (GV) with their preference for integration next to transcriptional start sites and regulatory gene regions. Using a sensitive cell culture assay and a series of self-inactivating (SIN) vectors, we found that the lentiviral insertion pattern was approximately threefold less likely than the gammaretroviral to trigger transformation of primary hematopoietic cells. However, lentivirally induced mutants also showed robust replating, in line with the selection for common insertion sites (CIS) in the first intron of the Evi1 proto-oncogene. This potent proto-oncogene thus represents a CIS for both GV and LV, despite major differences in their integration mechanisms. Altering the vectors' enhancer-promoter elements had a greater effect on safety than the retroviral insertion pattern. Clinical grade LV expressing the Wiskott-Aldrich syndrome (WAS) protein under control of its own promoter had no transforming potential. Mechanistic studies support the conclusion that enhancer-mediated gene activation is the major cause for insertional transformation of hematopoietic cells, opening rational strategies for risk prevention.


Subject(s)
Bone Marrow Cells/metabolism , Gammaretrovirus/genetics , Genetic Vectors/genetics , Lentivirus/genetics , Mutagenesis, Insertional/methods , Transduction, Genetic/methods , Animals , Blotting, Northern , Bone Marrow Cells/virology , Mice , Mice, Inbred C57BL , Polymerase Chain Reaction , Proto-Oncogenes/genetics
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